From 54aeadcb113fc5495969ee154c21be5f3351cc37 Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Mon, 5 Feb 2024 16:12:46 +0100 Subject: [PATCH 01/24] First implementation of job splitter and started job manager --- pyproject.toml | 3 +- src/openeo_gfmap/manager/__init__.py | 6 + src/openeo_gfmap/manager/job_manager.py | 170 ++++++++++++++++++ src/openeo_gfmap/manager/job_splitters.py | 67 +++++++ .../resources/wc_extraction_dataset.gpkg | Bin 0 -> 794624 bytes tests/test_openeo_gfmap/test_managers.py | 23 +++ 6 files changed, 268 insertions(+), 1 deletion(-) create mode 100644 src/openeo_gfmap/manager/__init__.py create mode 100644 src/openeo_gfmap/manager/job_manager.py create mode 100644 src/openeo_gfmap/manager/job_splitters.py create mode 100644 tests/test_openeo_gfmap/resources/wc_extraction_dataset.gpkg create mode 100644 tests/test_openeo_gfmap/test_managers.py diff --git a/pyproject.toml b/pyproject.toml index 4145b12..64749f0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -34,7 +34,8 @@ dependencies = [ "openeo[localprocessing]", "cftime", "pyarrow", - "fastparquet" + "fastparquet", + "h3", ] [project.urls] diff --git a/src/openeo_gfmap/manager/__init__.py b/src/openeo_gfmap/manager/__init__.py new file mode 100644 index 0000000..4e6c070 --- /dev/null +++ b/src/openeo_gfmap/manager/__init__.py @@ -0,0 +1,6 @@ +"""OpenEO GFMAP Manager submodule. Implements the logic of splitting the jobs into subjobs and +managing the subjobs. +""" +import logging + +_log = logging.getLogger(__name__) diff --git a/src/openeo_gfmap/manager/job_manager.py b/src/openeo_gfmap/manager/job_manager.py new file mode 100644 index 0000000..4849343 --- /dev/null +++ b/src/openeo_gfmap/manager/job_manager.py @@ -0,0 +1,170 @@ +import json +import logging +import queue +import threading +from enum import Enum +from pathlib import Path +from typing import Callable, Union + +import pandas as pd +from openeo.extra.job_management import MultiBackendJobManager +from openeo.rest.job import BatchJob + +from openeo_gfmap.manager import _log + + +class PostJobStatus(Enum): + """Indicates the workers if the job finished as sucessful or with an error.""" + + FINISHED = "finished" + ERROR = "error" + + +class GFMAPJobManager(MultiBackendJobManager): + """A job manager for the GFMAP backend.""" + + def __init__( + self, + output_dir: Path, + post_job_action: Callable, + poll_sleep: int = 5, + n_threads: int = 1, + post_job_params: dict = {}, + ): + self._output_dir = output_dir + + # Setup the threads to work on the on_job_done and on_job_error methods + self._finished_job_queue = queue.Queue() + self._n_threads = n_threads + + self._threads = [] + + self._post_job_action = post_job_action + self._post_job_params = post_job_params + super().__init__(poll_sleep) + + def _post_job_worker(self): + """Checks which jobs are finished or failed and calls the `on_job_done` or `on_job_error` + methods.""" + while True: + status, job, row = self._finished_job_queue.get() + if status == PostJobStatus.ERROR: + self.on_job_error(job, row) + elif status == PostJobStatus.FINISHED: + self.on_job_done(job, row) + else: + raise ValueError(f"Unknown status: {status}") + self.on_job_done(job, row) + self.job_done_queue.task_done() + + def _update_statuses(self, df: pd.DataFrame): + """Updates the statues of the jobs in the dataframe from the backend. If a job is finished + or failed, it will be queued to the `on_job_done` or `on_job_error` methods. + + The method is executed every `poll_sleep` seconds. + """ + active = df[df.status.isin(["created", "queued", "running"])] + _log.info(f"Updating status. {len(active)} on {len(df)} active jobs...") + for idx, row in active.iterrows(): + # Parses the backend from the csv + connection = self._get_connection(row.backend_name) + job = connection.job(row.job_id) + job_metadata = job.describe_job() + _log.log( + level=logging.DEBUG, + msg=f"Status of job {job.job_id} is {job_metadata} (on backend {row.backend_name}).", + ) + + # Update the status if the job finished since last check + # Case is which it finished sucessfully + if (df.loc[idx, "status"] in ["created", "queued", "running"]) and ( + job_metadata["status"] == "finished" + ): + _log.info( + f"Job {job.job_id} finished successfully, queueing on_job_done..." + ) + self._finished_job_queue.put((PostJobStatus.FINISHED, job, row)) + df.loc[idx, "description"] = job_metadata["description"] + + # Case in which it failed + if (df.loc[idx, "status"] != "error") and ( + job_metadata["status"] == "error" + ): + _log.info( + f"Job {job.job_id} finished with error, queueing on_job_error..." + ) + self._finished_job_queue.put((PostJobStatus.ERROR, job, row)) + df.loc[idx, "description"] = job_metadata["description"] + + df.loc[idx, "status"] = job_metadata["status"] + + # Additional parameters + self._update_status(job, row) + + def on_job_error(self, job: BatchJob, row: pd.Series): + """Method called when a job finishes with an error. + + Parameters + ---------- + job: BatchJob + The job that finished with an error. + row: pd.Series + The row in the dataframe that contains the job relative information. + """ + logs = job.logs() + error_logs = [log for log in logs if log.level.lower() == "error"] + + # TODO figure out how to handle output file structures. + # job_metadata = job.describe_job() + # title = job_metadata["title"] + output_file = "/temp/error.log" + if len(error_logs > 0): + Path(output_file).write_text(json.dumps(error_logs, indent=2)) + else: + Path(output_file).write_text( + f"Couldn't find any error logs. Please check the error manually on job ID: {job.job_id}." + ) + + def on_job_done(self, job: BatchJob, row: pd.Series): + """Method called when a job finishes successfully. It will first download the results of + the job and then call the `post_job_action` method. + """ + output_folder = self._output_dir / row.job_id + output_folder.mkdir(parents=True, exist_ok=True) + + for idx, asset in enumerate(job.results().get_assets()): + # file_name = f"{row.output_prefix}_{idx}.{asset.file_extension}" + asset.download(output_folder / asset.filename) + + # TODO trigger post-job action and write STAC metadata + + def run_jobs( + self, df: pd.DataFrame, start_job: Callable, output_file: Union[str, Path] + ): + """Starts the jobs defined in the dataframe and runs the `start_job` function on each job. + + Parameters + ---------- + df: pd.DataFrame + The dataframe containing the jobs to be started. The dataframe expects the following columns: + + * `output_folder`: Folder in which the results of the job will be stored. + * `output_prefix`: Prefix to be used in the output files. + * `file_extension`: Extension of the output files. + * `backend_name`: Name of the backend to use. + * `task_id`: ID of the task to be executed, will be used to retrieve geometry from + another dataset. + + start_job: Callable + Callable function that will take in argument the rows of each job and that will + create a datacube. + output_file: Union[str, Path] + The file to track the results of the jobs. + """ + super(MultiBackendJobManager).run_jobs(df, start_job, output_file) + + # Starts the thread pool to work on the on_job_done and on_job_error methods + for _ in range(self._n_threads): + thread = threading.Thread(target=self._post_job_worker) + thread.start() + self._threads.append(thread) diff --git a/src/openeo_gfmap/manager/job_splitters.py b/src/openeo_gfmap/manager/job_splitters.py new file mode 100644 index 0000000..0b82cca --- /dev/null +++ b/src/openeo_gfmap/manager/job_splitters.py @@ -0,0 +1,67 @@ +"""Job splitter functionalities, except input points/polygons to extract in the +form of a GeoDataFrames. +""" +from typing import List + +import geopandas as gpd +import h3 + + +def _resplit_group( + polygons: gpd.GeoDataFrame, max_points: int +) -> List[gpd.GeoDataFrame]: + """Performs re-splitting of a dataset of polygons in a list of datasets""" + for i in range(0, len(polygons), max_points): + yield polygons.iloc[i : i + max_points] + + +def split_job( + polygons: gpd.GeoDataFrame, max_points: int = 500, grid_resolution: int = 4 +) -> List[gpd.GeoDataFrame]: + """Split a job into multiple jobs from the position of the polygons/points. The centroid of + the geometries to extract are used to select a hexagon in the H3 grid. Using the H3 grid + allows to split jobs in equal areas, which is useful for parallel processing while taking into + account OpenEO's limitations. + + Parameters + ---------- + polygons: gpd.GeoDataFrae + Dataset containing the polygons to split the job by with a `geometry` column. + max_points: int + The maximum number of points to be included in each job. + grid_resolution: int + The scale to use in the H3 hexagonal grid to split jobs to, default is 4. Changing the + grid scale will drastically increase/decrease the area on which jobs will work. + More information on the H3 grid can be found at + https://h3geo.org/docs/core-library/restable + Returns: + -------- + split_polygons: list + List of jobs, split by the GeoDataFrame. + """ + + if "geometry" not in polygons.columns: + raise ValueError("The GeoDataFrame must contain a 'geometry' column.") + + if polygons.crs is None: + raise ValueError("The GeoDataFrame must contain a CRS") + + # Project to lat/lon positions + polygons = polygons.to_crs(epsg=4326) + + # Split the polygons into multiple jobs + polygons["h3index"] = polygons.geometry.centroid.apply( + lambda pt: h3.geo_to_h3(pt.y, pt.x, grid_resolution) + ) + + split_datasets = [] + for _, sub_gdf in polygons.groupby("h3index"): + if len(sub_gdf) > max_points: + # Performs another split + split_datasets.extend( + _resplit_group(sub_gdf, max_points).reset_index(drop=True) + ) + else: + split_datasets.append(sub_gdf.reset_index(drop=True)) + + return split_datasets diff --git a/tests/test_openeo_gfmap/resources/wc_extraction_dataset.gpkg b/tests/test_openeo_gfmap/resources/wc_extraction_dataset.gpkg new file mode 100644 index 0000000000000000000000000000000000000000..0136a4acb499728042f6858ad3815d655ae95d04 GIT binary patch literal 794624 zcmeF)2|Scv|3Ch*6Jt_IyGevX#xB&@LfNt;Q4)j6z9rf)?IkU=Z%TV<-}k-HrnIND ztF+Uqey=x8iR#<;bAKQI`@SFl%j5Go({s+buIrrlIoG+iF}(Y_3X=rfu-Js?;3Tdw zt0_xDg2m@@SuBUIo zw7GVUy*#`exi0SBj$S@o5BJ8)X>(D6>u785%=Pl{!van&?p$w2S4Vpvu9vNgx1)}& zorjl?9#^}rUfkFiZc^}&C;?ZyQ603kxx<99QNc-qL~clIOkz?(urMa6JNH{FYn#Un z366=0P2vs_aH9l?iQJ@!;217XTbJwS?1-A`xI6k8{8ZkW%hR>uI=VY#_U6d7?TavW z{9PE+Vq>F&q6EVPQ9;RZp{Pc~ApMU)Y_x{&A@uchp!mmzaetKg7Xw;X$A1#gdR6#U zI1PUeXT8$aT*Gg{v{tSQrp#Xi^B<1LAKU#lroRXC-#i|FRP2|d@h`$BvR9H*)7O_6 zZ&|x9G#qCQ%@z+lTRT@rZo^!zPVGv9VuGUuTp!2&K3sPX{O{}Ps#mY3F77^#wC8`% z`)M!vU2cRx7#@*?382BkwX;v%4*Bc6-z^v?9FE;aR2H 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" + ], + "text/plain": [ + " backend_name out_prefix out_extension start_date end_date \\\n", + "0 cdse S2 .nc 2020-08-30 2022-03-03 \n", + "1 cdse S2 .nc 2020-08-30 2022-03-03 \n", + "2 cdse S2 .nc 2020-08-30 2022-03-03 \n", + "3 cdse S2 .nc 2020-08-30 2022-03-03 \n", + "4 cdse S2 .nc 2020-08-30 2022-03-03 \n", + ".. ... ... ... ... ... \n", + "88 cdse S2 .nc 2020-08-30 2022-03-03 \n", + "89 cdse S2 .nc 2020-08-30 2022-03-03 \n", + "90 cdse S2 .nc 2020-08-30 2022-03-03 \n", + "91 cdse S2 .nc 2020-08-30 2022-03-03 \n", + "92 cdse S2 .nc 2020-08-30 2022-03-03 \n", + "\n", + " geometry \n", + "0 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "1 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "2 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "3 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "4 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + ".. ... \n", + "88 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "89 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "90 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "91 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "92 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "\n", + "[93 rows x 6 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from openeo_gfmap import Backend\n", + "from typing import List\n", + "import pandas as pd\n", + "\n", + "def create_job_dataframe_s2(backend: Backend, split_jobs: List[gpd.GeoDataFrame]) -> pd.DataFrame:\n", + " \"\"\"Create a dataframe from the split jobs, containg all the necessary information to run the job.\"\"\"\n", + " columns = ['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date', 'geometry']\n", + " rows = []\n", + " for job in split_jobs:\n", + " # Compute the average in the valid date and make a buffer of 1.5 year around\n", + " median_time = pd.to_datetime(job.valid_date).mean()\n", + " start_date = median_time - pd.Timedelta(days=275) # A bit more than 9 months\n", + " end_date = median_time + pd.Timedelta(days=275) # A bit more than 9 months\n", + " \n", + " rows.append(\n", + " pd.Series(\n", + " dict(zip(columns, [backend.value, 'S2', '.nc', start_date.strftime('%Y-%m-%d'), end_date.strftime('%Y-%m-%d'), job.to_json()]))\n", + " )\n", + " )\n", + "\n", + " return pd.DataFrame(rows)\n", + "\n", + "job_df = create_job_dataframe_s2(Backend.CDSE, split_jobs)\n", + "\n", + "job_df" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " backend_name out_prefix out_extension start_date end_date \\\n", + "0 cdse S2 .nc 2020-08-30 2022-03-03 \n", + "1 cdse S2 .nc 2020-08-30 2022-03-03 \n", + "2 cdse S2 .nc 2020-08-30 2022-03-03 \n", + "3 cdse S2 .nc 2020-08-30 2022-03-03 \n", + "\n", + " geometry \n", + "0 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "1 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "2 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "3 {\"type\": \"FeatureCollection\", \"features\": [{\"i... " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Run a subset of the jobs to test the manager, the selected jobs have a fair amount of geometries to extract\n", + "job_df = job_df.iloc[[0, 2, 3, -6]].reset_index(drop=True)\n", + "job_df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Third step: implement the datacube creator function.\n", + "\n", + "Implement a function to create, from the additional rows provided before, an `openeo.BatchJob` that will be used to run the job.\n", + "\n", + "In this case we extract Sentinel-2 data, and we remove the polygons with `extract=False` (although we keep them in the row for the post-job action.)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "import openeo\n", + "\n", + "import pandas as pd\n", + "import geojson\n", + "\n", + "from openeo_gfmap import TemporalContext, Backend, BackendContext, FetchType\n", + "from openeo_gfmap.fetching import build_sentinel2_l2a_extractor\n", + "\n", + "\n", + "def create_datacube_s2(row: pd.Series, connection: openeo.DataCube, provider=None, connection_provider=None) -> openeo.BatchJob:\n", + "\n", + " def buffer_geometry(geometry: geojson.FeatureCollection, buffer: float) -> str:\n", + " gdf = gpd.GeoDataFrame.from_features(geometry).set_crs(epsg=4326)\n", + " utm = gdf.estimate_utm_crs()\n", + " gdf = gdf.to_crs(utm)\n", + " gdf['geometry'] = gdf.centroid.buffer(distance=buffer, cap_style=3)\n", + "\n", + " gdf = gdf.to_crs(epsg=4326)\n", + " return geojson.loads(gdf.to_json())\n", + "\n", + "\n", + " def filter_extractonly_geometries(collection: geojson.FeatureCollection):\n", + " # Filter out geometries that do not have the field extract=True\n", + " features = [f for f in collection.features if f.properties.get('extract', False)]\n", + " return geojson.FeatureCollection(features)\n", + "\n", + " start_date = row.start_date\n", + " end_date = row.end_date\n", + " temporal_context = TemporalContext(start_date, end_date)\n", + "\n", + " # Get the feature collection containing the geometry to the job\n", + " geometry = geojson.loads(row.geometry)\n", + " assert isinstance(geometry, geojson.FeatureCollection)\n", + "\n", + " # Filter the geometry to the rows with the extract only flag\n", + " geometry = filter_extractonly_geometries(geometry)\n", + " assert len(geometry.features) > 0, \"No geometries with the extract flag found\"\n", + "\n", + " # Performs a buffer of 64 px around the geometry\n", + " geometry = buffer_geometry(geometry, 319)\n", + "\n", + " # Backend name and fetching type\n", + " backend = Backend(row.backend_name)\n", + " backend_context = BackendContext(backend)\n", + "\n", + " fetch_type = FetchType.POLYGON\n", + " bands_to_download = ['S2-B01', 'S2-B02', 'S2-B03', 'S2-B04', 'S2-B05', 'S2-B06', 'S2-B07', 'S2-B08', 'S2-B8A', 'S2-B09', 'S2-B11', 'S2-B12', 'S2-SCL']\n", + "\n", + " # Create the job to extract S2\n", + " extraction_parameters = {\n", + " \"target_resolution\": 10\n", + " }\n", + " extractor = build_sentinel2_l2a_extractor(\n", + " backend_context, bands=bands_to_download, fetch_type=fetch_type.POLYGON, **extraction_parameters \n", + " )\n", + "\n", + " cube = extractor.get_cube(connection, geometry, temporal_context)\n", + "\n", + " # Get the h3index to use in the tile\n", + " h3index = geometry.features[0].properties['h3index']\n", + " valid_date = geometry.features[0].properties['valid_date']\n", + "\n", + " # Increase the memory of the jobs\n", + " job_options = {\n", + " \"executor-memory\": \"5G\",\n", + " \"executor-memoryOverhead\": \"2G\",\n", + " }\n", + "\n", + " return cube.create_job(\n", + " out_format=\"NetCDF\",\n", + " title=f\"GFMAP_Extraction_S2_{h3index}_{valid_date}\",\n", + " sample_by_feature=True,\n", + " job_options=job_options\n", + " )\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Fourth step: create output paths\n", + "\n", + "Implement a function that from a temporary path containing a job result, from the job dataframe row and the root folder will choose the output path where to save that job result." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 4.62 s, sys: 40.8 ms, total: 4.67 s\n", + "Wall time: 4.67 s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "# Load the S2 grid\n", + "s2_grid = gpd.read_file('./s2grid_bounds.geojson')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "import xarray as xr\n", + "from pyproj import Transformer, CRS\n", + "from shapely.geometry import box, Point\n", + "\n", + "def generate_output_path_s2(root_folder: Path, tmp_path: Path, geometry_index: int, row: pd.Series):\n", + " features = geojson.loads(row.geometry)\n", + " sample_id = features[geometry_index].properties['sample_id']\n", + " ref_id = features[geometry_index].properties['ref_id']\n", + " \n", + " # Loads the array lazily in-memory\n", + " try:\n", + " inds = xr.open_dataset(tmp_path, chunks='auto')\n", + " \n", + " source_crs = CRS.from_wkt(inds.crs.attrs['crs_wkt'])\n", + " dst_crs = CRS.from_epsg(4326)\n", + " \n", + " transformer = Transformer.from_crs(source_crs, dst_crs, always_xy=True)\n", + " bounds = inds.x.min().item(), inds.y.min().item(), inds.x.max().item(), inds.y.max().item()\n", + " bbox = box(*bounds)\n", + "\n", + " # Get the center of the box\n", + " centroid = bbox.centroid\n", + " lon, lat = transformer.transform(centroid.x, centroid.y)\n", + " centroid_pt = Point(lon, lat)\n", + "\n", + " # Intersecting with the s2 grid\n", + " intersecting = s2_grid.geometry.intersects(centroid_pt)\n", + "\n", + " # Select the intersecting cell that has a centroid the closest from the point\n", + " intersecting_cells = s2_grid[intersecting]\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + " s2_tile = intersecting_cells.iloc[0]\n", + "\n", + " s2_tile_id = s2_tile.tile\n", + "\n", + " subfolder = root_folder / ref_id / str(source_crs.to_epsg()) / s2_tile_id / sample_id\n", + " except Exception:\n", + " # TODO: _log.error('Could not find S2 tile for file, setting up a dummy path')\n", + " subfolder = root_folder / 'unsortable'\n", + "\n", + " return subfolder / f'{row.out_prefix}_{sample_id}_{source_crs.to_epsg()}_{row.start_date}_{row.end_date}{row.out_extension}'\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Fifth step: Define the post-job action\n", + "\n", + "The post-job action will be called once the job resut was downloaded and saved to a specific path.\n", + "\n", + "A post-job action function must receive 3 parameters:\n", + "* `result_paths`: Paths to the downloaded job result files.\n", + "* `row`: The current job dataframe row.\n", + "* `parameters`: User-defined parameters set in the `GFMAPJobManager` constructor.\n", + "\n", + "The post-job action must return a list of paths containing the results from that job. For example, if no file is created/deleted in the post-job action, then the user can simply return the list of paths it has received as input `result_paths`. If instead files are added or removed, then the user will need to modify this list accordingly before returning it." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "from rasterio.features import rasterize\n", + "from rasterio.transform import from_bounds\n", + "import json\n", + "\n", + "def post_job_action(result_paths: list, row: pd.Series, parameters: dict = {}) -> list:\n", + " base_gpd = gpd.GeoDataFrame.from_features(json.loads(row.geometry)).set_crs(epsg=4326)\n", + " assert len(base_gpd[base_gpd.extract == True]) == len(result_paths), \"The number of result paths should be the same as the number of geometries\"\n", + " extracted_gpd = base_gpd[base_gpd.extract == True].reset_index(drop=True)\n", + " # In this case we want to burn the metadata in a new file in the same folder as the S2 product\n", + " for idx, result_path in enumerate(result_paths.copy()):\n", + " sample_id = extracted_gpd.iloc[idx].sample_id\n", + " ref_id = extracted_gpd.iloc[idx].ref_id\n", + " lc_label = extracted_gpd.iloc[idx].landcover_label\n", + " confidence = extracted_gpd.iloc[idx].confidence\n", + " valid_date = extracted_gpd.iloc[idx].valid_date\n", + "\n", + " result_ds = xr.open_dataset(result_path, chunks='auto')\n", + "\n", + " target_crs = CRS.from_wkt(result_ds.crs.attrs['crs_wkt'])\n", + "\n", + " # Get the surrounding polygons around our extracted center geometry to rastetize them\n", + " bounds = (result_ds.x.min().item(), result_ds.y.min().item(), result_ds.x.max().item(), result_ds.y.max().item())\n", + " bbox = box(*bounds)\n", + " surround_gpd = base_gpd.to_crs(target_crs).clip(bbox)\n", + "\n", + " # Burn the polygon croptypes\n", + " transform = from_bounds(*bounds, result_ds.x.size, result_ds.y.size)\n", + " croptype_shapes = list(zip(surround_gpd.geometry, surround_gpd.croptype_label))\n", + " croptype = rasterize(croptype_shapes, out_shape=(result_ds.y.size, result_ds.x.size), transform=transform, all_touched=True, fill=0, default_value=65535, dtype='uint16')\n", + "\n", + " # Create the attributes to add to the metadata\n", + " crs_layer = result_ds['crs']\n", + " attributes = {\n", + " 'ref_id': ref_id,\n", + " 'sample_id': sample_id,\n", + " 'landcover_label': lc_label,\n", + " 'confidence': str(confidence),\n", + " 'valid_date': valid_date\n", + " }\n", + " attributes.update(result_ds.attrs)\n", + "\n", + " aux_dataset = xr.Dataset({'CROPTYPE': (('y', 'x'), croptype)}, coords={'y': result_ds.y, 'x': result_ds.x}, attrs=attributes)\n", + "\n", + " # Include the CRS layer from OpenEO\n", + " aux_dataset['crs'] = crs_layer\n", + " aux_dataset.attrs.update(result_ds.attrs)\n", + "\n", + " # Save the metadata in the same folder as the S2 product\n", + " metadata_path = result_path.parent / f'AUX_{sample_id}_{target_crs.to_epsg()}_{valid_date}.nc'\n", + " aux_dataset.to_netcdf(metadata_path, format='NETCDF4', engine='h5netcdf')\n", + " result_paths.append(metadata_path)\n", + "\n", + " return result_paths\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sixth and last step: Running the manager\n", + "\n", + "Let's initialize and execute the Job Manager as defined the GFMAP, and then run it using the functions defined previously" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "from openeo_gfmap.manager.job_manager import GFMAPJobManager\n", + "from openeo_gfmap.backend import cdse_connection\n", + "\n", + "base_output_dir = Path('/data/users/Public/couchard/world_cereal/extractions/')\n", + "tracking_job_csv = base_output_dir / 'job_tracker.csv'\n", + "\n", + "manager = GFMAPJobManager(\n", + " output_dir=base_output_dir,\n", + " output_path_generator=generate_output_path_s2,\n", + " post_job_action=post_job_action,\n", + " poll_sleep=60,\n", + " n_threads=2,\n", + " post_job_params={}\n", + ")\n", + "\n", + "manager.add_backend(\n", + " Backend.CDSE.value, cdse_connection, parallel_jobs=2\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-02-12 09:37:32,563|openeo_gfmap.manager|INFO: Starting job manager using 2 worker threads.\n", + "2024-02-12 09:37:32,575|openeo_gfmap.manager|INFO: Workers started, creating and running jobs.\n", + "2024-02-12 09:37:32,610|openeo_gfmap.manager|DEBUG: Normalizing dataframe. Columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'status', 'id', 'start_time', 'cpu', 'memory', 'duration',\n", + " 'description', 'costs'],\n", + " dtype='object')\n", + "2024-02-12 09:37:32,612|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Authenticated using refresh token.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-02-12 09:37:33,882|openeo_gfmap.manager|DEBUG: Status of job j-2402124f58244715803a335628079b9a is finished (on backend cdse).\n", + "2024-02-12 09:37:33,883|openeo_gfmap.manager|INFO: Job j-2402124f58244715803a335628079b9a finished successfully, queueing on_job_done...\n", + "2024-02-12 09:37:33,888|openeo_gfmap.manager|DEBUG: Worker thread Thread-4: polled finished job with status PostJobStatus.FINISHED.\n", + "2024-02-12 09:37:38,861|openeo_gfmap.manager|DEBUG: Status of job j-24021279e49745e9a3806584fe0e8c9a is finished (on backend cdse).\n", + "2024-02-12 09:37:38,863|openeo_gfmap.manager|INFO: Job j-24021279e49745e9a3806584fe0e8c9a finished successfully, queueing on_job_done...\n", + "2024-02-12 09:37:38,867|openeo_gfmap.manager|DEBUG: Worker thread Thread-5: polled finished job with status PostJobStatus.FINISHED.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataCube()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-02-12 09:37:43,664|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-2402124f58244715803a335628079b9a -> /tmp/tmp91ksct_n\n", + "2024-02-12 09:37:45,148|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /tmp/tmp_4v2t_f0\n", + "2024-02-12 09:37:52,138|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-2402124f58244715803a335628079b9a...\n", + "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-12 09:37:52,672|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-12 09:37:53,429|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-12 09:37:53,432|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-2402124f58244715803a335628079b9a -> /tmp/tmpw01mu9qf\n", + "2024-02-12 09:37:54,746|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-24021279e49745e9a3806584fe0e8c9a...\n", + "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-12 09:37:54,905|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1551152/S2_at2021lpis1551152_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-12 09:37:55,842|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1551152/S2_at2021lpis1551152_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-12 09:37:55,847|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /tmp/tmpgdkcbiqo\n", + "2024-02-12 09:37:58,579|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-2402124f58244715803a335628079b9a...\n", + "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-12 09:37:58,765|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-12 09:37:59,373|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-12 09:37:59,378|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-2402124f58244715803a335628079b9a -> /tmp/tmp9wfpr2qu\n", + "2024-02-12 09:38:05,003|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-24021279e49745e9a3806584fe0e8c9a...\n", + "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-12 09:38:05,194|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1313057/S2_at2021lpis1313057_32633_2020-08-30_2022-03-03.nc\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataCube()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-02-12 09:38:05,385|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1313057/S2_at2021lpis1313057_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-12 09:38:05,390|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /tmp/tmpkew_9hyq\n", + "2024-02-12 09:38:08,255|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-2402124f58244715803a335628079b9a...\n", + "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-12 09:38:08,439|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-12 09:38:08,747|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-12 09:38:08,749|openeo_gfmap.manager|DEBUG: Calling post job action for job j-2402124f58244715803a335628079b9a...\n", + "2024-02-12 09:38:09,559|openeo_gfmap.manager|INFO: Job j-2402124f58244715803a335628079b9a and post job action finished successfully.\n", + "2024-02-12 09:38:15,092|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-24021279e49745e9a3806584fe0e8c9a...\n", + "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-12 09:38:15,307|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1561389/S2_at2021lpis1561389_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-12 09:38:15,516|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1561389/S2_at2021lpis1561389_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-12 09:38:15,519|openeo_gfmap.manager|DEBUG: Downloading asset openEO_3.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /tmp/tmpvahpjkqn\n", + "2024-02-12 09:38:22,615|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_3.nc from job j-24021279e49745e9a3806584fe0e8c9a...\n", + "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-12 09:38:22,788|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_3.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1222569/S2_at2021lpis1222569_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-12 09:38:22,969|openeo_gfmap.manager|INFO: Downloaded asset openEO_3.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1222569/S2_at2021lpis1222569_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-12 09:38:22,973|openeo_gfmap.manager|DEBUG: Downloading asset openEO_4.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /tmp/tmp9qq2f6m9\n", + "2024-02-12 09:38:29,854|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_4.nc from job j-24021279e49745e9a3806584fe0e8c9a...\n", + "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-12 09:38:30,027|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_4.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis809720/S2_at2021lpis809720_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-12 09:38:30,148|openeo_gfmap.manager|INFO: Downloaded asset openEO_4.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis809720/S2_at2021lpis809720_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-12 09:38:30,150|openeo_gfmap.manager|DEBUG: Calling post job action for job j-24021279e49745e9a3806584fe0e8c9a...\n", + "2024-02-12 09:38:31,352|openeo_gfmap.manager|INFO: Job j-24021279e49745e9a3806584fe0e8c9a and post job action finished successfully.\n", + "2024-02-12 09:39:29,274|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:39:29,492|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:39:30,816|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:40:30,968|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:40:33,929|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:40:34,269|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:41:34,440|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:41:34,695|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:41:35,280|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:42:35,462|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:42:36,041|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:42:36,485|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:43:36,626|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:43:36,946|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:43:38,638|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:44:38,795|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:44:39,048|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:44:41,675|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:45:41,861|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:45:42,175|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:45:44,476|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:46:44,671|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:46:44,946|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:46:47,272|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:47:47,411|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:47:47,719|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:47:48,098|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:48:48,231|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:48:48,650|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:48:50,196|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:49:50,520|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:49:50,827|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:49:52,613|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:50:52,803|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:50:54,202|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:50:54,794|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:51:54,958|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:51:56,063|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:51:56,289|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:52:56,486|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:52:56,866|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:52:57,592|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:53:57,737|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:53:58,210|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:54:01,194|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:55:01,369|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:55:05,199|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:55:05,437|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:56:05,605|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:56:06,025|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:56:08,011|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:57:08,220|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:57:08,685|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:57:12,111|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:58:12,249|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:58:12,658|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:58:14,530|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 09:59:14,656|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 09:59:14,954|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 09:59:15,242|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 10:00:15,353|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 10:00:15,947|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:00:29,066|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 10:01:29,230|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 10:01:29,528|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:01:30,633|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", + "2024-02-12 10:02:30,836|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-12 10:02:32,780|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:02:46,801|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is finished (on backend cdse).\n", + "2024-02-12 10:02:46,803|openeo_gfmap.manager|INFO: Job j-2402124d03ab4e718bef6ce4e8185348 finished successfully, queueing on_job_done...\n", + "2024-02-12 10:02:46,809|openeo_gfmap.manager|DEBUG: Worker thread Thread-5: polled finished job with status PostJobStatus.FINISHED.\n", + "2024-02-12 10:02:51,114|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmp_gibcv9i\n", + "2024-02-12 10:02:58,022|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", + "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-12 10:02:58,509|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12461808/S2_2021_LV_LPIS_POLY_110-12461808_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-12 10:02:58,693|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12461808/S2_2021_LV_LPIS_POLY_110-12461808_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-12 10:02:58,697|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmp710760kb\n", + "2024-02-12 10:03:05,950|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", + "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-12 10:03:06,320|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12484602/S2_2021_LV_LPIS_POLY_110-12484602_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-12 10:03:06,478|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12484602/S2_2021_LV_LPIS_POLY_110-12484602_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-12 10:03:06,483|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmpx_uhw6jb\n", + "2024-02-12 10:03:13,646|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", + "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-12 10:03:14,059|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12710543/S2_2021_LV_LPIS_POLY_110-12710543_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-12 10:03:14,188|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12710543/S2_2021_LV_LPIS_POLY_110-12710543_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-12 10:03:14,193|openeo_gfmap.manager|DEBUG: Downloading asset openEO_3.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmpnmy5v_v0\n", + "2024-02-12 10:03:18,924|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_3.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", + "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-12 10:03:19,242|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_3.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12668906/S2_2021_LV_LPIS_POLY_110-12668906_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-12 10:03:19,358|openeo_gfmap.manager|INFO: Downloaded asset openEO_3.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12668906/S2_2021_LV_LPIS_POLY_110-12668906_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-12 10:03:19,363|openeo_gfmap.manager|DEBUG: Downloading asset openEO_4.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmp2sgwj7iq\n", + "2024-02-12 10:03:24,044|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_4.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", + "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-12 10:03:24,459|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_4.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12842675/S2_2021_LV_LPIS_POLY_110-12842675_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-12 10:03:24,666|openeo_gfmap.manager|INFO: Downloaded asset openEO_4.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12842675/S2_2021_LV_LPIS_POLY_110-12842675_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-12 10:03:24,670|openeo_gfmap.manager|DEBUG: Downloading asset openEO_5.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmpt61g6d34\n", + "2024-02-12 10:03:30,997|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_5.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", + "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-12 10:03:31,312|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_5.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12579669/S2_2021_LV_LPIS_POLY_110-12579669_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-12 10:03:31,513|openeo_gfmap.manager|INFO: Downloaded asset openEO_5.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12579669/S2_2021_LV_LPIS_POLY_110-12579669_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-12 10:03:31,518|openeo_gfmap.manager|DEBUG: Downloading asset openEO_6.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmp9viznwne\n", + "2024-02-12 10:03:38,362|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_6.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", + "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-12 10:03:38,880|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_6.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12483998/S2_2021_LV_LPIS_POLY_110-12483998_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-12 10:03:38,989|openeo_gfmap.manager|INFO: Downloaded asset openEO_6.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12483998/S2_2021_LV_LPIS_POLY_110-12483998_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-12 10:03:38,993|openeo_gfmap.manager|DEBUG: Downloading asset openEO_7.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmpvp3hzxc5\n", + "2024-02-12 10:03:44,408|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_7.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", + "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-12 10:03:44,747|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_7.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12308263/S2_2021_LV_LPIS_POLY_110-12308263_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-12 10:03:44,946|openeo_gfmap.manager|INFO: Downloaded asset openEO_7.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12308263/S2_2021_LV_LPIS_POLY_110-12308263_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-12 10:03:44,948|openeo_gfmap.manager|DEBUG: Calling post job action for job j-2402124d03ab4e718bef6ce4e8185348...\n", + "2024-02-12 10:03:46,982|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:03:47,304|openeo_gfmap.manager|INFO: Job j-2402124d03ab4e718bef6ce4e8185348 and post job action finished successfully.\n", + "2024-02-12 10:03:47,374|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:04:47,471|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:04:48,400|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:05:48,513|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:05:48,775|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:06:48,987|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:06:49,580|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:07:49,782|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:07:50,229|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:08:50,385|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:08:50,823|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:09:50,944|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:09:51,455|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:10:51,598|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:11:17,145|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:12:17,315|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:12:17,688|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:13:17,805|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:13:18,499|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:14:18,608|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:14:18,986|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:15:19,116|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:15:19,564|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:16:19,716|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:16:19,975|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:17:20,142|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:17:20,525|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:18:20,697|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:18:20,959|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:19:21,184|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:19:21,544|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:20:21,695|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:20:26,767|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:21:26,916|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:21:27,696|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:22:27,831|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:22:28,087|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:23:28,237|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:23:28,481|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:24:28,627|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:24:29,027|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:25:29,137|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:25:29,855|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:26:30,003|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:26:31,146|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:27:31,306|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:27:31,531|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:28:31,696|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:28:32,167|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:29:32,318|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:29:32,643|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:30:32,852|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:30:33,161|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:31:33,313|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:31:34,064|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:32:34,293|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:32:34,630|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:33:34,773|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:33:34,997|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:34:35,180|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:34:35,697|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", + "2024-02-12 10:35:35,827|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-12 10:35:36,174|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is error (on backend cdse).\n", + "2024-02-12 10:35:36,176|openeo_gfmap.manager|INFO: Job j-2402128d377942dfa41b8b075936fa95 finished with error, queueing on_job_error...\n", + "2024-02-12 10:35:36,179|openeo_gfmap.manager|DEBUG: Worker thread Thread-4: polled finished job with status PostJobStatus.ERROR.\n", + "Exception in thread Thread-4:\n", + "Traceback (most recent call last):\n", + " File \"/home/couchard/miniconda3/envs/gfmap/lib/python3.9/threading.py\", line 980, in _bootstrap_inner\n", + " self.run()\n", + " File \"/home/couchard/miniconda3/envs/gfmap/lib/python3.9/threading.py\", line 917, in run\n", + " self._target(*self._args, **self._kwargs)\n", + " File \"/data/users/Private/couchard/openeo-gfmap/src/openeo_gfmap/manager/job_manager.py\", line 64, in _post_job_worker\n", + " if status == PostJobStatus.ERROR:\n", + " File \"/data/users/Private/couchard/openeo-gfmap/src/openeo_gfmap/manager/job_manager.py\", line 137, in on_job_error\n", + " output_log_path = (\n", + "TypeError: '>' not supported between instances of 'list' and 'int'\n" + ] + } + ], + "source": [ + "manager.run_jobs(job_df, create_datacube_s2, tracking_job_csv)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "gfmap", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 2d34b24b14c87053be7ea1e77c0ca1d826c924e1 Mon Sep 17 00:00:00 2001 From: Vincent Verelst Date: Thu, 22 Feb 2024 10:44:10 +0100 Subject: [PATCH 07/24] First version of a creating a STAC collection after feature extraction #18 --- .../S2_extraction_example.ipynb | 1047 ++++++++++++----- src/openeo_gfmap/manager/job_manager.py | 43 +- 2 files changed, 775 insertions(+), 315 deletions(-) diff --git a/examples/extraction_pipelines/S2_extraction_example.ipynb b/examples/extraction_pipelines/S2_extraction_example.ipynb index 934a84a..4e36202 100644 --- a/examples/extraction_pipelines/S2_extraction_example.ipynb +++ b/examples/extraction_pipelines/S2_extraction_example.ipynb @@ -56,20 +56,20 @@ "metadata": {}, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "/data/users/Private/couchard/openeo-gfmap/src/openeo_gfmap/manager/job_splitters.py:53: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " polygons[\"h3index\"] = polygons.geometry.centroid.apply(\n" + "137 jobs before filtering empty one (no extraction)\n", + "93 jobs after filtering empty one (no extraction)\n" ] }, { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "137 jobs before filtering empty one (no extraction)\n", - "93 jobs after filtering empty one (no extraction)\n" + "/home/vverelst/openeo/openeo-gfmap/src/openeo_gfmap/manager/job_splitters.py:53: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " polygons[\"h3index\"] = polygons.geometry.centroid.apply(\n" ] } ], @@ -78,7 +78,7 @@ "import geopandas as gpd\n", "from openeo_gfmap.manager.job_splitters import split_job_hex\n", "\n", - "base_df_path = Path('/vitodata/worldcereal/tmp/kristof/GFMAP/2021_EUR_DEMO_POLY_110.gpkg')\n", + "base_df_path = Path('./2021_EUR_DEMO_POLY_110.gpkg')\n", "base_df = gpd.read_file(base_df_path)\n", "# Splits the job using GFMAP\n", "split_jobs = split_job_hex(\n", @@ -424,7 +424,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -515,15 +515,15 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 4.62 s, sys: 40.8 ms, total: 4.67 s\n", - "Wall time: 4.67 s\n" + "CPU times: user 2.27 s, sys: 14.6 ms, total: 2.29 s\n", + "Wall time: 2.29 s\n" ] } ], @@ -536,7 +536,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -612,7 +612,7 @@ "from rasterio.transform import from_bounds\n", "import json\n", "\n", - "def post_job_action(result_paths: list, row: pd.Series, parameters: dict = {}) -> list:\n", + "def post_job_action(result_paths: dict, row: pd.Series, parameters: dict = {}) -> list:\n", " base_gpd = gpd.GeoDataFrame.from_features(json.loads(row.geometry)).set_crs(epsg=4326)\n", " assert len(base_gpd[base_gpd.extract == True]) == len(result_paths), \"The number of result paths should be the same as the number of geometries\"\n", " extracted_gpd = base_gpd[base_gpd.extract == True].reset_index(drop=True)\n", @@ -681,13 +681,13 @@ "from openeo_gfmap.manager.job_manager import GFMAPJobManager\n", "from openeo_gfmap.backend import cdse_connection\n", "\n", - "base_output_dir = Path('/data/users/Public/couchard/world_cereal/extractions/')\n", + "base_output_dir = Path('/data/users/Public/vincent.verelst/world_cereal/extractions/')\n", "tracking_job_csv = base_output_dir / 'job_tracker.csv'\n", "\n", "manager = GFMAPJobManager(\n", " output_dir=base_output_dir,\n", " output_path_generator=generate_output_path_s2,\n", - " post_job_action=post_job_action,\n", + " # post_job_action=post_job_action,\n", " poll_sleep=60,\n", " n_threads=2,\n", " post_job_params={}\n", @@ -700,520 +700,949 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2024-02-12 09:37:32,563|openeo_gfmap.manager|INFO: Starting job manager using 2 worker threads.\n", - "2024-02-12 09:37:32,575|openeo_gfmap.manager|INFO: Workers started, creating and running jobs.\n", - "2024-02-12 09:37:32,610|openeo_gfmap.manager|DEBUG: Normalizing dataframe. Columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + "2024-02-21 15:53:45,820|openeo_gfmap.manager|INFO: Starting job manager using 2 worker threads.\n", + "2024-02-21 15:53:45,823|openeo_gfmap.manager|INFO: Workers started, creating and running jobs.\n", + "2024-02-21 15:53:45,869|openeo_gfmap.manager|DEBUG: Normalizing dataframe. Columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", " 'geometry', 'status', 'id', 'start_time', 'cpu', 'memory', 'duration',\n", " 'description', 'costs'],\n", " dtype='object')\n", - "2024-02-12 09:37:32,612|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n" + "2024-02-21 15:53:45,875|openeo_gfmap.manager|DEBUG: Updating status. 0 on 4 active jobs...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Authenticated using refresh token.\n" + "Authenticated using refresh token.\n", + "DataCube()\n", + "DataCube()\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "2024-02-12 09:37:33,882|openeo_gfmap.manager|DEBUG: Status of job j-2402124f58244715803a335628079b9a is finished (on backend cdse).\n", - "2024-02-12 09:37:33,883|openeo_gfmap.manager|INFO: Job j-2402124f58244715803a335628079b9a finished successfully, queueing on_job_done...\n", - "2024-02-12 09:37:33,888|openeo_gfmap.manager|DEBUG: Worker thread Thread-4: polled finished job with status PostJobStatus.FINISHED.\n", - "2024-02-12 09:37:38,861|openeo_gfmap.manager|DEBUG: Status of job j-24021279e49745e9a3806584fe0e8c9a is finished (on backend cdse).\n", - "2024-02-12 09:37:38,863|openeo_gfmap.manager|INFO: Job j-24021279e49745e9a3806584fe0e8c9a finished successfully, queueing on_job_done...\n", - "2024-02-12 09:37:38,867|openeo_gfmap.manager|DEBUG: Worker thread Thread-5: polled finished job with status PostJobStatus.FINISHED.\n" + "2024-02-21 15:55:39,376|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 15:55:39,988|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is queued (on backend cdse).\n", + "2024-02-21 15:55:49,204|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is queued (on backend cdse).\n", + "2024-02-21 15:56:52,344|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 15:56:53,306|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is queued (on backend cdse).\n", + "2024-02-21 15:56:53,819|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is queued (on backend cdse).\n", + "2024-02-21 15:57:56,919|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 15:58:00,891|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 15:58:01,711|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 15:59:05,274|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 15:59:05,813|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 15:59:08,578|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:00:12,303|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:00:13,090|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:00:21,385|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:01:23,503|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:01:24,362|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:01:24,873|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:02:26,539|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:02:26,928|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:02:27,366|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:03:29,304|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:03:30,023|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:03:30,417|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:04:32,484|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:04:33,395|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:04:33,904|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:05:35,862|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:05:36,574|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:05:36,985|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:06:39,146|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:06:39,961|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:06:40,472|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:07:45,840|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:07:46,316|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:07:46,743|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:08:48,659|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:08:49,190|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:08:50,316|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:09:52,043|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:09:53,193|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:09:53,601|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:10:55,280|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:10:55,757|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:10:58,627|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:12:00,256|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:12:02,522|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:12:02,933|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:13:05,282|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:13:05,704|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:13:06,318|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:14:07,984|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:14:08,374|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:14:08,885|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:15:10,701|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:15:12,721|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:15:13,398|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:16:15,115|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:16:15,759|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:16:18,026|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:17:20,648|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:17:21,092|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:17:21,603|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:18:24,074|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:18:24,581|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:18:26,025|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:19:28,686|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:19:29,298|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", + "2024-02-21 16:19:30,526|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:20:32,962|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:20:33,513|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is finished (on backend cdse).\n", + "2024-02-21 16:20:33,516|openeo_gfmap.manager|INFO: Job j-2402214ea45249c791438fb985ddccb3 finished successfully, queueing on_job_done...\n", + "2024-02-21 16:20:33,520|openeo_gfmap.manager|DEBUG: Worker thread Thread-5: polled finished job with status PostJobStatus.FINISHED.\n", + "2024-02-21 16:20:34,733|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:20:37,892|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-2402214ea45249c791438fb985ddccb3 -> /tmp/tmpkmx20rz6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "DataCube()\n" + "DataCube()\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "2024-02-12 09:37:43,664|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-2402124f58244715803a335628079b9a -> /tmp/tmp91ksct_n\n", - "2024-02-12 09:37:45,148|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /tmp/tmp_4v2t_f0\n", - "2024-02-12 09:37:52,138|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-2402124f58244715803a335628079b9a...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 09:37:52,672|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:37:53,429|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:37:53,432|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-2402124f58244715803a335628079b9a -> /tmp/tmpw01mu9qf\n", - "2024-02-12 09:37:54,746|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-24021279e49745e9a3806584fe0e8c9a...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-02-21 16:20:46,219|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-2402214ea45249c791438fb985ddccb3...\n", + "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 09:37:54,905|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1551152/S2_at2021lpis1551152_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:37:55,842|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1551152/S2_at2021lpis1551152_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:37:55,847|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /tmp/tmpgdkcbiqo\n", - "2024-02-12 09:37:58,579|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-2402124f58244715803a335628079b9a...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-02-21 16:20:46,840|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-2402214ea45249c791438fb985ddccb3 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-21 16:21:08,124|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-2402214ea45249c791438fb985ddccb3 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-21 16:21:08,129|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-2402214ea45249c791438fb985ddccb3 -> /tmp/tmpgp2nuas_\n", + "2024-02-21 16:21:15,945|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-2402214ea45249c791438fb985ddccb3...\n", + "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 09:37:58,765|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:37:59,373|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:37:59,378|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-2402124f58244715803a335628079b9a -> /tmp/tmp9wfpr2qu\n", - "2024-02-12 09:38:05,003|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-24021279e49745e9a3806584fe0e8c9a...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-02-21 16:21:16,015|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-2402214ea45249c791438fb985ddccb3 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-21 16:21:38,911|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-2402214ea45249c791438fb985ddccb3 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-21 16:21:38,916|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-2402214ea45249c791438fb985ddccb3 -> /tmp/tmp65_zmdlt\n", + "2024-02-21 16:21:45,426|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-2402214ea45249c791438fb985ddccb3...\n", + "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 09:38:05,194|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1313057/S2_at2021lpis1313057_32633_2020-08-30_2022-03-03.nc\n" + "2024-02-21 16:21:45,497|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-2402214ea45249c791438fb985ddccb3 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-21 16:21:58,128|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-2402214ea45249c791438fb985ddccb3 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-21 16:21:58,129|openeo_gfmap.manager|INFO: Job j-2402214ea45249c791438fb985ddccb3 and post job action finished successfully.\n", + "2024-02-21 16:22:07,988|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:22:08,634|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", + "2024-02-21 16:22:09,470|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:23:12,017|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:23:13,455|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is finished (on backend cdse).\n", + "2024-02-21 16:23:13,457|openeo_gfmap.manager|INFO: Job j-2402216dc08841f3af50c3e0bec9b516 finished successfully, queueing on_job_done...\n", + "2024-02-21 16:23:13,462|openeo_gfmap.manager|DEBUG: Worker thread Thread-4: polled finished job with status PostJobStatus.FINISHED.\n", + "2024-02-21 16:23:14,069|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "DataCube()\n" + "DataCube()\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "2024-02-12 09:38:05,385|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1313057/S2_at2021lpis1313057_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:05,390|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /tmp/tmpkew_9hyq\n", - "2024-02-12 09:38:08,255|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-2402124f58244715803a335628079b9a...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-02-21 16:23:19,140|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /tmp/tmpbd96uf75\n", + "2024-02-21 16:23:26,619|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-2402216dc08841f3af50c3e0bec9b516...\n", + "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 09:38:08,439|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:08,747|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:08,749|openeo_gfmap.manager|DEBUG: Calling post job action for job j-2402124f58244715803a335628079b9a...\n", - "2024-02-12 09:38:09,559|openeo_gfmap.manager|INFO: Job j-2402124f58244715803a335628079b9a and post job action finished successfully.\n", - "2024-02-12 09:38:15,092|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-24021279e49745e9a3806584fe0e8c9a...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-02-21 16:23:26,657|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1551152/S2_at2021lpis1551152_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-21 16:23:38,222|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1551152/S2_at2021lpis1551152_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-21 16:23:38,227|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /tmp/tmp1b00sl28\n", + "2024-02-21 16:23:45,660|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-2402216dc08841f3af50c3e0bec9b516...\n", + "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 09:38:15,307|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1561389/S2_at2021lpis1561389_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:15,516|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1561389/S2_at2021lpis1561389_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:15,519|openeo_gfmap.manager|DEBUG: Downloading asset openEO_3.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /tmp/tmpvahpjkqn\n", - "2024-02-12 09:38:22,615|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_3.nc from job j-24021279e49745e9a3806584fe0e8c9a...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-02-21 16:23:45,697|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1313057/S2_at2021lpis1313057_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-21 16:23:53,680|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1313057/S2_at2021lpis1313057_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-21 16:23:53,684|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /tmp/tmpc38xzptl\n", + "2024-02-21 16:24:01,081|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-2402216dc08841f3af50c3e0bec9b516...\n", + "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 09:38:22,788|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_3.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1222569/S2_at2021lpis1222569_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:22,969|openeo_gfmap.manager|INFO: Downloaded asset openEO_3.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1222569/S2_at2021lpis1222569_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:22,973|openeo_gfmap.manager|DEBUG: Downloading asset openEO_4.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /tmp/tmp9qq2f6m9\n", - "2024-02-12 09:38:29,854|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_4.nc from job j-24021279e49745e9a3806584fe0e8c9a...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-02-21 16:24:01,118|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1561389/S2_at2021lpis1561389_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-21 16:24:10,890|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1561389/S2_at2021lpis1561389_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-21 16:24:10,894|openeo_gfmap.manager|DEBUG: Downloading asset openEO_3.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /tmp/tmpsomd01lb\n", + "2024-02-21 16:24:18,080|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_3.nc from job j-2402216dc08841f3af50c3e0bec9b516...\n", + "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 09:38:30,027|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_4.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis809720/S2_at2021lpis809720_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:30,148|openeo_gfmap.manager|INFO: Downloaded asset openEO_4.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis809720/S2_at2021lpis809720_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:30,150|openeo_gfmap.manager|DEBUG: Calling post job action for job j-24021279e49745e9a3806584fe0e8c9a...\n", - "2024-02-12 09:38:31,352|openeo_gfmap.manager|INFO: Job j-24021279e49745e9a3806584fe0e8c9a and post job action finished successfully.\n", - "2024-02-12 09:39:29,274|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:39:29,492|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:39:30,816|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:40:30,968|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:40:33,929|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:40:34,269|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:41:34,440|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:41:34,695|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:41:35,280|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:42:35,462|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:42:36,041|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:42:36,485|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:43:36,626|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:43:36,946|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:43:38,638|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:44:38,795|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:44:39,048|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:44:41,675|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:45:41,861|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:45:42,175|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:45:44,476|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:46:44,671|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:46:44,946|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:46:47,272|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:47:47,411|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:47:47,719|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:47:48,098|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:48:48,231|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:48:48,650|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:48:50,196|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:49:50,520|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:49:50,827|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:49:52,613|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:50:52,803|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:50:54,202|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:50:54,794|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:51:54,958|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:51:56,063|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:51:56,289|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:52:56,486|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:52:56,866|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:52:57,592|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:53:57,737|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:53:58,210|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:54:01,194|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:55:01,369|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:55:05,199|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:55:05,437|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:56:05,605|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:56:06,025|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:56:08,011|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:57:08,220|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:57:08,685|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:57:12,111|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:58:12,249|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:58:12,658|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:58:14,530|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:59:14,656|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:59:14,954|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:59:15,242|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 10:00:15,353|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 10:00:15,947|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:00:29,066|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 10:01:29,230|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 10:01:29,528|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:01:30,633|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 10:02:30,836|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 10:02:32,780|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:02:46,801|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is finished (on backend cdse).\n", - "2024-02-12 10:02:46,803|openeo_gfmap.manager|INFO: Job j-2402124d03ab4e718bef6ce4e8185348 finished successfully, queueing on_job_done...\n", - "2024-02-12 10:02:46,809|openeo_gfmap.manager|DEBUG: Worker thread Thread-5: polled finished job with status PostJobStatus.FINISHED.\n", - "2024-02-12 10:02:51,114|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmp_gibcv9i\n", - "2024-02-12 10:02:58,022|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-02-21 16:24:18,120|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_3.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1222569/S2_at2021lpis1222569_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-21 16:24:28,218|openeo_gfmap.manager|INFO: Downloaded asset openEO_3.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1222569/S2_at2021lpis1222569_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-21 16:24:28,222|openeo_gfmap.manager|DEBUG: Downloading asset openEO_4.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /tmp/tmpz16ppxki\n", + "2024-02-21 16:24:37,594|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:24:38,189|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:24:38,575|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:24:46,766|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_4.nc from job j-2402216dc08841f3af50c3e0bec9b516...\n", + "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 10:02:58,509|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12461808/S2_2021_LV_LPIS_POLY_110-12461808_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:02:58,693|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12461808/S2_2021_LV_LPIS_POLY_110-12461808_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:02:58,697|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmp710760kb\n", - "2024-02-12 10:03:05,950|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-02-21 16:24:46,807|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_4.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis809720/S2_at2021lpis809720_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-21 16:25:01,711|openeo_gfmap.manager|INFO: Downloaded asset openEO_4.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis809720/S2_at2021lpis809720_32633_2020-08-30_2022-03-03.nc\n", + "2024-02-21 16:25:01,714|openeo_gfmap.manager|INFO: Job j-2402216dc08841f3af50c3e0bec9b516 and post job action finished successfully.\n", + "2024-02-21 16:25:42,567|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:25:43,346|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:25:50,641|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:26:59,438|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:26:59,966|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:27:00,702|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:28:10,002|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:28:10,622|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:28:18,302|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:29:22,379|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:29:24,145|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:29:24,759|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:30:36,070|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:30:36,510|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:30:36,918|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:31:42,906|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:31:43,514|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:31:44,025|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:32:47,872|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:32:54,376|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:32:54,990|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:34:01,272|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:34:01,735|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:34:02,676|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:35:08,417|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:35:09,032|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:35:10,055|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:36:21,239|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:36:22,043|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:36:22,452|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:37:30,485|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:37:31,266|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:37:32,920|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:38:36,806|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:38:37,315|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:38:38,133|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:39:40,870|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:39:41,537|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:39:41,872|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:40:50,006|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:40:50,640|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:40:51,256|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:41:53,865|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:41:54,333|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:41:54,743|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:42:56,911|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:42:58,231|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:42:58,743|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:44:02,995|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:44:03,564|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:44:03,900|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:45:05,987|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:45:06,335|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:45:07,153|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:46:09,256|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:46:09,722|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:46:10,130|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:47:11,711|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:47:12,082|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:47:12,492|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:48:15,304|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:48:15,776|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:48:16,287|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:49:18,311|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:49:18,754|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:49:19,573|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:50:21,669|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:50:22,343|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:50:22,957|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:51:24,625|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:51:25,116|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:51:25,831|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:52:27,841|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:52:28,296|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:52:28,910|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:53:31,844|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:53:32,668|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:53:33,218|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:54:36,611|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:54:37,218|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:54:38,038|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:55:40,924|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:55:41,527|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:55:42,039|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:56:44,306|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:56:44,810|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:56:45,526|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:57:48,503|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:57:49,425|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:57:50,551|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:58:53,861|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:58:54,653|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 16:58:55,370|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 16:59:59,394|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 16:59:59,782|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:00:00,190|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:01:03,729|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:01:04,088|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:01:04,581|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:02:07,464|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:02:07,884|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:02:08,600|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:03:11,364|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:03:11,885|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:03:12,517|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:04:15,204|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:04:16,704|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:04:17,728|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:05:19,543|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:05:19,987|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:05:20,398|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:06:23,208|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:06:23,988|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:06:24,735|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:07:27,417|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:07:27,888|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:07:28,398|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:08:30,407|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:08:30,862|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:08:33,117|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:09:35,045|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:09:35,681|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:09:36,295|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:10:38,140|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:10:38,761|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:10:41,423|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:11:43,315|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:11:43,786|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:11:44,313|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:12:46,919|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:12:47,529|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:12:48,809|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:13:50,420|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:13:53,134|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:13:55,779|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:14:58,454|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:14:59,575|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:15:01,623|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:16:04,070|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:16:04,577|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:16:06,341|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:17:08,408|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:17:08,909|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:17:09,421|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:18:12,057|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:18:12,497|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:18:13,726|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:19:15,850|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:19:16,499|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:19:17,010|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:20:18,843|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:20:19,270|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:20:19,582|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:21:21,332|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:21:21,941|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:21:22,348|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:22:24,197|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:22:24,610|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:22:28,909|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:23:31,260|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:23:31,990|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:23:32,311|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:24:33,987|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:24:34,350|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", + "2024-02-21 17:24:35,989|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:25:37,675|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", + "2024-02-21 17:25:38,248|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is error (on backend cdse).\n", + "2024-02-21 17:25:38,250|openeo_gfmap.manager|INFO: Job j-240221553e964ca5b8058e8ea5518c8c finished with error, queueing on_job_error...\n", + "2024-02-21 17:25:38,255|openeo_gfmap.manager|DEBUG: Worker thread Thread-6: polled finished job with status PostJobStatus.ERROR.\n", + "2024-02-21 17:25:38,570|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:26:44,461|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:26:44,910|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:27:47,940|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:27:48,399|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:28:51,720|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:28:52,318|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:29:55,606|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:29:57,528|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:30:59,620|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:31:00,095|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:32:02,673|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:32:03,274|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:33:06,885|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:33:07,583|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:34:10,327|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:34:12,623|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:35:15,752|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:35:16,197|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:36:18,806|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:36:19,082|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:37:23,239|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:37:25,222|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:38:29,046|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:38:29,423|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:39:33,707|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:39:35,623|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:40:40,163|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:40:40,603|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:41:43,737|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:41:44,194|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:42:46,614|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:42:47,068|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:43:49,675|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:43:50,146|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:44:55,183|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:44:55,888|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:45:59,171|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:46:00,194|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:47:03,726|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:47:04,297|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:48:07,365|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:48:07,888|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:49:10,185|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:49:10,661|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:50:13,485|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:50:14,046|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:51:16,867|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:51:17,330|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:52:20,631|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:52:21,684|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:53:24,678|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:53:25,025|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:54:27,233|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:54:27,795|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:55:29,640|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:55:30,157|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:56:32,067|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:56:33,877|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:57:35,637|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:57:37,670|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:58:39,258|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:58:42,379|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 17:59:44,160|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 17:59:44,524|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:00:46,757|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:00:49,135|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:01:50,823|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:01:53,135|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:02:55,250|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:02:56,931|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:03:58,888|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:04:00,317|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:05:02,124|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:05:02,678|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:06:04,354|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:06:04,940|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:07:07,321|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:07:07,710|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:08:12,717|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:08:13,144|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:09:14,878|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:09:15,609|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:10:17,583|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:10:18,278|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:11:20,358|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:11:20,845|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:12:23,113|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:12:23,514|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:13:25,488|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:13:25,876|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:14:28,383|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:14:28,723|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:15:32,488|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:15:33,160|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:16:39,572|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:16:40,028|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:17:45,943|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:17:46,383|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:19:06,197|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:19:06,827|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:20:15,664|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:20:17,221|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:21:20,075|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:21:20,746|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:22:23,735|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:22:24,299|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:23:27,863|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:23:28,402|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:24:31,593|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:24:31,923|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:25:40,509|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:25:41,114|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:26:46,194|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:26:46,752|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:27:55,816|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:27:56,384|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:29:04,022|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:29:04,482|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:30:08,109|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:30:08,685|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:31:11,006|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:31:11,559|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:32:13,909|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:32:14,433|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:33:18,707|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:33:20,508|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:34:25,149|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:34:25,711|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:35:27,777|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:35:28,484|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:36:36,111|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:36:36,783|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:37:43,928|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:37:44,573|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:38:50,356|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:38:50,766|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:39:59,820|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:40:00,356|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:41:09,375|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:41:10,091|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:42:16,326|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:42:16,856|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:43:20,176|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:43:20,754|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:44:40,275|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:44:41,037|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:45:53,590|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:45:54,457|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:47:05,604|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:47:06,139|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:48:09,823|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:48:10,344|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:49:12,725|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:49:13,320|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:50:18,400|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:50:19,267|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:51:21,200|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:51:21,730|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:52:25,064|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:52:25,834|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:53:28,754|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:53:29,526|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:54:34,833|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:54:35,472|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:55:42,845|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:55:43,212|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:56:52,409|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:56:52,999|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:57:57,211|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:58:01,810|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 18:59:05,291|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 18:59:09,702|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:00:11,523|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:00:11,963|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:01:13,593|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:01:14,117|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:02:15,909|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:02:16,378|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:03:17,959|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:03:18,332|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:04:19,835|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:04:20,282|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:05:21,969|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:05:22,952|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:06:25,816|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:06:26,237|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:07:29,437|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:07:29,928|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:08:32,858|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:08:33,736|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:09:36,448|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:09:36,906|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:10:38,485|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:10:39,369|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:11:41,084|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:11:41,527|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:12:43,355|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:12:43,786|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:13:45,352|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:13:45,841|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:14:47,407|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:14:47,793|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:15:49,308|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:15:49,848|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:16:51,988|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:16:52,636|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:17:54,136|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:17:54,674|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:18:56,498|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:18:57,139|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:19:58,765|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:19:59,194|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:21:01,351|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:21:01,761|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:22:03,700|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:22:04,327|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:23:06,375|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:23:06,894|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:24:08,664|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:24:09,564|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:25:11,785|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:25:12,233|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:26:14,371|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:26:14,800|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:27:16,434|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:27:16,854|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:28:18,395|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:28:18,909|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:29:20,940|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:29:21,476|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:30:23,497|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:30:25,839|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:31:27,425|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:31:27,855|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:32:29,485|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:32:29,894|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:33:31,428|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:33:31,948|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:34:33,720|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:34:34,003|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:35:35,745|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:35:36,161|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:36:37,960|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:36:38,419|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:37:40,509|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:37:41,089|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:38:42,892|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:38:43,451|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:39:46,395|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:39:46,941|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:40:49,805|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:40:50,427|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:41:52,709|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:41:53,097|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:42:54,927|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:42:55,665|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:43:57,411|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:43:58,026|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:44:59,795|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:45:00,490|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:46:02,024|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:46:02,545|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:47:04,032|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:47:04,498|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:48:06,579|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:48:12,788|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:49:15,213|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:49:15,812|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:50:17,417|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:50:17,829|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:51:19,715|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:51:20,192|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:52:21,832|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:52:22,247|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:53:24,026|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:53:24,507|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:54:26,197|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:54:26,561|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:55:29,137|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:55:29,643|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:56:31,398|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:56:31,901|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:57:33,728|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:57:34,159|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:58:36,036|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:58:36,523|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 19:59:38,240|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 19:59:38,781|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 20:00:40,680|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 20:00:41,450|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 20:01:43,045|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 20:01:43,506|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 20:02:45,441|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 20:02:45,867|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 20:03:47,786|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 20:03:48,230|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", + "2024-02-21 20:04:49,726|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", + "2024-02-21 20:04:57,657|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is finished (on backend cdse).\n", + "2024-02-21 20:04:57,659|openeo_gfmap.manager|INFO: Job j-240221b194a840ee8f3e9b710bbfb1f5 finished successfully, queueing on_job_done...\n", + "2024-02-21 20:04:57,662|openeo_gfmap.manager|DEBUG: Worker thread Thread-5: polled finished job with status PostJobStatus.FINISHED.\n", + "2024-02-21 20:05:02,462|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /tmp/tmpyo00o4uv\n", + "2024-02-21 20:05:08,949|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-240221b194a840ee8f3e9b710bbfb1f5...\n", + "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 10:03:06,320|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12484602/S2_2021_LV_LPIS_POLY_110-12484602_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:06,478|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12484602/S2_2021_LV_LPIS_POLY_110-12484602_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:06,483|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmpx_uhw6jb\n", - "2024-02-12 10:03:13,646|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-02-21 20:05:09,182|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12461808/S2_2021_LV_LPIS_POLY_110-12461808_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-21 20:05:16,482|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12461808/S2_2021_LV_LPIS_POLY_110-12461808_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-21 20:05:16,487|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /tmp/tmphvqjm2ob\n", + "2024-02-21 20:05:23,433|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-240221b194a840ee8f3e9b710bbfb1f5...\n", + "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 10:03:14,059|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12710543/S2_2021_LV_LPIS_POLY_110-12710543_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:14,188|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12710543/S2_2021_LV_LPIS_POLY_110-12710543_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:14,193|openeo_gfmap.manager|DEBUG: Downloading asset openEO_3.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmpnmy5v_v0\n", - "2024-02-12 10:03:18,924|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_3.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-02-21 20:05:23,543|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12484602/S2_2021_LV_LPIS_POLY_110-12484602_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-21 20:05:29,689|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12484602/S2_2021_LV_LPIS_POLY_110-12484602_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-21 20:05:29,694|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /tmp/tmpge2mgcve\n", + "2024-02-21 20:05:37,951|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-240221b194a840ee8f3e9b710bbfb1f5...\n", + "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 10:03:19,242|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_3.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12668906/S2_2021_LV_LPIS_POLY_110-12668906_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:19,358|openeo_gfmap.manager|INFO: Downloaded asset openEO_3.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12668906/S2_2021_LV_LPIS_POLY_110-12668906_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:19,363|openeo_gfmap.manager|DEBUG: Downloading asset openEO_4.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmp2sgwj7iq\n", - "2024-02-12 10:03:24,044|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_4.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-02-21 20:05:38,081|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12710543/S2_2021_LV_LPIS_POLY_110-12710543_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-21 20:05:46,422|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12710543/S2_2021_LV_LPIS_POLY_110-12710543_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-21 20:05:46,426|openeo_gfmap.manager|DEBUG: Downloading asset openEO_3.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /tmp/tmp1c95wv6l\n", + "2024-02-21 20:05:53,327|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_3.nc from job j-240221b194a840ee8f3e9b710bbfb1f5...\n", + "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 10:03:24,459|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_4.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12842675/S2_2021_LV_LPIS_POLY_110-12842675_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:24,666|openeo_gfmap.manager|INFO: Downloaded asset openEO_4.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12842675/S2_2021_LV_LPIS_POLY_110-12842675_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:24,670|openeo_gfmap.manager|DEBUG: Downloading asset openEO_5.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmpt61g6d34\n", - "2024-02-12 10:03:30,997|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_5.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-02-21 20:05:53,556|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_3.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12668906/S2_2021_LV_LPIS_POLY_110-12668906_32634_2020-08-30_2022-03-03.nc\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-02-21 20:06:00,362|openeo_gfmap.manager|INFO: Downloaded asset openEO_3.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12668906/S2_2021_LV_LPIS_POLY_110-12668906_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-21 20:06:00,366|openeo_gfmap.manager|DEBUG: Downloading asset openEO_4.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /tmp/tmp4f46h51c\n", + "2024-02-21 20:06:06,935|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_4.nc from job j-240221b194a840ee8f3e9b710bbfb1f5...\n", + "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-21 20:06:07,040|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_4.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12842675/S2_2021_LV_LPIS_POLY_110-12842675_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-21 20:06:13,189|openeo_gfmap.manager|INFO: Downloaded asset openEO_4.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12842675/S2_2021_LV_LPIS_POLY_110-12842675_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-21 20:06:13,195|openeo_gfmap.manager|DEBUG: Downloading asset openEO_5.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /tmp/tmpsgyzafff\n", + "2024-02-21 20:06:19,856|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_5.nc from job j-240221b194a840ee8f3e9b710bbfb1f5...\n", + "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 10:03:31,312|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_5.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12579669/S2_2021_LV_LPIS_POLY_110-12579669_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:31,513|openeo_gfmap.manager|INFO: Downloaded asset openEO_5.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12579669/S2_2021_LV_LPIS_POLY_110-12579669_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:31,518|openeo_gfmap.manager|DEBUG: Downloading asset openEO_6.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmp9viznwne\n", - "2024-02-12 10:03:38,362|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_6.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-02-21 20:06:19,979|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_5.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12579669/S2_2021_LV_LPIS_POLY_110-12579669_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-21 20:06:24,440|openeo_gfmap.manager|INFO: Downloaded asset openEO_5.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12579669/S2_2021_LV_LPIS_POLY_110-12579669_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-21 20:06:24,444|openeo_gfmap.manager|DEBUG: Downloading asset openEO_6.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /tmp/tmpgeqbn314\n", + "2024-02-21 20:06:31,421|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_6.nc from job j-240221b194a840ee8f3e9b710bbfb1f5...\n", + "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 10:03:38,880|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_6.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12483998/S2_2021_LV_LPIS_POLY_110-12483998_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:38,989|openeo_gfmap.manager|INFO: Downloaded asset openEO_6.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12483998/S2_2021_LV_LPIS_POLY_110-12483998_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:38,993|openeo_gfmap.manager|DEBUG: Downloading asset openEO_7.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmpvp3hzxc5\n", - "2024-02-12 10:03:44,408|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_7.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-02-21 20:06:31,624|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_6.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12483998/S2_2021_LV_LPIS_POLY_110-12483998_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-21 20:06:39,130|openeo_gfmap.manager|INFO: Downloaded asset openEO_6.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12483998/S2_2021_LV_LPIS_POLY_110-12483998_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-21 20:06:39,135|openeo_gfmap.manager|DEBUG: Downloading asset openEO_7.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /tmp/tmp00of56z5\n", + "2024-02-21 20:06:46,039|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_7.nc from job j-240221b194a840ee8f3e9b710bbfb1f5...\n", + "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 10:03:44,747|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_7.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12308263/S2_2021_LV_LPIS_POLY_110-12308263_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:44,946|openeo_gfmap.manager|INFO: Downloaded asset openEO_7.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12308263/S2_2021_LV_LPIS_POLY_110-12308263_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:44,948|openeo_gfmap.manager|DEBUG: Calling post job action for job j-2402124d03ab4e718bef6ce4e8185348...\n", - "2024-02-12 10:03:46,982|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:03:47,304|openeo_gfmap.manager|INFO: Job j-2402124d03ab4e718bef6ce4e8185348 and post job action finished successfully.\n", - "2024-02-12 10:03:47,374|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:04:47,471|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:04:48,400|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:05:48,513|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:05:48,775|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:06:48,987|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:06:49,580|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:07:49,782|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:07:50,229|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:08:50,385|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:08:50,823|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:09:50,944|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:09:51,455|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:10:51,598|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:11:17,145|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:12:17,315|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:12:17,688|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:13:17,805|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:13:18,499|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:14:18,608|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:14:18,986|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:15:19,116|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:15:19,564|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:16:19,716|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:16:19,975|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:17:20,142|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:17:20,525|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:18:20,697|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:18:20,959|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:19:21,184|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:19:21,544|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:20:21,695|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:20:26,767|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:21:26,916|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:21:27,696|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:22:27,831|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:22:28,087|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:23:28,237|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:23:28,481|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:24:28,627|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:24:29,027|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:25:29,137|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:25:29,855|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:26:30,003|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:26:31,146|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:27:31,306|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:27:31,531|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:28:31,696|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:28:32,167|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:29:32,318|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:29:32,643|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:30:32,852|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:30:33,161|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:31:33,313|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:31:34,064|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:32:34,293|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:32:34,630|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:33:34,773|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:33:34,997|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:34:35,180|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:34:35,697|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:35:35,827|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:35:36,174|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is error (on backend cdse).\n", - "2024-02-12 10:35:36,176|openeo_gfmap.manager|INFO: Job j-2402128d377942dfa41b8b075936fa95 finished with error, queueing on_job_error...\n", - "2024-02-12 10:35:36,179|openeo_gfmap.manager|DEBUG: Worker thread Thread-4: polled finished job with status PostJobStatus.ERROR.\n", - "Exception in thread Thread-4:\n", - "Traceback (most recent call last):\n", - " File \"/home/couchard/miniconda3/envs/gfmap/lib/python3.9/threading.py\", line 980, in _bootstrap_inner\n", - " self.run()\n", - " File \"/home/couchard/miniconda3/envs/gfmap/lib/python3.9/threading.py\", line 917, in run\n", - " self._target(*self._args, **self._kwargs)\n", - " File \"/data/users/Private/couchard/openeo-gfmap/src/openeo_gfmap/manager/job_manager.py\", line 64, in _post_job_worker\n", - " if status == PostJobStatus.ERROR:\n", - " File \"/data/users/Private/couchard/openeo-gfmap/src/openeo_gfmap/manager/job_manager.py\", line 137, in on_job_error\n", - " output_log_path = (\n", - "TypeError: '>' not supported between instances of 'list' and 'int'\n" + "2024-02-21 20:06:46,144|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_7.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12308263/S2_2021_LV_LPIS_POLY_110-12308263_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-21 20:06:51,344|openeo_gfmap.manager|INFO: Downloaded asset openEO_7.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12308263/S2_2021_LV_LPIS_POLY_110-12308263_32634_2020-08-30_2022-03-03.nc\n", + "2024-02-21 20:06:51,347|openeo_gfmap.manager|INFO: Job j-240221b194a840ee8f3e9b710bbfb1f5 and post job action finished successfully.\n" ] } ], "source": [ "manager.run_jobs(job_df, create_datacube_s2, tracking_job_csv)" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Write the STAC collection to file." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "manager.create_stac()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "gfmap", + "display_name": "openeo-dev", "language": "python", - "name": "python3" + "name": "openeo-dev" }, "language_info": { "codemirror_mode": { diff --git a/src/openeo_gfmap/manager/job_manager.py b/src/openeo_gfmap/manager/job_manager.py index d8051bf..7243f7a 100644 --- a/src/openeo_gfmap/manager/job_manager.py +++ b/src/openeo_gfmap/manager/job_manager.py @@ -1,9 +1,11 @@ import json +import pystac import queue import shutil import threading from enum import Enum from pathlib import Path +from pystac import CatalogType from tempfile import NamedTemporaryFile from typing import Callable, Optional, Union @@ -28,14 +30,14 @@ def __init__( self, output_dir: Path, output_path_generator: Callable, - post_job_action: Optional[Callable], + post_job_action: Optional[Callable] = None, poll_sleep: int = 5, n_threads: int = 1, post_job_params: dict = {}, ): self._output_dir = output_dir - self._downloaded_products = [] + self._downloaded_products = {} # Setup the threads to work on the on_job_done and on_job_error methods self._finished_job_queue = queue.Queue() @@ -52,6 +54,11 @@ def __init__( # geometry column MultiBackendJobManager._normalize_df = self._normalize_df + # Generate the root STAC collection + self._root_collection = pystac.Collection(id="Root collection", + description="Root collection of the feature extraction", + extent=None) #TODO: make the collection richer + def _post_job_worker(self): """Checks which jobs are finished or failed and calls the `on_job_done` or `on_job_error` methods.""" @@ -150,7 +157,7 @@ def on_job_done(self, job: BatchJob, row: pd.Series): """Method called when a job finishes successfully. It will first download the results of the job and then call the `post_job_action` method. """ - job_products = [] + job_products = {} for idx, asset in enumerate(job.get_results().get_assets()): temp_file = NamedTemporaryFile(delete=False) try: @@ -172,7 +179,7 @@ def on_job_done(self, job: BatchJob, row: pd.Series): # Move the temporary file to the final location shutil.move(temp_file.name, output_path) # Add to the list of downloaded products - job_products.append(output_path) + job_products[asset.name] = [output_path] _log.info( f"Downloaded asset {asset.name} from job {job.job_id} -> {output_path}" ) @@ -184,6 +191,21 @@ def on_job_done(self, job: BatchJob, row: pd.Series): finally: shutil.rmtree(temp_file.name, ignore_errors=True) + # TODO: add try-except in the for loop to log all assets that were failed to be added to STAC collection. + # First update the STAC collection with the assets directly resulting from the OpenEO batch job + job_metadata = pystac.Collection.from_dict(job.get_results().get_metadata()) + for item_metadata in job_metadata.get_all_items(): + item = pystac.read_file(item_metadata.get_self_href()) + asset_path = job_products[item.id][0] + + assert len(item.assets.values()) == 1, "Each item should only contain one asset" + for asset in item.assets.values(): + asset.href = str(asset_path) # Update the asset href to the output location set by the output_path_generator + + # Add the item to the root_collection + self._root_collection.add_item(item) + + # TODO: post_job_action should return dict with Asset STAC metadata, then add that metadata to the correct STAC items # Call the post job action if self._post_job_action is not None: _log.debug(f"Calling post job action for job {job.job_id}...") @@ -191,9 +213,9 @@ def on_job_done(self, job: BatchJob, row: pd.Series): job_products, row, self._post_job_params ) - self._downloaded_products.extend(job_products) + self._downloaded_products.update(job_products) + - # TODO STAC metadata _log.info(f"Job {job.job_id} and post job action finished successfully.") @@ -264,3 +286,12 @@ def run_jobs( _log.info("Workers started, creating and running jobs.") super().run_jobs(df, start_job, output_file) + + # TODO: immediately make create_stac optional in 'run_jobs'? + def create_stac(self): + """Method to be called after run_jobs to create a STAC catalog + and write it to self._output_dir + """ + self._root_collection.update_extent_from_items() + self._root_collection.normalize_hrefs(str(self._output_dir / "stac")) + self._root_collection.save(catalog_type=CatalogType.SELF_CONTAINED) \ No newline at end of file From 020885655b1b302623ecec293652ba0fddc67296 Mon Sep 17 00:00:00 2001 From: Vincent Verelst Date: Thu, 22 Feb 2024 15:50:21 +0100 Subject: [PATCH 08/24] added CDSE staging backend for Sentinel 1 and 2 #18 --- src/openeo_gfmap/backend.py | 10 ++++++++++ src/openeo_gfmap/fetching/s1.py | 6 ++++++ src/openeo_gfmap/fetching/s2.py | 6 ++++++ 3 files changed, 22 insertions(+) diff --git a/src/openeo_gfmap/backend.py b/src/openeo_gfmap/backend.py index f63e054..ad261e7 100644 --- a/src/openeo_gfmap/backend.py +++ b/src/openeo_gfmap/backend.py @@ -19,6 +19,7 @@ class Backend(Enum): TERRASCOPE = "terrascope" EODC = "eodc" # Dask implementation. Do not test on this yet. CDSE = "cdse" # Terrascope implementation (pyspark) #URL: openeo.dataspace.copernicus.eu (need to register) + CDSE_STAGING = "cdse-staging" LOCAL = "local" # Based on the same components of EODc @@ -86,6 +87,14 @@ def cdse_connection() -> openeo.Connection: ) +def cdse_staging_connection() -> openeo.Connection: + """Performs a connection to the CDSE backend using oidc authentication.""" + return _create_connection( + url="openeo-staging.dataspace.copernicus.eu", + env_var_suffix="CDSE_STAGING", + ) + + def eodc_connection() -> openeo.Connection: """Perfroms a connection to the EODC backend using the oidc authentication.""" return _create_connection( @@ -97,4 +106,5 @@ def eodc_connection() -> openeo.Connection: BACKEND_CONNECTIONS: Dict[Backend, Callable] = { Backend.TERRASCOPE: vito_connection, Backend.CDSE: cdse_connection, + Backend.CDSE_STAGING: cdse_staging_connection } diff --git a/src/openeo_gfmap/fetching/s1.py b/src/openeo_gfmap/fetching/s1.py index 2f65079..678e8f0 100644 --- a/src/openeo_gfmap/fetching/s1.py +++ b/src/openeo_gfmap/fetching/s1.py @@ -136,6 +136,12 @@ def s1_grd_default_processor(cube: openeo.DataCube, **params): get_s1_grd_default_processor, collection_name="SENTINEL1_GRD" ), }, + Backend.CDSE_STAGING: { + "default": partial(get_s1_grd_default_fetcher, collection_name="SENTINEL1_GRD"), + "preprocessor": partial( + get_s1_grd_default_processor, collection_name="SENTINEL1_GRD" + ), + }, } diff --git a/src/openeo_gfmap/fetching/s2.py b/src/openeo_gfmap/fetching/s2.py index c9c7487..2aa785d 100644 --- a/src/openeo_gfmap/fetching/s2.py +++ b/src/openeo_gfmap/fetching/s2.py @@ -194,6 +194,12 @@ def s2_l2a_default_processor(cube: openeo.DataCube, **params): get_s2_l2a_default_processor, collection_name="SENTINEL2_L2A" ), }, + Backend.CDSE_STAGING: { + "fetch": partial(get_s2_l2a_default_fetcher, collection_name="SENTINEL2_L2A"), + "preprocessor": partial( + get_s2_l2a_default_processor, collection_name="SENTINEL2_L2A" + ), + }, } From 46c5ea9e593f9292ea9ce6718efd79494458e820 Mon Sep 17 00:00:00 2001 From: Vincent Verelst Date: Fri, 23 Feb 2024 10:58:39 +0100 Subject: [PATCH 09/24] generated STAC metadata with item for netcdfs with time series #18 --- .../S2_extraction_example.ipynb | 961 +----------------- src/openeo_gfmap/manager/job_manager.py | 6 +- 2 files changed, 32 insertions(+), 935 deletions(-) diff --git a/examples/extraction_pipelines/S2_extraction_example.ipynb b/examples/extraction_pipelines/S2_extraction_example.ipynb index 4e36202..158abf5 100644 --- a/examples/extraction_pipelines/S2_extraction_example.ipynb +++ b/examples/extraction_pipelines/S2_extraction_example.ipynb @@ -355,33 +355,6 @@ " 2022-03-03\n", " {\"type\": \"FeatureCollection\", \"features\": [{\"i...\n", " \n", - " \n", - " 1\n", - " cdse\n", - " S2\n", - " .nc\n", - " 2020-08-30\n", - " 2022-03-03\n", - " {\"type\": \"FeatureCollection\", \"features\": [{\"i...\n", - " \n", - " \n", - " 2\n", - " cdse\n", - " S2\n", - " .nc\n", - " 2020-08-30\n", - " 2022-03-03\n", - " {\"type\": \"FeatureCollection\", \"features\": [{\"i...\n", - " \n", - " \n", - " 3\n", - " cdse\n", - " S2\n", - " .nc\n", - " 2020-08-30\n", - " 2022-03-03\n", - " {\"type\": \"FeatureCollection\", \"features\": [{\"i...\n", - " \n", " \n", "\n", "" @@ -389,15 +362,9 @@ "text/plain": [ " backend_name out_prefix out_extension start_date end_date \\\n", "0 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "1 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "2 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "3 cdse S2 .nc 2020-08-30 2022-03-03 \n", "\n", " geometry \n", - "0 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", - "1 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", - "2 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", - "3 {\"type\": \"FeatureCollection\", \"features\": [{\"i... " + "0 {\"type\": \"FeatureCollection\", \"features\": [{\"i... " ] }, "execution_count": 4, @@ -407,7 +374,7 @@ ], "source": [ "# Run a subset of the jobs to test the manager, the selected jobs have a fair amount of geometries to extract\n", - "job_df = job_df.iloc[[0, 2, 3, -6]].reset_index(drop=True)\n", + "job_df = job_df.iloc[[0]].reset_index(drop=True)\n", "job_df" ] }, @@ -424,7 +391,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -515,15 +482,15 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2.27 s, sys: 14.6 ms, total: 2.29 s\n", - "Wall time: 2.29 s\n" + "CPU times: user 2.23 s, sys: 23.9 ms, total: 2.25 s\n", + "Wall time: 2.26 s\n" ] } ], @@ -536,7 +503,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -679,7 +646,7 @@ "outputs": [], "source": [ "from openeo_gfmap.manager.job_manager import GFMAPJobManager\n", - "from openeo_gfmap.backend import cdse_connection\n", + "from openeo_gfmap.backend import cdse_staging_connection\n", "\n", "base_output_dir = Path('/data/users/Public/vincent.verelst/world_cereal/extractions/')\n", "tracking_job_csv = base_output_dir / 'job_tracker.csv'\n", @@ -694,919 +661,49 @@ ")\n", "\n", "manager.add_backend(\n", - " Backend.CDSE.value, cdse_connection, parallel_jobs=2\n", + " Backend.CDSE_STAGING.value, cdse_staging_connection, parallel_jobs=2\n", ")" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2024-02-21 15:53:45,820|openeo_gfmap.manager|INFO: Starting job manager using 2 worker threads.\n", - "2024-02-21 15:53:45,823|openeo_gfmap.manager|INFO: Workers started, creating and running jobs.\n", - "2024-02-21 15:53:45,869|openeo_gfmap.manager|DEBUG: Normalizing dataframe. Columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + "2024-02-22 15:32:37,095|openeo_gfmap.manager|INFO: Starting job manager using 2 worker threads.\n", + "2024-02-22 15:32:37,098|openeo_gfmap.manager|INFO: Workers started, creating and running jobs.\n", + "2024-02-22 15:32:37,342|openeo_gfmap.manager|DEBUG: Normalizing dataframe. Columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", " 'geometry', 'status', 'id', 'start_time', 'cpu', 'memory', 'duration',\n", " 'description', 'costs'],\n", " dtype='object')\n", - "2024-02-21 15:53:45,875|openeo_gfmap.manager|DEBUG: Updating status. 0 on 4 active jobs...\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Authenticated using refresh token.\n", - "DataCube()\n", - "DataCube()\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2024-02-21 15:55:39,376|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 15:55:39,988|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is queued (on backend cdse).\n", - "2024-02-21 15:55:49,204|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is queued (on backend cdse).\n", - "2024-02-21 15:56:52,344|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 15:56:53,306|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is queued (on backend cdse).\n", - "2024-02-21 15:56:53,819|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is queued (on backend cdse).\n", - "2024-02-21 15:57:56,919|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 15:58:00,891|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", - "2024-02-21 15:58:01,711|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", - "2024-02-21 15:59:05,274|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 15:59:05,813|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", - "2024-02-21 15:59:08,578|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", - "2024-02-21 16:00:12,303|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:00:13,090|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", - "2024-02-21 16:00:21,385|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", - "2024-02-21 16:01:23,503|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:01:24,362|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", - "2024-02-21 16:01:24,873|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", - "2024-02-21 16:02:26,539|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:02:26,928|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", - "2024-02-21 16:02:27,366|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", - 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"2024-02-21 16:19:28,686|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:19:29,298|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is running (on backend cdse).\n", - "2024-02-21 16:19:30,526|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", - "2024-02-21 16:20:32,962|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:20:33,513|openeo_gfmap.manager|DEBUG: Status of job j-2402214ea45249c791438fb985ddccb3 is finished (on backend cdse).\n", - "2024-02-21 16:20:33,516|openeo_gfmap.manager|INFO: Job j-2402214ea45249c791438fb985ddccb3 finished successfully, queueing on_job_done...\n", - "2024-02-21 16:20:33,520|openeo_gfmap.manager|DEBUG: Worker thread Thread-5: polled finished job with status PostJobStatus.FINISHED.\n", - "2024-02-21 16:20:34,733|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", - "2024-02-21 16:20:37,892|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-2402214ea45249c791438fb985ddccb3 -> /tmp/tmpkmx20rz6\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "DataCube()\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2024-02-21 16:20:46,219|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-2402214ea45249c791438fb985ddccb3...\n", - "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-21 16:20:46,840|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-2402214ea45249c791438fb985ddccb3 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-21 16:21:08,124|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-2402214ea45249c791438fb985ddccb3 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-21 16:21:08,129|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-2402214ea45249c791438fb985ddccb3 -> /tmp/tmpgp2nuas_\n", - "2024-02-21 16:21:15,945|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-2402214ea45249c791438fb985ddccb3...\n", - "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-21 16:21:16,015|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-2402214ea45249c791438fb985ddccb3 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-21 16:21:38,911|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-2402214ea45249c791438fb985ddccb3 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-21 16:21:38,916|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-2402214ea45249c791438fb985ddccb3 -> /tmp/tmp65_zmdlt\n", - "2024-02-21 16:21:45,426|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-2402214ea45249c791438fb985ddccb3...\n", - "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-21 16:21:45,497|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-2402214ea45249c791438fb985ddccb3 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-21 16:21:58,128|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-2402214ea45249c791438fb985ddccb3 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-21 16:21:58,129|openeo_gfmap.manager|INFO: Job j-2402214ea45249c791438fb985ddccb3 and post job action finished successfully.\n", - "2024-02-21 16:22:07,988|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:22:08,634|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is running (on backend cdse).\n", - "2024-02-21 16:22:09,470|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:23:12,017|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:23:13,455|openeo_gfmap.manager|DEBUG: Status of job j-2402216dc08841f3af50c3e0bec9b516 is finished (on backend cdse).\n", - "2024-02-21 16:23:13,457|openeo_gfmap.manager|INFO: Job j-2402216dc08841f3af50c3e0bec9b516 finished successfully, queueing on_job_done...\n", - "2024-02-21 16:23:13,462|openeo_gfmap.manager|DEBUG: Worker thread Thread-4: polled finished job with status PostJobStatus.FINISHED.\n", - "2024-02-21 16:23:14,069|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n" + "2024-02-22 15:32:37,346|openeo_gfmap.manager|DEBUG: Updating status. 0 on 1 active jobs...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "DataCube()\n" + "Authenticated using refresh token.\n" ] }, { - "name": "stderr", - "output_type": "stream", - "text": [ - "2024-02-21 16:23:19,140|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /tmp/tmpbd96uf75\n", - "2024-02-21 16:23:26,619|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-2402216dc08841f3af50c3e0bec9b516...\n", - "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-21 16:23:26,657|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1551152/S2_at2021lpis1551152_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-21 16:23:38,222|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1551152/S2_at2021lpis1551152_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-21 16:23:38,227|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /tmp/tmp1b00sl28\n", - "2024-02-21 16:23:45,660|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-2402216dc08841f3af50c3e0bec9b516...\n", - "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-21 16:23:45,697|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1313057/S2_at2021lpis1313057_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-21 16:23:53,680|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1313057/S2_at2021lpis1313057_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-21 16:23:53,684|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /tmp/tmpc38xzptl\n", - "2024-02-21 16:24:01,081|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-2402216dc08841f3af50c3e0bec9b516...\n", - "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-21 16:24:01,118|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1561389/S2_at2021lpis1561389_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-21 16:24:10,890|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1561389/S2_at2021lpis1561389_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-21 16:24:10,894|openeo_gfmap.manager|DEBUG: Downloading asset openEO_3.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /tmp/tmpsomd01lb\n", - "2024-02-21 16:24:18,080|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_3.nc from job j-2402216dc08841f3af50c3e0bec9b516...\n", - "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-21 16:24:18,120|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_3.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1222569/S2_at2021lpis1222569_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-21 16:24:28,218|openeo_gfmap.manager|INFO: Downloaded asset openEO_3.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1222569/S2_at2021lpis1222569_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-21 16:24:28,222|openeo_gfmap.manager|DEBUG: Downloading asset openEO_4.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /tmp/tmpz16ppxki\n", - "2024-02-21 16:24:37,594|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:24:38,189|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:24:38,575|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:24:46,766|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_4.nc from job j-2402216dc08841f3af50c3e0bec9b516...\n", - "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-21 16:24:46,807|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_4.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis809720/S2_at2021lpis809720_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-21 16:25:01,711|openeo_gfmap.manager|INFO: Downloaded asset openEO_4.nc from job j-2402216dc08841f3af50c3e0bec9b516 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis809720/S2_at2021lpis809720_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-21 16:25:01,714|openeo_gfmap.manager|INFO: Job j-2402216dc08841f3af50c3e0bec9b516 and post job action finished successfully.\n", - "2024-02-21 16:25:42,567|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:25:43,346|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:25:50,641|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:26:59,438|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:26:59,966|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:27:00,702|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:28:10,002|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:28:10,622|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:28:18,302|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:29:22,379|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:29:24,145|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:29:24,759|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:30:36,070|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:30:36,510|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:30:36,918|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:31:42,906|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:31:43,514|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:31:44,025|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:32:47,872|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:32:54,376|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:32:54,990|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:34:01,272|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:34:01,735|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:34:02,676|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:35:08,417|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:35:09,032|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:35:10,055|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:36:21,239|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:36:22,043|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:36:22,452|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:37:30,485|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:37:31,266|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:37:32,920|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:38:36,806|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:38:37,315|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:38:38,133|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:39:40,870|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:39:41,537|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:39:41,872|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:40:50,006|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:40:50,640|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:40:51,256|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:41:53,865|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:41:54,333|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:41:54,743|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:42:56,911|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:42:58,231|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:42:58,743|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:44:02,995|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:44:03,564|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:44:03,900|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:45:05,987|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:45:06,335|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:45:07,153|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:46:09,256|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:46:09,722|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:46:10,130|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:47:11,711|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:47:12,082|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:47:12,492|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:48:15,304|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:48:15,776|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:48:16,287|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:49:18,311|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:49:18,754|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:49:19,573|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:50:21,669|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:50:22,343|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:50:22,957|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:51:24,625|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:51:25,116|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:51:25,831|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:52:27,841|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:52:28,296|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:52:28,910|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:53:31,844|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:53:32,668|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:53:33,218|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:54:36,611|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:54:37,218|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:54:38,038|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:55:40,924|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:55:41,527|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:55:42,039|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:56:44,306|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:56:44,810|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:56:45,526|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:57:48,503|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:57:49,425|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:57:50,551|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:58:53,861|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:58:54,653|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 16:58:55,370|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 16:59:59,394|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 16:59:59,782|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:00:00,190|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:01:03,729|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:01:04,088|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:01:04,581|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:02:07,464|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:02:07,884|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:02:08,600|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:03:11,364|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:03:11,885|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:03:12,517|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:04:15,204|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:04:16,704|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:04:17,728|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:05:19,543|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:05:19,987|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:05:20,398|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:06:23,208|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:06:23,988|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:06:24,735|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:07:27,417|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:07:27,888|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:07:28,398|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:08:30,407|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:08:30,862|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:08:33,117|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:09:35,045|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:09:35,681|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:09:36,295|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:10:38,140|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:10:38,761|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:10:41,423|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:11:43,315|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:11:43,786|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:11:44,313|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:12:46,919|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:12:47,529|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:12:48,809|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:13:50,420|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:13:53,134|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:13:55,779|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:14:58,454|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:14:59,575|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:15:01,623|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:16:04,070|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:16:04,577|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:16:06,341|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:17:08,408|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:17:08,909|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:17:09,421|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:18:12,057|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:18:12,497|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:18:13,726|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:19:15,850|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:19:16,499|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:19:17,010|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:20:18,843|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:20:19,270|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:20:19,582|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:21:21,332|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:21:21,941|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:21:22,348|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:22:24,197|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:22:24,610|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:22:28,909|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:23:31,260|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:23:31,990|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:23:32,311|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:24:33,987|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:24:34,350|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is running (on backend cdse).\n", - "2024-02-21 17:24:35,989|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:25:37,675|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-21 17:25:38,248|openeo_gfmap.manager|DEBUG: Status of job j-240221553e964ca5b8058e8ea5518c8c is error (on backend cdse).\n", - "2024-02-21 17:25:38,250|openeo_gfmap.manager|INFO: Job j-240221553e964ca5b8058e8ea5518c8c finished with error, queueing on_job_error...\n", - "2024-02-21 17:25:38,255|openeo_gfmap.manager|DEBUG: Worker thread Thread-6: polled finished job with status PostJobStatus.ERROR.\n", - "2024-02-21 17:25:38,570|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:26:44,461|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:26:44,910|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:27:47,940|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:27:48,399|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:28:51,720|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:28:52,318|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:29:55,606|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:29:57,528|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:30:59,620|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:31:00,095|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:32:02,673|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:32:03,274|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:33:06,885|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:33:07,583|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:34:10,327|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:34:12,623|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:35:15,752|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:35:16,197|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:36:18,806|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:36:19,082|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:37:23,239|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:37:25,222|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:38:29,046|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:38:29,423|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:39:33,707|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:39:35,623|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:40:40,163|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:40:40,603|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:41:43,737|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:41:44,194|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:42:46,614|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:42:47,068|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:43:49,675|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:43:50,146|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:44:55,183|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:44:55,888|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:45:59,171|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:46:00,194|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:47:03,726|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:47:04,297|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:48:07,365|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:48:07,888|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:49:10,185|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:49:10,661|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:50:13,485|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:50:14,046|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:51:16,867|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:51:17,330|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:52:20,631|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:52:21,684|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:53:24,678|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:53:25,025|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:54:27,233|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:54:27,795|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:55:29,640|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:55:30,157|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:56:32,067|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:56:33,877|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:57:35,637|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:57:37,670|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:58:39,258|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:58:42,379|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 17:59:44,160|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 17:59:44,524|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:00:46,757|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:00:49,135|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:01:50,823|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:01:53,135|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:02:55,250|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:02:56,931|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:03:58,888|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:04:00,317|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:05:02,124|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:05:02,678|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:06:04,354|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:06:04,940|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:07:07,321|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:07:07,710|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:08:12,717|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:08:13,144|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:09:14,878|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:09:15,609|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:10:17,583|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:10:18,278|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:11:20,358|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:11:20,845|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:12:23,113|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:12:23,514|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:13:25,488|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:13:25,876|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:14:28,383|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:14:28,723|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:15:32,488|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:15:33,160|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:16:39,572|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:16:40,028|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:17:45,943|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:17:46,383|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:19:06,197|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:19:06,827|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:20:15,664|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:20:17,221|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:21:20,075|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:21:20,746|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:22:23,735|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:22:24,299|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:23:27,863|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:23:28,402|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:24:31,593|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:24:31,923|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:25:40,509|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:25:41,114|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:26:46,194|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:26:46,752|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:27:55,816|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:27:56,384|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:29:04,022|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:29:04,482|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:30:08,109|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:30:08,685|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:31:11,006|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:31:11,559|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:32:13,909|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:32:14,433|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:33:18,707|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:33:20,508|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:34:25,149|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:34:25,711|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:35:27,777|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:35:28,484|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:36:36,111|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:36:36,783|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:37:43,928|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:37:44,573|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:38:50,356|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:38:50,766|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:39:59,820|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:40:00,356|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:41:09,375|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:41:10,091|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:42:16,326|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:42:16,856|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:43:20,176|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:43:20,754|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:44:40,275|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:44:41,037|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:45:53,590|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:45:54,457|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:47:05,604|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:47:06,139|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:48:09,823|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:48:10,344|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:49:12,725|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:49:13,320|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:50:18,400|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:50:19,267|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:51:21,200|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:51:21,730|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:52:25,064|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:52:25,834|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:53:28,754|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:53:29,526|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:54:34,833|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:54:35,472|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:55:42,845|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:55:43,212|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:56:52,409|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:56:52,999|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:57:57,211|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:58:01,810|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 18:59:05,291|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 18:59:09,702|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:00:11,523|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:00:11,963|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:01:13,593|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:01:14,117|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:02:15,909|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:02:16,378|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:03:17,959|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:03:18,332|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:04:19,835|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:04:20,282|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:05:21,969|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:05:22,952|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:06:25,816|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:06:26,237|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:07:29,437|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:07:29,928|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:08:32,858|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:08:33,736|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:09:36,448|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:09:36,906|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:10:38,485|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:10:39,369|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:11:41,084|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:11:41,527|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:12:43,355|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:12:43,786|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:13:45,352|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:13:45,841|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:14:47,407|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:14:47,793|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:15:49,308|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:15:49,848|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:16:51,988|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:16:52,636|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:17:54,136|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:17:54,674|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:18:56,498|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:18:57,139|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:19:58,765|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:19:59,194|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:21:01,351|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:21:01,761|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:22:03,700|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:22:04,327|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:23:06,375|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:23:06,894|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:24:08,664|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:24:09,564|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:25:11,785|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:25:12,233|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:26:14,371|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:26:14,800|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:27:16,434|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:27:16,854|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:28:18,395|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:28:18,909|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:29:20,940|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:29:21,476|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:30:23,497|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:30:25,839|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:31:27,425|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:31:27,855|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:32:29,485|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:32:29,894|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:33:31,428|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:33:31,948|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:34:33,720|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:34:34,003|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:35:35,745|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:35:36,161|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:36:37,960|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:36:38,419|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:37:40,509|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:37:41,089|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:38:42,892|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:38:43,451|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:39:46,395|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:39:46,941|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:40:49,805|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:40:50,427|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:41:52,709|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:41:53,097|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:42:54,927|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:42:55,665|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:43:57,411|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:43:58,026|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:44:59,795|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:45:00,490|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:46:02,024|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:46:02,545|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:47:04,032|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:47:04,498|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:48:06,579|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:48:12,788|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:49:15,213|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:49:15,812|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:50:17,417|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:50:17,829|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:51:19,715|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:51:20,192|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:52:21,832|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:52:22,247|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:53:24,026|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:53:24,507|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:54:26,197|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:54:26,561|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:55:29,137|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:55:29,643|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:56:31,398|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:56:31,901|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:57:33,728|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:57:34,159|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:58:36,036|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:58:36,523|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 19:59:38,240|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 19:59:38,781|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 20:00:40,680|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 20:00:41,450|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 20:01:43,045|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 20:01:43,506|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 20:02:45,441|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 20:02:45,867|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 20:03:47,786|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 20:03:48,230|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is running (on backend cdse).\n", - "2024-02-21 20:04:49,726|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-21 20:04:57,657|openeo_gfmap.manager|DEBUG: Status of job j-240221b194a840ee8f3e9b710bbfb1f5 is finished (on backend cdse).\n", - "2024-02-21 20:04:57,659|openeo_gfmap.manager|INFO: Job j-240221b194a840ee8f3e9b710bbfb1f5 finished successfully, queueing on_job_done...\n", - "2024-02-21 20:04:57,662|openeo_gfmap.manager|DEBUG: Worker thread Thread-5: polled finished job with status PostJobStatus.FINISHED.\n", - "2024-02-21 20:05:02,462|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /tmp/tmpyo00o4uv\n", - "2024-02-21 20:05:08,949|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-240221b194a840ee8f3e9b710bbfb1f5...\n", - "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-21 20:05:09,182|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12461808/S2_2021_LV_LPIS_POLY_110-12461808_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-21 20:05:16,482|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12461808/S2_2021_LV_LPIS_POLY_110-12461808_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-21 20:05:16,487|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /tmp/tmphvqjm2ob\n", - "2024-02-21 20:05:23,433|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-240221b194a840ee8f3e9b710bbfb1f5...\n", - "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-21 20:05:23,543|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12484602/S2_2021_LV_LPIS_POLY_110-12484602_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-21 20:05:29,689|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12484602/S2_2021_LV_LPIS_POLY_110-12484602_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-21 20:05:29,694|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /tmp/tmpge2mgcve\n", - "2024-02-21 20:05:37,951|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-240221b194a840ee8f3e9b710bbfb1f5...\n", - "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-21 20:05:38,081|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12710543/S2_2021_LV_LPIS_POLY_110-12710543_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-21 20:05:46,422|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12710543/S2_2021_LV_LPIS_POLY_110-12710543_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-21 20:05:46,426|openeo_gfmap.manager|DEBUG: Downloading asset openEO_3.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /tmp/tmp1c95wv6l\n", - "2024-02-21 20:05:53,327|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_3.nc from job j-240221b194a840ee8f3e9b710bbfb1f5...\n", - "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-21 20:05:53,556|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_3.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12668906/S2_2021_LV_LPIS_POLY_110-12668906_32634_2020-08-30_2022-03-03.nc\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2024-02-21 20:06:00,362|openeo_gfmap.manager|INFO: Downloaded asset openEO_3.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12668906/S2_2021_LV_LPIS_POLY_110-12668906_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-21 20:06:00,366|openeo_gfmap.manager|DEBUG: Downloading asset openEO_4.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /tmp/tmp4f46h51c\n", - "2024-02-21 20:06:06,935|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_4.nc from job j-240221b194a840ee8f3e9b710bbfb1f5...\n", - "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-21 20:06:07,040|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_4.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12842675/S2_2021_LV_LPIS_POLY_110-12842675_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-21 20:06:13,189|openeo_gfmap.manager|INFO: Downloaded asset openEO_4.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12842675/S2_2021_LV_LPIS_POLY_110-12842675_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-21 20:06:13,195|openeo_gfmap.manager|DEBUG: Downloading asset openEO_5.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /tmp/tmpsgyzafff\n", - "2024-02-21 20:06:19,856|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_5.nc from job j-240221b194a840ee8f3e9b710bbfb1f5...\n", - "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-21 20:06:19,979|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_5.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12579669/S2_2021_LV_LPIS_POLY_110-12579669_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-21 20:06:24,440|openeo_gfmap.manager|INFO: Downloaded asset openEO_5.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12579669/S2_2021_LV_LPIS_POLY_110-12579669_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-21 20:06:24,444|openeo_gfmap.manager|DEBUG: Downloading asset openEO_6.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /tmp/tmpgeqbn314\n", - "2024-02-21 20:06:31,421|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_6.nc from job j-240221b194a840ee8f3e9b710bbfb1f5...\n", - "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-21 20:06:31,624|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_6.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12483998/S2_2021_LV_LPIS_POLY_110-12483998_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-21 20:06:39,130|openeo_gfmap.manager|INFO: Downloaded asset openEO_6.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12483998/S2_2021_LV_LPIS_POLY_110-12483998_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-21 20:06:39,135|openeo_gfmap.manager|DEBUG: Downloading asset openEO_7.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /tmp/tmp00of56z5\n", - "2024-02-21 20:06:46,039|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_7.nc from job j-240221b194a840ee8f3e9b710bbfb1f5...\n", - "/tmp/ipykernel_50885/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_50885/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-21 20:06:46,144|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_7.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12308263/S2_2021_LV_LPIS_POLY_110-12308263_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-21 20:06:51,344|openeo_gfmap.manager|INFO: Downloaded asset openEO_7.nc from job j-240221b194a840ee8f3e9b710bbfb1f5 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12308263/S2_2021_LV_LPIS_POLY_110-12308263_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-21 20:06:51,347|openeo_gfmap.manager|INFO: Job j-240221b194a840ee8f3e9b710bbfb1f5 and post job action finished successfully.\n" + "ename": "TypeError", + "evalue": "'NoneType' object is not subscriptable", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[10], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mmanager\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_jobs\u001b[49m\u001b[43m(\u001b[49m\u001b[43mjob_df\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcreate_datacube_s2\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtracking_job_csv\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/openeo/openeo-gfmap/src/openeo_gfmap/manager/job_manager.py:288\u001b[0m, in \u001b[0;36mGFMAPJobManager.run_jobs\u001b[0;34m(self, df, start_job, output_file)\u001b[0m\n\u001b[1;32m 285\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_threads\u001b[38;5;241m.\u001b[39mappend(thread)\n\u001b[1;32m 287\u001b[0m _log\u001b[38;5;241m.\u001b[39minfo(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWorkers started, creating and running jobs.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 288\u001b[0m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_jobs\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstart_job\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moutput_file\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/openeo/openeo-python-client/openeo/extra/job_management.py:296\u001b[0m, in \u001b[0;36mMultiBackendJobManager.run_jobs\u001b[0;34m(self, df, start_job, output_file)\u001b[0m\n\u001b[1;32m 294\u001b[0m to_launch \u001b[38;5;241m=\u001b[39m df[df\u001b[38;5;241m.\u001b[39mstatus \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnot_started\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39miloc[\u001b[38;5;241m0\u001b[39m:to_add]\n\u001b[1;32m 295\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m to_launch\u001b[38;5;241m.\u001b[39mindex:\n\u001b[0;32m--> 296\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_launch_job\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstart_job\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbackend_name\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 297\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_persists(df, output_file)\n\u001b[1;32m 299\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpoll_sleep)\n", + "File \u001b[0;32m~/openeo/openeo-python-client/openeo/extra/job_management.py:331\u001b[0m, in \u001b[0;36mMultiBackendJobManager._launch_job\u001b[0;34m(self, start_job, df, i, backend_name)\u001b[0m\n\u001b[1;32m 328\u001b[0m _log\u001b[38;5;241m.\u001b[39minfo(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mStarting job on backend \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mbackend_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m for \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mrow\u001b[38;5;241m.\u001b[39mto_dict()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 329\u001b[0m connection \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_connection(backend_name, resilient\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m--> 331\u001b[0m job \u001b[38;5;241m=\u001b[39m \u001b[43mstart_job\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 332\u001b[0m \u001b[43m \u001b[49m\u001b[43mrow\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrow\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 333\u001b[0m \u001b[43m \u001b[49m\u001b[43mconnection_provider\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_connection\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 334\u001b[0m \u001b[43m \u001b[49m\u001b[43mconnection\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconnection\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 335\u001b[0m \u001b[43m \u001b[49m\u001b[43mprovider\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbackend_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 336\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 337\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m requests\u001b[38;5;241m.\u001b[39mexceptions\u001b[38;5;241m.\u001b[39mConnectionError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 338\u001b[0m _log\u001b[38;5;241m.\u001b[39mwarning(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFailed to start job for \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mrow\u001b[38;5;241m.\u001b[39mto_dict()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, exc_info\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", + "Cell \u001b[0;32mIn[5], line 53\u001b[0m, in \u001b[0;36mcreate_datacube_s2\u001b[0;34m(row, connection, provider, connection_provider)\u001b[0m\n\u001b[1;32m 49\u001b[0m \u001b[38;5;66;03m# Create the job to extract S2\u001b[39;00m\n\u001b[1;32m 50\u001b[0m extraction_parameters \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m 51\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtarget_resolution\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;241m10\u001b[39m\n\u001b[1;32m 52\u001b[0m }\n\u001b[0;32m---> 53\u001b[0m extractor \u001b[38;5;241m=\u001b[39m \u001b[43mbuild_sentinel2_l2a_extractor\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 54\u001b[0m \u001b[43m \u001b[49m\u001b[43mbackend_context\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbands\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbands_to_download\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfetch_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfetch_type\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mPOLYGON\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mextraction_parameters\u001b[49m\u001b[43m \u001b[49m\n\u001b[1;32m 55\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 57\u001b[0m cube \u001b[38;5;241m=\u001b[39m extractor\u001b[38;5;241m.\u001b[39mget_cube(connection, geometry, temporal_context)\n\u001b[1;32m 59\u001b[0m \u001b[38;5;66;03m# Get the h3index to use in the tile\u001b[39;00m\n", + "File \u001b[0;32m~/openeo/openeo-gfmap/src/openeo_gfmap/fetching/s2.py:207\u001b[0m, in \u001b[0;36mbuild_sentinel2_l2a_extractor\u001b[0;34m(backend_context, bands, fetch_type, **params)\u001b[0m\n\u001b[1;32m 203\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Creates a S2 L2A extractor adapted to the given backend.\"\"\"\u001b[39;00m\n\u001b[1;32m 204\u001b[0m backend_functions \u001b[38;5;241m=\u001b[39m SENTINEL2_L2A_BACKEND_MAP\u001b[38;5;241m.\u001b[39mget(backend_context\u001b[38;5;241m.\u001b[39mbackend)\n\u001b[1;32m 206\u001b[0m fetcher, preprocessor \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m--> 207\u001b[0m \u001b[43mbackend_functions\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfetch\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m(fetch_type\u001b[38;5;241m=\u001b[39mfetch_type),\n\u001b[1;32m 208\u001b[0m backend_functions[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpreprocessor\u001b[39m\u001b[38;5;124m\"\u001b[39m](fetch_type\u001b[38;5;241m=\u001b[39mfetch_type),\n\u001b[1;32m 209\u001b[0m )\n\u001b[1;32m 211\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m CollectionFetcher(backend_context, bands, fetcher, preprocessor, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mparams)\n", + "\u001b[0;31mTypeError\u001b[0m: 'NoneType' object is not subscriptable" ] } ], @@ -1623,7 +720,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ diff --git a/src/openeo_gfmap/manager/job_manager.py b/src/openeo_gfmap/manager/job_manager.py index 7243f7a..995af70 100644 --- a/src/openeo_gfmap/manager/job_manager.py +++ b/src/openeo_gfmap/manager/job_manager.py @@ -179,7 +179,7 @@ def on_job_done(self, job: BatchJob, row: pd.Series): # Move the temporary file to the final location shutil.move(temp_file.name, output_path) # Add to the list of downloaded products - job_products[asset.name] = [output_path] + job_products[f"{job.job_id}_{asset.name}"] = [output_path] _log.info( f"Downloaded asset {asset.name} from job {job.job_id} -> {output_path}" ) @@ -196,12 +196,12 @@ def on_job_done(self, job: BatchJob, row: pd.Series): job_metadata = pystac.Collection.from_dict(job.get_results().get_metadata()) for item_metadata in job_metadata.get_all_items(): item = pystac.read_file(item_metadata.get_self_href()) - asset_path = job_products[item.id][0] + asset_path = job_products[f"{job.job_id}_{item.id}"][0] assert len(item.assets.values()) == 1, "Each item should only contain one asset" for asset in item.assets.values(): asset.href = str(asset_path) # Update the asset href to the output location set by the output_path_generator - + item.id = f"{job.job_id}_{item.id}" # Add the item to the root_collection self._root_collection.add_item(item) From 9b7d853c5e0683d24277f1d9ab866dad636c873b Mon Sep 17 00:00:00 2001 From: Vincent Verelst Date: Fri, 23 Feb 2024 12:00:46 +0100 Subject: [PATCH 10/24] formatting --- src/openeo_gfmap/manager/job_manager.py | 62 ++++++++++++++++--------- 1 file changed, 39 insertions(+), 23 deletions(-) diff --git a/src/openeo_gfmap/manager/job_manager.py b/src/openeo_gfmap/manager/job_manager.py index 995af70..b15a080 100644 --- a/src/openeo_gfmap/manager/job_manager.py +++ b/src/openeo_gfmap/manager/job_manager.py @@ -1,17 +1,17 @@ import json -import pystac import queue import shutil import threading from enum import Enum from pathlib import Path -from pystac import CatalogType from tempfile import NamedTemporaryFile from typing import Callable, Optional, Union import pandas as pd +import pystac from openeo.extra.job_management import MultiBackendJobManager from openeo.rest.job import BatchJob +from pystac import CatalogType from openeo_gfmap.manager import _log @@ -55,9 +55,11 @@ def __init__( MultiBackendJobManager._normalize_df = self._normalize_df # Generate the root STAC collection - self._root_collection = pystac.Collection(id="Root collection", - description="Root collection of the feature extraction", - extent=None) #TODO: make the collection richer + self._root_collection = pystac.Collection( + id="Root collection", + description="Root collection of the feature extraction", + extent=None, + ) # TODO: make the collection richer def _post_job_worker(self): """Checks which jobs are finished or failed and calls the `on_job_done` or `on_job_error` @@ -191,20 +193,33 @@ def on_job_done(self, job: BatchJob, row: pd.Series): finally: shutil.rmtree(temp_file.name, ignore_errors=True) - # TODO: add try-except in the for loop to log all assets that were failed to be added to STAC collection. # First update the STAC collection with the assets directly resulting from the OpenEO batch job job_metadata = pystac.Collection.from_dict(job.get_results().get_metadata()) for item_metadata in job_metadata.get_all_items(): - item = pystac.read_file(item_metadata.get_self_href()) - asset_path = job_products[f"{job.job_id}_{item.id}"][0] - - assert len(item.assets.values()) == 1, "Each item should only contain one asset" - for asset in item.assets.values(): - asset.href = str(asset_path) # Update the asset href to the output location set by the output_path_generator - item.id = f"{job.job_id}_{item.id}" - # Add the item to the root_collection - self._root_collection.add_item(item) - + try: + item = pystac.read_file(item_metadata.get_self_href()) + asset_path = job_products[f"{job.job_id}_{item.id}"][0] + + assert ( + len(item.assets.values()) == 1 + ), "Each item should only contain one asset" + for asset in item.assets.values(): + asset.href = str( + asset_path + ) # Update the asset href to the output location set by the output_path_generator + item.id = f"{job.job_id}_{item.id}" + # Add the item to the root_collection + self._root_collection.add_item(item) + _log.info( + f"Added asset {asset.name} from job {job.job_id} to STAC collection" + ) + except Exception as e: + _log.exception( + f"Error failed to add asset {asset.name} from job {job.job_id} to STAC collection", + e, + ) + raise e + # TODO: post_job_action should return dict with Asset STAC metadata, then add that metadata to the correct STAC items # Call the post job action if self._post_job_action is not None: @@ -215,8 +230,6 @@ def on_job_done(self, job: BatchJob, row: pd.Series): self._downloaded_products.update(job_products) - - _log.info(f"Job {job.job_id} and post job action finished successfully.") def _normalize_df(self, df: pd.DataFrame) -> pd.DataFrame: @@ -286,12 +299,15 @@ def run_jobs( _log.info("Workers started, creating and running jobs.") super().run_jobs(df, start_job, output_file) - + # TODO: immediately make create_stac optional in 'run_jobs'? - def create_stac(self): + def create_stac(self, output_path: Optional[Union[str, Path]] = None): """Method to be called after run_jobs to create a STAC catalog - and write it to self._output_dir + and write it to self._output_dir """ + if output_path is None: + output_path = self._output_dir / "stac" + self._root_collection.update_extent_from_items() - self._root_collection.normalize_hrefs(str(self._output_dir / "stac")) - self._root_collection.save(catalog_type=CatalogType.SELF_CONTAINED) \ No newline at end of file + self._root_collection.normalize_hrefs(str(output_path)) + self._root_collection.save(catalog_type=CatalogType.SELF_CONTAINED) From 2c3c9f53a09a1aae593a2bd283fcbb2c492c6a99 Mon Sep 17 00:00:00 2001 From: Vincent Verelst Date: Tue, 27 Feb 2024 16:47:33 +0100 Subject: [PATCH 11/24] enriched the STAC collection metadata #18 --- .../S2_extraction_example.ipynb | 241 +++++++++++----- src/openeo_gfmap/manager/job_manager.py | 21 +- src/openeo_gfmap/stac/__init__.py | 2 + src/openeo_gfmap/stac/constants.py | 259 ++++++++++++++++++ 4 files changed, 452 insertions(+), 71 deletions(-) create mode 100644 src/openeo_gfmap/stac/__init__.py create mode 100644 src/openeo_gfmap/stac/constants.py diff --git a/examples/extraction_pipelines/S2_extraction_example.ipynb b/examples/extraction_pipelines/S2_extraction_example.ipynb index 158abf5..f10d82d 100644 --- a/examples/extraction_pipelines/S2_extraction_example.ipynb +++ b/examples/extraction_pipelines/S2_extraction_example.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -111,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -146,7 +146,7 @@ " \n", " \n", " 0\n", - " cdse\n", + " cdse-staging\n", " S2\n", " .nc\n", " 2020-08-30\n", @@ -155,7 +155,7 @@ " \n", " \n", " 1\n", - " cdse\n", + " cdse-staging\n", " S2\n", " .nc\n", " 2020-08-30\n", @@ -164,7 +164,7 @@ " \n", " \n", " 2\n", - " cdse\n", + " cdse-staging\n", " S2\n", " .nc\n", " 2020-08-30\n", @@ -173,7 +173,7 @@ " \n", " \n", " 3\n", - " cdse\n", + " cdse-staging\n", " S2\n", " .nc\n", " 2020-08-30\n", @@ -182,7 +182,7 @@ " \n", " \n", " 4\n", - " cdse\n", + " cdse-staging\n", " S2\n", " .nc\n", " 2020-08-30\n", @@ -200,7 +200,7 @@ " \n", " \n", " 88\n", - " cdse\n", + " cdse-staging\n", " S2\n", " .nc\n", " 2020-08-30\n", @@ -209,7 +209,7 @@ " \n", " \n", " 89\n", - " cdse\n", + " cdse-staging\n", " S2\n", " .nc\n", " 2020-08-30\n", @@ -218,7 +218,7 @@ " \n", " \n", " 90\n", - " cdse\n", + " cdse-staging\n", " S2\n", " .nc\n", " 2020-08-30\n", @@ -227,7 +227,7 @@ " \n", " \n", " 91\n", - " cdse\n", + " cdse-staging\n", " S2\n", " .nc\n", " 2020-08-30\n", @@ -236,7 +236,7 @@ " \n", " \n", " 92\n", - " cdse\n", + " cdse-staging\n", " S2\n", " .nc\n", " 2020-08-30\n", @@ -249,18 +249,18 @@ "" ], "text/plain": [ - " backend_name out_prefix out_extension start_date end_date \\\n", - "0 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "1 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "2 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "3 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "4 cdse S2 .nc 2020-08-30 2022-03-03 \n", - ".. ... ... ... ... ... \n", - "88 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "89 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "90 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "91 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "92 cdse S2 .nc 2020-08-30 2022-03-03 \n", + " backend_name out_prefix out_extension start_date end_date \\\n", + "0 cdse-staging S2 .nc 2020-08-30 2022-03-03 \n", + "1 cdse-staging S2 .nc 2020-08-30 2022-03-03 \n", + "2 cdse-staging S2 .nc 2020-08-30 2022-03-03 \n", + "3 cdse-staging S2 .nc 2020-08-30 2022-03-03 \n", + "4 cdse-staging S2 .nc 2020-08-30 2022-03-03 \n", + ".. ... ... ... ... ... \n", + "88 cdse-staging S2 .nc 2020-08-30 2022-03-03 \n", + "89 cdse-staging S2 .nc 2020-08-30 2022-03-03 \n", + "90 cdse-staging S2 .nc 2020-08-30 2022-03-03 \n", + "91 cdse-staging S2 .nc 2020-08-30 2022-03-03 \n", + "92 cdse-staging S2 .nc 2020-08-30 2022-03-03 \n", "\n", " geometry \n", "0 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", @@ -278,7 +278,7 @@ "[93 rows x 6 columns]" ] }, - "execution_count": 3, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -306,14 +306,14 @@ "\n", " return pd.DataFrame(rows)\n", "\n", - "job_df = create_job_dataframe_s2(Backend.CDSE, split_jobs)\n", + "job_df = create_job_dataframe_s2(Backend.CDSE_STAGING, split_jobs)\n", "\n", "job_df" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -348,7 +348,7 @@ " \n", " \n", " 0\n", - " cdse\n", + " cdse-staging\n", " S2\n", " .nc\n", " 2020-08-30\n", @@ -360,14 +360,14 @@ "" ], "text/plain": [ - " backend_name out_prefix out_extension start_date end_date \\\n", - "0 cdse S2 .nc 2020-08-30 2022-03-03 \n", + " backend_name out_prefix out_extension start_date end_date \\\n", + "0 cdse-staging S2 .nc 2020-08-30 2022-03-03 \n", "\n", " geometry \n", "0 {\"type\": \"FeatureCollection\", \"features\": [{\"i... " ] }, - "execution_count": 4, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -391,7 +391,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -482,15 +482,15 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2.23 s, sys: 23.9 ms, total: 2.25 s\n", - "Wall time: 2.26 s\n" + "CPU times: user 2.25 s, sys: 13.8 ms, total: 2.27 s\n", + "Wall time: 2.27 s\n" ] } ], @@ -503,7 +503,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -571,7 +571,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -641,7 +641,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -667,43 +667,159 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2024-02-22 15:32:37,095|openeo_gfmap.manager|INFO: Starting job manager using 2 worker threads.\n", - "2024-02-22 15:32:37,098|openeo_gfmap.manager|INFO: Workers started, creating and running jobs.\n", - "2024-02-22 15:32:37,342|openeo_gfmap.manager|DEBUG: Normalizing dataframe. Columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + "2024-02-27 16:05:44,792|openeo_gfmap.manager|INFO: Starting job manager using 2 worker threads.\n", + "2024-02-27 16:05:44,792|openeo_gfmap.manager|INFO: Starting job manager using 2 worker threads.\n", + "2024-02-27 16:05:44,794|openeo_gfmap.manager|INFO: Workers started, creating and running jobs.\n", + "2024-02-27 16:05:44,794|openeo_gfmap.manager|INFO: Workers started, creating and running jobs.\n", + "2024-02-27 16:05:44,833|openeo_gfmap.manager|DEBUG: Normalizing dataframe. Columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'status', 'id', 'start_time', 'cpu', 'memory', 'duration',\n", + " 'description', 'costs'],\n", + " dtype='object')\n", + "2024-02-27 16:05:44,833|openeo_gfmap.manager|DEBUG: Normalizing dataframe. Columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", " 'geometry', 'status', 'id', 'start_time', 'cpu', 'memory', 'duration',\n", " 'description', 'costs'],\n", " dtype='object')\n", - "2024-02-22 15:32:37,346|openeo_gfmap.manager|DEBUG: Updating status. 0 on 1 active jobs...\n" + "2024-02-27 16:05:44,836|openeo_gfmap.manager|DEBUG: Updating status. 0 on 1 active jobs...\n", + "2024-02-27 16:05:44,836|openeo_gfmap.manager|DEBUG: Updating status. 0 on 1 active jobs...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Authenticated using refresh token.\n" + "Authenticated using refresh token.\n", + "DataCube()\n" ] }, { - "ename": "TypeError", - "evalue": "'NoneType' object is not subscriptable", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[10], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mmanager\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_jobs\u001b[49m\u001b[43m(\u001b[49m\u001b[43mjob_df\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcreate_datacube_s2\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtracking_job_csv\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/openeo/openeo-gfmap/src/openeo_gfmap/manager/job_manager.py:288\u001b[0m, in \u001b[0;36mGFMAPJobManager.run_jobs\u001b[0;34m(self, df, start_job, output_file)\u001b[0m\n\u001b[1;32m 285\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_threads\u001b[38;5;241m.\u001b[39mappend(thread)\n\u001b[1;32m 287\u001b[0m _log\u001b[38;5;241m.\u001b[39minfo(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWorkers started, creating and running jobs.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 288\u001b[0m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_jobs\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstart_job\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moutput_file\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/openeo/openeo-python-client/openeo/extra/job_management.py:296\u001b[0m, in \u001b[0;36mMultiBackendJobManager.run_jobs\u001b[0;34m(self, df, start_job, output_file)\u001b[0m\n\u001b[1;32m 294\u001b[0m to_launch \u001b[38;5;241m=\u001b[39m df[df\u001b[38;5;241m.\u001b[39mstatus \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnot_started\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39miloc[\u001b[38;5;241m0\u001b[39m:to_add]\n\u001b[1;32m 295\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m to_launch\u001b[38;5;241m.\u001b[39mindex:\n\u001b[0;32m--> 296\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_launch_job\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstart_job\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbackend_name\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 297\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_persists(df, output_file)\n\u001b[1;32m 299\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpoll_sleep)\n", - "File \u001b[0;32m~/openeo/openeo-python-client/openeo/extra/job_management.py:331\u001b[0m, in \u001b[0;36mMultiBackendJobManager._launch_job\u001b[0;34m(self, start_job, df, i, backend_name)\u001b[0m\n\u001b[1;32m 328\u001b[0m _log\u001b[38;5;241m.\u001b[39minfo(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mStarting job on backend \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mbackend_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m for \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mrow\u001b[38;5;241m.\u001b[39mto_dict()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 329\u001b[0m connection \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_connection(backend_name, resilient\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m--> 331\u001b[0m job \u001b[38;5;241m=\u001b[39m \u001b[43mstart_job\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 332\u001b[0m \u001b[43m \u001b[49m\u001b[43mrow\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrow\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 333\u001b[0m \u001b[43m \u001b[49m\u001b[43mconnection_provider\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_connection\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 334\u001b[0m \u001b[43m \u001b[49m\u001b[43mconnection\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconnection\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 335\u001b[0m \u001b[43m \u001b[49m\u001b[43mprovider\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbackend_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 336\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 337\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m requests\u001b[38;5;241m.\u001b[39mexceptions\u001b[38;5;241m.\u001b[39mConnectionError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 338\u001b[0m _log\u001b[38;5;241m.\u001b[39mwarning(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFailed to start job for \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mrow\u001b[38;5;241m.\u001b[39mto_dict()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, exc_info\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", - "Cell \u001b[0;32mIn[5], line 53\u001b[0m, in \u001b[0;36mcreate_datacube_s2\u001b[0;34m(row, connection, provider, connection_provider)\u001b[0m\n\u001b[1;32m 49\u001b[0m \u001b[38;5;66;03m# Create the job to extract S2\u001b[39;00m\n\u001b[1;32m 50\u001b[0m extraction_parameters \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m 51\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtarget_resolution\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;241m10\u001b[39m\n\u001b[1;32m 52\u001b[0m }\n\u001b[0;32m---> 53\u001b[0m extractor \u001b[38;5;241m=\u001b[39m \u001b[43mbuild_sentinel2_l2a_extractor\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 54\u001b[0m \u001b[43m \u001b[49m\u001b[43mbackend_context\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbands\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbands_to_download\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfetch_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfetch_type\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mPOLYGON\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mextraction_parameters\u001b[49m\u001b[43m \u001b[49m\n\u001b[1;32m 55\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 57\u001b[0m cube \u001b[38;5;241m=\u001b[39m extractor\u001b[38;5;241m.\u001b[39mget_cube(connection, geometry, temporal_context)\n\u001b[1;32m 59\u001b[0m \u001b[38;5;66;03m# Get the h3index to use in the tile\u001b[39;00m\n", - "File \u001b[0;32m~/openeo/openeo-gfmap/src/openeo_gfmap/fetching/s2.py:207\u001b[0m, in \u001b[0;36mbuild_sentinel2_l2a_extractor\u001b[0;34m(backend_context, bands, fetch_type, **params)\u001b[0m\n\u001b[1;32m 203\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Creates a S2 L2A extractor adapted to the given backend.\"\"\"\u001b[39;00m\n\u001b[1;32m 204\u001b[0m backend_functions \u001b[38;5;241m=\u001b[39m SENTINEL2_L2A_BACKEND_MAP\u001b[38;5;241m.\u001b[39mget(backend_context\u001b[38;5;241m.\u001b[39mbackend)\n\u001b[1;32m 206\u001b[0m fetcher, preprocessor \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m--> 207\u001b[0m \u001b[43mbackend_functions\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfetch\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m(fetch_type\u001b[38;5;241m=\u001b[39mfetch_type),\n\u001b[1;32m 208\u001b[0m backend_functions[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpreprocessor\u001b[39m\u001b[38;5;124m\"\u001b[39m](fetch_type\u001b[38;5;241m=\u001b[39mfetch_type),\n\u001b[1;32m 209\u001b[0m )\n\u001b[1;32m 211\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m CollectionFetcher(backend_context, bands, fetcher, preprocessor, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mparams)\n", - "\u001b[0;31mTypeError\u001b[0m: 'NoneType' object is not subscriptable" + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-02-27 16:07:07,061|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:07:07,061|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:07:07,428|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:07:07,428|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:08:07,667|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:08:07,667|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:08:08,026|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:08:08,026|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:09:08,250|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:09:08,250|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:09:08,471|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:09:08,471|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:10:08,771|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:10:08,771|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:10:29,051|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:10:29,051|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:11:29,268|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:11:29,268|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:11:29,712|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:11:29,712|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:12:29,938|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:12:29,938|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:12:31,014|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:12:31,014|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:13:31,205|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:13:31,205|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:13:32,004|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:13:32,004|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:14:32,246|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:14:32,246|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:14:34,205|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:14:34,205|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:15:34,551|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:15:34,551|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:15:35,131|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:15:35,131|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is running (on backend cdse-staging).\n", + "2024-02-27 16:16:35,369|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:16:35,369|openeo_gfmap.manager|DEBUG: Updating status. 1 on 1 active jobs...\n", + "2024-02-27 16:16:35,931|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is finished (on backend cdse-staging).\n", + "2024-02-27 16:16:35,931|openeo_gfmap.manager|DEBUG: Status of job j-2402271caa2647f79d54a51caddf1388 is finished (on backend cdse-staging).\n", + "2024-02-27 16:16:35,933|openeo_gfmap.manager|INFO: Job j-2402271caa2647f79d54a51caddf1388 finished successfully, queueing on_job_done...\n", + "2024-02-27 16:16:35,933|openeo_gfmap.manager|INFO: Job j-2402271caa2647f79d54a51caddf1388 finished successfully, queueing on_job_done...\n", + "2024-02-27 16:16:35,937|openeo_gfmap.manager|DEBUG: Worker thread Thread-7: polled finished job with status PostJobStatus.FINISHED.\n", + "2024-02-27 16:16:35,937|openeo_gfmap.manager|DEBUG: Worker thread Thread-7: polled finished job with status PostJobStatus.FINISHED.\n", + "2024-02-27 16:16:37,248|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-2402271caa2647f79d54a51caddf1388 -> /tmp/tmptvay9e8n\n", + "2024-02-27 16:16:37,248|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-2402271caa2647f79d54a51caddf1388 -> /tmp/tmptvay9e8n\n", + "2024-02-27 16:16:50,232|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-2402271caa2647f79d54a51caddf1388...\n", + "2024-02-27 16:16:50,232|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-2402271caa2647f79d54a51caddf1388...\n", + "/tmp/ipykernel_40766/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_40766/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-27 16:16:50,617|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-2402271caa2647f79d54a51caddf1388 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-27 16:16:50,617|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-2402271caa2647f79d54a51caddf1388 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-27 16:16:52,422|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-2402271caa2647f79d54a51caddf1388 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-27 16:16:52,422|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-2402271caa2647f79d54a51caddf1388 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-27 16:16:52,428|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-2402271caa2647f79d54a51caddf1388 -> /tmp/tmplpt96uvh\n", + "2024-02-27 16:16:52,428|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-2402271caa2647f79d54a51caddf1388 -> /tmp/tmplpt96uvh\n", + "2024-02-27 16:17:06,168|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-2402271caa2647f79d54a51caddf1388...\n", + "2024-02-27 16:17:06,168|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-2402271caa2647f79d54a51caddf1388...\n", + "/tmp/ipykernel_40766/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_40766/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-27 16:17:06,235|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-2402271caa2647f79d54a51caddf1388 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-27 16:17:06,235|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-2402271caa2647f79d54a51caddf1388 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-27 16:17:07,647|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-2402271caa2647f79d54a51caddf1388 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-27 16:17:07,647|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-2402271caa2647f79d54a51caddf1388 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-27 16:17:07,653|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-2402271caa2647f79d54a51caddf1388 -> /tmp/tmpgty_rrsp\n", + "2024-02-27 16:17:07,653|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-2402271caa2647f79d54a51caddf1388 -> /tmp/tmpgty_rrsp\n", + "2024-02-27 16:17:18,496|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-2402271caa2647f79d54a51caddf1388...\n", + "2024-02-27 16:17:18,496|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-2402271caa2647f79d54a51caddf1388...\n", + "/tmp/ipykernel_40766/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + "/home/vverelst/anaconda3/envs/openeo-dev/lib/python3.9/site-packages/geopandas/geodataframe.py:1525: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_40766/1596858655.py:33: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-02-27 16:17:18,547|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-2402271caa2647f79d54a51caddf1388 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-27 16:17:18,547|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-2402271caa2647f79d54a51caddf1388 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-27 16:17:19,835|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-2402271caa2647f79d54a51caddf1388 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-27 16:17:19,835|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-2402271caa2647f79d54a51caddf1388 -> /data/users/Public/vincent.verelst/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", + "2024-02-27 16:17:25,452|openeo_gfmap.manager|INFO: Added item j-2402271caa2647f79d54a51caddf1388_openEO_0.nc from job j-2402271caa2647f79d54a51caddf1388 to STAC collection\n", + "2024-02-27 16:17:25,452|openeo_gfmap.manager|INFO: Added item j-2402271caa2647f79d54a51caddf1388_openEO_0.nc from job j-2402271caa2647f79d54a51caddf1388 to STAC collection\n", + "2024-02-27 16:17:27,674|openeo_gfmap.manager|INFO: Added item j-2402271caa2647f79d54a51caddf1388_openEO_1.nc from job j-2402271caa2647f79d54a51caddf1388 to STAC collection\n", + "2024-02-27 16:17:27,674|openeo_gfmap.manager|INFO: Added item j-2402271caa2647f79d54a51caddf1388_openEO_1.nc from job j-2402271caa2647f79d54a51caddf1388 to STAC collection\n", + "2024-02-27 16:17:30,851|openeo_gfmap.manager|INFO: Added item j-2402271caa2647f79d54a51caddf1388_openEO_2.nc from job j-2402271caa2647f79d54a51caddf1388 to STAC collection\n", + "2024-02-27 16:17:30,851|openeo_gfmap.manager|INFO: Added item j-2402271caa2647f79d54a51caddf1388_openEO_2.nc from job j-2402271caa2647f79d54a51caddf1388 to STAC collection\n", + "2024-02-27 16:17:30,856|openeo_gfmap.manager|INFO: Job j-2402271caa2647f79d54a51caddf1388 and post job action finished successfully.\n", + "2024-02-27 16:17:30,856|openeo_gfmap.manager|INFO: Job j-2402271caa2647f79d54a51caddf1388 and post job action finished successfully.\n" ] } ], @@ -720,19 +836,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "manager.create_stac()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/src/openeo_gfmap/manager/job_manager.py b/src/openeo_gfmap/manager/job_manager.py index b15a080..ef6d9a7 100644 --- a/src/openeo_gfmap/manager/job_manager.py +++ b/src/openeo_gfmap/manager/job_manager.py @@ -14,6 +14,7 @@ from pystac import CatalogType from openeo_gfmap.manager import _log +from openeo_gfmap.stac import constants class PostJobStatus(Enum): @@ -56,10 +57,10 @@ def __init__( # Generate the root STAC collection self._root_collection = pystac.Collection( - id="Root collection", - description="Root collection of the feature extraction", + id=constants.ID, + description=constants.DESCRIPTION, extent=None, - ) # TODO: make the collection richer + ) def _post_job_worker(self): """Checks which jobs are finished or failed and calls the `on_job_done` or `on_job_error` @@ -211,11 +212,11 @@ def on_job_done(self, job: BatchJob, row: pd.Series): # Add the item to the root_collection self._root_collection.add_item(item) _log.info( - f"Added asset {asset.name} from job {job.job_id} to STAC collection" + f"Added item {item.id} from job {job.job_id} to STAC collection" ) except Exception as e: _log.exception( - f"Error failed to add asset {asset.name} from job {job.job_id} to STAC collection", + f"Error failed to add item {item.id} from job {job.job_id} to STAC collection", e, ) raise e @@ -307,6 +308,16 @@ def create_stac(self, output_path: Optional[Union[str, Path]] = None): """ if output_path is None: output_path = self._output_dir / "stac" + + self._root_collection.license = constants.LICENSE + self._root_collection.add_link(constants.LICENSE_LINK) + self._root_collection.stac_extensions = constants.STAC_EXTENSIONS + + datacube_extension = pystac.extensions.datacube.DatacubeExtension.ext(self._root_collection, add_if_missing=True) + datacube_extension.apply(constants.CUBE_DIMENSIONS) + + item_asset_extension = pystac.extensions.item_assets.ItemAssetsExtension.ext(self._root_collection, add_if_missing=True) + item_asset_extension.item_assets = constants.ITEM_ASSETS self._root_collection.update_extent_from_items() self._root_collection.normalize_hrefs(str(output_path)) diff --git a/src/openeo_gfmap/stac/__init__.py b/src/openeo_gfmap/stac/__init__.py new file mode 100644 index 0000000..5269453 --- /dev/null +++ b/src/openeo_gfmap/stac/__init__.py @@ -0,0 +1,2 @@ +"""Definitions of the constants in the STAC collection +""" diff --git a/src/openeo_gfmap/stac/constants.py b/src/openeo_gfmap/stac/constants.py new file mode 100644 index 0000000..864736d --- /dev/null +++ b/src/openeo_gfmap/stac/constants.py @@ -0,0 +1,259 @@ +""" +Constants in the STAC collection generated after a series of batch jobs +""" +import pystac + +TITLE = "WorldCereal Level 1 cache" +ID = "L1-CACHE" +DESCRIPTION = "The Level 1 input data cache contains extracted samples of EO data. It's main use is model calibration, allowing faster iterations by providing a cache." +LICENSE = "CC-BY-4.0" +LICENSE_LINK = pystac.Link( + rel="license", + target="https://spdx.org/licenses/CC-BY-4.0.html", + media_type=pystac.MediaType.HTML, + title="Creative Commons Attribution 4.0 International License", +) +STAC_EXTENSIONS = [ + "https://stac-extensions.github.io/eo/v1.1.0/schema.json", + "https://stac-extensions.github.io/file/v2.1.0/schema.json", + "https://stac-extensions.github.io/processing/v1.1.0/schema.json", + "https://stac-extensions.github.io/projection/v1.1.0/schema.json" + ] +CONSTELLATION = ["sentinel-2"] +PLATFORM = ["sentinel-2a", "sentinel-2b"] +INSTRUMENTS = ["msi"] +GSD = [10, 20, 60] +SUMMARIES = pystac.Summaries( + { + "constellation": CONSTELLATION, + "platform": PLATFORM, + "instruments": INSTRUMENTS, + "gsd": GSD, + } +) + + +def create_spatial_dimension(name: str) -> pystac.extensions.datacube.HorizontalSpatialDimension: + return pystac.extensions.datacube.HorizontalSpatialDimension( +{ + "axis": name, + "step": 10, + "reference_system": { + "$schema": "https://proj.org/schemas/v0.2/projjson.schema.json", + "area": "World", + "bbox": { + "east_longitude": 180, + "north_latitude": 90, + "south_latitude": -90, + "west_longitude": -180 + }, + "coordinate_system": { + "axis": [ + { + "abbreviation": "Lat", + "direction": "north", + "name": "Geodetic latitude", + "unit": "degree" + }, + { + "abbreviation": "Lon", + "direction": "east", + "name": "Geodetic longitude", + "unit": "degree" + } + ], + "subtype": "ellipsoidal" + }, + "datum": { + "ellipsoid": { + "inverse_flattening": 298.257223563, + "name": "WGS 84", + "semi_major_axis": 6378137 + }, + "name": "World Geodetic System 1984", + "type": "GeodeticReferenceFrame" + }, + "id": { + "authority": "OGC", + "code": "Auto42001", + "version": "1.3" + }, + "name": "AUTO 42001 (Universal Transverse Mercator)", + "type": "GeodeticCRS" + } + } +) +TEMPORAL_DIMENSION = pystac.extensions.datacube.TemporalDimension( + {'extent': ["2015-06-23T00:00:00Z", "2019-07-10T13:44:56Z"], + 'step':"P5D"} +) + +BANDS_DIMENSION = pystac.extensions.datacube.AdditionalDimension( + {'values':[ + "SCL", + "B01", + "B02", + "B03", + "B04", + "B05", + "B06", + "B07", + "B08", + "B8A", + "B09", + "B10", + "B11", + "B12", + "CROPTYPE" + ] + } +) + +CUBE_DIMENSIONS = { + "x": create_spatial_dimension("x"), + "y": create_spatial_dimension("y"), + "time": TEMPORAL_DIMENSION, + "spectral": BANDS_DIMENSION +} + +SENTINEL2 = pystac.extensions.item_assets.AssetDefinition( + { + "gsd": 10, + "title": "Sentinel2", + "description": "Sentinel-2 bands", + "type": "application/x-netcdf", + "roles": [ + "data" + ], + "proj:shape": [ + 64, + 64 + ], + "raster:bands": [ + { + "name": "B01" + }, + { + "name": "B02" + } + ], + "cube:variables": { + "B01": {"dimensions": ["time","y","x"],"type": "data"}, + "B02": {"dimensions": ["time","y","x"],"type": "data"}, + "B03": {"dimensions": ["time","y","x"],"type": "data"}, + "B04": {"dimensions": ["time","y","x"],"type": "data"}, + "B05": {"dimensions": ["time","y","x"],"type": "data"}, + "B06": {"dimensions": ["time","y","x"],"type": "data"}, + "B07": {"dimensions": ["time","y","x"],"type": "data"}, + "B8A": {"dimensions": ["time","y","x"],"type": "data"}, + "B08": {"dimensions": ["time","y","x"],"type": "data"}, + "B11": {"dimensions": ["time","y","x"],"type": "data"}, + "B12": {"dimensions": ["time","y","x"],"type": "data"}, + "SCL": {"dimensions": ["time","y","x"],"type": "data"} + }, + "eo:bands": [ + { + "name": "B01", + "common_name": "coastal", + "center_wavelength": 0.443, + "full_width_half_max": 0.027 + }, + { + "name": "B02", + "common_name": "blue", + "center_wavelength": 0.49, + "full_width_half_max": 0.098 + }, + { + "name": "B03", + "common_name": "green", + "center_wavelength": 0.56, + "full_width_half_max": 0.045 + }, + { + "name": "B04", + "common_name": "red", + "center_wavelength": 0.665, + "full_width_half_max": 0.038 + }, + { + "name": "B05", + "common_name": "rededge", + "center_wavelength": 0.704, + "full_width_half_max": 0.019 + }, + { + "name": "B06", + "common_name": "rededge", + "center_wavelength": 0.74, + "full_width_half_max": 0.018 + }, + { + "name": "B07", + "common_name": "rededge", + "center_wavelength": 0.783, + "full_width_half_max": 0.028 + }, + { + "name": "B08", + "common_name": "nir", + "center_wavelength": 0.842, + "full_width_half_max": 0.145 + }, + { + "name": "B8A", + "common_name": "nir08", + "center_wavelength": 0.865, + "full_width_half_max": 0.033 + }, + { + "name": "B11", + "common_name": "swir16", + "center_wavelength": 1.61, + "full_width_half_max": 0.143 + }, + { + "name": "B12", + "common_name": "swir22", + "center_wavelength": 2.19, + "full_width_half_max": 0.242 + } + ] + } +) + +AUXILIARY = pystac.extensions.item_assets.AssetDefinition( + { + "title": "ground truth data", + "description": "This asset contains the crop type codes.", + "type": "application/x-netcdf", + "roles": [ + "data" + ], + "proj:shape": [ + 64, + 64 + ], + "raster:bands": [ + { + "name": "CROPTYPE", + "data_type": "uint16", + "bits_per_sample": 16 + } + ] + } +) + +SENTINEL1 = pystac.extensions.item_assets.AssetDefinition( + {} +) + +AGERA5 = pystac.extensions.item_assets.AssetDefinition( + {} +) +ITEM_ASSETS = { + "sentinel2": SENTINEL2, + "auxiliary": AUXILIARY, + "sentinel1": SENTINEL1, + "agera5": AGERA5 +} \ No newline at end of file From fd050b5596820ef97a099e12b20909c72d34bf71 Mon Sep 17 00:00:00 2001 From: Vincent Verelst Date: Tue, 27 Feb 2024 16:49:25 +0100 Subject: [PATCH 12/24] formatting --- src/openeo_gfmap/manager/job_manager.py | 12 +- src/openeo_gfmap/stac/constants.py | 365 +++++++++++------------- 2 files changed, 178 insertions(+), 199 deletions(-) diff --git a/src/openeo_gfmap/manager/job_manager.py b/src/openeo_gfmap/manager/job_manager.py index ef6d9a7..5ad0215 100644 --- a/src/openeo_gfmap/manager/job_manager.py +++ b/src/openeo_gfmap/manager/job_manager.py @@ -308,15 +308,19 @@ def create_stac(self, output_path: Optional[Union[str, Path]] = None): """ if output_path is None: output_path = self._output_dir / "stac" - + self._root_collection.license = constants.LICENSE self._root_collection.add_link(constants.LICENSE_LINK) self._root_collection.stac_extensions = constants.STAC_EXTENSIONS - - datacube_extension = pystac.extensions.datacube.DatacubeExtension.ext(self._root_collection, add_if_missing=True) + + datacube_extension = pystac.extensions.datacube.DatacubeExtension.ext( + self._root_collection, add_if_missing=True + ) datacube_extension.apply(constants.CUBE_DIMENSIONS) - item_asset_extension = pystac.extensions.item_assets.ItemAssetsExtension.ext(self._root_collection, add_if_missing=True) + item_asset_extension = pystac.extensions.item_assets.ItemAssetsExtension.ext( + self._root_collection, add_if_missing=True + ) item_asset_extension.item_assets = constants.ITEM_ASSETS self._root_collection.update_extent_from_items() diff --git a/src/openeo_gfmap/stac/constants.py b/src/openeo_gfmap/stac/constants.py index 864736d..204e5c8 100644 --- a/src/openeo_gfmap/stac/constants.py +++ b/src/openeo_gfmap/stac/constants.py @@ -17,8 +17,8 @@ "https://stac-extensions.github.io/eo/v1.1.0/schema.json", "https://stac-extensions.github.io/file/v2.1.0/schema.json", "https://stac-extensions.github.io/processing/v1.1.0/schema.json", - "https://stac-extensions.github.io/projection/v1.1.0/schema.json" - ] + "https://stac-extensions.github.io/projection/v1.1.0/schema.json", +] CONSTELLATION = ["sentinel-2"] PLATFORM = ["sentinel-2a", "sentinel-2b"] INSTRUMENTS = ["msi"] @@ -33,79 +33,79 @@ ) -def create_spatial_dimension(name: str) -> pystac.extensions.datacube.HorizontalSpatialDimension: +def create_spatial_dimension( + name: str, +) -> pystac.extensions.datacube.HorizontalSpatialDimension: return pystac.extensions.datacube.HorizontalSpatialDimension( -{ - "axis": name, - "step": 10, - "reference_system": { - "$schema": "https://proj.org/schemas/v0.2/projjson.schema.json", - "area": "World", - "bbox": { - "east_longitude": 180, - "north_latitude": 90, - "south_latitude": -90, - "west_longitude": -180 - }, - "coordinate_system": { - "axis": [ - { - "abbreviation": "Lat", - "direction": "north", - "name": "Geodetic latitude", - "unit": "degree" + { + "axis": name, + "step": 10, + "reference_system": { + "$schema": "https://proj.org/schemas/v0.2/projjson.schema.json", + "area": "World", + "bbox": { + "east_longitude": 180, + "north_latitude": 90, + "south_latitude": -90, + "west_longitude": -180, + }, + "coordinate_system": { + "axis": [ + { + "abbreviation": "Lat", + "direction": "north", + "name": "Geodetic latitude", + "unit": "degree", + }, + { + "abbreviation": "Lon", + "direction": "east", + "name": "Geodetic longitude", + "unit": "degree", + }, + ], + "subtype": "ellipsoidal", + }, + "datum": { + "ellipsoid": { + "inverse_flattening": 298.257223563, + "name": "WGS 84", + "semi_major_axis": 6378137, + }, + "name": "World Geodetic System 1984", + "type": "GeodeticReferenceFrame", + }, + "id": {"authority": "OGC", "code": "Auto42001", "version": "1.3"}, + "name": "AUTO 42001 (Universal Transverse Mercator)", + "type": "GeodeticCRS", }, - { - "abbreviation": "Lon", - "direction": "east", - "name": "Geodetic longitude", - "unit": "degree" - } - ], - "subtype": "ellipsoidal" - }, - "datum": { - "ellipsoid": { - "inverse_flattening": 298.257223563, - "name": "WGS 84", - "semi_major_axis": 6378137 - }, - "name": "World Geodetic System 1984", - "type": "GeodeticReferenceFrame" - }, - "id": { - "authority": "OGC", - "code": "Auto42001", - "version": "1.3" - }, - "name": "AUTO 42001 (Universal Transverse Mercator)", - "type": "GeodeticCRS" - } - } -) + } + ) + + TEMPORAL_DIMENSION = pystac.extensions.datacube.TemporalDimension( - {'extent': ["2015-06-23T00:00:00Z", "2019-07-10T13:44:56Z"], - 'step':"P5D"} + {"extent": ["2015-06-23T00:00:00Z", "2019-07-10T13:44:56Z"], "step": "P5D"} ) BANDS_DIMENSION = pystac.extensions.datacube.AdditionalDimension( - {'values':[ - "SCL", - "B01", - "B02", - "B03", - "B04", - "B05", - "B06", - "B07", - "B08", - "B8A", - "B09", - "B10", - "B11", - "B12", - "CROPTYPE" - ] + { + "values": [ + "SCL", + "B01", + "B02", + "B03", + "B04", + "B05", + "B06", + "B07", + "B08", + "B8A", + "B09", + "B10", + "B11", + "B12", + "CROPTYPE", + ] } ) @@ -113,147 +113,122 @@ def create_spatial_dimension(name: str) -> pystac.extensions.datacube.Horizontal "x": create_spatial_dimension("x"), "y": create_spatial_dimension("y"), "time": TEMPORAL_DIMENSION, - "spectral": BANDS_DIMENSION + "spectral": BANDS_DIMENSION, } SENTINEL2 = pystac.extensions.item_assets.AssetDefinition( { - "gsd": 10, - "title": "Sentinel2", - "description": "Sentinel-2 bands", - "type": "application/x-netcdf", - "roles": [ - "data" - ], - "proj:shape": [ - 64, - 64 - ], - "raster:bands": [ - { - "name": "B01" + "gsd": 10, + "title": "Sentinel2", + "description": "Sentinel-2 bands", + "type": "application/x-netcdf", + "roles": ["data"], + "proj:shape": [64, 64], + "raster:bands": [{"name": "B01"}, {"name": "B02"}], + "cube:variables": { + "B01": {"dimensions": ["time", "y", "x"], "type": "data"}, + "B02": {"dimensions": ["time", "y", "x"], "type": "data"}, + "B03": {"dimensions": ["time", "y", "x"], "type": "data"}, + "B04": {"dimensions": ["time", "y", "x"], "type": "data"}, + "B05": {"dimensions": ["time", "y", "x"], "type": "data"}, + "B06": {"dimensions": ["time", "y", "x"], "type": "data"}, + "B07": {"dimensions": ["time", "y", "x"], "type": "data"}, + "B8A": {"dimensions": ["time", "y", "x"], "type": "data"}, + "B08": {"dimensions": ["time", "y", "x"], "type": "data"}, + "B11": {"dimensions": ["time", "y", "x"], "type": "data"}, + "B12": {"dimensions": ["time", "y", "x"], "type": "data"}, + "SCL": {"dimensions": ["time", "y", "x"], "type": "data"}, }, - { - "name": "B02" - } - ], - "cube:variables": { - "B01": {"dimensions": ["time","y","x"],"type": "data"}, - "B02": {"dimensions": ["time","y","x"],"type": "data"}, - "B03": {"dimensions": ["time","y","x"],"type": "data"}, - "B04": {"dimensions": ["time","y","x"],"type": "data"}, - "B05": {"dimensions": ["time","y","x"],"type": "data"}, - "B06": {"dimensions": ["time","y","x"],"type": "data"}, - "B07": {"dimensions": ["time","y","x"],"type": "data"}, - "B8A": {"dimensions": ["time","y","x"],"type": "data"}, - "B08": {"dimensions": ["time","y","x"],"type": "data"}, - "B11": {"dimensions": ["time","y","x"],"type": "data"}, - "B12": {"dimensions": ["time","y","x"],"type": "data"}, - "SCL": {"dimensions": ["time","y","x"],"type": "data"} - }, - "eo:bands": [ - { - "name": "B01", - "common_name": "coastal", - "center_wavelength": 0.443, - "full_width_half_max": 0.027 - }, - { - "name": "B02", - "common_name": "blue", - "center_wavelength": 0.49, - "full_width_half_max": 0.098 - }, - { - "name": "B03", - "common_name": "green", - "center_wavelength": 0.56, - "full_width_half_max": 0.045 - }, - { - "name": "B04", - "common_name": "red", - "center_wavelength": 0.665, - "full_width_half_max": 0.038 - }, - { - "name": "B05", - "common_name": "rededge", - "center_wavelength": 0.704, - "full_width_half_max": 0.019 - }, - { - "name": "B06", - "common_name": "rededge", - "center_wavelength": 0.74, - "full_width_half_max": 0.018 - }, - { - "name": "B07", - "common_name": "rededge", - "center_wavelength": 0.783, - "full_width_half_max": 0.028 - }, - { - "name": "B08", - "common_name": "nir", - "center_wavelength": 0.842, - "full_width_half_max": 0.145 - }, - { - "name": "B8A", - "common_name": "nir08", - "center_wavelength": 0.865, - "full_width_half_max": 0.033 - }, - { - "name": "B11", - "common_name": "swir16", - "center_wavelength": 1.61, - "full_width_half_max": 0.143 - }, - { - "name": "B12", - "common_name": "swir22", - "center_wavelength": 2.19, - "full_width_half_max": 0.242 - } - ] + "eo:bands": [ + { + "name": "B01", + "common_name": "coastal", + "center_wavelength": 0.443, + "full_width_half_max": 0.027, + }, + { + "name": "B02", + "common_name": "blue", + "center_wavelength": 0.49, + "full_width_half_max": 0.098, + }, + { + "name": "B03", + "common_name": "green", + "center_wavelength": 0.56, + "full_width_half_max": 0.045, + }, + { + "name": "B04", + "common_name": "red", + "center_wavelength": 0.665, + "full_width_half_max": 0.038, + }, + { + "name": "B05", + "common_name": "rededge", + "center_wavelength": 0.704, + "full_width_half_max": 0.019, + }, + { + "name": "B06", + "common_name": "rededge", + "center_wavelength": 0.74, + "full_width_half_max": 0.018, + }, + { + "name": "B07", + "common_name": "rededge", + "center_wavelength": 0.783, + "full_width_half_max": 0.028, + }, + { + "name": "B08", + "common_name": "nir", + "center_wavelength": 0.842, + "full_width_half_max": 0.145, + }, + { + "name": "B8A", + "common_name": "nir08", + "center_wavelength": 0.865, + "full_width_half_max": 0.033, + }, + { + "name": "B11", + "common_name": "swir16", + "center_wavelength": 1.61, + "full_width_half_max": 0.143, + }, + { + "name": "B12", + "common_name": "swir22", + "center_wavelength": 2.19, + "full_width_half_max": 0.242, + }, + ], } ) AUXILIARY = pystac.extensions.item_assets.AssetDefinition( { - "title": "ground truth data", - "description": "This asset contains the crop type codes.", - "type": "application/x-netcdf", - "roles": [ - "data" - ], - "proj:shape": [ - 64, - 64 - ], - "raster:bands": [ - { - "name": "CROPTYPE", - "data_type": "uint16", - "bits_per_sample": 16 - } - ] + "title": "ground truth data", + "description": "This asset contains the crop type codes.", + "type": "application/x-netcdf", + "roles": ["data"], + "proj:shape": [64, 64], + "raster:bands": [ + {"name": "CROPTYPE", "data_type": "uint16", "bits_per_sample": 16} + ], } ) -SENTINEL1 = pystac.extensions.item_assets.AssetDefinition( - {} -) +SENTINEL1 = pystac.extensions.item_assets.AssetDefinition({}) -AGERA5 = pystac.extensions.item_assets.AssetDefinition( - {} -) +AGERA5 = pystac.extensions.item_assets.AssetDefinition({}) ITEM_ASSETS = { "sentinel2": SENTINEL2, "auxiliary": AUXILIARY, "sentinel1": SENTINEL1, - "agera5": AGERA5 -} \ No newline at end of file + "agera5": AGERA5, +} From 3dab8b40e8e7ac13b48d58387f0faeff4aa61393 Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Mon, 4 Mar 2024 13:39:41 +0100 Subject: [PATCH 13/24] Mulitple fixes on the pipeline --- .../S2_extraction_example.ipynb | 1887 +++++++++++++---- src/openeo_gfmap/fetching/commons.py | 25 +- src/openeo_gfmap/manager/job_manager.py | 3 +- src/openeo_gfmap/spatial.py | 2 +- 4 files changed, 1465 insertions(+), 452 deletions(-) diff --git a/examples/extraction_pipelines/S2_extraction_example.ipynb b/examples/extraction_pipelines/S2_extraction_example.ipynb index 934a84a..49fc86d 100644 --- a/examples/extraction_pipelines/S2_extraction_example.ipynb +++ b/examples/extraction_pipelines/S2_extraction_example.ipynb @@ -68,9 +68,133 @@ "name": "stdout", "output_type": "stream", "text": [ - "137 jobs before filtering empty one (no extraction)\n", - "93 jobs after filtering empty one (no extraction)\n" + "334 jobs before filtering empty one (no extraction)\n", + "236 jobs after filtering empty one (no extraction)\n" ] + }, + { + "data": { + "text/html": [ + "
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sample_idlandcover_labelcroptype_labelirrigation_labelconfidenceextractvalid_dateref_idgeometry
02021_LV_LPIS_POLY_110-125531701115200NoneFalse2021-06-012021_EUR_DEMO_POLY_110MULTIPOLYGON (((22.64240 57.42064, 22.64241 57...
1at2021lpis2076941115200NoneFalse2021-06-012021_EUR_DEMO_POLY_110MULTIPOLYGON (((15.87727 48.72497, 15.87735 48...
22021_LV_LPIS_POLY_110-127658891115200NoneFalse2021-06-012021_EUR_DEMO_POLY_110MULTIPOLYGON (((27.14266 56.73090, 27.14278 56...
32021_LV_LPIS_POLY_110-125586901115200NoneTrue2021-06-012021_EUR_DEMO_POLY_110MULTIPOLYGON (((25.47958 57.88641, 25.47956 57...
4at2021lpis7786551115200NoneFalse2021-06-012021_EUR_DEMO_POLY_110MULTIPOLYGON (((14.72080 48.40937, 14.72020 48...
\n", + "
" + ], + "text/plain": [ + " sample_id landcover_label croptype_label \\\n", + "0 2021_LV_LPIS_POLY_110-12553170 11 1520 \n", + "1 at2021lpis207694 11 1520 \n", + "2 2021_LV_LPIS_POLY_110-12765889 11 1520 \n", + "3 2021_LV_LPIS_POLY_110-12558690 11 1520 \n", + "4 at2021lpis778655 11 1520 \n", + "\n", + " irrigation_label confidence extract valid_date ref_id \\\n", + "0 0 None False 2021-06-01 2021_EUR_DEMO_POLY_110 \n", + "1 0 None False 2021-06-01 2021_EUR_DEMO_POLY_110 \n", + "2 0 None False 2021-06-01 2021_EUR_DEMO_POLY_110 \n", + "3 0 None True 2021-06-01 2021_EUR_DEMO_POLY_110 \n", + "4 0 None False 2021-06-01 2021_EUR_DEMO_POLY_110 \n", + "\n", + " geometry \n", + "0 MULTIPOLYGON (((22.64240 57.42064, 22.64241 57... \n", + "1 MULTIPOLYGON (((15.87727 48.72497, 15.87735 48... \n", + "2 MULTIPOLYGON (((27.14266 56.73090, 27.14278 56... \n", + "3 MULTIPOLYGON (((25.47958 57.88641, 25.47956 57... \n", + "4 MULTIPOLYGON (((14.72080 48.40937, 14.72020 48... " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -82,7 +206,7 @@ "base_df = gpd.read_file(base_df_path)\n", "# Splits the job using GFMAP\n", "split_jobs = split_job_hex(\n", - " base_df, max_points=500, grid_resolution=4\n", + " base_df, max_points=60, grid_resolution=4\n", ")\n", "\n", "print(f'{len(split_jobs)} jobs before filtering empty one (no extraction)')\n", @@ -91,7 +215,9 @@ "split_jobs = [\n", " job for job in split_jobs if job.extract.any()\n", "]\n", - "print(f'{len(split_jobs)} jobs after filtering empty one (no extraction)')\n" + "print(f'{len(split_jobs)} jobs after filtering empty one (no extraction)')\n", + "\n", + "base_df.head()\n" ] }, { @@ -147,7 +273,7 @@ " \n", " 0\n", " cdse\n", - " S2\n", + " S2_10m\n", " .nc\n", " 2020-08-30\n", " 2022-03-03\n", @@ -156,7 +282,7 @@ " \n", " 1\n", " cdse\n", - " S2\n", + " S2_10m\n", " .nc\n", " 2020-08-30\n", " 2022-03-03\n", @@ -165,7 +291,7 @@ " \n", " 2\n", " cdse\n", - " S2\n", + " S2_10m\n", " .nc\n", " 2020-08-30\n", " 2022-03-03\n", @@ -174,7 +300,7 @@ " \n", " 3\n", " cdse\n", - " S2\n", + " S2_10m\n", " .nc\n", " 2020-08-30\n", " 2022-03-03\n", @@ -183,7 +309,7 @@ " \n", " 4\n", " cdse\n", - " S2\n", + " S2_10m\n", " .nc\n", " 2020-08-30\n", " 2022-03-03\n", @@ -199,45 +325,45 @@ " ...\n", " \n", " \n", - " 88\n", + " 231\n", " cdse\n", - " S2\n", + " S2_10m\n", " .nc\n", " 2020-08-30\n", " 2022-03-03\n", " {\"type\": \"FeatureCollection\", \"features\": [{\"i...\n", " \n", " \n", - " 89\n", + " 232\n", " cdse\n", - " S2\n", + " S2_10m\n", " .nc\n", " 2020-08-30\n", " 2022-03-03\n", " {\"type\": \"FeatureCollection\", \"features\": [{\"i...\n", " \n", " \n", - " 90\n", + " 233\n", " cdse\n", - " S2\n", + " S2_10m\n", " .nc\n", " 2020-08-30\n", " 2022-03-03\n", " {\"type\": \"FeatureCollection\", \"features\": [{\"i...\n", " \n", " \n", - " 91\n", + " 234\n", " cdse\n", - " S2\n", + " S2_10m\n", " .nc\n", " 2020-08-30\n", " 2022-03-03\n", " {\"type\": \"FeatureCollection\", \"features\": [{\"i...\n", " \n", " \n", - " 92\n", + " 235\n", " cdse\n", - " S2\n", + " S2_10m\n", " .nc\n", " 2020-08-30\n", " 2022-03-03\n", @@ -245,37 +371,37 @@ " \n", " \n", "\n", - "

93 rows × 6 columns

\n", + "

236 rows × 6 columns

\n", "" ], "text/plain": [ - " backend_name out_prefix out_extension start_date end_date \\\n", - "0 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "1 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "2 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "3 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "4 cdse S2 .nc 2020-08-30 2022-03-03 \n", - ".. ... ... ... ... ... \n", - "88 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "89 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "90 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "91 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "92 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "\n", - " geometry \n", - "0 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", - "1 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", - "2 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", - "3 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", - "4 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", - ".. ... \n", - "88 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", - "89 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", - "90 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", - "91 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", - "92 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", - "\n", - "[93 rows x 6 columns]" + " backend_name out_prefix out_extension start_date end_date \\\n", + "0 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", + "1 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", + "2 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", + "3 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", + "4 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", + ".. ... ... ... ... ... \n", + "231 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", + "232 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", + "233 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", + "234 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", + "235 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", + "\n", + " geometry \n", + "0 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "1 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "2 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "3 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "4 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + ".. ... \n", + "231 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "232 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "233 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "234 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "235 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", + "\n", + "[236 rows x 6 columns]" ] }, "execution_count": 3, @@ -300,7 +426,7 @@ " \n", " rows.append(\n", " pd.Series(\n", - " dict(zip(columns, [backend.value, 'S2', '.nc', start_date.strftime('%Y-%m-%d'), end_date.strftime('%Y-%m-%d'), job.to_json()]))\n", + " dict(zip(columns, [backend.value, 'S2_10m', '.nc', start_date.strftime('%Y-%m-%d'), end_date.strftime('%Y-%m-%d'), job.to_json()]))\n", " )\n", " )\n", "\n", @@ -349,7 +475,7 @@ " \n", " 0\n", " cdse\n", - " S2\n", + " S2_10m\n", " .nc\n", " 2020-08-30\n", " 2022-03-03\n", @@ -358,7 +484,7 @@ " \n", " 1\n", " cdse\n", - " S2\n", + " S2_10m\n", " .nc\n", " 2020-08-30\n", " 2022-03-03\n", @@ -367,7 +493,7 @@ " \n", " 2\n", " cdse\n", - " S2\n", + " S2_10m\n", " .nc\n", " 2020-08-30\n", " 2022-03-03\n", @@ -376,7 +502,7 @@ " \n", " 3\n", " cdse\n", - " S2\n", + " S2_10m\n", " .nc\n", " 2020-08-30\n", " 2022-03-03\n", @@ -388,10 +514,10 @@ ], "text/plain": [ " backend_name out_prefix out_extension start_date end_date \\\n", - "0 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "1 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "2 cdse S2 .nc 2020-08-30 2022-03-03 \n", - "3 cdse S2 .nc 2020-08-30 2022-03-03 \n", + "0 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", + "1 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", + "2 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", + "3 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", "\n", " geometry \n", "0 {\"type\": \"FeatureCollection\", \"features\": [{\"i... \n", @@ -411,6 +537,116 @@ "job_df" ] }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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1cdseS2_10m.nc2020-08-302022-03-03{\"type\": \"FeatureCollection\", \"features\": [{\"i...60
2cdseS2_10m.nc2020-08-302022-03-03{\"type\": \"FeatureCollection\", \"features\": [{\"i...20
3cdseS2_10m.nc2020-08-302022-03-03{\"type\": \"FeatureCollection\", \"features\": [{\"i...38
\n", + "
" + ], + "text/plain": [ + " backend_name out_prefix out_extension start_date end_date \\\n", + "0 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", + "1 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", + "2 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", + "3 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", + "\n", + " geometry nb_polygons \n", + "0 {\"type\": \"FeatureCollection\", \"features\": [{\"i... 50 \n", + "1 {\"type\": \"FeatureCollection\", \"features\": [{\"i... 60 \n", + "2 {\"type\": \"FeatureCollection\", \"features\": [{\"i... 20 \n", + "3 {\"type\": \"FeatureCollection\", \"features\": [{\"i... 38 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import geojson\n", + "\n", + "def get_job_nb_polygons(row: pd.Series) -> int:\n", + " \"\"\"Get the number of polygons in the geometry.\"\"\"\n", + " return len(filter(lambda feat: feat.properties.get(\"extract\"), geojson.loads(row.geometry)['features']))\n", + "\n", + "job_df['nb_polygons'] = job_df.apply(get_job_nb_polygons, axis=1)\n", + "job_df" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -424,30 +660,57 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import openeo\n", "\n", + "import requests\n", + "from tempfile import NamedTemporaryFile\n", + "import os\n", "import pandas as pd\n", "import geojson\n", + "from shapely.geometry import Point\n", "\n", - "from openeo_gfmap import TemporalContext, Backend, BackendContext, FetchType\n", + "from openeo_gfmap import TemporalContext, Backend, BackendContext, FetchType, SpatialContext\n", "from openeo_gfmap.fetching import build_sentinel2_l2a_extractor\n", "\n", + "def upload_geoparquet_artifactory(gdf: gpd.GeoDataFrame, row_id: int) -> str:\n", + " # Save the dataframe as geoparquet to upload it to artifactory\n", + " temporary_file = NamedTemporaryFile()\n", + " gdf.to_parquet(temporary_file.name)\n", + " \n", + " artifactory_username = os.getenv('ARTIFACTORY_USERNAME')\n", + " artifactory_password = os.getenv('ARTIFACTORY_PASSWORD')\n", + "\n", + " headers = {\n", + " \"Content-Type\": \"application/octet-stream\"\n", + " }\n", + "\n", + " upload_url = f\"https://artifactory.vgt.vito.be/artifactory/auxdata-public/gfmap-temp/openeogfmap_dataframe_{row_id}.parquet\"\n", + "\n", + " with open(temporary_file.name, 'rb') as f:\n", + " response = requests.put(upload_url, headers=headers, data=f, auth=(artifactory_username, artifactory_password))\n", + "\n", + " assert response.status_code == 201, f\"Error uploading the dataframe to artifactory: {response.text}\"\n", + "\n", + " return upload_url\n", + "\n", "\n", "def create_datacube_s2(row: pd.Series, connection: openeo.DataCube, provider=None, connection_provider=None) -> openeo.BatchJob:\n", "\n", - " def buffer_geometry(geometry: geojson.FeatureCollection, buffer: float) -> str:\n", + " def buffer_geometry(geometry: geojson.FeatureCollection, buffer: int) -> gpd.GeoDataFrame:\n", " gdf = gpd.GeoDataFrame.from_features(geometry).set_crs(epsg=4326)\n", " utm = gdf.estimate_utm_crs()\n", " gdf = gdf.to_crs(utm)\n", - " gdf['geometry'] = gdf.centroid.buffer(distance=buffer, cap_style=3)\n", "\n", - " gdf = gdf.to_crs(epsg=4326)\n", - " return geojson.loads(gdf.to_json())\n", + " gdf['geometry'] = gdf.centroid.apply(\n", + " # Clips the point to the closest 20m from the S2 grid\n", + " lambda point: Point(round(point.x / 20.0) * 20.0, round(point.y / 20.0) * 20.0)\n", + " ).buffer(distance=buffer, cap_style=3)\n", "\n", + " return gdf\n", "\n", " def filter_extractonly_geometries(collection: geojson.FeatureCollection):\n", " # Filter out geometries that do not have the field extract=True\n", @@ -467,7 +730,8 @@ " assert len(geometry.features) > 0, \"No geometries with the extract flag found\"\n", "\n", " # Performs a buffer of 64 px around the geometry\n", - " geometry = buffer_geometry(geometry, 319)\n", + " geometry_df = buffer_geometry(geometry, 320)\n", + " spatial_extent_url = upload_geoparquet_artifactory(geometry_df, row.name)\n", "\n", " # Backend name and fetching type\n", " backend = Backend(row.backend_name)\n", @@ -478,19 +742,40 @@ "\n", " # Create the job to extract S2\n", " extraction_parameters = {\n", - " \"target_resolution\": 10\n", + " \"target_resolution\": 10,\n", + " \"load_collection\": {\n", + " \"eo:cloud_cover\": lambda val: val <= 95.0,\n", + " },\n", " }\n", " extractor = build_sentinel2_l2a_extractor(\n", " backend_context, bands=bands_to_download, fetch_type=fetch_type.POLYGON, **extraction_parameters \n", " )\n", "\n", - " cube = extractor.get_cube(connection, geometry, temporal_context)\n", + " cube = extractor.get_cube(connection, spatial_extent_url, temporal_context)\n", + "\n", + " # Compute the SCL dilation and add it to the cube\n", + " scl_dilated_mask = cube.process(\n", + " \"to_scl_dilation_mask\",\n", + " data=cube,\n", + " scl_band_name=\"S2-SCL\",\n", + " kernel1_size=17, # 17px dilation on a 20m layer\n", + " kernel2_size=77, # 77px dilation on a 20m layer\n", + " mask1_values=[2, 4, 5, 6, 7],\n", + " mask2_values=[3, 8, 9, 10, 11],\n", + " erosion_kernel_size=3\n", + " ).rename_labels(\"bands\", [\"S2-SCL_DILATED_MASK\"])\n", + "\n", + " cube = cube.merge_cubes(scl_dilated_mask)\n", + " cube = cube.linear_scale_range(0, 65534, 0, 65534)\n", "\n", " # Get the h3index to use in the tile\n", " h3index = geometry.features[0].properties['h3index']\n", " valid_date = geometry.features[0].properties['valid_date']\n", "\n", - " # Increase the memory of the jobs\n", + " # Increase the memory of the jobs depending on the number of polygons to extract\n", + " number_polygons = get_job_nb_polygons(row)\n", + " _log.debug(f\"Number of polygons to extract: {number_polygons}\")\n", + "\n", " job_options = {\n", " \"executor-memory\": \"5G\",\n", " \"executor-memoryOverhead\": \"2G\",\n", @@ -515,15 +800,15 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 4.62 s, sys: 40.8 ms, total: 4.67 s\n", - "Wall time: 4.67 s\n" + "CPU times: user 4.51 s, sys: 48 ms, total: 4.56 s\n", + "Wall time: 4.56 s\n" ] } ], @@ -536,7 +821,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -558,20 +843,19 @@ " dst_crs = CRS.from_epsg(4326)\n", " \n", " transformer = Transformer.from_crs(source_crs, dst_crs, always_xy=True)\n", - " bounds = inds.x.min().item(), inds.y.min().item(), inds.x.max().item(), inds.y.max().item()\n", - " bbox = box(*bounds)\n", "\n", - " # Get the center of the box\n", - " centroid = bbox.centroid\n", - " lon, lat = transformer.transform(centroid.x, centroid.y)\n", - " centroid_pt = Point(lon, lat)\n", + " # Get the center point of the tile\n", + " centroid_utm = box(\n", + " inds.x.min().item(), inds.y.min().item(), inds.x.max().item(), inds.y.max().item()\n", + " ).centroid\n", + " centroid_latlon = Point(*transformer.transform(centroid_utm.x, centroid_utm.y))\n", "\n", " # Intersecting with the s2 grid\n", - " intersecting = s2_grid.geometry.intersects(centroid_pt)\n", + " intersecting = s2_grid.geometry.intersects(centroid_latlon)\n", "\n", " # Select the intersecting cell that has a centroid the closest from the point\n", " intersecting_cells = s2_grid[intersecting]\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", " intersecting_cells.sort_values('distance', inplace=True)\n", " s2_tile = intersecting_cells.iloc[0]\n", "\n", @@ -579,7 +863,6 @@ "\n", " subfolder = root_folder / ref_id / str(source_crs.to_epsg()) / s2_tile_id / sample_id\n", " except Exception:\n", - " # TODO: _log.error('Could not find S2 tile for file, setting up a dummy path')\n", " subfolder = root_folder / 'unsortable'\n", "\n", " return subfolder / f'{row.out_prefix}_{sample_id}_{source_crs.to_epsg()}_{row.start_date}_{row.end_date}{row.out_extension}'\n", @@ -604,7 +887,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -620,7 +903,6 @@ " for idx, result_path in enumerate(result_paths.copy()):\n", " sample_id = extracted_gpd.iloc[idx].sample_id\n", " ref_id = extracted_gpd.iloc[idx].ref_id\n", - " lc_label = extracted_gpd.iloc[idx].landcover_label\n", " confidence = extracted_gpd.iloc[idx].confidence\n", " valid_date = extracted_gpd.iloc[idx].valid_date\n", "\n", @@ -636,27 +918,30 @@ " # Burn the polygon croptypes\n", " transform = from_bounds(*bounds, result_ds.x.size, result_ds.y.size)\n", " croptype_shapes = list(zip(surround_gpd.geometry, surround_gpd.croptype_label))\n", - " croptype = rasterize(croptype_shapes, out_shape=(result_ds.y.size, result_ds.x.size), transform=transform, all_touched=True, fill=0, default_value=65535, dtype='uint16')\n", + "\n", + " fill_value = 0\n", + " croptype = rasterize(croptype_shapes, out_shape=(result_ds.y.size, result_ds.x.size), transform=transform, all_touched=False, fill=fill_value, default_value=0, dtype='int64')\n", "\n", " # Create the attributes to add to the metadata\n", - " crs_layer = result_ds['crs']\n", " attributes = {\n", " 'ref_id': ref_id,\n", " 'sample_id': sample_id,\n", - " 'landcover_label': lc_label,\n", " 'confidence': str(confidence),\n", - " 'valid_date': valid_date\n", + " 'valid_date': valid_date,\n", + " '_FillValue': fill_value,\n", + " 'Conventions': 'CF-1.9',\n", " }\n", - " attributes.update(result_ds.attrs)\n", - "\n", - " aux_dataset = xr.Dataset({'CROPTYPE': (('y', 'x'), croptype)}, coords={'y': result_ds.y, 'x': result_ds.x}, attrs=attributes)\n", "\n", - " # Include the CRS layer from OpenEO\n", - " aux_dataset['crs'] = crs_layer\n", - " aux_dataset.attrs.update(result_ds.attrs)\n", + " aux_dataset = xr.Dataset(\n", + " {'LABEL': (('y', 'x'), croptype), 'crs': result_ds['crs']},\n", + " coords={'y': result_ds.y, 'x': result_ds.x},\n", + " attrs=attributes\n", + " )\n", + " # Required to map the 'crs' layer as geo-reference for the 'LABEL' layer.\n", + " aux_dataset['LABEL'].attrs['grid_mapping'] = 'crs'\n", "\n", " # Save the metadata in the same folder as the S2 product\n", - " metadata_path = result_path.parent / f'AUX_{sample_id}_{target_crs.to_epsg()}_{valid_date}.nc'\n", + " metadata_path = result_path.parent / f'WORLDCEREAL_10m_{sample_id}_{target_crs.to_epsg()}_{valid_date}.nc'\n", " aux_dataset.to_netcdf(metadata_path, format='NETCDF4', engine='h5netcdf')\n", " result_paths.append(metadata_path)\n", "\n", @@ -674,14 +959,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "from openeo_gfmap.manager.job_manager import GFMAPJobManager\n", "from openeo_gfmap.backend import cdse_connection\n", "\n", - "base_output_dir = Path('/data/users/Public/couchard/world_cereal/extractions/')\n", + "base_output_dir = Path('/data/users/Public/couchard/world_cereal/extractions_4/')\n", "tracking_job_csv = base_output_dir / 'job_tracker.csv'\n", "\n", "manager = GFMAPJobManager(\n", @@ -694,26 +979,29 @@ ")\n", "\n", "manager.add_backend(\n", - " Backend.CDSE.value, cdse_connection, parallel_jobs=2\n", + " Backend.CDSE.value, cdse_connection, parallel_jobs=6\n", ")" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2024-02-12 09:37:32,563|openeo_gfmap.manager|INFO: Starting job manager using 2 worker threads.\n", - "2024-02-12 09:37:32,575|openeo_gfmap.manager|INFO: Workers started, creating and running jobs.\n", - "2024-02-12 09:37:32,610|openeo_gfmap.manager|DEBUG: Normalizing dataframe. Columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'status', 'id', 'start_time', 'cpu', 'memory', 'duration',\n", - " 'description', 'costs'],\n", + "2024-03-01 10:09:05,568|openeo_gfmap.manager|INFO: Starting job manager using 2 worker threads.\n", + "2024-03-01 10:09:05,574|openeo_gfmap.manager|INFO: Workers started, creating and running jobs.\n", + "2024-03-01 10:09:06,100|openeo_gfmap.manager|DEBUG: Normalizing dataframe. Columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", " dtype='object')\n", - "2024-02-12 09:37:32,612|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n" + "2024-03-01 10:09:06,106|openeo_gfmap.manager|DEBUG: Updating status. 0 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n" ] }, { @@ -727,486 +1015,1201 @@ "name": "stderr", "output_type": "stream", "text": [ - "2024-02-12 09:37:33,882|openeo_gfmap.manager|DEBUG: Status of job j-2402124f58244715803a335628079b9a is finished (on backend cdse).\n", - "2024-02-12 09:37:33,883|openeo_gfmap.manager|INFO: Job j-2402124f58244715803a335628079b9a finished successfully, queueing on_job_done...\n", - "2024-02-12 09:37:33,888|openeo_gfmap.manager|DEBUG: Worker thread Thread-4: polled finished job with status PostJobStatus.FINISHED.\n", - "2024-02-12 09:37:38,861|openeo_gfmap.manager|DEBUG: Status of job j-24021279e49745e9a3806584fe0e8c9a is finished (on backend cdse).\n", - "2024-02-12 09:37:38,863|openeo_gfmap.manager|INFO: Job j-24021279e49745e9a3806584fe0e8c9a finished successfully, queueing on_job_done...\n", - "2024-02-12 09:37:38,867|openeo_gfmap.manager|DEBUG: Worker thread Thread-5: polled finished job with status PostJobStatus.FINISHED.\n" + "2024-03-01 10:09:14,737|openeo_gfmap.manager|DEBUG: Number of polygons to extract: 50\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "DataCube()\n" + "DataCube()\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "2024-02-12 09:37:43,664|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-2402124f58244715803a335628079b9a -> /tmp/tmp91ksct_n\n", - "2024-02-12 09:37:45,148|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /tmp/tmp_4v2t_f0\n", - "2024-02-12 09:37:52,138|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-2402124f58244715803a335628079b9a...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 09:37:52,672|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:37:53,429|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:37:53,432|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-2402124f58244715803a335628079b9a -> /tmp/tmpw01mu9qf\n", - "2024-02-12 09:37:54,746|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-24021279e49745e9a3806584fe0e8c9a...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 09:37:54,905|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1551152/S2_at2021lpis1551152_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:37:55,842|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1551152/S2_at2021lpis1551152_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:37:55,847|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /tmp/tmpgdkcbiqo\n", - "2024-02-12 09:37:58,579|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-2402124f58244715803a335628079b9a...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 09:37:58,765|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:37:59,373|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:37:59,378|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-2402124f58244715803a335628079b9a -> /tmp/tmp9wfpr2qu\n", - "2024-02-12 09:38:05,003|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-24021279e49745e9a3806584fe0e8c9a...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 09:38:05,194|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1313057/S2_at2021lpis1313057_32633_2020-08-30_2022-03-03.nc\n" + "2024-03-01 10:09:31,864|openeo_gfmap.manager|DEBUG: Number of polygons to extract: 60\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "DataCube()\n" + "DataCube()\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "2024-02-12 09:38:05,385|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1313057/S2_at2021lpis1313057_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:05,390|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /tmp/tmpkew_9hyq\n", - "2024-02-12 09:38:08,255|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-2402124f58244715803a335628079b9a...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 09:38:08,439|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:08,747|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-2402124f58244715803a335628079b9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:08,749|openeo_gfmap.manager|DEBUG: Calling post job action for job j-2402124f58244715803a335628079b9a...\n", - "2024-02-12 09:38:09,559|openeo_gfmap.manager|INFO: Job j-2402124f58244715803a335628079b9a and post job action finished successfully.\n", - "2024-02-12 09:38:15,092|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-24021279e49745e9a3806584fe0e8c9a...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 09:38:15,307|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1561389/S2_at2021lpis1561389_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:15,516|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1561389/S2_at2021lpis1561389_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:15,519|openeo_gfmap.manager|DEBUG: Downloading asset openEO_3.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /tmp/tmpvahpjkqn\n", - "2024-02-12 09:38:22,615|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_3.nc from job j-24021279e49745e9a3806584fe0e8c9a...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-03-01 10:09:52,061|openeo_gfmap.manager|DEBUG: Number of polygons to extract: 20\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataCube()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-03-01 10:10:12,419|openeo_gfmap.manager|DEBUG: Number of polygons to extract: 38\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataCube()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-03-01 10:11:45,651|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:11:45,944|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:11:46,650|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", + "2024-03-01 10:11:47,018|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:11:50,213|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is queued (on backend cdse).\n", + "2024-03-01 10:12:50,870|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:12:51,505|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:12:52,622|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", + "2024-03-01 10:12:53,297|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:12:56,877|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:14:06,625|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:14:08,894|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:14:10,820|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", + "2024-03-01 10:14:11,978|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:14:15,830|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:15:20,009|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:15:20,345|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:15:20,887|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", + "2024-03-01 10:15:21,854|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:15:24,949|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:16:26,046|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:16:26,364|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:16:26,693|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", + "2024-03-01 10:16:27,207|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:16:30,179|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:17:31,397|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:17:31,842|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:17:32,389|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", + "2024-03-01 10:17:33,208|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:17:36,131|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:18:36,831|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:18:37,123|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:18:38,568|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", + "2024-03-01 10:18:38,824|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:18:41,752|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:19:44,162|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:19:44,714|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:19:44,958|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", + "2024-03-01 10:19:45,420|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:19:48,159|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:20:48,914|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:20:49,725|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:20:50,148|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", + "2024-03-01 10:20:50,425|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:20:53,342|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:21:53,907|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:21:54,167|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:21:54,509|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", + "2024-03-01 10:21:54,721|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:21:57,518|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:22:58,527|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:22:59,245|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:22:59,685|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", + "2024-03-01 10:22:59,919|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:23:02,659|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:24:03,186|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:24:03,620|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:24:04,107|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", + "2024-03-01 10:24:04,562|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:24:07,524|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:25:08,654|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:25:09,544|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:25:09,968|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", + "2024-03-01 10:25:11,607|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:25:14,472|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:26:16,056|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:26:16,449|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:26:17,266|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", + "2024-03-01 10:26:17,759|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:26:20,856|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:27:22,484|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:27:24,240|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:27:25,606|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", + "2024-03-01 10:27:26,088|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:27:29,390|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:28:31,326|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:28:32,753|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:28:33,167|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", + "2024-03-01 10:28:33,472|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:28:36,871|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:29:39,824|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:29:40,740|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:29:40,973|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", + "2024-03-01 10:29:41,336|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:29:44,338|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:30:47,088|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:30:47,497|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:30:48,096|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is finished (on backend cdse).\n", + "2024-03-01 10:30:48,098|openeo_gfmap.manager|INFO: Job j-2403019c533442d2a39daa06409bf225 finished successfully, queueing on_job_done...\n", + "2024-03-01 10:30:48,103|openeo_gfmap.manager|DEBUG: Worker thread Thread-5: polled finished job with status PostJobStatus.FINISHED.\n", + "2024-03-01 10:30:49,187|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-2403019c533442d2a39daa06409bf225 -> /tmp/tmpbq1se34j\n", + "2024-03-01 10:30:49,437|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:30:52,525|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:30:53,724|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-2403019c533442d2a39daa06409bf225...\n", + "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 09:38:22,788|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_3.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1222569/S2_at2021lpis1222569_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:22,969|openeo_gfmap.manager|INFO: Downloaded asset openEO_3.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1222569/S2_at2021lpis1222569_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:22,973|openeo_gfmap.manager|DEBUG: Downloading asset openEO_4.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /tmp/tmp9qq2f6m9\n", - "2024-02-12 09:38:29,854|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_4.nc from job j-24021279e49745e9a3806584fe0e8c9a...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-03-01 10:30:54,442|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-2403019c533442d2a39daa06409bf225 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1551152/S2_10m_at2021lpis1551152_32633_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:31:02,256|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-2403019c533442d2a39daa06409bf225 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1551152/S2_10m_at2021lpis1551152_32633_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:31:02,262|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-2403019c533442d2a39daa06409bf225 -> /tmp/tmpge9dgbv0\n", + "2024-03-01 10:31:06,512|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-2403019c533442d2a39daa06409bf225...\n", + "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 09:38:30,027|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_4.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis809720/S2_at2021lpis809720_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:30,148|openeo_gfmap.manager|INFO: Downloaded asset openEO_4.nc from job j-24021279e49745e9a3806584fe0e8c9a -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis809720/S2_at2021lpis809720_32633_2020-08-30_2022-03-03.nc\n", - "2024-02-12 09:38:30,150|openeo_gfmap.manager|DEBUG: Calling post job action for job j-24021279e49745e9a3806584fe0e8c9a...\n", - "2024-02-12 09:38:31,352|openeo_gfmap.manager|INFO: Job j-24021279e49745e9a3806584fe0e8c9a and post job action finished successfully.\n", - "2024-02-12 09:39:29,274|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:39:29,492|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:39:30,816|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:40:30,968|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:40:33,929|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:40:34,269|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:41:34,440|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:41:34,695|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:41:35,280|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:42:35,462|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:42:36,041|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:42:36,485|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:43:36,626|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:43:36,946|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:43:38,638|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:44:38,795|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:44:39,048|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:44:41,675|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:45:41,861|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:45:42,175|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:45:44,476|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:46:44,671|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:46:44,946|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:46:47,272|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:47:47,411|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:47:47,719|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:47:48,098|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:48:48,231|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:48:48,650|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:48:50,196|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:49:50,520|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:49:50,827|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:49:52,613|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:50:52,803|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:50:54,202|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:50:54,794|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:51:54,958|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:51:56,063|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:51:56,289|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:52:56,486|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:52:56,866|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:52:57,592|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:53:57,737|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:53:58,210|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:54:01,194|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:55:01,369|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:55:05,199|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:55:05,437|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:56:05,605|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:56:06,025|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:56:08,011|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:57:08,220|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:57:08,685|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:57:12,111|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:58:12,249|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:58:12,658|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:58:14,530|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 09:59:14,656|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 09:59:14,954|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 09:59:15,242|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 10:00:15,353|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 10:00:15,947|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:00:29,066|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 10:01:29,230|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 10:01:29,528|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:01:30,633|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is running (on backend cdse).\n", - "2024-02-12 10:02:30,836|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs...\n", - "2024-02-12 10:02:32,780|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:02:46,801|openeo_gfmap.manager|DEBUG: Status of job j-2402124d03ab4e718bef6ce4e8185348 is finished (on backend cdse).\n", - "2024-02-12 10:02:46,803|openeo_gfmap.manager|INFO: Job j-2402124d03ab4e718bef6ce4e8185348 finished successfully, queueing on_job_done...\n", - "2024-02-12 10:02:46,809|openeo_gfmap.manager|DEBUG: Worker thread Thread-5: polled finished job with status PostJobStatus.FINISHED.\n", - "2024-02-12 10:02:51,114|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmp_gibcv9i\n", - "2024-02-12 10:02:58,022|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-03-01 10:31:06,730|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-2403019c533442d2a39daa06409bf225 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1313057/S2_10m_at2021lpis1313057_32633_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:31:10,378|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-2403019c533442d2a39daa06409bf225 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1313057/S2_10m_at2021lpis1313057_32633_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:31:10,383|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-2403019c533442d2a39daa06409bf225 -> /tmp/tmp3nvsjpcw\n", + "2024-03-01 10:31:14,156|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-2403019c533442d2a39daa06409bf225...\n", + "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 10:02:58,509|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12461808/S2_2021_LV_LPIS_POLY_110-12461808_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:02:58,693|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12461808/S2_2021_LV_LPIS_POLY_110-12461808_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:02:58,697|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmp710760kb\n", - "2024-02-12 10:03:05,950|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-03-01 10:31:14,322|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-2403019c533442d2a39daa06409bf225 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1561389/S2_10m_at2021lpis1561389_32633_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:31:21,636|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-2403019c533442d2a39daa06409bf225 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1561389/S2_10m_at2021lpis1561389_32633_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:31:21,639|openeo_gfmap.manager|DEBUG: Calling post job action for job j-2403019c533442d2a39daa06409bf225...\n", + "2024-03-01 10:31:27,588|openeo_gfmap.manager|INFO: Job j-2403019c533442d2a39daa06409bf225 and post job action finished successfully.\n", + "2024-03-01 10:31:54,256|openeo_gfmap.manager|DEBUG: Updating status. 3 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:31:55,227|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:31:55,513|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:31:58,444|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:32:59,735|openeo_gfmap.manager|DEBUG: Updating status. 3 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:32:59,928|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:33:00,659|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", + "2024-03-01 10:33:03,584|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:34:05,570|openeo_gfmap.manager|DEBUG: Updating status. 3 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:34:05,963|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:34:06,940|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is finished (on backend cdse).\n", + "2024-03-01 10:34:06,942|openeo_gfmap.manager|INFO: Job j-24030154ae7f4f79a0e41755c15284d1 finished successfully, queueing on_job_done...\n", + "2024-03-01 10:34:06,944|openeo_gfmap.manager|DEBUG: Worker thread Thread-4: polled finished job with status PostJobStatus.FINISHED.\n", + "2024-03-01 10:34:09,897|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:34:10,039|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-24030154ae7f4f79a0e41755c15284d1 -> /tmp/tmpyql62246\n", + "2024-03-01 10:34:19,949|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-24030154ae7f4f79a0e41755c15284d1...\n", + "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 10:03:06,320|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12484602/S2_2021_LV_LPIS_POLY_110-12484602_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:06,478|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12484602/S2_2021_LV_LPIS_POLY_110-12484602_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:06,483|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmpx_uhw6jb\n", - "2024-02-12 10:03:13,646|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-03-01 10:34:20,159|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-24030154ae7f4f79a0e41755c15284d1 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis438712/S2_10m_at2021lpis438712_32633_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:34:23,947|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-24030154ae7f4f79a0e41755c15284d1 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis438712/S2_10m_at2021lpis438712_32633_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:34:23,951|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-24030154ae7f4f79a0e41755c15284d1 -> /tmp/tmpd8j0_ziw\n", + "2024-03-01 10:34:29,240|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-24030154ae7f4f79a0e41755c15284d1...\n", + "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 10:03:14,059|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12710543/S2_2021_LV_LPIS_POLY_110-12710543_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:14,188|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12710543/S2_2021_LV_LPIS_POLY_110-12710543_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:14,193|openeo_gfmap.manager|DEBUG: Downloading asset openEO_3.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmpnmy5v_v0\n", - "2024-02-12 10:03:18,924|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_3.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-03-01 10:34:29,404|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-24030154ae7f4f79a0e41755c15284d1 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis929316/S2_10m_at2021lpis929316_32633_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:34:32,680|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-24030154ae7f4f79a0e41755c15284d1 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis929316/S2_10m_at2021lpis929316_32633_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:34:32,682|openeo_gfmap.manager|DEBUG: Calling post job action for job j-24030154ae7f4f79a0e41755c15284d1...\n", + "2024-03-01 10:34:40,970|openeo_gfmap.manager|INFO: Job j-24030154ae7f4f79a0e41755c15284d1 and post job action finished successfully.\n", + "2024-03-01 10:35:11,174|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:35:11,755|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", + "2024-03-01 10:35:14,759|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:36:15,591|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:36:16,138|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is finished (on backend cdse).\n", + "2024-03-01 10:36:16,139|openeo_gfmap.manager|INFO: Job j-24030178c3b64df896d1924bfeef1ffb finished successfully, queueing on_job_done...\n", + "2024-03-01 10:36:16,143|openeo_gfmap.manager|DEBUG: Worker thread Thread-5: polled finished job with status PostJobStatus.FINISHED.\n", + "2024-03-01 10:36:17,945|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /tmp/tmp3pmyf_fm\n", + "2024-03-01 10:36:18,933|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:36:22,171|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-24030178c3b64df896d1924bfeef1ffb...\n", + "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 10:03:19,242|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_3.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12668906/S2_2021_LV_LPIS_POLY_110-12668906_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:19,358|openeo_gfmap.manager|INFO: Downloaded asset openEO_3.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12668906/S2_2021_LV_LPIS_POLY_110-12668906_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:19,363|openeo_gfmap.manager|DEBUG: Downloading asset openEO_4.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmp2sgwj7iq\n", - "2024-02-12 10:03:24,044|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_4.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-03-01 10:36:22,380|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_10m_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:36:24,320|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_10m_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:36:24,326|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /tmp/tmpd8_1pwec\n", + "2024-03-01 10:36:28,075|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-24030178c3b64df896d1924bfeef1ffb...\n", + "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 10:03:24,459|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_4.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12842675/S2_2021_LV_LPIS_POLY_110-12842675_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:24,666|openeo_gfmap.manager|INFO: Downloaded asset openEO_4.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12842675/S2_2021_LV_LPIS_POLY_110-12842675_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:24,670|openeo_gfmap.manager|DEBUG: Downloading asset openEO_5.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmpt61g6d34\n", - "2024-02-12 10:03:30,997|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_5.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-03-01 10:36:28,464|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_10m_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:36:30,159|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_10m_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:36:30,165|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /tmp/tmpj64nfeoo\n", + "2024-03-01 10:36:33,518|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-24030178c3b64df896d1924bfeef1ffb...\n", + "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 10:03:31,312|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_5.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12579669/S2_2021_LV_LPIS_POLY_110-12579669_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:31,513|openeo_gfmap.manager|INFO: Downloaded asset openEO_5.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12579669/S2_2021_LV_LPIS_POLY_110-12579669_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:31,518|openeo_gfmap.manager|DEBUG: Downloading asset openEO_6.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmp9viznwne\n", - "2024-02-12 10:03:38,362|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_6.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-03-01 10:36:33,724|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_10m_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:36:35,165|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_10m_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:36:35,168|openeo_gfmap.manager|DEBUG: Calling post job action for job j-24030178c3b64df896d1924bfeef1ffb...\n", + "2024-03-01 10:36:38,878|openeo_gfmap.manager|INFO: Job j-24030178c3b64df896d1924bfeef1ffb and post job action finished successfully.\n", + "2024-03-01 10:37:19,439|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:37:40,130|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:38:40,858|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:38:43,743|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:39:45,947|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:39:48,756|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:40:50,092|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:40:53,081|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", + "2024-03-01 10:41:53,587|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n", + "2024-03-01 10:41:56,336|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is finished (on backend cdse).\n", + "2024-03-01 10:41:56,338|openeo_gfmap.manager|INFO: Job j-2403016e5d90427ca54853a4756c7f4b finished successfully, queueing on_job_done...\n", + "2024-03-01 10:41:56,341|openeo_gfmap.manager|DEBUG: Worker thread Thread-5: polled finished job with status PostJobStatus.FINISHED.\n", + "2024-03-01 10:42:02,403|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-2403016e5d90427ca54853a4756c7f4b -> /tmp/tmpnj3eszqq\n", + "2024-03-01 10:42:08,565|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-2403016e5d90427ca54853a4756c7f4b...\n", + "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 10:03:38,880|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_6.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12483998/S2_2021_LV_LPIS_POLY_110-12483998_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:38,989|openeo_gfmap.manager|INFO: Downloaded asset openEO_6.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12483998/S2_2021_LV_LPIS_POLY_110-12483998_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:38,993|openeo_gfmap.manager|DEBUG: Downloading asset openEO_7.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /tmp/tmpvp3hzxc5\n", - "2024-02-12 10:03:44,408|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_7.nc from job j-2402124d03ab4e718bef6ce4e8185348...\n", - "/tmp/ipykernel_23450/1596858655.py:32: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "2024-03-01 10:42:08,782|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-2403016e5d90427ca54853a4756c7f4b -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12659485/S2_10m_2021_LV_LPIS_POLY_110-12659485_32634_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:42:10,823|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-2403016e5d90427ca54853a4756c7f4b -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12659485/S2_10m_2021_LV_LPIS_POLY_110-12659485_32634_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:42:10,830|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-2403016e5d90427ca54853a4756c7f4b -> /tmp/tmpqvkiquhy\n", + "2024-03-01 10:42:17,007|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-2403016e5d90427ca54853a4756c7f4b...\n", + "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_pt)\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super().__setitem__(key, value)\n", - "/tmp/ipykernel_23450/1596858655.py:33: SettingWithCopyWarning: \n", + "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-02-12 10:03:44,747|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_7.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12308263/S2_2021_LV_LPIS_POLY_110-12308263_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:44,946|openeo_gfmap.manager|INFO: Downloaded asset openEO_7.nc from job j-2402124d03ab4e718bef6ce4e8185348 -> /data/users/Public/couchard/world_cereal/extractions/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12308263/S2_2021_LV_LPIS_POLY_110-12308263_32634_2020-08-30_2022-03-03.nc\n", - "2024-02-12 10:03:44,948|openeo_gfmap.manager|DEBUG: Calling post job action for job j-2402124d03ab4e718bef6ce4e8185348...\n", - "2024-02-12 10:03:46,982|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:03:47,304|openeo_gfmap.manager|INFO: Job j-2402124d03ab4e718bef6ce4e8185348 and post job action finished successfully.\n", - "2024-02-12 10:03:47,374|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:04:47,471|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:04:48,400|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:05:48,513|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:05:48,775|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:06:48,987|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:06:49,580|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:07:49,782|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:07:50,229|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:08:50,385|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:08:50,823|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:09:50,944|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:09:51,455|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:10:51,598|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:11:17,145|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:12:17,315|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:12:17,688|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:13:17,805|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:13:18,499|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:14:18,608|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:14:18,986|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:15:19,116|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:15:19,564|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:16:19,716|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:16:19,975|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:17:20,142|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:17:20,525|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:18:20,697|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:18:20,959|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:19:21,184|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:19:21,544|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:20:21,695|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:20:26,767|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:21:26,916|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:21:27,696|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:22:27,831|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:22:28,087|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:23:28,237|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:23:28,481|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:24:28,627|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:24:29,027|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:25:29,137|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:25:29,855|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:26:30,003|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:26:31,146|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:27:31,306|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:27:31,531|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:28:31,696|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:28:32,167|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:29:32,318|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:29:32,643|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:30:32,852|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:30:33,161|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:31:33,313|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:31:34,064|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:32:34,293|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:32:34,630|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:33:34,773|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:33:34,997|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:34:35,180|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:34:35,697|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is running (on backend cdse).\n", - "2024-02-12 10:35:35,827|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs...\n", - "2024-02-12 10:35:36,174|openeo_gfmap.manager|DEBUG: Status of job j-2402128d377942dfa41b8b075936fa95 is error (on backend cdse).\n", - "2024-02-12 10:35:36,176|openeo_gfmap.manager|INFO: Job j-2402128d377942dfa41b8b075936fa95 finished with error, queueing on_job_error...\n", - "2024-02-12 10:35:36,179|openeo_gfmap.manager|DEBUG: Worker thread Thread-4: polled finished job with status PostJobStatus.ERROR.\n", - "Exception in thread Thread-4:\n", - "Traceback (most recent call last):\n", - " File \"/home/couchard/miniconda3/envs/gfmap/lib/python3.9/threading.py\", line 980, in _bootstrap_inner\n", - " self.run()\n", - " File \"/home/couchard/miniconda3/envs/gfmap/lib/python3.9/threading.py\", line 917, in run\n", - " self._target(*self._args, **self._kwargs)\n", - " File \"/data/users/Private/couchard/openeo-gfmap/src/openeo_gfmap/manager/job_manager.py\", line 64, in _post_job_worker\n", - " if status == PostJobStatus.ERROR:\n", - " File \"/data/users/Private/couchard/openeo-gfmap/src/openeo_gfmap/manager/job_manager.py\", line 137, in on_job_error\n", - " output_log_path = (\n", - "TypeError: '>' not supported between instances of 'list' and 'int'\n" + "2024-03-01 10:42:17,200|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-2403016e5d90427ca54853a4756c7f4b -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12319250/S2_10m_2021_LV_LPIS_POLY_110-12319250_32634_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:42:18,735|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-2403016e5d90427ca54853a4756c7f4b -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12319250/S2_10m_2021_LV_LPIS_POLY_110-12319250_32634_2020-08-30_2022-03-03.nc\n", + "2024-03-01 10:42:18,737|openeo_gfmap.manager|DEBUG: Calling post job action for job j-2403016e5d90427ca54853a4756c7f4b...\n", + "2024-03-01 10:42:20,437|openeo_gfmap.manager|INFO: Job j-2403016e5d90427ca54853a4756c7f4b and post job action finished successfully.\n" ] } ], "source": [ "manager.run_jobs(job_df, create_datacube_s2, tracking_job_csv)" ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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geometrysample_idlandcover_labelcroptype_labelirrigation_labelconfidenceextractvalid_dateref_idh3index
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" + ], + "text/plain": [ + " geometry sample_id \\\n", + "0 POLYGON ((638120.000 5289160.000, 638120.000 5... at2021lpis390713 \n", + "1 POLYGON ((649000.000 5284840.000, 649000.000 5... at2021lpis2031299 \n", + "2 POLYGON ((651040.000 5285480.000, 651040.000 5... at2021lpis1150853 \n", + "\n", + " landcover_label croptype_label irrigation_label confidence extract \\\n", + "0 11 4380 0 None True \n", + "1 11 4380 0 None True \n", + "2 11 4380 0 None True \n", + "\n", + " valid_date ref_id h3index \n", + "0 2021-06-01 2021_EUR_DEMO_POLY_110 841e025ffffffff \n", + "1 2021-06-01 2021_EUR_DEMO_POLY_110 841e025ffffffff \n", + "2 2021-06-01 2021_EUR_DEMO_POLY_110 841e025ffffffff " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Loads a geoparquet file from an artifactory public url\n", + "import fsspec\n", + "\n", + "with fsspec.open(\"https://artifactory.vgt.vito.be/artifactory/auxdata-public/gfmap-temp/openeogfmap_dataframe_1.parquet\") as file:\n", + " gdf = gpd.read_parquet(file)\n", + "\n", + "gdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Name: WGS 84 / UTM zone 33N\n", + "Axis Info [cartesian]:\n", + "- E[east]: Easting (metre)\n", + "- N[north]: Northing (metre)\n", + "Area of Use:\n", + "- name: Between 12°E and 18°E, northern hemisphere between equator and 84°N, onshore and offshore. Austria. Bosnia and Herzegovina. Cameroon. Central African Republic. Chad. Congo. Croatia. Czechia. Democratic Republic of the Congo (Zaire). Gabon. Germany. Hungary. Italy. Libya. Malta. Niger. Nigeria. Norway. Poland. San Marino. Slovakia. Slovenia. Svalbard. Sweden. Vatican City State.\n", + "- bounds: (12.0, 0.0, 18.0, 84.0)\n", + "Coordinate Operation:\n", + "- name: UTM zone 33N\n", + "- method: Transverse Mercator\n", + "Datum: World Geodetic System 1984 ensemble\n", + "- Ellipsoid: WGS 84\n", + "- Prime Meridian: Greenwich" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdf.crs" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Authenticated using refresh token.\n" + ] + } + ], + "source": [ + "from tempfile import NamedTemporaryFile\n", + "\n", + "connection = cdse_connection()\n", + "job = connection.job('j-24022945a4e5492dbb40a61fca0cc91f')\n", + "tempfile = NamedTemporaryFile()\n", + "for asset in job.get_results().get_assets():\n", + " asset.download(tempfile.name)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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+       "Dimensions:              (t: 167, x: 64, y: 64)\n",
+       "Coordinates:\n",
+       "  * t                    (t) datetime64[ns] 2020-09-01 2020-09-06 ... 2022-03-02\n",
+       "  * x                    (x) float64 5.05e+05 5.051e+05 ... 5.057e+05 5.057e+05\n",
+       "  * y                    (y) float64 6.361e+06 6.361e+06 ... 6.361e+06 6.361e+06\n",
+       "Data variables: (12/15)\n",
+       "    crs                  |S1 ...\n",
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+       "    S2-SCL_DILATED_MASK  (t, y, x) float32 ...\n",
+       "Attributes:\n",
+       "    Conventions:  CF-1.9\n",
+       "    institution:  openEO platform - Geotrellis backend: 0.27.1a1\n",
+       "    description:  \n",
+       "    title:
" + ], + "text/plain": [ + "\n", + "Dimensions: (t: 167, x: 64, y: 64)\n", + "Coordinates:\n", + " * t (t) datetime64[ns] 2020-09-01 2020-09-06 ... 2022-03-02\n", + " * x (x) float64 5.05e+05 5.051e+05 ... 5.057e+05 5.057e+05\n", + " * y (y) float64 6.361e+06 6.361e+06 ... 6.361e+06 6.361e+06\n", + "Data variables: (12/15)\n", + " crs |S1 ...\n", + " S2-B01 (t, y, x) float32 ...\n", + " S2-B02 (t, y, x) float32 ...\n", + " S2-B03 (t, y, x) float32 ...\n", + " S2-B04 (t, y, x) float32 ...\n", + " S2-B05 (t, y, x) float32 ...\n", + " ... ...\n", + " S2-B8A (t, y, x) float32 ...\n", + " S2-B09 (t, y, x) float32 ...\n", + " S2-B11 (t, y, x) float32 ...\n", + " S2-B12 (t, y, x) float32 ...\n", + " S2-SCL (t, y, x) float32 ...\n", + " S2-SCL_DILATED_MASK (t, y, x) float32 ...\n", + "Attributes:\n", + " Conventions: CF-1.9\n", + " institution: openEO platform - Geotrellis backend: 0.27.1a1\n", + " description: \n", + " title: " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import xarray as xr\n", + "\n", + "inopt = xr.open_dataset(tempfile.name)\n", + "inopt" + ] } ], "metadata": { diff --git a/src/openeo_gfmap/fetching/commons.py b/src/openeo_gfmap/fetching/commons.py index 898c86d..06680c5 100644 --- a/src/openeo_gfmap/fetching/commons.py +++ b/src/openeo_gfmap/fetching/commons.py @@ -3,6 +3,7 @@ from typing import Optional, Union import openeo +from openeo.rest.vectorcube import VectorCube from geojson import GeoJSON from rasterio import CRS from rasterio.errors import CRSError @@ -111,12 +112,18 @@ def load_collection( properties=load_collection_parameters, ) elif fetch_type == FetchType.POLYGON: - assert isinstance( - spatial_extent, GeoJSON - ), "Please provide only a GeoJSON FeatureCollection for point based fetching." - assert ( - spatial_extent["type"] == "FeatureCollection" - ), "Please provide a FeatureCollection type of GeoJSON" + if isinstance(spatial_extent, GeoJSON): + assert ( + spatial_extent["type"] == "FeatureCollection" + ), "Please provide a FeatureCollection type of GeoJSON" + elif isinstance(spatial_extent, str): + assert ( + spatial_extent.startswith('https://') or spatial_extent.startswith('http://') + ), "Please provide a valid URL or a path to a GeoJSON file." + else: + raise ValueError( + "Please provide a valid URL to a GeoParquet or GeoJSON file." + ) cube = connection.load_collection( collection_id=collection_name, temporal_extent=[temporal_extent.start_date, temporal_extent.end_date], @@ -133,6 +140,10 @@ def load_collection( cube = cube.mask(pre_mask.resample_cube_spatial(cube)) if fetch_type == FetchType.POLYGON: - cube = cube.filter_spatial(spatial_extent) + if isinstance(spatial_extent, str): + geometry = connection.load_url(spatial_extent, format="Parquet" if ".parquet" in spatial_extent else "GeoJSON") + cube = cube.filter_spatial(geometry) + else: + cube = cube.filter_spatial(spatial_extent) return cube diff --git a/src/openeo_gfmap/manager/job_manager.py b/src/openeo_gfmap/manager/job_manager.py index d8051bf..2c8f520 100644 --- a/src/openeo_gfmap/manager/job_manager.py +++ b/src/openeo_gfmap/manager/job_manager.py @@ -46,11 +46,11 @@ def __init__( self._output_path_gen = output_path_generator self._post_job_action = post_job_action self._post_job_params = post_job_params - super().__init__(poll_sleep) # Monkey patching the _normalize_df method to ensure we have no modification on the # geometry column MultiBackendJobManager._normalize_df = self._normalize_df + super().__init__(poll_sleep) def _post_job_worker(self): """Checks which jobs are finished or failed and calls the `on_job_done` or `on_job_error` @@ -83,7 +83,6 @@ def _update_statuses(self, df: pd.DataFrame): The method is executed every `poll_sleep` seconds. """ active = df[df.status.isin(["created", "queued", "running"])] - _log.debug(f"Updating status. {len(active)} on {len(df)} active jobs...") for idx, row in active.iterrows(): # Parses the backend from the csv connection = self._get_connection(row.backend_name) diff --git a/src/openeo_gfmap/spatial.py b/src/openeo_gfmap/spatial.py index 6625120..f4d419f 100644 --- a/src/openeo_gfmap/spatial.py +++ b/src/openeo_gfmap/spatial.py @@ -44,4 +44,4 @@ def to_geometry(self) -> Polygon: return box(self.west, self.south, self.east, self.north) -SpatialContext = Union[GeoJSON, BoundingBoxExtent] +SpatialContext = Union[GeoJSON, BoundingBoxExtent, str] From cff7e1f35753021c4455c7e0c6389ae0dfea0db7 Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Thu, 7 Mar 2024 13:19:58 +0100 Subject: [PATCH 14/24] Changed on_job_done function to support post_job_action playing with stac items, updated extraction use case and linked AUXILIARY AssetDefinition inside stac submodule --- .../S2_extraction_example.ipynb | 1373 ++--------------- src/openeo_gfmap/manager/job_manager.py | 25 +- src/openeo_gfmap/stac/__init__.py | 4 + src/openeo_gfmap/stac/constants.py | 74 +- 4 files changed, 159 insertions(+), 1317 deletions(-) diff --git a/examples/extraction_pipelines/S2_extraction_example.ipynb b/examples/extraction_pipelines/S2_extraction_example.ipynb index 49fc86d..3b7a462 100644 --- a/examples/extraction_pipelines/S2_extraction_example.ipynb +++ b/examples/extraction_pipelines/S2_extraction_example.ipynb @@ -6,22 +6,20 @@ "source": [ "# Example of a GFMAP full-extraction pipeline\n", "\n", - "Designing of GFMAP Job DataFrames and DataCube creators functions, as well as post job-actions.\n", + "Designing a full-extraction pipeline using the openeo-gfmap GFMAPJobManager.\n", "\n", - "Those dataframe should be containing all the necessary infromation to run a job and know where to save it." + "The pipeline consits of the following elements:\n", + "* An input dataframe where each row corresponds to each executed job.\n", + "* An user function defined to create OpenEO BatchJob from input rows of the beforementioned dataframe.\n", + "* An user function defined to generate an output path of each of the Job products\n", + "* An user function executed after the assets are downloaded and saved from a finished job (optional). This **post job action** can do anything and will be executed locally inside the GFMAPJobManager.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### First step: splitting the job\n", - "\n", - "Splitting the dataset of extraction in multiple job based on position is necessary to respect OpenEO limitations.\n", - "\n", - "This script performs a split with the H3 hexagonal grid, yielding a list of sub-geodataframes.\n", - "\n", - "A subtility here is that some polygons are not directly extracted (field with `extract=False`), but should be kept for post-job actions. This requirement is filled by removing sub-dataframes that do not contain any extractable polyons." + "### Setting up the logging module " ] }, { @@ -50,6 +48,21 @@ "stream_handler.addFilter(MyLoggerFilter())\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### First step: splitting the job\n", + "\n", + "We load the initial crop-type dataset that will be the base of our extractions.\n", + "\n", + "Splitting the dataset of extraction in multiple job based on position is necessary to respect OpenEO limitations.\n", + "\n", + "This script performs a split with the H3 hexagonal grid, yielding a list of sub-geodataframes.\n", + "\n", + "A subtility here is that some polygons are not directly extracted (field with `extract=False`), but should be kept for post-job actions. This requirement is filled by removing sub-dataframes that do not contain any extractable polyons." + ] + }, { "cell_type": "code", "execution_count": 2, @@ -202,22 +215,20 @@ "import geopandas as gpd\n", "from openeo_gfmap.manager.job_splitters import split_job_hex\n", "\n", - "base_df_path = Path('/vitodata/worldcereal/tmp/kristof/GFMAP/2021_EUR_DEMO_POLY_110.gpkg')\n", + "base_df_path = \"https://artifactory.vgt.vito.be/artifactory/auxdata-public/gfmap/DEMO_CROPTYPE.gpkg\"\n", "base_df = gpd.read_file(base_df_path)\n", "# Splits the job using GFMAP\n", "split_jobs = split_job_hex(\n", " base_df, max_points=60, grid_resolution=4\n", ")\n", "\n", - "print(f'{len(split_jobs)} jobs before filtering empty one (no extraction)')\n", + "print(f'{len(split_jobs)} sub-datasets.')\n", "\n", "# Remove the geometry where there are no points with the \"extract\" flag\n", "split_jobs = [\n", " job for job in split_jobs if job.extract.any()\n", "]\n", - "print(f'{len(split_jobs)} jobs after filtering empty one (no extraction)')\n", - "\n", - "base_df.head()\n" + "print(f'{len(split_jobs)} sub-datasets after filtering sub-datasets with no point to extract.')" ] }, { @@ -437,6 +448,13 @@ "job_df" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sub-sampling job dataframe to reduce execution time" + ] + }, { "cell_type": "code", "execution_count": 4, @@ -533,8 +551,7 @@ ], "source": [ "# Run a subset of the jobs to test the manager, the selected jobs have a fair amount of geometries to extract\n", - "job_df = job_df.iloc[[0, 2, 3, -6]].reset_index(drop=True)\n", - "job_df" + "job_df = job_df.iloc[[0, 2, 3, -6]].reset_index(drop=True)" ] }, { @@ -581,7 +598,7 @@ " 2020-08-30\n", " 2022-03-03\n", " {\"type\": \"FeatureCollection\", \"features\": [{\"i...\n", - " 50\n", + " 3\n", " \n", " \n", " 1\n", @@ -591,7 +608,7 @@ " 2020-08-30\n", " 2022-03-03\n", " {\"type\": \"FeatureCollection\", \"features\": [{\"i...\n", - " 60\n", + " 3\n", " \n", " \n", " 2\n", @@ -601,7 +618,7 @@ " 2020-08-30\n", " 2022-03-03\n", " {\"type\": \"FeatureCollection\", \"features\": [{\"i...\n", - " 20\n", + " 2\n", " \n", " \n", " 3\n", @@ -611,7 +628,7 @@ " 2020-08-30\n", " 2022-03-03\n", " {\"type\": \"FeatureCollection\", \"features\": [{\"i...\n", - " 38\n", + " 2\n", " \n", " \n", "\n", @@ -625,10 +642,10 @@ "3 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", "\n", " geometry nb_polygons \n", - "0 {\"type\": \"FeatureCollection\", \"features\": [{\"i... 50 \n", - "1 {\"type\": \"FeatureCollection\", \"features\": [{\"i... 60 \n", - "2 {\"type\": \"FeatureCollection\", \"features\": [{\"i... 20 \n", - "3 {\"type\": \"FeatureCollection\", \"features\": [{\"i... 38 " + "0 {\"type\": \"FeatureCollection\", \"features\": [{\"i... 3 \n", + "1 {\"type\": \"FeatureCollection\", \"features\": [{\"i... 3 \n", + "2 {\"type\": \"FeatureCollection\", \"features\": [{\"i... 2 \n", + "3 {\"type\": \"FeatureCollection\", \"features\": [{\"i... 2 " ] }, "execution_count": 5, @@ -641,10 +658,10 @@ "\n", "def get_job_nb_polygons(row: pd.Series) -> int:\n", " \"\"\"Get the number of polygons in the geometry.\"\"\"\n", - " return len(filter(lambda feat: feat.properties.get(\"extract\"), geojson.loads(row.geometry)['features']))\n", + " return len(list(filter(lambda feat: feat.properties.get(\"extract\"), geojson.loads(row.geometry)['features'])))\n", "\n", "job_df['nb_polygons'] = job_df.apply(get_job_nb_polygons, axis=1)\n", - "job_df" + "job_df.nb_polygons.values" ] }, { @@ -655,7 +672,10 @@ "\n", "Implement a function to create, from the additional rows provided before, an `openeo.BatchJob` that will be used to run the job.\n", "\n", - "In this case we extract Sentinel-2 data, and we remove the polygons with `extract=False` (although we keep them in the row for the post-job action.)" + "In this case we extract Sentinel-2 data around a 64x64 pixel square of polygons which have the field `extract=True` (although we keep them in the row for the post-job action.)\n", + "\n", + "Note:\n", + "Because the polygons to extract are specified in UTM dimensions (required to have a specific size), the dataset of polygon cannot be send directly through the openeo process graph (GeoJSON only support lat/lon coordinates). The sub-datasets of polygons are therefore uploaded to a publicly accessible URL so they can be used later by openeo during the execution of the job." ] }, { @@ -807,8 +827,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 4.51 s, sys: 48 ms, total: 4.56 s\n", - "Wall time: 4.56 s\n" + "CPU times: user 4.55 s, sys: 40.7 ms, total: 4.59 s\n", + "Wall time: 4.59 s\n" ] } ], @@ -816,7 +836,7 @@ "%%time\n", "\n", "# Load the S2 grid\n", - "s2_grid = gpd.read_file('./s2grid_bounds.geojson')" + "s2_grid = gpd.read_file(\"https://artifactory.vgt.vito.be/artifactory/auxdata-public/gfmap/s2grid_bounds.gpkg\")" ] }, { @@ -878,11 +898,14 @@ "The post-job action will be called once the job resut was downloaded and saved to a specific path.\n", "\n", "A post-job action function must receive 3 parameters:\n", - "* `result_paths`: Paths to the downloaded job result files.\n", + "* `job_items`: STAC items containing the currently extracted data for the job.\n", "* `row`: The current job dataframe row.\n", "* `parameters`: User-defined parameters set in the `GFMAPJobManager` constructor.\n", "\n", - "The post-job action must return a list of paths containing the results from that job. For example, if no file is created/deleted in the post-job action, then the user can simply return the list of paths it has received as input `result_paths`. If instead files are added or removed, then the user will need to modify this list accordingly before returning it." + "The post-job action must return back the list of job items. The user is responsible for updating,\n", + "adding and removing the items. For example, in this case the user creates a raster file with\n", + "ground truth data, the user then adds an asset using the predefined `openeo_gfmap.stac.AUXILIARY`\n", + "AssetDefintion to the related item, pointing to the generated NetCDF file." ] }, { @@ -891,27 +914,48 @@ "metadata": {}, "outputs": [], "source": [ + "from openeo_gfmap.stac import AUXILIARY\n", + "\n", "from rasterio.features import rasterize\n", "from rasterio.transform import from_bounds\n", + "import pystac\n", "import json\n", "\n", - "def post_job_action(result_paths: list, row: pd.Series, parameters: dict = {}) -> list:\n", + "def add_item_asset(related_item: pystac.Item, path: Path):\n", + " asset = AUXILIARY.create_asset(\n", + " href=path.as_posix()\n", + " )\n", + " related_item.add_asset('auxiliary', asset)\n", + "\n", + "def post_job_action(job_items: List[pystac.Item], row: pd.Series, parameters: dict = {}) -> list:\n", " base_gpd = gpd.GeoDataFrame.from_features(json.loads(row.geometry)).set_crs(epsg=4326)\n", - " assert len(base_gpd[base_gpd.extract == True]) == len(result_paths), \"The number of result paths should be the same as the number of geometries\"\n", + " assert (\n", + " len(base_gpd[base_gpd.extract == True]) == len(job_items),\n", + " \"The number of result paths should be the same as the number of geometries\"\n", + " )\n", " extracted_gpd = base_gpd[base_gpd.extract == True].reset_index(drop=True)\n", " # In this case we want to burn the metadata in a new file in the same folder as the S2 product\n", - " for idx, result_path in enumerate(result_paths.copy()):\n", + " for idx, item in enumerate(job_items):\n", " sample_id = extracted_gpd.iloc[idx].sample_id\n", " ref_id = extracted_gpd.iloc[idx].ref_id\n", " confidence = extracted_gpd.iloc[idx].confidence\n", " valid_date = extracted_gpd.iloc[idx].valid_date\n", "\n", - " result_ds = xr.open_dataset(result_path, chunks='auto')\n", + " item_asset_path = Path(\n", + " list(item.assets.values())[0].href\n", + " )\n", + " # Read information from the item file (could also read it from the item object metadata)\n", + " result_ds = xr.open_dataset(item_asset_path, chunks='auto')\n", "\n", " target_crs = CRS.from_wkt(result_ds.crs.attrs['crs_wkt'])\n", "\n", " # Get the surrounding polygons around our extracted center geometry to rastetize them\n", - " bounds = (result_ds.x.min().item(), result_ds.y.min().item(), result_ds.x.max().item(), result_ds.y.max().item())\n", + " bounds = (\n", + " result_ds.x.min().item(),\n", + " result_ds.y.min().item(),\n", + " result_ds.x.max().item(),\n", + " result_ds.y.max().item()\n", + " )\n", " bbox = box(*bounds)\n", " surround_gpd = base_gpd.to_crs(target_crs).clip(bbox)\n", "\n", @@ -920,7 +964,15 @@ " croptype_shapes = list(zip(surround_gpd.geometry, surround_gpd.croptype_label))\n", "\n", " fill_value = 0\n", - " croptype = rasterize(croptype_shapes, out_shape=(result_ds.y.size, result_ds.x.size), transform=transform, all_touched=False, fill=fill_value, default_value=0, dtype='int64')\n", + " croptype = rasterize(\n", + " croptype_shapes,\n", + " out_shape=(result_ds.y.size, result_ds.x.size),\n", + " transform=transform,\n", + " all_touched=False,\n", + " fill=fill_value,\n", + " default_value=0,\n", + " dtype='int64'\n", + " )\n", "\n", " # Create the attributes to add to the metadata\n", " attributes = {\n", @@ -941,11 +993,17 @@ " aux_dataset['LABEL'].attrs['grid_mapping'] = 'crs'\n", "\n", " # Save the metadata in the same folder as the S2 product\n", - " metadata_path = result_path.parent / f'WORLDCEREAL_10m_{sample_id}_{target_crs.to_epsg()}_{valid_date}.nc'\n", + " metadata_path = (\n", + " item_asset_path.parent / \n", + " f'WORLDCEREAL_10m_{sample_id}_{target_crs.to_epsg()}_{valid_date}.nc'\n", + " )\n", " aux_dataset.to_netcdf(metadata_path, format='NETCDF4', engine='h5netcdf')\n", - " result_paths.append(metadata_path)\n", + " aux_dataset.close()\n", "\n", - " return result_paths\n" + " # Adds this metadata as a new asset\n", + " add_item_asset(item, metadata_path)\n", + " \n", + " return job_items\n" ] }, { @@ -964,9 +1022,9 @@ "outputs": [], "source": [ "from openeo_gfmap.manager.job_manager import GFMAPJobManager\n", - "from openeo_gfmap.backend import cdse_connection\n", + "from openeo_gfmap.backend import cdse_staging_connection\n", "\n", - "base_output_dir = Path('/data/users/Public/couchard/world_cereal/extractions_4/')\n", + "base_output_dir = Path('./extraction/')\n", "tracking_job_csv = base_output_dir / 'job_tracker.csv'\n", "\n", "manager = GFMAPJobManager(\n", @@ -979,1236 +1037,19 @@ ")\n", "\n", "manager.add_backend(\n", - " Backend.CDSE.value, cdse_connection, parallel_jobs=6\n", + " Backend.CDSE_STAGING.value, cdse_staging_connection, parallel_jobs=6\n", ")" ] }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2024-03-01 10:09:05,568|openeo_gfmap.manager|INFO: Starting job manager using 2 worker threads.\n", - "2024-03-01 10:09:05,574|openeo_gfmap.manager|INFO: Workers started, creating and running jobs.\n", - "2024-03-01 10:09:06,100|openeo_gfmap.manager|DEBUG: Normalizing dataframe. Columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:09:06,106|openeo_gfmap.manager|DEBUG: Updating status. 0 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Authenticated using refresh token.\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2024-03-01 10:09:14,737|openeo_gfmap.manager|DEBUG: Number of polygons to extract: 50\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "DataCube()\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2024-03-01 10:09:31,864|openeo_gfmap.manager|DEBUG: Number of polygons to extract: 60\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "DataCube()\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2024-03-01 10:09:52,061|openeo_gfmap.manager|DEBUG: Number of polygons to extract: 20\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "DataCube()\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2024-03-01 10:10:12,419|openeo_gfmap.manager|DEBUG: Number of polygons to extract: 38\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "DataCube()\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2024-03-01 10:11:45,651|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:11:45,944|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", - "2024-03-01 10:11:46,650|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", - "2024-03-01 10:11:47,018|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", - "2024-03-01 10:11:50,213|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is queued (on backend cdse).\n", - "2024-03-01 10:12:50,870|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:12:51,505|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", - 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"2024-03-01 10:23:02,659|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", - "2024-03-01 10:24:03,186|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:24:03,620|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", - "2024-03-01 10:24:04,107|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", - "2024-03-01 10:24:04,562|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", - "2024-03-01 10:24:07,524|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", - "2024-03-01 10:25:08,654|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:25:09,544|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", - "2024-03-01 10:25:09,968|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", - "2024-03-01 10:25:11,607|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", - "2024-03-01 10:25:14,472|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", - "2024-03-01 10:26:16,056|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:26:16,449|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", - "2024-03-01 10:26:17,266|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", - "2024-03-01 10:26:17,759|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", - "2024-03-01 10:26:20,856|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", - "2024-03-01 10:27:22,484|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:27:24,240|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", - "2024-03-01 10:27:25,606|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", - "2024-03-01 10:27:26,088|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", - "2024-03-01 10:27:29,390|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", - "2024-03-01 10:28:31,326|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:28:32,753|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", - "2024-03-01 10:28:33,167|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", - "2024-03-01 10:28:33,472|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", - "2024-03-01 10:28:36,871|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", - "2024-03-01 10:29:39,824|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:29:40,740|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", - "2024-03-01 10:29:40,973|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is running (on backend cdse).\n", - "2024-03-01 10:29:41,336|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", - "2024-03-01 10:29:44,338|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", - "2024-03-01 10:30:47,088|openeo_gfmap.manager|DEBUG: Updating status. 4 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:30:47,497|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", - "2024-03-01 10:30:48,096|openeo_gfmap.manager|DEBUG: Status of job j-2403019c533442d2a39daa06409bf225 is finished (on backend cdse).\n", - "2024-03-01 10:30:48,098|openeo_gfmap.manager|INFO: Job j-2403019c533442d2a39daa06409bf225 finished successfully, queueing on_job_done...\n", - "2024-03-01 10:30:48,103|openeo_gfmap.manager|DEBUG: Worker thread Thread-5: polled finished job with status PostJobStatus.FINISHED.\n", - "2024-03-01 10:30:49,187|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-2403019c533442d2a39daa06409bf225 -> /tmp/tmpbq1se34j\n", - "2024-03-01 10:30:49,437|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", - "2024-03-01 10:30:52,525|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", - "2024-03-01 10:30:53,724|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-2403019c533442d2a39daa06409bf225...\n", - "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-03-01 10:30:54,442|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-2403019c533442d2a39daa06409bf225 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1551152/S2_10m_at2021lpis1551152_32633_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:31:02,256|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-2403019c533442d2a39daa06409bf225 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1551152/S2_10m_at2021lpis1551152_32633_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:31:02,262|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-2403019c533442d2a39daa06409bf225 -> /tmp/tmpge9dgbv0\n", - "2024-03-01 10:31:06,512|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-2403019c533442d2a39daa06409bf225...\n", - "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-03-01 10:31:06,730|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-2403019c533442d2a39daa06409bf225 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1313057/S2_10m_at2021lpis1313057_32633_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:31:10,378|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-2403019c533442d2a39daa06409bf225 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1313057/S2_10m_at2021lpis1313057_32633_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:31:10,383|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-2403019c533442d2a39daa06409bf225 -> /tmp/tmp3nvsjpcw\n", - "2024-03-01 10:31:14,156|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-2403019c533442d2a39daa06409bf225...\n", - "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-03-01 10:31:14,322|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-2403019c533442d2a39daa06409bf225 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1561389/S2_10m_at2021lpis1561389_32633_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:31:21,636|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-2403019c533442d2a39daa06409bf225 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis1561389/S2_10m_at2021lpis1561389_32633_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:31:21,639|openeo_gfmap.manager|DEBUG: Calling post job action for job j-2403019c533442d2a39daa06409bf225...\n", - "2024-03-01 10:31:27,588|openeo_gfmap.manager|INFO: Job j-2403019c533442d2a39daa06409bf225 and post job action finished successfully.\n", - "2024-03-01 10:31:54,256|openeo_gfmap.manager|DEBUG: Updating status. 3 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:31:55,227|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", - "2024-03-01 10:31:55,513|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", - "2024-03-01 10:31:58,444|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", - "2024-03-01 10:32:59,735|openeo_gfmap.manager|DEBUG: Updating status. 3 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:32:59,928|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", - "2024-03-01 10:33:00,659|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is running (on backend cdse).\n", - "2024-03-01 10:33:03,584|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", - "2024-03-01 10:34:05,570|openeo_gfmap.manager|DEBUG: Updating status. 3 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:34:05,963|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", - "2024-03-01 10:34:06,940|openeo_gfmap.manager|DEBUG: Status of job j-24030154ae7f4f79a0e41755c15284d1 is finished (on backend cdse).\n", - "2024-03-01 10:34:06,942|openeo_gfmap.manager|INFO: Job j-24030154ae7f4f79a0e41755c15284d1 finished successfully, queueing on_job_done...\n", - "2024-03-01 10:34:06,944|openeo_gfmap.manager|DEBUG: Worker thread Thread-4: polled finished job with status PostJobStatus.FINISHED.\n", - "2024-03-01 10:34:09,897|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", - "2024-03-01 10:34:10,039|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-24030154ae7f4f79a0e41755c15284d1 -> /tmp/tmpyql62246\n", - "2024-03-01 10:34:19,949|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-24030154ae7f4f79a0e41755c15284d1...\n", - "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-03-01 10:34:20,159|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-24030154ae7f4f79a0e41755c15284d1 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis438712/S2_10m_at2021lpis438712_32633_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:34:23,947|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-24030154ae7f4f79a0e41755c15284d1 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis438712/S2_10m_at2021lpis438712_32633_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:34:23,951|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-24030154ae7f4f79a0e41755c15284d1 -> /tmp/tmpd8j0_ziw\n", - "2024-03-01 10:34:29,240|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-24030154ae7f4f79a0e41755c15284d1...\n", - "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-03-01 10:34:29,404|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-24030154ae7f4f79a0e41755c15284d1 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis929316/S2_10m_at2021lpis929316_32633_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:34:32,680|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-24030154ae7f4f79a0e41755c15284d1 -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32633/33TXN/at2021lpis929316/S2_10m_at2021lpis929316_32633_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:34:32,682|openeo_gfmap.manager|DEBUG: Calling post job action for job j-24030154ae7f4f79a0e41755c15284d1...\n", - "2024-03-01 10:34:40,970|openeo_gfmap.manager|INFO: Job j-24030154ae7f4f79a0e41755c15284d1 and post job action finished successfully.\n", - "2024-03-01 10:35:11,174|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:35:11,755|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is running (on backend cdse).\n", - "2024-03-01 10:35:14,759|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", - "2024-03-01 10:36:15,591|openeo_gfmap.manager|DEBUG: Updating status. 2 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:36:16,138|openeo_gfmap.manager|DEBUG: Status of job j-24030178c3b64df896d1924bfeef1ffb is finished (on backend cdse).\n", - "2024-03-01 10:36:16,139|openeo_gfmap.manager|INFO: Job j-24030178c3b64df896d1924bfeef1ffb finished successfully, queueing on_job_done...\n", - "2024-03-01 10:36:16,143|openeo_gfmap.manager|DEBUG: Worker thread Thread-5: polled finished job with status PostJobStatus.FINISHED.\n", - "2024-03-01 10:36:17,945|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /tmp/tmp3pmyf_fm\n", - "2024-03-01 10:36:18,933|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", - "2024-03-01 10:36:22,171|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-24030178c3b64df896d1924bfeef1ffb...\n", - "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-03-01 10:36:22,380|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_10m_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:36:24,320|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_10m_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:36:24,326|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /tmp/tmpd8_1pwec\n", - "2024-03-01 10:36:28,075|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-24030178c3b64df896d1924bfeef1ffb...\n", - "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-03-01 10:36:28,464|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_10m_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:36:30,159|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12525751/S2_10m_2021_LV_LPIS_POLY_110-12525751_32635_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:36:30,165|openeo_gfmap.manager|DEBUG: Downloading asset openEO_2.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /tmp/tmpj64nfeoo\n", - "2024-03-01 10:36:33,518|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_2.nc from job j-24030178c3b64df896d1924bfeef1ffb...\n", - "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-03-01 10:36:33,724|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_2.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_10m_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:36:35,165|openeo_gfmap.manager|INFO: Downloaded asset openEO_2.nc from job j-24030178c3b64df896d1924bfeef1ffb -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32635/35VND/2021_LV_LPIS_POLY_110-12440159/S2_10m_2021_LV_LPIS_POLY_110-12440159_32635_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:36:35,168|openeo_gfmap.manager|DEBUG: Calling post job action for job j-24030178c3b64df896d1924bfeef1ffb...\n", - "2024-03-01 10:36:38,878|openeo_gfmap.manager|INFO: Job j-24030178c3b64df896d1924bfeef1ffb and post job action finished successfully.\n", - "2024-03-01 10:37:19,439|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:37:40,130|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", - "2024-03-01 10:38:40,858|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:38:43,743|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", - "2024-03-01 10:39:45,947|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:39:48,756|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", - "2024-03-01 10:40:50,092|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:40:53,081|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is running (on backend cdse).\n", - "2024-03-01 10:41:53,587|openeo_gfmap.manager|DEBUG: Updating status. 1 on 4 active jobs... -> DF columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", - " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", - " 'memory', 'duration', 'description', 'costs'],\n", - " dtype='object')\n", - "2024-03-01 10:41:56,336|openeo_gfmap.manager|DEBUG: Status of job j-2403016e5d90427ca54853a4756c7f4b is finished (on backend cdse).\n", - "2024-03-01 10:41:56,338|openeo_gfmap.manager|INFO: Job j-2403016e5d90427ca54853a4756c7f4b finished successfully, queueing on_job_done...\n", - "2024-03-01 10:41:56,341|openeo_gfmap.manager|DEBUG: Worker thread Thread-5: polled finished job with status PostJobStatus.FINISHED.\n", - "2024-03-01 10:42:02,403|openeo_gfmap.manager|DEBUG: Downloading asset openEO_0.nc from job j-2403016e5d90427ca54853a4756c7f4b -> /tmp/tmpnj3eszqq\n", - "2024-03-01 10:42:08,565|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_0.nc from job j-2403016e5d90427ca54853a4756c7f4b...\n", - "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-03-01 10:42:08,782|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_0.nc from job j-2403016e5d90427ca54853a4756c7f4b -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12659485/S2_10m_2021_LV_LPIS_POLY_110-12659485_32634_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:42:10,823|openeo_gfmap.manager|INFO: Downloaded asset openEO_0.nc from job j-2403016e5d90427ca54853a4756c7f4b -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12659485/S2_10m_2021_LV_LPIS_POLY_110-12659485_32634_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:42:10,830|openeo_gfmap.manager|DEBUG: Downloading asset openEO_1.nc from job j-2403016e5d90427ca54853a4756c7f4b -> /tmp/tmpqvkiquhy\n", - "2024-03-01 10:42:17,007|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO_1.nc from job j-2403016e5d90427ca54853a4756c7f4b...\n", - "/tmp/ipykernel_7091/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", - "\n", - " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", - "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", - "/tmp/ipykernel_7091/3116825532.py:32: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " intersecting_cells.sort_values('distance', inplace=True)\n", - "2024-03-01 10:42:17,200|openeo_gfmap.manager|DEBUG: Generated path for asset openEO_1.nc from job j-2403016e5d90427ca54853a4756c7f4b -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12319250/S2_10m_2021_LV_LPIS_POLY_110-12319250_32634_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:42:18,735|openeo_gfmap.manager|INFO: Downloaded asset openEO_1.nc from job j-2403016e5d90427ca54853a4756c7f4b -> /data/users/Public/couchard/world_cereal/extractions_4/2021_EUR_DEMO_POLY_110/32634/34VEH/2021_LV_LPIS_POLY_110-12319250/S2_10m_2021_LV_LPIS_POLY_110-12319250_32634_2020-08-30_2022-03-03.nc\n", - "2024-03-01 10:42:18,737|openeo_gfmap.manager|DEBUG: Calling post job action for job j-2403016e5d90427ca54853a4756c7f4b...\n", - "2024-03-01 10:42:20,437|openeo_gfmap.manager|INFO: Job j-2403016e5d90427ca54853a4756c7f4b and post job action finished successfully.\n" - ] - } - ], - "source": [ - "manager.run_jobs(job_df, create_datacube_s2, tracking_job_csv)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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geometrysample_idlandcover_labelcroptype_labelirrigation_labelconfidenceextractvalid_dateref_idh3index
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" - ], - "text/plain": [ - " geometry sample_id \\\n", - "0 POLYGON ((638120.000 5289160.000, 638120.000 5... at2021lpis390713 \n", - "1 POLYGON ((649000.000 5284840.000, 649000.000 5... at2021lpis2031299 \n", - "2 POLYGON ((651040.000 5285480.000, 651040.000 5... at2021lpis1150853 \n", - "\n", - " landcover_label croptype_label irrigation_label confidence extract \\\n", - "0 11 4380 0 None True \n", - "1 11 4380 0 None True \n", - "2 11 4380 0 None True \n", - "\n", - " valid_date ref_id h3index \n", - "0 2021-06-01 2021_EUR_DEMO_POLY_110 841e025ffffffff \n", - "1 2021-06-01 2021_EUR_DEMO_POLY_110 841e025ffffffff \n", - "2 2021-06-01 2021_EUR_DEMO_POLY_110 841e025ffffffff " - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Loads a geoparquet file from an artifactory public url\n", - "import fsspec\n", - "\n", - "with fsspec.open(\"https://artifactory.vgt.vito.be/artifactory/auxdata-public/gfmap-temp/openeogfmap_dataframe_1.parquet\") as file:\n", - " gdf = gpd.read_parquet(file)\n", - "\n", - "gdf.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\n", - "Name: WGS 84 / UTM zone 33N\n", - "Axis Info [cartesian]:\n", - "- E[east]: Easting (metre)\n", - "- N[north]: Northing (metre)\n", - "Area of Use:\n", - "- name: Between 12°E and 18°E, northern hemisphere between equator and 84°N, onshore and offshore. Austria. Bosnia and Herzegovina. Cameroon. Central African Republic. Chad. Congo. Croatia. Czechia. Democratic Republic of the Congo (Zaire). Gabon. Germany. Hungary. Italy. Libya. Malta. Niger. Nigeria. Norway. Poland. San Marino. Slovakia. Slovenia. Svalbard. Sweden. Vatican City State.\n", - "- bounds: (12.0, 0.0, 18.0, 84.0)\n", - "Coordinate Operation:\n", - "- name: UTM zone 33N\n", - "- method: Transverse Mercator\n", - "Datum: World Geodetic System 1984 ensemble\n", - "- Ellipsoid: WGS 84\n", - "- Prime Meridian: Greenwich" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gdf.crs" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Authenticated using refresh token.\n" - ] - } - ], - "source": [ - "from tempfile import NamedTemporaryFile\n", - "\n", - "connection = cdse_connection()\n", - "job = connection.job('j-24022945a4e5492dbb40a61fca0cc91f')\n", - "tempfile = NamedTemporaryFile()\n", - "for asset in job.get_results().get_assets():\n", - " asset.download(tempfile.name)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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<xarray.Dataset>\n",
-       "Dimensions:              (t: 167, x: 64, y: 64)\n",
-       "Coordinates:\n",
-       "  * t                    (t) datetime64[ns] 2020-09-01 2020-09-06 ... 2022-03-02\n",
-       "  * x                    (x) float64 5.05e+05 5.051e+05 ... 5.057e+05 5.057e+05\n",
-       "  * y                    (y) float64 6.361e+06 6.361e+06 ... 6.361e+06 6.361e+06\n",
-       "Data variables: (12/15)\n",
-       "    crs                  |S1 ...\n",
-       "    S2-B01               (t, y, x) float32 ...\n",
-       "    S2-B02               (t, y, x) float32 ...\n",
-       "    S2-B03               (t, y, x) float32 ...\n",
-       "    S2-B04               (t, y, x) float32 ...\n",
-       "    S2-B05               (t, y, x) float32 ...\n",
-       "    ...                   ...\n",
-       "    S2-B8A               (t, y, x) float32 ...\n",
-       "    S2-B09               (t, y, x) float32 ...\n",
-       "    S2-B11               (t, y, x) float32 ...\n",
-       "    S2-B12               (t, y, x) float32 ...\n",
-       "    S2-SCL               (t, y, x) float32 ...\n",
-       "    S2-SCL_DILATED_MASK  (t, y, x) float32 ...\n",
-       "Attributes:\n",
-       "    Conventions:  CF-1.9\n",
-       "    institution:  openEO platform - Geotrellis backend: 0.27.1a1\n",
-       "    description:  \n",
-       "    title:
" - ], - "text/plain": [ - "\n", - "Dimensions: (t: 167, x: 64, y: 64)\n", - "Coordinates:\n", - " * t (t) datetime64[ns] 2020-09-01 2020-09-06 ... 2022-03-02\n", - " * x (x) float64 5.05e+05 5.051e+05 ... 5.057e+05 5.057e+05\n", - " * y (y) float64 6.361e+06 6.361e+06 ... 6.361e+06 6.361e+06\n", - "Data variables: (12/15)\n", - " crs |S1 ...\n", - " S2-B01 (t, y, x) float32 ...\n", - " S2-B02 (t, y, x) float32 ...\n", - " S2-B03 (t, y, x) float32 ...\n", - " S2-B04 (t, y, x) float32 ...\n", - " S2-B05 (t, y, x) float32 ...\n", - " ... ...\n", - " S2-B8A (t, y, x) float32 ...\n", - " S2-B09 (t, y, x) float32 ...\n", - " S2-B11 (t, y, x) float32 ...\n", - " S2-B12 (t, y, x) float32 ...\n", - " S2-SCL (t, y, x) float32 ...\n", - " S2-SCL_DILATED_MASK (t, y, x) float32 ...\n", - "Attributes:\n", - " Conventions: CF-1.9\n", - " institution: openEO platform - Geotrellis backend: 0.27.1a1\n", - " description: \n", - " title: " - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "import xarray as xr\n", - "\n", - "inopt = xr.open_dataset(tempfile.name)\n", - "inopt" + "# Run the jobs and create the STAC catalogue\n", + "manager.run_jobs(job_df, create_datacube_s2, tracking_job_csv)\n", + "manager.create_stac() # By default the STAC catalogue will be saved in the stac subfolder of the base_output_dir folder." ] } ], diff --git a/src/openeo_gfmap/manager/job_manager.py b/src/openeo_gfmap/manager/job_manager.py index 5924b5d..8c08fae 100644 --- a/src/openeo_gfmap/manager/job_manager.py +++ b/src/openeo_gfmap/manager/job_manager.py @@ -38,8 +38,6 @@ def __init__( ): self._output_dir = output_dir - self._downloaded_products = {} - # Setup the threads to work on the on_job_done and on_job_error methods self._finished_job_queue = queue.Queue() self._n_threads = n_threads @@ -195,6 +193,8 @@ def on_job_done(self, job: BatchJob, row: pd.Series): # First update the STAC collection with the assets directly resulting from the OpenEO batch job job_metadata = pystac.Collection.from_dict(job.get_results().get_metadata()) + job_items = [] + for item_metadata in job_metadata.get_all_items(): try: item = pystac.read_file(item_metadata.get_self_href()) @@ -208,11 +208,9 @@ def on_job_done(self, job: BatchJob, row: pd.Series): asset_path ) # Update the asset href to the output location set by the output_path_generator item.id = f"{job.job_id}_{item.id}" - # Add the item to the root_collection - self._root_collection.add_item(item) - _log.info( - f"Added item {item.id} from job {job.job_id} to STAC collection" - ) + # Add the item to the the current job items. + job_items.append(item) + _log.info(f"Parsed item {item.id} from job {job.job_id}") except Exception as e: _log.exception( f"Error failed to add item {item.id} from job {job.job_id} to STAC collection", @@ -220,15 +218,15 @@ def on_job_done(self, job: BatchJob, row: pd.Series): ) raise e - # TODO: post_job_action should return dict with Asset STAC metadata, then add that metadata to the correct STAC items - # Call the post job action + # _post_job_action returns an updated list of stac items. Post job action can therefore + # update the stac items and access their products through the HREF. It is also the + # reponsible of adding the appropriate metadata/assets to the items. if self._post_job_action is not None: _log.debug(f"Calling post job action for job {job.job_id}...") - job_products = self._post_job_action( - job_products, row, self._post_job_params - ) + job_items = self._post_job_action(job_items, row, self._post_job_params) - self._downloaded_products.update(job_products) + self._root_collection.add_items(job_items) + _log.info(f"Added {len(job_items)} items to the STAC collection.") _log.info(f"Job {job.job_id} and post job action finished successfully.") @@ -300,7 +298,6 @@ def run_jobs( _log.info("Workers started, creating and running jobs.") super().run_jobs(df, start_job, output_file) - # TODO: immediately make create_stac optional in 'run_jobs'? def create_stac(self, output_path: Optional[Union[str, Path]] = None): """Method to be called after run_jobs to create a STAC catalog and write it to self._output_dir diff --git a/src/openeo_gfmap/stac/__init__.py b/src/openeo_gfmap/stac/__init__.py index 5269453..a0b68a1 100644 --- a/src/openeo_gfmap/stac/__init__.py +++ b/src/openeo_gfmap/stac/__init__.py @@ -1,2 +1,6 @@ """Definitions of the constants in the STAC collection """ + +from openeo_gfmap.stac.constants import AUXILIARY + +__all__ = ["AUXILIARY"] diff --git a/src/openeo_gfmap/stac/constants.py b/src/openeo_gfmap/stac/constants.py index 204e5c8..ef1b9bc 100644 --- a/src/openeo_gfmap/stac/constants.py +++ b/src/openeo_gfmap/stac/constants.py @@ -90,20 +90,20 @@ def create_spatial_dimension( BANDS_DIMENSION = pystac.extensions.datacube.AdditionalDimension( { "values": [ - "SCL", - "B01", - "B02", - "B03", - "B04", - "B05", - "B06", - "B07", - "B08", - "B8A", - "B09", - "B10", - "B11", - "B12", + "S2-SCL", + "S2-B01", + "S2-B02", + "S2-B03", + "S2-B04", + "S2-B05", + "S2-B06", + "S2-B07", + "S2-B08", + "S2-B8A", + "S2-B09", + "S2-B10", + "S2-B11", + "S2-B12", "CROPTYPE", ] } @@ -124,84 +124,84 @@ def create_spatial_dimension( "type": "application/x-netcdf", "roles": ["data"], "proj:shape": [64, 64], - "raster:bands": [{"name": "B01"}, {"name": "B02"}], + "raster:bands": [{"name": "S2-B01"}, {"name": "S2-B02"}], "cube:variables": { - "B01": {"dimensions": ["time", "y", "x"], "type": "data"}, - "B02": {"dimensions": ["time", "y", "x"], "type": "data"}, - "B03": {"dimensions": ["time", "y", "x"], "type": "data"}, - "B04": {"dimensions": ["time", "y", "x"], "type": "data"}, - "B05": {"dimensions": ["time", "y", "x"], "type": "data"}, - "B06": {"dimensions": ["time", "y", "x"], "type": "data"}, - "B07": {"dimensions": ["time", "y", "x"], "type": "data"}, - "B8A": {"dimensions": ["time", "y", "x"], "type": "data"}, - "B08": {"dimensions": ["time", "y", "x"], "type": "data"}, - "B11": {"dimensions": ["time", "y", "x"], "type": "data"}, - "B12": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-B01": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-B02": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-B03": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-B04": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-B05": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-B06": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-B07": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-B8A": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-B08": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-B11": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-B12": {"dimensions": ["time", "y", "x"], "type": "data"}, "SCL": {"dimensions": ["time", "y", "x"], "type": "data"}, }, "eo:bands": [ { - "name": "B01", + "name": "S2-B01", "common_name": "coastal", "center_wavelength": 0.443, "full_width_half_max": 0.027, }, { - "name": "B02", + "name": "S2-B02", "common_name": "blue", "center_wavelength": 0.49, "full_width_half_max": 0.098, }, { - "name": "B03", + "name": "S2-B03", "common_name": "green", "center_wavelength": 0.56, "full_width_half_max": 0.045, }, { - "name": "B04", + "name": "S2-B04", "common_name": "red", "center_wavelength": 0.665, "full_width_half_max": 0.038, }, { - "name": "B05", + "name": "S2-B05", "common_name": "rededge", "center_wavelength": 0.704, "full_width_half_max": 0.019, }, { - "name": "B06", + "name": "S2-B06", "common_name": "rededge", "center_wavelength": 0.74, "full_width_half_max": 0.018, }, { - "name": "B07", + "name": "S2-B07", "common_name": "rededge", "center_wavelength": 0.783, "full_width_half_max": 0.028, }, { - "name": "B08", + "name": "S2-B08", "common_name": "nir", "center_wavelength": 0.842, "full_width_half_max": 0.145, }, { - "name": "B8A", + "name": "S2-B8A", "common_name": "nir08", "center_wavelength": 0.865, "full_width_half_max": 0.033, }, { - "name": "B11", + "name": "S2-B11", "common_name": "swir16", "center_wavelength": 1.61, "full_width_half_max": 0.143, }, { - "name": "B12", + "name": "S2-B12", "common_name": "swir22", "center_wavelength": 2.19, "full_width_half_max": 0.242, From 0b54d35bcd8f87195566f730f5172de9bf388753 Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Thu, 7 Mar 2024 13:28:47 +0100 Subject: [PATCH 15/24] Fix isort --- src/openeo_gfmap/fetching/commons.py | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/src/openeo_gfmap/fetching/commons.py b/src/openeo_gfmap/fetching/commons.py index 06680c5..3fc2bda 100644 --- a/src/openeo_gfmap/fetching/commons.py +++ b/src/openeo_gfmap/fetching/commons.py @@ -3,7 +3,6 @@ from typing import Optional, Union import openeo -from openeo.rest.vectorcube import VectorCube from geojson import GeoJSON from rasterio import CRS from rasterio.errors import CRSError @@ -117,8 +116,8 @@ def load_collection( spatial_extent["type"] == "FeatureCollection" ), "Please provide a FeatureCollection type of GeoJSON" elif isinstance(spatial_extent, str): - assert ( - spatial_extent.startswith('https://') or spatial_extent.startswith('http://') + assert spatial_extent.startswith("https://") or spatial_extent.startswith( + "http://" ), "Please provide a valid URL or a path to a GeoJSON file." else: raise ValueError( @@ -141,7 +140,10 @@ def load_collection( if fetch_type == FetchType.POLYGON: if isinstance(spatial_extent, str): - geometry = connection.load_url(spatial_extent, format="Parquet" if ".parquet" in spatial_extent else "GeoJSON") + geometry = connection.load_url( + spatial_extent, + format="Parquet" if ".parquet" in spatial_extent else "GeoJSON", + ) cube = cube.filter_spatial(geometry) else: cube = cube.filter_spatial(spatial_extent) From 1642244586f4a900f4f6079277c9899bc62ad47f Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Thu, 7 Mar 2024 13:33:30 +0100 Subject: [PATCH 16/24] Fix black --- src/openeo_gfmap/backend.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/openeo_gfmap/backend.py b/src/openeo_gfmap/backend.py index ad261e7..caf4c3f 100644 --- a/src/openeo_gfmap/backend.py +++ b/src/openeo_gfmap/backend.py @@ -106,5 +106,5 @@ def eodc_connection() -> openeo.Connection: BACKEND_CONNECTIONS: Dict[Backend, Callable] = { Backend.TERRASCOPE: vito_connection, Backend.CDSE: cdse_connection, - Backend.CDSE_STAGING: cdse_staging_connection + Backend.CDSE_STAGING: cdse_staging_connection, } From 1388d542d0b85198c72ac581f3ad0171c5508476 Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Thu, 7 Mar 2024 13:35:52 +0100 Subject: [PATCH 17/24] Blackified according to main branch --- src/openeo_gfmap/fetching/commons.py | 4 +- src/openeo_gfmap/fetching/s1.py | 4 +- src/openeo_gfmap/fetching/s2.py | 4 +- src/openeo_gfmap/manager/job_manager.py | 44 +++++-------------- src/openeo_gfmap/manager/job_splitters.py | 4 +- src/openeo_gfmap/preprocessing/compositing.py | 17 ++----- src/openeo_gfmap/stac/constants.py | 4 +- 7 files changed, 20 insertions(+), 61 deletions(-) diff --git a/src/openeo_gfmap/fetching/commons.py b/src/openeo_gfmap/fetching/commons.py index 3fc2bda..69dc65f 100644 --- a/src/openeo_gfmap/fetching/commons.py +++ b/src/openeo_gfmap/fetching/commons.py @@ -120,9 +120,7 @@ def load_collection( "http://" ), "Please provide a valid URL or a path to a GeoJSON file." else: - raise ValueError( - "Please provide a valid URL to a GeoParquet or GeoJSON file." - ) + raise ValueError("Please provide a valid URL to a GeoParquet or GeoJSON file.") cube = connection.load_collection( collection_id=collection_name, temporal_extent=[temporal_extent.start_date, temporal_extent.end_date], diff --git a/src/openeo_gfmap/fetching/s1.py b/src/openeo_gfmap/fetching/s1.py index 5d714ee..b67d3c8 100644 --- a/src/openeo_gfmap/fetching/s1.py +++ b/src/openeo_gfmap/fetching/s1.py @@ -132,9 +132,7 @@ def s1_grd_default_processor(cube: openeo.DataCube, **params): }, Backend.CDSE_STAGING: { "default": partial(get_s1_grd_default_fetcher, collection_name="SENTINEL1_GRD"), - "preprocessor": partial( - get_s1_grd_default_processor, collection_name="SENTINEL1_GRD" - ), + "preprocessor": partial(get_s1_grd_default_processor, collection_name="SENTINEL1_GRD"), }, } diff --git a/src/openeo_gfmap/fetching/s2.py b/src/openeo_gfmap/fetching/s2.py index aaa7fbc..52fd5b6 100644 --- a/src/openeo_gfmap/fetching/s2.py +++ b/src/openeo_gfmap/fetching/s2.py @@ -188,9 +188,7 @@ def s2_l2a_default_processor(cube: openeo.DataCube, **params): }, Backend.CDSE_STAGING: { "fetch": partial(get_s2_l2a_default_fetcher, collection_name="SENTINEL2_L2A"), - "preprocessor": partial( - get_s2_l2a_default_processor, collection_name="SENTINEL2_L2A" - ), + "preprocessor": partial(get_s2_l2a_default_processor, collection_name="SENTINEL2_L2A"), }, } diff --git a/src/openeo_gfmap/manager/job_manager.py b/src/openeo_gfmap/manager/job_manager.py index 8c08fae..1ea1e75 100644 --- a/src/openeo_gfmap/manager/job_manager.py +++ b/src/openeo_gfmap/manager/job_manager.py @@ -79,9 +79,7 @@ def _post_job_worker(self): except queue.Empty: continue except KeyboardInterrupt: - _log.debug( - f"Worker thread {threading.current_thread().name} interrupted." - ) + _log.debug(f"Worker thread {threading.current_thread().name} interrupted.") return def _update_statuses(self, df: pd.DataFrame): @@ -106,19 +104,13 @@ def _update_statuses(self, df: pd.DataFrame): if (df.loc[idx, "status"] in ["created", "queued", "running"]) and ( job_metadata["status"] == "finished" ): - _log.info( - f"Job {job.job_id} finished successfully, queueing on_job_done..." - ) + _log.info(f"Job {job.job_id} finished successfully, queueing on_job_done...") self._finished_job_queue.put((PostJobStatus.FINISHED, job, row)) df.loc[idx, "costs"] = job_metadata["costs"] # Case in which it failed - if (df.loc[idx, "status"] != "error") and ( - job_metadata["status"] == "error" - ): - _log.info( - f"Job {job.job_id} finished with error, queueing on_job_error..." - ) + if (df.loc[idx, "status"] != "error") and (job_metadata["status"] == "error"): + _log.info(f"Job {job.job_id} finished with error, queueing on_job_error...") self._finished_job_queue.put((PostJobStatus.ERROR, job, row)) df.loc[idx, "costs"] = job_metadata["costs"] @@ -141,9 +133,7 @@ def on_job_error(self, job: BatchJob, row: pd.Series): title = job_metadata["title"] job_id = job_metadata["id"] - output_log_path = ( - Path(self._output_dir) / "failed_jobs" / f"{title}_{job_id}.log" - ) + output_log_path = Path(self._output_dir) / "failed_jobs" / f"{title}_{job_id}.log" output_log_path.parent.mkdir(parents=True, exist_ok=True) if len(error_logs) > 0: @@ -168,9 +158,7 @@ def on_job_done(self, job: BatchJob, row: pd.Series): _log.debug( f"Generating output path for asset {asset.name} from job {job.job_id}..." ) - output_path = self._output_path_gen( - self._output_dir, temp_file.name, idx, row - ) + output_path = self._output_path_gen(self._output_dir, temp_file.name, idx, row) _log.debug( f"Generated path for asset {asset.name} from job {job.job_id} -> {output_path}" ) @@ -180,13 +168,9 @@ def on_job_done(self, job: BatchJob, row: pd.Series): shutil.move(temp_file.name, output_path) # Add to the list of downloaded products job_products[f"{job.job_id}_{asset.name}"] = [output_path] - _log.info( - f"Downloaded asset {asset.name} from job {job.job_id} -> {output_path}" - ) + _log.info(f"Downloaded asset {asset.name} from job {job.job_id} -> {output_path}") except Exception as e: - _log.exception( - f"Error downloading asset {asset.name} from job {job.job_id}", e - ) + _log.exception(f"Error downloading asset {asset.name} from job {job.job_id}", e) raise e finally: shutil.rmtree(temp_file.name, ignore_errors=True) @@ -200,9 +184,7 @@ def on_job_done(self, job: BatchJob, row: pd.Series): item = pystac.read_file(item_metadata.get_self_href()) asset_path = job_products[f"{job.job_id}_{item.id}"][0] - assert ( - len(item.assets.values()) == 1 - ), "Each item should only contain one asset" + assert len(item.assets.values()) == 1, "Each item should only contain one asset" for asset in item.assets.values(): asset.href = str( asset_path @@ -249,18 +231,14 @@ def _normalize_df(self, df: pd.DataFrame) -> pd.DataFrame: ("description", None), ("costs", None), ] - new_columns = { - col: val for (col, val) in required_with_default if col not in df.columns - } + new_columns = {col: val for (col, val) in required_with_default if col not in df.columns} df = df.assign(**new_columns) _log.debug(f"Normalizing dataframe. Columns: {df.columns}") return df - def run_jobs( - self, df: pd.DataFrame, start_job: Callable, output_file: Union[str, Path] - ): + def run_jobs(self, df: pd.DataFrame, start_job: Callable, output_file: Union[str, Path]): """Starts the jobs defined in the dataframe and runs the `start_job` function on each job. Parameters diff --git a/src/openeo_gfmap/manager/job_splitters.py b/src/openeo_gfmap/manager/job_splitters.py index 87dc061..aae2db7 100644 --- a/src/openeo_gfmap/manager/job_splitters.py +++ b/src/openeo_gfmap/manager/job_splitters.py @@ -7,9 +7,7 @@ import h3 -def _resplit_group( - polygons: gpd.GeoDataFrame, max_points: int -) -> List[gpd.GeoDataFrame]: +def _resplit_group(polygons: gpd.GeoDataFrame, max_points: int) -> List[gpd.GeoDataFrame]: """Performs re-splitting of a dataset of polygons in a list of datasets""" for i in range(0, len(polygons), max_points): yield polygons.iloc[i : i + max_points].reset_index(drop=True) diff --git a/src/openeo_gfmap/preprocessing/compositing.py b/src/openeo_gfmap/preprocessing/compositing.py index ade3c7c..a0b12f2 100644 --- a/src/openeo_gfmap/preprocessing/compositing.py +++ b/src/openeo_gfmap/preprocessing/compositing.py @@ -7,26 +7,17 @@ import openeo -def median_compositing( - cube: openeo.DataCube, period: Union[str, list] -) -> openeo.DataCube: +def median_compositing(cube: openeo.DataCube, period: Union[str, list]) -> openeo.DataCube: """Perfrom median compositing on the given datacube.""" if isinstance(period, str): - return cube.aggregate_temporal_period( - period=period, reducer="median", dimension="t" - ) + return cube.aggregate_temporal_period(period=period, reducer="median", dimension="t") elif isinstance(period, list): - return cube.aggregate_temporal( - intervals=period, reducer="median", dimension="t" - ) - + return cube.aggregate_temporal(intervals=period, reducer="median", dimension="t") def mean_compositing(cube: openeo.DataCube, period: str) -> openeo.DataCube: """Perfrom mean compositing on the given datacube.""" if isinstance(period, str): - return cube.aggregate_temporal_period( - period=period, reducer="mean", dimension="t" - ) + return cube.aggregate_temporal_period(period=period, reducer="mean", dimension="t") elif isinstance(period, list): return cube.aggregate_temporal(intervals=period, reducer="mean", dimension="t") diff --git a/src/openeo_gfmap/stac/constants.py b/src/openeo_gfmap/stac/constants.py index ef1b9bc..ecf871a 100644 --- a/src/openeo_gfmap/stac/constants.py +++ b/src/openeo_gfmap/stac/constants.py @@ -217,9 +217,7 @@ def create_spatial_dimension( "type": "application/x-netcdf", "roles": ["data"], "proj:shape": [64, 64], - "raster:bands": [ - {"name": "CROPTYPE", "data_type": "uint16", "bits_per_sample": 16} - ], + "raster:bands": [{"name": "CROPTYPE", "data_type": "uint16", "bits_per_sample": 16}], } ) From 08096233712440d65058fc68a28f2268f5acdc23 Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Thu, 7 Mar 2024 17:20:30 +0100 Subject: [PATCH 18/24] Added metadata on post-job action --- .../S2_extraction_example.ipynb | 441 ++++++------------ src/openeo_gfmap/extractions/__init__.py | 11 - src/openeo_gfmap/extractions/commons.py | 41 -- src/openeo_gfmap/extractions/extraction.py | 78 ---- src/openeo_gfmap/extractions/s2.py | 129 ----- 5 files changed, 133 insertions(+), 567 deletions(-) delete mode 100644 src/openeo_gfmap/extractions/__init__.py delete mode 100644 src/openeo_gfmap/extractions/commons.py delete mode 100644 src/openeo_gfmap/extractions/extraction.py delete mode 100644 src/openeo_gfmap/extractions/s2.py diff --git a/examples/extraction_pipelines/S2_extraction_example.ipynb b/examples/extraction_pipelines/S2_extraction_example.ipynb index 3b7a462..c231fcd 100644 --- a/examples/extraction_pipelines/S2_extraction_example.ipynb +++ b/examples/extraction_pipelines/S2_extraction_example.ipynb @@ -72,7 +72,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/data/users/Private/couchard/openeo-gfmap/src/openeo_gfmap/manager/job_splitters.py:53: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "/data/users/Private/couchard/openeo-gfmap/src/openeo_gfmap/manager/job_splitters.py:51: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " polygons[\"h3index\"] = polygons.geometry.centroid.apply(\n" ] @@ -81,133 +81,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "334 jobs before filtering empty one (no extraction)\n", - "236 jobs after filtering empty one (no extraction)\n" + "334 sub-datasets.\n", + "236 sub-datasets after filtering sub-datasets with no point to extract.\n" ] - }, - { - "data": { - "text/html": [ - "
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3cdseS2_10m.nc2020-08-302022-03-03{\"type\": \"FeatureCollection\", \"features\": [{\"i...2
\n", - "
" - ], "text/plain": [ - " backend_name out_prefix out_extension start_date end_date \\\n", - "0 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", - "1 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", - "2 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", - "3 cdse S2_10m .nc 2020-08-30 2022-03-03 \n", - "\n", - " geometry nb_polygons \n", - "0 {\"type\": \"FeatureCollection\", \"features\": [{\"i... 3 \n", - "1 {\"type\": \"FeatureCollection\", \"features\": [{\"i... 3 \n", - "2 {\"type\": \"FeatureCollection\", \"features\": [{\"i... 2 \n", - "3 {\"type\": \"FeatureCollection\", \"features\": [{\"i... 2 " + "array([3])" ] }, "execution_count": 5, @@ -827,8 +531,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 4.55 s, sys: 40.7 ms, total: 4.59 s\n", - "Wall time: 4.59 s\n" + "CPU times: user 4.62 s, sys: 85.2 ms, total: 4.71 s\n", + "Wall time: 5.03 s\n" ] } ], @@ -912,10 +616,23 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<>:16: SyntaxWarning: assertion is always true, perhaps remove parentheses?\n", + "<>:16: SyntaxWarning: assertion is always true, perhaps remove parentheses?\n", + "/tmp/ipykernel_4054/2115750546.py:16: SyntaxWarning: assertion is always true, perhaps remove parentheses?\n", + " assert (\n" + ] + } + ], "source": [ - "from openeo_gfmap.stac import AUXILIARY\n", + "from importlib.metadata import version\n", + "from datetime import datetime\n", "\n", + "from openeo_gfmap.stac import AUXILIARY\n", "from rasterio.features import rasterize\n", "from rasterio.transform import from_bounds\n", "import pystac\n", @@ -947,6 +664,20 @@ " # Read information from the item file (could also read it from the item object metadata)\n", " result_ds = xr.open_dataset(item_asset_path, chunks='auto')\n", "\n", + " # Add some metadata to the result_df netcdf file\n", + " result_ds.attrs.update({\n", + " 'start_date': row.start_date,\n", + " 'end_date': row.end_date,\n", + " 'valid_date': valid_date,\n", + " 'GFMAP_version': version('openeo_gfmap'),\n", + " 'creation_date': datetime.now().strftime('%Y-%m-%d %H:%M:%S'),\n", + " 'description': f'Sentinel2 L2A observations for sample: {sample_id}, unprocessed.',\n", + " 'title': f'Sentinel2 L2A - {sample_id}',\n", + " 'sample_id': sample_id,\n", + " 'spatial_resolution': '10m'\n", + " })\n", + " result_ds.to_netcdf(item_asset_path, format='NETCDF4', engine='h5netcdf')\n", + "\n", " target_crs = CRS.from_wkt(result_ds.crs.attrs['crs_wkt'])\n", "\n", " # Get the surrounding polygons around our extracted center geometry to rastetize them\n", @@ -982,6 +713,11 @@ " 'valid_date': valid_date,\n", " '_FillValue': fill_value,\n", " 'Conventions': 'CF-1.9',\n", + " 'GFMAP_version': version('openeo_gfmap'),\n", + " 'creation_date': datetime.now().strftime('%Y-%m-%d %H:%M:%S'),\n", + " 'description': f'Contains rasterized WorldCereal labels for sample: {sample_id}.',\n", + " 'title': f'WORLDCEREAL Auxiliary file for sample: {sample_id}',\n", + " 'spatial_resolution': '10m'\n", " }\n", "\n", " aux_dataset = xr.Dataset(\n", @@ -1024,7 +760,8 @@ "from openeo_gfmap.manager.job_manager import GFMAPJobManager\n", "from openeo_gfmap.backend import cdse_staging_connection\n", "\n", - "base_output_dir = Path('./extraction/')\n", + "\n", + "base_output_dir = Path('/data/users/Public/couchard/world_cereal/extractions_5/')\n", "tracking_job_csv = base_output_dir / 'job_tracker.csv'\n", "\n", "manager = GFMAPJobManager(\n", @@ -1043,9 +780,97 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-03-07 14:32:38,392|openeo_gfmap.manager|INFO: Starting job manager using 2 worker threads.\n", + "2024-03-07 14:32:38,395|openeo_gfmap.manager|INFO: Workers started, creating and running jobs.\n", + "2024-03-07 14:32:38,592|openeo_gfmap.manager|DEBUG: Normalizing dataframe. Columns: Index(['backend_name', 'out_prefix', 'out_extension', 'start_date', 'end_date',\n", + " 'geometry', 'nb_polygons', 'status', 'id', 'start_time', 'cpu',\n", + " 'memory', 'duration', 'description', 'costs'],\n", + " dtype='object')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Authenticated using refresh token.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-03-07 14:32:40,375|openeo_gfmap.manager|DEBUG: Number of polygons to extract: 3\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataCube()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-03-07 14:34:05,989|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:35:06,713|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:36:07,149|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:37:08,393|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:38:08,991|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:39:09,497|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:40:11,296|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:41:12,353|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:42:13,100|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:43:13,535|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:44:14,023|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:45:14,444|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:46:14,884|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:47:15,338|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:48:15,855|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:49:18,136|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:50:19,075|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:51:19,412|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:52:19,838|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:53:21,069|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:54:21,621|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:55:22,007|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:56:22,363|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is running (on backend cdse-staging).\n", + "2024-03-07 14:57:23,108|openeo_gfmap.manager|DEBUG: Status of job j-240307f2186344ee9bed9c649679dc92 is finished (on backend cdse-staging).\n", + "2024-03-07 14:57:23,110|openeo_gfmap.manager|INFO: Job j-240307f2186344ee9bed9c649679dc92 finished successfully, queueing on_job_done...\n", + "2024-03-07 14:57:23,115|openeo_gfmap.manager|DEBUG: Worker thread Thread-5: polled finished job with status PostJobStatus.FINISHED.\n", + "2024-03-07 14:57:24,650|openeo_gfmap.manager|DEBUG: Downloading asset openEO.nc from job j-240307f2186344ee9bed9c649679dc92 -> /tmp/tmpyu7z9urd\n", + "2024-03-07 14:57:43,859|openeo_gfmap.manager|DEBUG: Generating output path for asset openEO.nc from job j-240307f2186344ee9bed9c649679dc92...\n", + "/tmp/ipykernel_4054/3116825532.py:31: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " intersecting_cells['distance'] = intersecting_cells.distance(centroid_latlon)\n", + "/home/couchard/miniconda3/envs/gfmap/lib/python3.9/site-packages/geopandas/geodataframe.py:1543: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super().__setitem__(key, value)\n", + "/tmp/ipykernel_4054/3116825532.py:32: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " intersecting_cells.sort_values('distance', inplace=True)\n", + "2024-03-07 14:57:44,390|openeo_gfmap.manager|DEBUG: Generated path for asset openEO.nc from job j-240307f2186344ee9bed9c649679dc92 -> /data/users/Public/couchard/world_cereal/extractions_5/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_10m_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", + "2024-03-07 14:57:48,864|openeo_gfmap.manager|INFO: Downloaded asset openEO.nc from job j-240307f2186344ee9bed9c649679dc92 -> /data/users/Public/couchard/world_cereal/extractions_5/2021_EUR_DEMO_POLY_110/32635/35VMD/2021_LV_LPIS_POLY_110-12880341/S2_10m_2021_LV_LPIS_POLY_110-12880341_32635_2020-08-30_2022-03-03.nc\n", + "2024-03-07 14:57:54,824|openeo_gfmap.manager|INFO: Parsed item j-240307f2186344ee9bed9c649679dc92_openEO.nc from job j-240307f2186344ee9bed9c649679dc92\n", + "2024-03-07 14:57:54,826|openeo_gfmap.manager|DEBUG: Calling post job action for job j-240307f2186344ee9bed9c649679dc92...\n", + "2024-03-07 14:57:55,644|openeo_gfmap.manager|INFO: Added 1 items to the STAC collection.\n", + "2024-03-07 14:57:55,646|openeo_gfmap.manager|INFO: Job j-240307f2186344ee9bed9c649679dc92 and post job action finished successfully.\n" + ] + } + ], "source": [ "# Run the jobs and create the STAC catalogue\n", "manager.run_jobs(job_df, create_datacube_s2, tracking_job_csv)\n", diff --git a/src/openeo_gfmap/extractions/__init__.py b/src/openeo_gfmap/extractions/__init__.py deleted file mode 100644 index 543009c..0000000 --- a/src/openeo_gfmap/extractions/__init__.py +++ /dev/null @@ -1,11 +0,0 @@ -"""Extraction sub-module. - -Logic behind the extraction of training or inference data. Different backends -are supported in order to obtain a very similar result at the end of this -component. -""" - -from .extraction import CollectionExtractor -from .s2 import build_sentinel2_l2a_extractor - -__all__ = ["build_sentinel2_l2a_extractor", "CollectionExtractor"] diff --git a/src/openeo_gfmap/extractions/commons.py b/src/openeo_gfmap/extractions/commons.py deleted file mode 100644 index d43d523..0000000 --- a/src/openeo_gfmap/extractions/commons.py +++ /dev/null @@ -1,41 +0,0 @@ -""" Common operations within collection extraction logic, such as reprojection. -""" -from typing import Optional, Union - -import openeo -from rasterio import CRS -from rasterio.errors import CRSError - - -def resample_reproject( - datacube: openeo.DataCube, resolution: float, epsg_code: Optional[Union[str, int]] -) -> openeo.DataCube: - """Reprojects the given datacube to the target epsg code, if the provided - epsg code is not None. Also performs checks on the give code to check - its validity. - """ - if epsg_code is not None: - # Checks that the code is valid - try: - CRS.from_epsg(int(epsg_code)) - except (CRSError, ValueError) as exc: - raise ValueError( - f"Specified target_crs: {epsg_code} is not a valid " "EPSG code." - ) from exc - return datacube.resample_spatial(resolution=resolution, projection=epsg_code) - return datacube.resample_spatial(resolution=resolution) - - -def rename_bands(datacube: openeo.DataCube, mapping: dict) -> openeo.DataCube: - """Rename the bands from the given mapping scheme""" - # Filter out bands that are not part of the datacube - print(datacube.dimension_labels("bands")) - - def filter_condition(band_name, _): - return band_name in datacube.dimension_labels("bands") - - mapping = {k: v for k, v in mapping.items() if filter_condition(k, v)} - - return datacube.rename_labels( - dimension="bands", target=list(mapping.values()), source=list(mapping.keys()) - ) diff --git a/src/openeo_gfmap/extractions/extraction.py b/src/openeo_gfmap/extractions/extraction.py deleted file mode 100644 index 902dc57..0000000 --- a/src/openeo_gfmap/extractions/extraction.py +++ /dev/null @@ -1,78 +0,0 @@ -""" Main file for extractions and pre-processing of data through OpenEO -""" - -from typing import Callable - -import openeo - -from openeo_gfmap import BackendContext -from openeo_gfmap.spatial import SpatialContext -from openeo_gfmap.temporal import TemporalContext - - -class CollectionExtractor: - """Base class to extract a particolar collection. - - Parameters - ---------- - backend_context: BackendContext - Information about the backend in use, useful in certain cases. - bands: list - List of band names to load from that collection. - collection_fetch: Callable - Function defining how to fetch a collection for a specific backend, - the function accepts the following parameters: connection, - spatial extent, temporal extent, bands and additional parameters. - collection_preprocessing: Callable - Function defining how to harmonize the data of a collection in a - backend. For example, this function could rename the bands as they - can be different for every backend/collection (SENTINEL2_L2A or - SENTINEL2_L2A_SENTINELHUB). Accepts the following parameters: - datacube (of pre-fetched collection) and additional parameters. - colection_params: dict - Additional parameters encoded within a dictionnary that will be - passed in the fetch and preprocessing function. - """ - - def __init__( - self, - backend_context: BackendContext, - bands: list, - collection_fetch: Callable, - collection_preprocessing: Callable, - **collection_params, - ): - self.backend_contect = backend_context - self.bands = bands - self.fetcher = collection_fetch - self.processing = collection_preprocessing - self.params = collection_params - - def get_cube( - self, - connection: openeo.Connection, - spatial_context: SpatialContext, - temporal_context: TemporalContext, - ) -> openeo.DataCube: - """Retrieve a data cube from the given spatial and temporal context. - - Parameters - ---------- - connection: openeo.Connection - A connection to an OpenEO backend. The backend provided must be the - same as the one this extractor class is configured for. - spatial_extent: SpatialContext - Either a GeoJSON collection on which spatial filtering will be - applied or a bounding box with an EPSG code. If a bounding box is - provided, no filtering is applied and the entirety of the data is - fetched for that region. - temporal_extent: TemporalContext - The begin and end date of the extraction. - """ - collection_data = self.fetcher( - connection, spatial_context, temporal_context, self.bands, **self.params - ) - - preprocessed_data = self.processing(collection_data, **self.params) - - return preprocessed_data diff --git a/src/openeo_gfmap/extractions/s2.py b/src/openeo_gfmap/extractions/s2.py deleted file mode 100644 index 342f963..0000000 --- a/src/openeo_gfmap/extractions/s2.py +++ /dev/null @@ -1,129 +0,0 @@ -""" Extraction of S2 features, depending on the backend. -""" -from typing import Callable - -import openeo -from geojson import GeoJSON - -from openeo_gfmap.backend import Backend, BackendContext -from openeo_gfmap.spatial import BoundingBoxExtent, SpatialContext -from openeo_gfmap.temporal import TemporalContext - -from .commons import rename_bands, resample_reproject -from .extraction import CollectionExtractor - -BASE_SENTINEL2_L2A_MAPPING = { - "B01": "S2-B01", - "B02": "S2-B02", - "B03": "S2-B03", - "B04": "S2-B04", - "B05": "S2-B05", - "B06": "S2-B06", - "B07": "S2-B07", - "B08": "S2-B08", - "B8A": "S2-B8A", - "B09": "S2-B09", - "B11": "S2-B11", - "B12": "S2-B12", - "AOT": "S2-AOT", - "SCL": "S2-SCL", - "SNW": "S2-SNW", - "CLD": "S2-CLD", - "CLP": "s2cloudless-CLP", - "CLM": "s2clodless-CLM", -} - - -BAND_MAPPINGS = { - "SENTINEL2_L2A": BASE_SENTINEL2_L2A_MAPPING, -} - - -def get_s2_l2a_default_fetcher(collection_name: str) -> Callable: - """Builds the fetch function from the collection name as it stored in the - target backend. - """ - - def s2_l2a_fetch_default( - connection: openeo.Connection, - spatial_extent: SpatialContext, - temporal_extent: TemporalContext, - bands: list, - **params, - ) -> openeo.DataCube: - """Default collection fetcher for Sentinel_L2A collections. - Parameters - ---------- - connection: openeo.Connection - Connection to a general backend. - spatial_extent: SpatialContext - Either a GeoJSON collection or a bounding box of locations. - Performs spatial filtering if the spatial context is a GeoJSON - collection, as it implies sparse data. - temporal_extent: TemporalContexct - A time range, defined by a start and end date. - bands: list - The name of the bands to load from that collection - Returns - ------- - openeo.DataCube: a datacube containing the collection raw products. - """ - if isinstance(spatial_extent, BoundingBoxExtent): - spatial_extent = dict(spatial_extent) - elif isinstance(spatial_extent, GeoJSON): - assert ( - spatial_extent.get("crs", None) is not None - ), "CRS not defined within GeoJSON collection." - spatial_extent = dict(spatial_extent) - - cube = connection.load_collection(collection_name, spatial_extent, temporal_extent, bands) - - # Apply if the collection is a GeoJSON Feature collection - if isinstance(spatial_extent, GeoJSON): - cube = cube.filter_spatial(spatial_extent) - - return cube - - return s2_l2a_fetch_default - - -def get_s2_l2a_default_processor(collection_name: str) -> Callable: - """Builds the preprocessing function from the collection name as it stored - in the target backend. - """ - - def s2_l2a_default_processor(cube: openeo.DataCube, **params): - """Default collection preprocessing method. - This method performs reprojection if specified, upsampling of bands - at 10m resolution as well as band reprojection. - """ - # Reproject collection data to target CRS, if specified so - cube = resample_reproject(cube, 10.0, params.get("target_crs", None)) - - cube = rename_bands(cube, BAND_MAPPINGS.get(collection_name)) - - return cube - - return s2_l2a_default_processor - - -SENTINEL2_L2A_BACKEND_MAP = { - Backend.TERRASCOPE: { - "fetch": get_s2_l2a_default_fetcher("SENTINEL2_L2A"), - "preprocessor": get_s2_l2a_default_processor("SENTINEL2_L2A"), - } -} - - -def build_sentinel2_l2a_extractor( - backend_context: BackendContext, bands: list, **params -) -> CollectionExtractor: - """Creates a S2 L2A extractor adapted to the given backend.""" - backend_functions = SENTINEL2_L2A_BACKEND_MAP.get(backend_context.backend) - - fetcher, preprocessor = ( - backend_functions["fetch"], - backend_functions["preprocessor"], - ) - - return CollectionExtractor(backend_context, bands, fetcher, preprocessor, **params) From 5b775ea6bee6150954acb0e02541f508ce1910a7 Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Fri, 8 Mar 2024 14:29:15 +0100 Subject: [PATCH 19/24] Removed hardcoded title and ID for STAC catalogue in GFMAP manager for user parameters instead --- examples/extraction_pipelines/S2_extraction_example.ipynb | 8 +++++++- src/openeo_gfmap/manager/job_manager.py | 6 ++++-- src/openeo_gfmap/manager/job_splitters.py | 2 +- src/openeo_gfmap/stac/constants.py | 5 +---- 4 files changed, 13 insertions(+), 8 deletions(-) diff --git a/examples/extraction_pipelines/S2_extraction_example.ipynb b/examples/extraction_pipelines/S2_extraction_example.ipynb index c231fcd..dedbf85 100644 --- a/examples/extraction_pipelines/S2_extraction_example.ipynb +++ b/examples/extraction_pipelines/S2_extraction_example.ipynb @@ -748,7 +748,9 @@ "source": [ "### Sixth and last step: Running the manager\n", "\n", - "Let's initialize and execute the Job Manager as defined the GFMAP, and then run it using the functions defined previously" + "Let's initialize and execute the Job Manager as defined the GFMAP, and then run it using the functions defined previously\n", + "\n", + "STAC related parameters such as `collection_id` and `collection_description` are also required." ] }, { @@ -767,6 +769,10 @@ "manager = GFMAPJobManager(\n", " output_dir=base_output_dir,\n", " output_path_generator=generate_output_path_s2,\n", + " collection_id='SENTINEL-EXTRACTION',\n", + " collection_description=(\n", + " \"Sentinel-2 and Auxiliary data extraction example.\"\n", + " ),\n", " post_job_action=post_job_action,\n", " poll_sleep=60,\n", " n_threads=2,\n", diff --git a/src/openeo_gfmap/manager/job_manager.py b/src/openeo_gfmap/manager/job_manager.py index 1ea1e75..6021cb2 100644 --- a/src/openeo_gfmap/manager/job_manager.py +++ b/src/openeo_gfmap/manager/job_manager.py @@ -31,6 +31,8 @@ def __init__( self, output_dir: Path, output_path_generator: Callable, + collection_id: str, + collection_description: str = "", post_job_action: Optional[Callable] = None, poll_sleep: int = 5, n_threads: int = 1, @@ -55,8 +57,8 @@ def __init__( # Generate the root STAC collection self._root_collection = pystac.Collection( - id=constants.ID, - description=constants.DESCRIPTION, + id=collection_id, + description=collection_description, extent=None, ) diff --git a/src/openeo_gfmap/manager/job_splitters.py b/src/openeo_gfmap/manager/job_splitters.py index aae2db7..a696b5c 100644 --- a/src/openeo_gfmap/manager/job_splitters.py +++ b/src/openeo_gfmap/manager/job_splitters.py @@ -14,7 +14,7 @@ def _resplit_group(polygons: gpd.GeoDataFrame, max_points: int) -> List[gpd.GeoD def split_job_hex( - polygons: gpd.GeoDataFrame, max_points: int = 500, grid_resolution: int = 4 + polygons: gpd.GeoDataFrame, max_points: int = 500, grid_resolution: int = 3 ) -> List[gpd.GeoDataFrame]: """Split a job into multiple jobs from the position of the polygons/points. The centroid of the geometries to extract are used to select a hexagon in the H3 grid. Using the H3 grid diff --git a/src/openeo_gfmap/stac/constants.py b/src/openeo_gfmap/stac/constants.py index ecf871a..3739bca 100644 --- a/src/openeo_gfmap/stac/constants.py +++ b/src/openeo_gfmap/stac/constants.py @@ -3,9 +3,6 @@ """ import pystac -TITLE = "WorldCereal Level 1 cache" -ID = "L1-CACHE" -DESCRIPTION = "The Level 1 input data cache contains extracted samples of EO data. It's main use is model calibration, allowing faster iterations by providing a cache." LICENSE = "CC-BY-4.0" LICENSE_LINK = pystac.Link( rel="license", @@ -137,7 +134,7 @@ def create_spatial_dimension( "S2-B08": {"dimensions": ["time", "y", "x"], "type": "data"}, "S2-B11": {"dimensions": ["time", "y", "x"], "type": "data"}, "S2-B12": {"dimensions": ["time", "y", "x"], "type": "data"}, - "SCL": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-SCL": {"dimensions": ["time", "y", "x"], "type": "data"}, }, "eo:bands": [ { From 03aa686ff195ebefcd4bf5651e46a4172ef10d73 Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Fri, 8 Mar 2024 14:35:13 +0100 Subject: [PATCH 20/24] Added processing level to S2 --- .../S2_extraction_example.ipynb | 6 +- .../quantile_feature_extractor.py | 30 ++++---- src/openeo_gfmap/fetching/s2.py | 60 +++++++-------- .../preprocessing/cloudmasking.py | 10 +-- src/openeo_gfmap/preprocessing/udf_rank.py | 2 +- src/openeo_gfmap/stac/constants.py | 76 +++++++++---------- src/openeo_gfmap/utils/build_df.py | 2 +- src/openeo_gfmap/utils/tile_processing.py | 2 +- tests/test_openeo_gfmap/test_cloud_masking.py | 14 ++-- .../test_feature_extractors.py | 6 +- tests/test_openeo_gfmap/test_s2_fetchers.py | 25 +++--- 11 files changed, 120 insertions(+), 113 deletions(-) diff --git a/examples/extraction_pipelines/S2_extraction_example.ipynb b/examples/extraction_pipelines/S2_extraction_example.ipynb index dedbf85..35e05ab 100644 --- a/examples/extraction_pipelines/S2_extraction_example.ipynb +++ b/examples/extraction_pipelines/S2_extraction_example.ipynb @@ -462,7 +462,7 @@ " backend_context = BackendContext(backend)\n", "\n", " fetch_type = FetchType.POLYGON\n", - " bands_to_download = ['S2-B01', 'S2-B02', 'S2-B03', 'S2-B04', 'S2-B05', 'S2-B06', 'S2-B07', 'S2-B08', 'S2-B8A', 'S2-B09', 'S2-B11', 'S2-B12', 'S2-SCL']\n", + " bands_to_download = ['S2-L2A-B01', 'S2-L2A-B02', 'S2-L2A-B03', 'S2-L2A-B04', 'S2-L2A-B05', 'S2-L2A-B06', 'S2-L2A-B07', 'S2-L2A-B08', 'S2-L2A-B8A', 'S2-L2A-B09', 'S2-L2A-B11', 'S2-L2A-B12', 'S2-L2A-SCL']\n", "\n", " # Create the job to extract S2\n", " extraction_parameters = {\n", @@ -481,13 +481,13 @@ " scl_dilated_mask = cube.process(\n", " \"to_scl_dilation_mask\",\n", " data=cube,\n", - " scl_band_name=\"S2-SCL\",\n", + " scl_band_name=\"S2-L2A-SCL\",\n", " kernel1_size=17, # 17px dilation on a 20m layer\n", " kernel2_size=77, # 77px dilation on a 20m layer\n", " mask1_values=[2, 4, 5, 6, 7],\n", " mask2_values=[3, 8, 9, 10, 11],\n", " erosion_kernel_size=3\n", - " ).rename_labels(\"bands\", [\"S2-SCL_DILATED_MASK\"])\n", + " ).rename_labels(\"bands\", [\"S2-L2A-SCL_DILATED_MASK\"])\n", "\n", " cube = cube.merge_cubes(scl_dilated_mask)\n", " cube = cube.linear_scale_range(0, 65534, 0, 65534)\n", diff --git a/examples/feature_extractors/quantile_feature_extractor.py b/examples/feature_extractors/quantile_feature_extractor.py index aafd8b1..8e2f9e3 100644 --- a/examples/feature_extractors/quantile_feature_extractor.py +++ b/examples/feature_extractors/quantile_feature_extractor.py @@ -42,13 +42,13 @@ def output_labels(self) -> list: def execute(self, inarr: xr.DataArray) -> xr.DataArray: # compute indices - b03 = inarr.sel(bands="S2-B03") - b04 = inarr.sel(bands="S2-B04") - b05 = inarr.sel(bands="S2-B05") - b06 = inarr.sel(bands="S2-B06") - b08 = inarr.sel(bands="S2-B08") - b11 = inarr.sel(bands="S2-B11") - b12 = inarr.sel(bands="S2-B12") + b03 = inarr.sel(bands="S2-L2A-B03") + b04 = inarr.sel(bands="S2-L2A-B04") + b05 = inarr.sel(bands="S2-L2A-B05") + b06 = inarr.sel(bands="S2-L2A-B06") + b08 = inarr.sel(bands="S2-L2A-B08") + b11 = inarr.sel(bands="S2-L2A-B11") + b12 = inarr.sel(bands="S2-L2A-B12") ndvi = (b08 - b04) / (b08 + b04) ndwi = (b03 - b08) / (b03 + b08) @@ -100,14 +100,14 @@ def execute(self, inarr: xr.DataArray) -> xr.DataArray: # The bands that you can extract are defined in the code openeo_gfmap.fetching.s2.BASE_SENTINEL2_L2A_MAPPING bands = [ - "S2-B03", - "S2-B04", - "S2-B05", - "S2-B06", - "S2-B08", - "S2-B11", - "S2-B12", - "S2-SCL", + "S2-L2A-B03", + "S2-L2A-B04", + "S2-L2A-B05", + "S2-L2A-B06", + "S2-L2A-B08", + "S2-L2A-B11", + "S2-L2A-B12", + "S2-L2A-SCL", ] # Use the base feching diff --git a/src/openeo_gfmap/fetching/s2.py b/src/openeo_gfmap/fetching/s2.py index 52fd5b6..d513fba 100644 --- a/src/openeo_gfmap/fetching/s2.py +++ b/src/openeo_gfmap/fetching/s2.py @@ -20,39 +20,39 @@ from .fetching import CollectionFetcher, FetchType BASE_SENTINEL2_L2A_MAPPING = { - "B01": "S2-B01", - "B02": "S2-B02", - "B03": "S2-B03", - "B04": "S2-B04", - "B05": "S2-B05", - "B06": "S2-B06", - "B07": "S2-B07", - "B08": "S2-B08", - "B8A": "S2-B8A", - "B09": "S2-B09", - "B11": "S2-B11", - "B12": "S2-B12", - "AOT": "S2-AOT", - "SCL": "S2-SCL", - "SNW": "S2-SNW", + "B01": "S2-L2A-B01", + "B02": "S2-L2A-B02", + "B03": "S2-L2A-B03", + "B04": "S2-L2A-B04", + "B05": "S2-L2A-B05", + "B06": "S2-L2A-B06", + "B07": "S2-L2A-B07", + "B08": "S2-L2A-B08", + "B8A": "S2-L2A-B8A", + "B09": "S2-L2A-B09", + "B11": "S2-L2A-B11", + "B12": "S2-L2A-B12", + "AOT": "S2-L2A-AOT", + "SCL": "S2-L2A-SCL", + "SNW": "S2-L2A-SNW", } ELEMENT84_SENTINEL2_L2A_MAPPING = { - "coastal": "S2-B01", - "blue": "S2-B02", - "green": "S2-B03", - "red": "S2-B04", - "rededge1": "S2-B05", - "rededge2": "S2-B06", - "rededge3": "S2-B07", - "nir": "S2-B08", - "nir08": "S2-B8A", - "nir09": "S2-B09", - "cirrus": "S2-B10", - "swir16": "S2-B11", - "swir22": "S2-B12", - "scl": "S2-SCL", - "aot": "S2-AOT", + "coastal": "S2-L2A-B01", + "blue": "S2-L2A-B02", + "green": "S2-L2A-B03", + "red": "S2-L2A-B04", + "rededge1": "S2-L2A-B05", + "rededge2": "S2-L2A-B06", + "rededge3": "S2-L2A-B07", + "nir": "S2-L2A-B08", + "nir08": "S2-L2A-B8A", + "nir09": "S2-L2A-B09", + "cirrus": "S2-L2A-B10", + "swir16": "S2-L2A-B11", + "swir22": "S2-L2A-B12", + "scl": "S2-L2A-SCL", + "aot": "S2-L2A-AOT", } diff --git a/src/openeo_gfmap/preprocessing/cloudmasking.py b/src/openeo_gfmap/preprocessing/cloudmasking.py index e605689..93289d3 100644 --- a/src/openeo_gfmap/preprocessing/cloudmasking.py +++ b/src/openeo_gfmap/preprocessing/cloudmasking.py @@ -6,8 +6,8 @@ import openeo from openeo.processes import if_, is_nan -SCL_HARMONIZED_NAME: str = "S2-SCL" -BAPSCORE_HARMONIZED_NAME: str = "S2-BAPSCORE" +SCL_HARMONIZED_NAME: str = "S2-L2A-SCL" +BAPSCORE_HARMONIZED_NAME: str = "S2-L2A-BAPSCORE" def mask_scl_dilation(cube: openeo.DataCube, **params: dict) -> openeo.DataCube: @@ -91,7 +91,7 @@ def get_bap_score(cube: openeo.DataCube, **params: dict) -> openeo.DataCube: Returns ------- openeo.DataCube - A 4D datacube containing the BAP score as name 'S2-BAPSCORE'. + A 4D datacube containing the BAP score as name 'S2-L2A-BAPSCORE'. """ udf_path = Path(__file__).parent / "udf_score.py" @@ -159,7 +159,7 @@ def get_bap_mask(cube: openeo.DataCube, period: Union[str, list], **params: dict openeo.DataCube The datacube with the BAP mask applied. """ - # Checks if the S2-SCL band is present in the datacube + # Checks if the S2-L2A-SCL band is present in the datacube assert ( SCL_HARMONIZED_NAME in cube.metadata.band_names ), f"The {SCL_HARMONIZED_NAME} band is not present in the datacube." @@ -196,7 +196,7 @@ def max_score_selection(score): f"'period' must be a string or a list of dates (in YYYY-mm-dd format), got {period}." ) - return rank_mask.rename_labels("bands", ["S2-BAPMASK"]) + return rank_mask.rename_labels("bands", ["S2-L2A-BAPMASK"]) def bap_masking(cube: openeo.DataCube, period: Union[str, list], **params: dict): diff --git a/src/openeo_gfmap/preprocessing/udf_rank.py b/src/openeo_gfmap/preprocessing/udf_rank.py index 7271b61..043712d 100644 --- a/src/openeo_gfmap/preprocessing/udf_rank.py +++ b/src/openeo_gfmap/preprocessing/udf_rank.py @@ -16,7 +16,7 @@ def apply_datacube(cube: XarrayDataCube, context: dict) -> XarrayDataCube: intervals = context.get("intervals", None) array = cube.get_array().transpose("t", "bands", "y", "x") - bap_score = array.sel(bands="S2-BAPSCORE") + bap_score = array.sel(bands="S2-L2A-BAPSCORE") def select_maximum(score: xr.DataArray): max_score = score.max(dim="t") diff --git a/src/openeo_gfmap/stac/constants.py b/src/openeo_gfmap/stac/constants.py index 3739bca..a8b88f9 100644 --- a/src/openeo_gfmap/stac/constants.py +++ b/src/openeo_gfmap/stac/constants.py @@ -87,20 +87,20 @@ def create_spatial_dimension( BANDS_DIMENSION = pystac.extensions.datacube.AdditionalDimension( { "values": [ - "S2-SCL", - "S2-B01", - "S2-B02", - "S2-B03", - "S2-B04", - "S2-B05", - "S2-B06", - "S2-B07", - "S2-B08", - "S2-B8A", - "S2-B09", - "S2-B10", - "S2-B11", - "S2-B12", + "S2-L2A-SCL", + "S2-L2A-B01", + "S2-L2A-B02", + "S2-L2A-B03", + "S2-L2A-B04", + "S2-L2A-B05", + "S2-L2A-B06", + "S2-L2A-B07", + "S2-L2A-B08", + "S2-L2A-B8A", + "S2-L2A-B09", + "S2-L2A-B10", + "S2-L2A-B11", + "S2-L2A-B12", "CROPTYPE", ] } @@ -121,84 +121,84 @@ def create_spatial_dimension( "type": "application/x-netcdf", "roles": ["data"], "proj:shape": [64, 64], - "raster:bands": [{"name": "S2-B01"}, {"name": "S2-B02"}], + "raster:bands": [{"name": "S2-L2A-B01"}, {"name": "S2-L2A-B02"}], "cube:variables": { - "S2-B01": {"dimensions": ["time", "y", "x"], "type": "data"}, - "S2-B02": {"dimensions": ["time", "y", "x"], "type": "data"}, - "S2-B03": {"dimensions": ["time", "y", "x"], "type": "data"}, - "S2-B04": {"dimensions": ["time", "y", "x"], "type": "data"}, - "S2-B05": {"dimensions": ["time", "y", "x"], "type": "data"}, - "S2-B06": {"dimensions": ["time", "y", "x"], "type": "data"}, - "S2-B07": {"dimensions": ["time", "y", "x"], "type": "data"}, - "S2-B8A": {"dimensions": ["time", "y", "x"], "type": "data"}, - "S2-B08": {"dimensions": ["time", "y", "x"], "type": "data"}, - "S2-B11": {"dimensions": ["time", "y", "x"], "type": "data"}, - "S2-B12": {"dimensions": ["time", "y", "x"], "type": "data"}, - "S2-SCL": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-L2A-B01": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-L2A-B02": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-L2A-B03": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-L2A-B04": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-L2A-B05": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-L2A-B06": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-L2A-B07": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-L2A-B8A": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-L2A-B08": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-L2A-B11": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-L2A-B12": {"dimensions": ["time", "y", "x"], "type": "data"}, + "S2-L2A-SCL": {"dimensions": ["time", "y", "x"], "type": "data"}, }, "eo:bands": [ { - "name": "S2-B01", + "name": "S2-L2A-B01", "common_name": "coastal", "center_wavelength": 0.443, "full_width_half_max": 0.027, }, { - "name": "S2-B02", + "name": "S2-L2A-B02", "common_name": "blue", "center_wavelength": 0.49, "full_width_half_max": 0.098, }, { - "name": "S2-B03", + "name": "S2-L2A-B03", "common_name": "green", "center_wavelength": 0.56, "full_width_half_max": 0.045, }, { - "name": "S2-B04", + "name": "S2-L2A-B04", "common_name": "red", "center_wavelength": 0.665, "full_width_half_max": 0.038, }, { - "name": "S2-B05", + "name": "S2-L2A-B05", "common_name": "rededge", "center_wavelength": 0.704, "full_width_half_max": 0.019, }, { - "name": "S2-B06", + "name": "S2-L2A-B06", "common_name": "rededge", "center_wavelength": 0.74, "full_width_half_max": 0.018, }, { - "name": "S2-B07", + "name": "S2-L2A-B07", "common_name": "rededge", "center_wavelength": 0.783, "full_width_half_max": 0.028, }, { - "name": "S2-B08", + "name": "S2-L2A-B08", "common_name": "nir", "center_wavelength": 0.842, "full_width_half_max": 0.145, }, { - "name": "S2-B8A", + "name": "S2-L2A-B8A", "common_name": "nir08", "center_wavelength": 0.865, "full_width_half_max": 0.033, }, { - "name": "S2-B11", + "name": "S2-L2A-B11", "common_name": "swir16", "center_wavelength": 1.61, "full_width_half_max": 0.143, }, { - "name": "S2-B12", + "name": "S2-L2A-B12", "common_name": "swir22", "center_wavelength": 2.19, "full_width_half_max": 0.242, diff --git a/src/openeo_gfmap/utils/build_df.py b/src/openeo_gfmap/utils/build_df.py index 7627189..8302b30 100644 --- a/src/openeo_gfmap/utils/build_df.py +++ b/src/openeo_gfmap/utils/build_df.py @@ -27,7 +27,7 @@ def load_json(input_file: Path, bands: list) -> pd.DataFrame: A `pandas.DataFrame` containing a combination of the band names and the timestamps as column names. For example, the Sentinel-2 green band on the 1st October 2020 is will - have the column name `S2-B02:2020-10-01` + have the column name `S2-L2A-B02:2020-10-01` """ df = pd.read_json(input_file) diff --git a/src/openeo_gfmap/utils/tile_processing.py b/src/openeo_gfmap/utils/tile_processing.py index fa1efab..5986eda 100644 --- a/src/openeo_gfmap/utils/tile_processing.py +++ b/src/openeo_gfmap/utils/tile_processing.py @@ -20,7 +20,7 @@ def normalize_array(inarr: xr.DataArray, percentile: float = 0.99) -> xr.DataArr def select_optical_bands(inarr: xr.DataArray) -> xr.DataArray: """Filters and keep only the optical bands for a given array.""" return inarr.sel( - bands=[band for band in inarr.coords["bands"].to_numpy() if band.startswith("S2-B")] + bands=[band for band in inarr.coords["bands"].to_numpy() if band.startswith("S2-L2A-B")] ) diff --git a/tests/test_openeo_gfmap/test_cloud_masking.py b/tests/test_openeo_gfmap/test_cloud_masking.py index 2328f9d..d8b88dc 100644 --- a/tests/test_openeo_gfmap/test_cloud_masking.py +++ b/tests/test_openeo_gfmap/test_cloud_masking.py @@ -42,7 +42,7 @@ def test_bap_score(backend: Backend): # Fetch the datacube s2_extractor = build_sentinel2_l2a_extractor( backend_context=backend_context, - bands=["S2-B04", "S2-B08", "S2-SCL"], + bands=["S2-L2A-B04", "S2-L2A-B08", "S2-L2A-SCL"], fetch_type=FetchType.TILE, **fetching_parameters, ) @@ -51,9 +51,9 @@ def test_bap_score(backend: Backend): # Compute the BAP score bap_score = get_bap_score(cube, **preprocessing_parameters) - ndvi = cube.ndvi(nir="S2-B08", red="S2-B04") + ndvi = cube.ndvi(nir="S2-L2A-B08", red="S2-L2A-B04") - cube = bap_score.merge_cubes(ndvi).rename_labels("bands", ["S2-BAPSCORE", "S2-NDVI"]) + cube = bap_score.merge_cubes(ndvi).rename_labels("bands", ["S2-L2A-BAPSCORE", "S2-L2A-NDVI"]) job = cube.create_job( title="BAP score unittest", @@ -78,7 +78,7 @@ def test_bap_masking(backend: Backend): # Fetch the datacube s2_extractor = build_sentinel2_l2a_extractor( backend_context=backend_context, - bands=["S2-B04", "S2-B03", "S2-B02", "S2-SCL"], + bands=["S2-L2A-B04", "S2-L2A-B03", "S2-L2A-B02", "S2-L2A-SCL"], fetch_type=FetchType.TILE, **fetching_parameters, ) @@ -96,7 +96,7 @@ def test_bap_masking(backend: Backend): cube = cube.linear_scale_range(0, 65535, 0, 65535) # Remove SCL - cube = cube.filter_bands([band for band in cube.metadata.band_names if band != "S2-SCL"]) + cube = cube.filter_bands([band for band in cube.metadata.band_names if band != "S2-L2A-SCL"]) job = cube.create_job( title="BAP compositing unittest", @@ -122,7 +122,7 @@ def test_bap_quintad(backend: Backend): # Fetch the datacube s2_extractor = build_sentinel2_l2a_extractor( backend_context=backend_context, - bands=["S2-SCL"], + bands=["S2-L2A-SCL"], fetch_type=FetchType.TILE, **fetching_parameters, ) @@ -171,7 +171,7 @@ def test_bap_quintad(backend: Backend): s2_extractor = build_sentinel2_l2a_extractor( backend_context=backend_context, - bands=["S2-B04", "S2-B03", "S2-B02", "S2-B08", "S2-SCL"], + bands=["S2-L2A-B04", "S2-L2A-B03", "S2-L2A-B02", "S2-L2A-B08", "S2-L2A-SCL"], fetch_type=FetchType.TILE, **fetching_parameters, ) diff --git a/tests/test_openeo_gfmap/test_feature_extractors.py b/tests/test_openeo_gfmap/test_feature_extractors.py index 621c010..8fe91e4 100644 --- a/tests/test_openeo_gfmap/test_feature_extractors.py +++ b/tests/test_openeo_gfmap/test_feature_extractors.py @@ -34,7 +34,7 @@ def execute(self, inarr: xr.DataArray): from scipy.ndimage import gaussian_filter # Performs some gaussian filtering to blur the RGB bands - rgb_bands = inarr.sel(bands=["S2-B04", "S2-B03", "S2-B02"]) + rgb_bands = inarr.sel(bands=["S2-L2A-B04", "S2-L2A-B03", "S2-L2A-B02"]) for band in rgb_bands.bands: for timestamp in rgb_bands.t: @@ -78,7 +78,7 @@ def test_patch_feature_udf(backend: Backend, connection_fn: Callable): connection = connection_fn() output_path = Path(__file__).parent / f"results/patch_features_{backend.value}.nc/" - bands_to_extract = ["S2-B04", "S2-B03", "S2-B02"] + bands_to_extract = ["S2-L2A-B04", "S2-L2A-B03", "S2-L2A-B02"] # Setup the RGB cube extraction extractor = build_sentinel2_l2a_extractor(backend_context, bands_to_extract, FetchType.TILE) @@ -120,7 +120,7 @@ def test_latlon_extractor(backend: Backend, connection_fn: Callable): REDUCED_TEMPORAL_CONTEXT = TemporalContext(start_date="2023-06-01", end_date="2023-06-30") - bands_to_extract = ["S2-B04"] + bands_to_extract = ["S2-L2A-B04"] extractor = build_sentinel2_l2a_extractor(backend_context, bands_to_extract, FetchType.TILE) diff --git a/tests/test_openeo_gfmap/test_s2_fetchers.py b/tests/test_openeo_gfmap/test_s2_fetchers.py index c6bbfe7..0e18672 100644 --- a/tests/test_openeo_gfmap/test_s2_fetchers.py +++ b/tests/test_openeo_gfmap/test_s2_fetchers.py @@ -86,14 +86,21 @@ def sentinel2_l2a( country = spatial_extent["country"] # Fetch a variety of spatial resolution and metadata from different # providers. - bands = ["S2-B01", "S2-B04", "S2-B08", "S2-B11", "S2-SCL", "S2-AOT"] + bands = [ + "S2-L2A-B01", + "S2-L2A-B04", + "S2-L2A-B08", + "S2-L2A-B11", + "S2-L2A-SCL", + "S2-L2A-AOT", + ] expected_harmonized_names = [ - "S2-B01", - "S2-B04", - "S2-B08", - "S2-B11", - "S2-SCL", - "S2-AOT", + "S2-L2A-B01", + "S2-L2A-B04", + "S2-L2A-B08", + "S2-L2A-B11", + "S2-L2A-SCL", + "S2-L2A-AOT", ] fetching_parameters = ( {"target_resolution": 10.0, "target_crs": 3035} if country == "Belgium" else {} @@ -190,7 +197,7 @@ def sentinel2_l2a_point_based( given polygons. """ context = BackendContext(backend) - bands = ["S2-B01", "S2-B04", "S2-B08", "S2-B11"] + bands = ["S2-L2A-B01", "S2-L2A-B04", "S2-L2A-B08", "S2-L2A-B11"] # Because it it tested in malawi, and this is the EPSG code for the # UTM projection for that zone @@ -234,7 +241,7 @@ def sentinel2_l2a_polygon_based( connection: openeo.Connection, ): context = BackendContext(backend) - bands = ["S2-B02", "S2-B03", "S2-B04"] + bands = ["S2-L2A-B02", "S2-L2A-B03", "S2-L2A-B04"] fetching_parameters = {"target_crs": 3035} # Location in Europe extractor = build_sentinel2_l2a_extractor( From ca7b90f3a9a83d2267ce604550039d1643c72640 Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Fri, 8 Mar 2024 14:40:09 +0100 Subject: [PATCH 21/24] In STAC band names renamed WORLDCEREAL to more generic LABEL --- src/openeo_gfmap/stac/constants.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/openeo_gfmap/stac/constants.py b/src/openeo_gfmap/stac/constants.py index a8b88f9..0213547 100644 --- a/src/openeo_gfmap/stac/constants.py +++ b/src/openeo_gfmap/stac/constants.py @@ -101,7 +101,7 @@ def create_spatial_dimension( "S2-L2A-B10", "S2-L2A-B11", "S2-L2A-B12", - "CROPTYPE", + "LABEL", ] } ) From dbe6116856908c3f894b5bdfb991a2634d262658 Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Fri, 8 Mar 2024 15:08:23 +0100 Subject: [PATCH 22/24] Added processing level for S1 too --- src/openeo_gfmap/fetching/s1.py | 8 ++++---- tests/test_openeo_gfmap/test_s1_fetchers.py | 8 ++++---- 2 files changed, 8 insertions(+), 8 deletions(-) diff --git a/src/openeo_gfmap/fetching/s1.py b/src/openeo_gfmap/fetching/s1.py index b67d3c8..17d8454 100644 --- a/src/openeo_gfmap/fetching/s1.py +++ b/src/openeo_gfmap/fetching/s1.py @@ -19,10 +19,10 @@ from .fetching import CollectionFetcher, FetchType BASE_SENTINEL1_GRD_MAPPING = { - "VH": "S1-VH", - "HH": "S1-HH", - "HV": "S1-HV", - "VV": "S1-VV", + "VH": "S1-SIGMA0-VH", + "HH": "S1-SIGMA0-HH", + "HV": "S1-SIGMA0-HV", + "VV": "S1-SIGMA0-VV", } diff --git a/tests/test_openeo_gfmap/test_s1_fetchers.py b/tests/test_openeo_gfmap/test_s1_fetchers.py index bf1c7d9..d9cde85 100644 --- a/tests/test_openeo_gfmap/test_s1_fetchers.py +++ b/tests/test_openeo_gfmap/test_s1_fetchers.py @@ -46,8 +46,8 @@ def sentinel1_grd( ): context = BackendContext(backend) country = spatial_extent["country"] - bands = ["S1-VV", "S1-VH"] - expected_harmonized_bands = ["S1-VV", "S1-VH"] + bands = ["S1-SIGMA0-VV", "S1-SIGMA0-VH"] + expected_harmonized_bands = ["S1-SIGMA0-VV", "S1-SIGMA0-VH"] fetching_parameters = { "target_resolution": 10.0, @@ -152,7 +152,7 @@ def sentinel1_grd_point_based( given polygons. """ context = BackendContext(backend) - bands = ["S1-VV", "S1-VH"] + bands = ["S1-SIGMA0-VV", "S1-SIGMA0-VH"] # Because it is tested in malawi, and this is the EPSG code for # the UTM projection in that zone @@ -203,7 +203,7 @@ def sentinel1_grd_polygon_based( connection: openeo.Connection, ): context = BackendContext(backend) - bands = ["S1-VV", "S1-VH"] + bands = ["S1-SIGMA0-VV", "S1-SIGMA0-VH"] fetching_parameters = { "target_crs": 3035, # Location in Europe From e7c31be6567338697042b77591434affc5ce2552 Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Mon, 11 Mar 2024 11:59:49 +0100 Subject: [PATCH 23/24] Changed imports for UDF in feature_extractor.py file --- .../features/feature_extractor.py | 144 ++++++++---------- .../resources/test_optical_cube.nc | Bin 270299 -> 458520 bytes 2 files changed, 64 insertions(+), 80 deletions(-) diff --git a/src/openeo_gfmap/features/feature_extractor.py b/src/openeo_gfmap/features/feature_extractor.py index 28f6b79..fb92a99 100644 --- a/src/openeo_gfmap/features/feature_extractor.py +++ b/src/openeo_gfmap/features/feature_extractor.py @@ -2,6 +2,8 @@ implementation of feature extractors of a UDF. """ +import inspect +import re from abc import ABC, abstractmethod import numpy as np @@ -13,59 +15,10 @@ from pyproj import Transformer from pyproj.crs import CRS -REQUIRED_IMPORTS = """ -from abc import ABC, abstractmethod - -import openeo -from openeo.udf import XarrayDataCube, inspect -from openeo.udf.udf_data import UdfData - -import xarray as xr -import numpy as np -from pyproj import Transformer -from pyproj.crs import CRS - -from typing import Union -""" - - LAT_HARMONIZED_NAME = "GEO-LAT" LON_HARMONIZED_NAME = "GEO-LON" EPSG_HARMONIZED_NAME = "GEO-EPSG" -# To fill in: EPSG_HARMONIZED_NAME, Is it pixel based and Feature Extractor class -APPLY_DATACUBE_SOURCE_CODE = """ -LAT_HARMONIZED_NAME = "{lat_harmonized_name}" -LON_HARMONIZED_NAME = "{lon_harmonized_name}" -EPSG_HARMONIZED_NAME = "{epsg_harmonized_name}" - -from openeo.udf import XarrayDataCube -from openeo.udf.udf_data import UdfData - -IS_PIXEL_BASED = {is_pixel_based} - -def apply_udf_data(udf_data: UdfData) -> XarrayDataCube: - feature_extractor = {feature_extractor_class}() # User-defined, feature extractor class initialized here - - if not IS_PIXEL_BASED: - assert len(udf_data.datacube_list) == 1, "OpenEO GFMAP Feature extractor pipeline only supports single input cubes for the tile." - - cube = udf_data.datacube_list[0] - parameters = udf_data.user_context - - proj = udf_data.proj - if proj is not None: - proj = proj["EPSG"] - - parameters[EPSG_HARMONIZED_NAME] = proj - - cube = feature_extractor._execute(cube, parameters=parameters) - - udf_data.datacube_list = [cube] - - return udf_data -""" - class FeatureExtractor(ABC): """Base class for all feature extractor UDFs. It provides some common @@ -184,12 +137,65 @@ def execute(self, inarr: xr.DataArray) -> xr.DataArray: pass +def apply_udf_data(udf_data: UdfData) -> XarrayDataCube: + feature_extractor_class = "" + + # User-defined, feature extractor class initialized here + feature_extractor = feature_extractor_class() + + is_pixel_based = issubclass(feature_extractor_class, PointFeatureExtractor) + + if not is_pixel_based: + assert ( + len(udf_data.datacube_list) == 1 + ), "OpenEO GFMAP Feature extractor pipeline only supports single input cubes for the tile." + + cube = udf_data.datacube_list[0] + parameters = udf_data.user_context + + proj = udf_data.proj + if proj is not None: + proj = proj["EPSG"] + + parameters[EPSG_HARMONIZED_NAME] = proj + + cube = feature_extractor._execute(cube, parameters=parameters) + + udf_data.datacube_list = [cube] + + return udf_data + + +def _get_imports() -> str: + with open(__file__, "r", encoding="UTF-8") as f: + script_source = f.read() + + lines = script_source.split("\n") + + imports = [] + static_globals = [] + + for line in lines: + if line.strip().startswith(("import ", "from ")): + imports.append(line) + elif re.match("^[A-Z_0-9]+\s*=.*$", line): + static_globals.append(line) + + return "\n".join(imports) + "\n\n" + "\n".join(static_globals) + + +def _get_apply_udf_data(feature_extractor: FeatureExtractor) -> str: + source_lines = inspect.getsource(apply_udf_data) + source = "".join(source_lines) + # replace in the source function the `feature_extractor_class` + return source.replace('""', feature_extractor.__name__) + + def generate_udf_code(feature_extractor_class: FeatureExtractor) -> openeo.UDF: """Generates the udf code by packing imports of this file, the necessary superclass and subclasses as well as the user defined feature extractor class and the apply_datacube function. """ - import inspect # UDF code that will be built here udf_code = "" @@ -198,36 +204,12 @@ class and the apply_datacube function. feature_extractor_class, FeatureExtractor ), "The feature extractor class must be a subclass of FeatureExtractor." - if issubclass(feature_extractor_class, PatchFeatureExtractor): - udf_code += f"{REQUIRED_IMPORTS}\n\n" - udf_code += f"{inspect.getsource(FeatureExtractor)}\n\n" - udf_code += f"{inspect.getsource(PatchFeatureExtractor)}\n\n" - udf_code += f"{inspect.getsource(feature_extractor_class)}\n\n" - udf_code += APPLY_DATACUBE_SOURCE_CODE.format( - lat_harmonized_name=LAT_HARMONIZED_NAME, - lon_harmonized_name=LON_HARMONIZED_NAME, - epsg_harmonized_name=EPSG_HARMONIZED_NAME, - is_pixel_based=False, - feature_extractor_class=feature_extractor_class.__name__, - ) - elif issubclass(feature_extractor_class, PointFeatureExtractor): - udf_code += f"{REQUIRED_IMPORTS}\n\n" - udf_code += f"{inspect.getsource(FeatureExtractor)}\n\n" - udf_code += f"{inspect.getsource(PointFeatureExtractor)}\n\n" - udf_code += f"{inspect.getsource(feature_extractor_class)}\n\n" - udf_code += APPLY_DATACUBE_SOURCE_CODE.format( - lat_harmonized_name=LAT_HARMONIZED_NAME, - lon_harmonized_name=LON_HARMONIZED_NAME, - epsg_harmonized_name=EPSG_HARMONIZED_NAME, - is_pixel_based=True, - feature_extractor_class=feature_extractor_class.__name__, - ) - else: - raise NotImplementedError( - "The feature extractor must be a subclass of either " - "PatchFeatureExtractor or PointFeatureExtractor." - ) - + udf_code += _get_imports() + "\n\n" + udf_code += f"{inspect.getsource(FeatureExtractor)}\n\n" + udf_code += f"{inspect.getsource(PatchFeatureExtractor)}\n\n" + udf_code += f"{inspect.getsource(PointFeatureExtractor)}\n\n" + udf_code += f"{inspect.getsource(feature_extractor_class)}\n\n" + udf_code += _get_apply_udf_data(feature_extractor_class) return udf_code @@ -266,6 +248,8 @@ def apply_feature_extractor_local( """ udf_code = generate_udf_code(feature_extractor_class) + print(udf_code) + udf = openeo.UDF(code=udf_code, context=parameters) cube = XarrayDataCube(cube) diff --git a/tests/test_openeo_gfmap/resources/test_optical_cube.nc b/tests/test_openeo_gfmap/resources/test_optical_cube.nc index ce7f8fb4d86efb9061537dacaadebaf9e8e5c688..8d5e2c0bc82386012caa5a2dd2093e17cf43c5f7 100644 GIT binary patch literal 458520 zcmeF4e_UK=o$oo%b7tnunSrv1$VH6EvMD06lu{%qi` zvJ^38k)>%CY0O5J*XK!b=&DMbIzReeZJq%_w)VnJagvc&ZK1F;o&ANz(WU13ik#@ zMnpwLMDBMD>ES3m_{f2>qow~|j?zQ@XJLTigE!tQ`S0#`@ZPSr-FB$`>hpJX_k5&$ ze@Wr~vcd;T_8mxKK9^&haWC0JX*59+;xP#_~DYn|LORE$AW%$ zP|(ANf_`^CqoLoUB}dC$=-e1zJLcN$VLq6Aw77WR{^Cb(3~pt&_Sc&?KIAXkTHB2+ z=Mi4t^^LMaJ^yd)sQf>%qw)`DN9heaybNCDfif2w$_DASL;1zV{s;f^Ar~9j7T?Rr zyf^jE&wMucFYf+KP;7M2p9bBR_35Chhf59y-Fi!UaCp$&cinsU?>=Wo(j8g%eVXGR zE-NlnoGLt6e)K@lXC8Z`{NS;mTlU08bIfNlQtryU_nxG8#j-2r)=$LVa_c7|BEy5C z_QXa+-S&y7s9SG~xiviKj{CAw?#;X>>;BIM-<9#1yMx1nKM{FrWbgwI{8t~v+!__* 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z05uGp?A1{E%bN`hHB*yD6FkH$S1OoBDGet1e-F37;E6^d05_|vRH20vWsXcp+#!M~m^7WS?%2Hp4I+M5_ zEvEXH9{|QI3kSNV`-)*R5nv6JMdF|pPz&YCkpm~OJ4*bhJ~~O>j{S?m z)2{wE1DVS;wcGGr6(_Ia^5p#Qn1L`c26GW>-4GDSe2V_kFUy0)u?3Vr%qi!qV&SAsX+-0Rj-tc_)5C1( z?<%FCsdSA(0cV%En>E=nb)u;TO%%PFeWgv8B Date: Mon, 11 Mar 2024 12:04:16 +0100 Subject: [PATCH 24/24] output labels for UDF results are now dynamic and can access the input parameters --- src/openeo_gfmap/features/feature_extractor.py | 17 +++++++++-------- 1 file changed, 9 insertions(+), 8 deletions(-) diff --git a/src/openeo_gfmap/features/feature_extractor.py b/src/openeo_gfmap/features/feature_extractor.py index fb92a99..b52ffa0 100644 --- a/src/openeo_gfmap/features/feature_extractor.py +++ b/src/openeo_gfmap/features/feature_extractor.py @@ -229,13 +229,16 @@ def apply_feature_extractor( default, the feature extractor expects to receive S1 and S2 data stored in uint16 with the harmonized naming as implemented in the fetching module. """ + feature_extractor = feature_extractor_class() + feature_extractor._parameters = parameters + output_labels = feature_extractor.output_labels() udf_code = generate_udf_code(feature_extractor_class) udf = openeo.UDF(code=udf_code, context=parameters) cube = cube.apply_neighborhood(process=udf, size=size, overlap=overlap) - return cube.rename_labels(dimension="bands", target=feature_extractor_class().output_labels()) + return cube.rename_labels(dimension="bands", target=output_labels) def apply_feature_extractor_local( @@ -246,9 +249,11 @@ def apply_feature_extractor_local( excepts for the cube parameter which expects a `xarray.DataArray` instead of a `openeo.rest.datacube.DataCube` object. """ - udf_code = generate_udf_code(feature_extractor_class) + feature_extractor = feature_extractor_class() + feature_extractor._parameters = parameters + output_labels = feature_extractor.output_labels() - print(udf_code) + udf_code = generate_udf_code(feature_extractor_class) udf = openeo.UDF(code=udf_code, context=parameters) @@ -260,8 +265,4 @@ def apply_feature_extractor_local( assert len(output_cubes) == 1, "UDF should have only a single output cube." - return ( - output_cubes[0] - .get_array() - .assign_coords({"bands": feature_extractor_class().output_labels()}) - ) + return output_cubes[0].get_array().assign_coords({"bands": output_labels})

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Couchard Date: Wed, 7 Feb 2024 13:05:02 +0100 Subject: [PATCH 02/24] Updated manager/splitter --- src/openeo_gfmap/manager/job_manager.py | 36 ++++++++++++++++------- src/openeo_gfmap/manager/job_splitters.py | 8 ++--- tests/test_openeo_gfmap/test_managers.py | 4 +-- 3 files changed, 30 insertions(+), 18 deletions(-) diff --git a/src/openeo_gfmap/manager/job_manager.py b/src/openeo_gfmap/manager/job_manager.py index 4849343..a56a39d 100644 --- a/src/openeo_gfmap/manager/job_manager.py +++ b/src/openeo_gfmap/manager/job_manager.py @@ -4,6 +4,7 @@ import threading from enum import Enum from pathlib import Path +from tempfile import NamedTemporaryFile from typing import Callable, Union import pandas as pd @@ -26,6 +27,7 @@ class GFMAPJobManager(MultiBackendJobManager): def __init__( self, output_dir: Path, + output_path_generator: Callable, post_job_action: Callable, poll_sleep: int = 5, n_threads: int = 1, @@ -33,12 +35,15 @@ def __init__( ): self._output_dir = output_dir + self._downloaded_products = [] + # Setup the threads to work on the on_job_done and on_job_error methods self._finished_job_queue = queue.Queue() self._n_threads = n_threads self._threads = [] + self._output_path_gen = output_path_generator self._post_job_action = post_job_action self._post_job_params = post_job_params super().__init__(poll_sleep) @@ -129,14 +134,23 @@ def on_job_done(self, job: BatchJob, row: pd.Series): """Method called when a job finishes successfully. It will first download the results of the job and then call the `post_job_action` method. """ - output_folder = self._output_dir / row.job_id - output_folder.mkdir(parents=True, exist_ok=True) - for idx, asset in enumerate(job.results().get_assets()): - # file_name = f"{row.output_prefix}_{idx}.{asset.file_extension}" - asset.download(output_folder / asset.filename) + with NamedTemporaryFile(delete=False) as temp_file: + asset.download(temp_file.name) + output_path = self._output_path_gen( + self._output_dir, temp_file.name, idx, row + ) + # Make the output path + output_path.mkdir(parents=True, exist_ok=True) + # Move the temporary file to the final location + temp_file.rename(output_path) + # Add to the list of downloaded products + self._downloaded_products.append(output_path) + + # Call the post job action + self._post_job_action(job, row, self._post_job_params) - # TODO trigger post-job action and write STAC metadata + # TODO STAC metadata def run_jobs( self, df: pd.DataFrame, start_job: Callable, output_file: Union[str, Path] @@ -148,12 +162,12 @@ def run_jobs( df: pd.DataFrame The dataframe containing the jobs to be started. The dataframe expects the following columns: - * `output_folder`: Folder in which the results of the job will be stored. * `output_prefix`: Prefix to be used in the output files. * `file_extension`: Extension of the output files. + * `status`: Current status of the job, should be set to "created" initially. + * `description`: Description of the job, should be set to None initially. * `backend_name`: Name of the backend to use. - * `task_id`: ID of the task to be executed, will be used to retrieve geometry from - another dataset. + * Additional fields that will be used in your custom job creation function `start_job`. start_job: Callable Callable function that will take in argument the rows of each job and that will @@ -161,10 +175,10 @@ def run_jobs( output_file: Union[str, Path] The file to track the results of the jobs. """ - super(MultiBackendJobManager).run_jobs(df, start_job, output_file) - # Starts the thread pool to work on the on_job_done and on_job_error methods for _ in range(self._n_threads): thread = threading.Thread(target=self._post_job_worker) thread.start() self._threads.append(thread) + + super(MultiBackendJobManager).run_jobs(df, start_job, output_file) diff --git a/src/openeo_gfmap/manager/job_splitters.py b/src/openeo_gfmap/manager/job_splitters.py index 0b82cca..87dc061 100644 --- a/src/openeo_gfmap/manager/job_splitters.py +++ b/src/openeo_gfmap/manager/job_splitters.py @@ -12,10 +12,10 @@ def _resplit_group( ) -> List[gpd.GeoDataFrame]: """Performs re-splitting of a dataset of polygons in a list of datasets""" for i in range(0, len(polygons), max_points): - yield polygons.iloc[i : i + max_points] + yield polygons.iloc[i : i + max_points].reset_index(drop=True) -def split_job( +def split_job_hex( polygons: gpd.GeoDataFrame, max_points: int = 500, grid_resolution: int = 4 ) -> List[gpd.GeoDataFrame]: """Split a job into multiple jobs from the position of the polygons/points. The centroid of @@ -58,9 +58,7 @@ def split_job( for _, sub_gdf in polygons.groupby("h3index"): if len(sub_gdf) > max_points: # Performs another split - split_datasets.extend( - _resplit_group(sub_gdf, max_points).reset_index(drop=True) - ) + split_datasets.extend(_resplit_group(sub_gdf, max_points)) else: split_datasets.append(sub_gdf.reset_index(drop=True)) diff --git a/tests/test_openeo_gfmap/test_managers.py b/tests/test_openeo_gfmap/test_managers.py index 30c1cf6..5ed266b 100644 --- a/tests/test_openeo_gfmap/test_managers.py +++ b/tests/test_openeo_gfmap/test_managers.py @@ -3,7 +3,7 @@ import geopandas as gpd -from openeo_gfmap.manager.job_splitters import split_job +from openeo_gfmap.manager.job_splitters import split_job_hex def test_split_jobs(): @@ -13,7 +13,7 @@ def test_split_jobs(): dataset = gpd.read_file(dataset_path) # Split the dataset - split_dataset = split_job(dataset, max_points=500) + split_dataset = split_job_hex(dataset, max_points=500) # Check the number of splits assert len(split_dataset) > 1 From 97e31cb3028fbd962f27ae97c24a0bc0eed110ff Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Mon, 12 Feb 2024 09:47:28 +0100 Subject: [PATCH 03/24] Finished job manager and post-job actions --- src/openeo_gfmap/fetching/s2.py | 4 - src/openeo_gfmap/manager/job_manager.py | 164 ++++++++++++++++++------ 2 files changed, 123 insertions(+), 45 deletions(-) diff --git a/src/openeo_gfmap/fetching/s2.py b/src/openeo_gfmap/fetching/s2.py index de7e201..c9c7487 100644 --- a/src/openeo_gfmap/fetching/s2.py +++ b/src/openeo_gfmap/fetching/s2.py @@ -105,10 +105,6 @@ def s2_l2a_fetch_default( **params, ) - # Apply if the collection is a GeoJSON Feature collection - if isinstance(spatial_extent, GeoJSON): - cube = cube.filter_spatial(spatial_extent) - return cube return s2_l2a_fetch_default diff --git a/src/openeo_gfmap/manager/job_manager.py b/src/openeo_gfmap/manager/job_manager.py index a56a39d..1e3e409 100644 --- a/src/openeo_gfmap/manager/job_manager.py +++ b/src/openeo_gfmap/manager/job_manager.py @@ -1,11 +1,11 @@ import json -import logging import queue +import shutil import threading from enum import Enum from pathlib import Path from tempfile import NamedTemporaryFile -from typing import Callable, Union +from typing import Callable, Optional, Union import pandas as pd from openeo.extra.job_management import MultiBackendJobManager @@ -28,7 +28,7 @@ def __init__( self, output_dir: Path, output_path_generator: Callable, - post_job_action: Callable, + post_job_action: Optional[Callable], poll_sleep: int = 5, n_threads: int = 1, post_job_params: dict = {}, @@ -48,19 +48,33 @@ def __init__( self._post_job_params = post_job_params super().__init__(poll_sleep) + # Monkey patching the _normalize_df method to ensure we have no modification on the + # geometry column + MultiBackendJobManager._normalize_df = self._normalize_df + def _post_job_worker(self): """Checks which jobs are finished or failed and calls the `on_job_done` or `on_job_error` methods.""" while True: - status, job, row = self._finished_job_queue.get() - if status == PostJobStatus.ERROR: - self.on_job_error(job, row) - elif status == PostJobStatus.FINISHED: - self.on_job_done(job, row) - else: - raise ValueError(f"Unknown status: {status}") - self.on_job_done(job, row) - self.job_done_queue.task_done() + try: + status, job, row = self._finished_job_queue.get(timeout=1) + _log.debug( + f"Worker thread {threading.current_thread().name}: polled finished job with status {status}." + ) + if status == PostJobStatus.ERROR: + self.on_job_error(job, row) + elif status == PostJobStatus.FINISHED: + self.on_job_done(job, row) + else: + raise ValueError(f"Unknown status: {status}") + self._finished_job_queue.task_done() + except queue.Empty: + continue + except KeyboardInterrupt: + _log.debug( + f"Worker thread {threading.current_thread().name} interrupted." + ) + return def _update_statuses(self, df: pd.DataFrame): """Updates the statues of the jobs in the dataframe from the backend. If a job is finished @@ -69,15 +83,15 @@ def _update_statuses(self, df: pd.DataFrame): The method is executed every `poll_sleep` seconds. """ active = df[df.status.isin(["created", "queued", "running"])] - _log.info(f"Updating status. {len(active)} on {len(df)} active jobs...") + _log.debug(f"Updating status. {len(active)} on {len(df)} active jobs...") for idx, row in active.iterrows(): # Parses the backend from the csv connection = self._get_connection(row.backend_name) - job = connection.job(row.job_id) + job = connection.job(row.id) job_metadata = job.describe_job() - _log.log( - level=logging.DEBUG, - msg=f"Status of job {job.job_id} is {job_metadata} (on backend {row.backend_name}).", + job_status = job_metadata["status"] + _log.debug( + msg=f"Status of job {job.job_id} is {job_status} (on backend {row.backend_name}).", ) # Update the status if the job finished since last check @@ -89,7 +103,7 @@ def _update_statuses(self, df: pd.DataFrame): f"Job {job.job_id} finished successfully, queueing on_job_done..." ) self._finished_job_queue.put((PostJobStatus.FINISHED, job, row)) - df.loc[idx, "description"] = job_metadata["description"] + df.loc[idx, "costs"] = job_metadata["costs"] # Case in which it failed if (df.loc[idx, "status"] != "error") and ( @@ -99,12 +113,9 @@ def _update_statuses(self, df: pd.DataFrame): f"Job {job.job_id} finished with error, queueing on_job_error..." ) self._finished_job_queue.put((PostJobStatus.ERROR, job, row)) - df.loc[idx, "description"] = job_metadata["description"] + df.loc[idx, "costs"] = job_metadata["costs"] - df.loc[idx, "status"] = job_metadata["status"] - - # Additional parameters - self._update_status(job, row) + df.loc[idx, "status"] = job_status def on_job_error(self, job: BatchJob, row: pd.Series): """Method called when a job finishes with an error. @@ -119,14 +130,19 @@ def on_job_error(self, job: BatchJob, row: pd.Series): logs = job.logs() error_logs = [log for log in logs if log.level.lower() == "error"] - # TODO figure out how to handle output file structures. - # job_metadata = job.describe_job() - # title = job_metadata["title"] - output_file = "/temp/error.log" + job_metadata = job.describe_job() + title = job_metadata["title"] + job_id = job_metadata["id"] + + output_log_path = ( + Path(self._output_dir) / "failed_jobs" / f"{title}_{job_id}.log" + ) + output_log_path.parent.mkdir(parents=True, exist_ok=True) + if len(error_logs > 0): - Path(output_file).write_text(json.dumps(error_logs, indent=2)) + output_log_path.write_text(json.dumps(error_logs, indent=2)) else: - Path(output_file).write_text( + output_log_path.write_text( f"Couldn't find any error logs. Please check the error manually on job ID: {job.job_id}." ) @@ -134,24 +150,81 @@ def on_job_done(self, job: BatchJob, row: pd.Series): """Method called when a job finishes successfully. It will first download the results of the job and then call the `post_job_action` method. """ - for idx, asset in enumerate(job.results().get_assets()): - with NamedTemporaryFile(delete=False) as temp_file: + job_products = [] + for idx, asset in enumerate(job.get_results().get_assets()): + temp_file = NamedTemporaryFile(delete=False) + try: + _log.debug( + f"Downloading asset {asset.name} from job {job.job_id} -> {temp_file.name}" + ) asset.download(temp_file.name) + _log.debug( + f"Generating output path for asset {asset.name} from job {job.job_id}..." + ) output_path = self._output_path_gen( self._output_dir, temp_file.name, idx, row ) + _log.debug( + f"Generated path for asset {asset.name} from job {job.job_id} -> {output_path}" + ) # Make the output path - output_path.mkdir(parents=True, exist_ok=True) + output_path.parent.mkdir(parents=True, exist_ok=True) # Move the temporary file to the final location - temp_file.rename(output_path) + shutil.move(temp_file.name, output_path) # Add to the list of downloaded products - self._downloaded_products.append(output_path) + job_products.append(output_path) + _log.info( + f"Downloaded asset {asset.name} from job {job.job_id} -> {output_path}" + ) + except Exception as e: + _log.exception( + f"Error downloading asset {asset.name} from job {job.job_id}", e + ) + raise e + finally: + shutil.rmtree(temp_file.name, ignore_errors=True) # Call the post job action - self._post_job_action(job, row, self._post_job_params) + if self._post_job_action is not None: + _log.debug(f"Calling post job action for job {job.job_id}...") + job_products = self._post_job_action( + job_products, row, self._post_job_params + ) + + self._downloaded_products.extend(job_products) # TODO STAC metadata + _log.info(f"Job {job.job_id} and post job action finished successfully.") + + def _normalize_df(self, df: pd.DataFrame) -> pd.DataFrame: + """Ensure we have the required columns and the expected type for the geometry column. + + :param df: The dataframe to normalize. + :return: a new dataframe that is normalized. + """ + + # check for some required columns. + required_with_default = [ + ("status", "not_started"), + ("id", None), + ("start_time", None), + ("cpu", None), + ("memory", None), + ("duration", None), + ("backend_name", None), + ("description", None), + ("costs", None), + ] + new_columns = { + col: val for (col, val) in required_with_default if col not in df.columns + } + df = df.assign(**new_columns) + + _log.debug(f"Normalizing dataframe. Columns: {df.columns}") + + return df + def run_jobs( self, df: pd.DataFrame, start_job: Callable, output_file: Union[str, Path] ): @@ -162,12 +235,19 @@ def run_jobs( df: pd.DataFrame The dataframe containing the jobs to be started. The dataframe expects the following columns: - * `output_prefix`: Prefix to be used in the output files. - * `file_extension`: Extension of the output files. - * `status`: Current status of the job, should be set to "created" initially. - * `description`: Description of the job, should be set to None initially. * `backend_name`: Name of the backend to use. - * Additional fields that will be used in your custom job creation function `start_job`. + * Additional fields that will be used in your custom job creation function `start_job` + as well as in post-job actions and path generator. + + The following column names are RESERVED for the managed of the jobs, please do not + provide them in the input df: + + * `status`: Current status of the job. + * `id`: Job ID, used to access job information from the backend. + * `start_time`: The time at which the job was started. + * `cpu`: The amount of CPU used by the job. + * `memory`: The amount of memory used by the job. + * `duration`: The duration of the job. start_job: Callable Callable function that will take in argument the rows of each job and that will @@ -175,10 +255,12 @@ def run_jobs( output_file: Union[str, Path] The file to track the results of the jobs. """ + _log.info(f"Starting job manager using {self._n_threads} worker threads.") # Starts the thread pool to work on the on_job_done and on_job_error methods for _ in range(self._n_threads): thread = threading.Thread(target=self._post_job_worker) thread.start() self._threads.append(thread) - super(MultiBackendJobManager).run_jobs(df, start_job, output_file) + _log.info("Workers started, creating and running jobs.") + super().run_jobs(df, start_job, output_file) From eff07d2eecd755bc0f89be700a9c86a2a0f0a26e Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Mon, 12 Feb 2024 09:55:35 +0100 Subject: [PATCH 04/24] Fix! Blackified --- src/openeo_gfmap/fetching/commons.py | 3 +-- src/openeo_gfmap/fetching/s1.py | 4 +--- src/openeo_gfmap/preprocessing/compositing.py | 17 +++++++++++++---- src/openeo_gfmap/preprocessing/interpolation.py | 4 +++- src/openeo_gfmap/preprocessing/udf_rank.py | 5 +---- tests/test_openeo_gfmap/test_cloud_masking.py | 8 ++------ 6 files changed, 21 insertions(+), 20 deletions(-) diff --git a/src/openeo_gfmap/fetching/commons.py b/src/openeo_gfmap/fetching/commons.py index a589dc8..898c86d 100644 --- a/src/openeo_gfmap/fetching/commons.py +++ b/src/openeo_gfmap/fetching/commons.py @@ -128,8 +128,7 @@ def load_collection( pre_mask = params.get("pre_mask", None) if pre_mask is not None: assert isinstance(pre_mask, openeo.DataCube), ( - f"The 'pre_mask' parameter must be an openeo datacube, " - f"got {pre_mask}." + f"The 'pre_mask' parameter must be an openeo datacube, " f"got {pre_mask}." ) cube = cube.mask(pre_mask.resample_cube_spatial(cube)) diff --git a/src/openeo_gfmap/fetching/s1.py b/src/openeo_gfmap/fetching/s1.py index 4fcee4f..2f65079 100644 --- a/src/openeo_gfmap/fetching/s1.py +++ b/src/openeo_gfmap/fetching/s1.py @@ -113,9 +113,7 @@ def s1_grd_default_processor(cube: openeo.DataCube, **params): ) cube = resample_reproject( - cube, - params.get("target_resolution", 10.0), - params.get("target_crs", None) + cube, params.get("target_resolution", 10.0), params.get("target_crs", None) ) cube = rename_bands(cube, BASE_SENTINEL1_GRD_MAPPING) diff --git a/src/openeo_gfmap/preprocessing/compositing.py b/src/openeo_gfmap/preprocessing/compositing.py index 5f7eaf4..c3d743a 100644 --- a/src/openeo_gfmap/preprocessing/compositing.py +++ b/src/openeo_gfmap/preprocessing/compositing.py @@ -7,16 +7,25 @@ import openeo -def median_compositing(cube: openeo.DataCube, period: Union[str, list]) -> openeo.DataCube: +def median_compositing( + cube: openeo.DataCube, period: Union[str, list] +) -> openeo.DataCube: """Perfrom median compositing on the given datacube.""" if isinstance(period, str): - return cube.aggregate_temporal_period(period=period, reducer="median", dimension="t") + return cube.aggregate_temporal_period( + period=period, reducer="median", dimension="t" + ) elif isinstance(period, list): - return cube.aggregate_temporal(intervals=period, reducer="median", dimension="t") + return cube.aggregate_temporal( + intervals=period, reducer="median", dimension="t" + ) + def mean_compositing(cube: openeo.DataCube, period: str) -> openeo.DataCube: """Perfrom mean compositing on the given datacube.""" if isinstance(period, str): - return cube.aggregate_temporal_period(period=period, reducer="mean", dimension="t") + return cube.aggregate_temporal_period( + period=period, reducer="mean", dimension="t" + ) elif isinstance(period, list): return cube.aggregate_temporal(intervals=period, reducer="mean", dimension="t") diff --git a/src/openeo_gfmap/preprocessing/interpolation.py b/src/openeo_gfmap/preprocessing/interpolation.py index bffaa49..c404403 100644 --- a/src/openeo_gfmap/preprocessing/interpolation.py +++ b/src/openeo_gfmap/preprocessing/interpolation.py @@ -4,6 +4,8 @@ import openeo -def linear_interpolation(cube: openeo.DataCube,) -> openeo.DataCube: +def linear_interpolation( + cube: openeo.DataCube, +) -> openeo.DataCube: """Perform linear interpolation on the given datacube.""" return cube.apply_dimension(dimension="t", process="array_interpolate_linear") diff --git a/src/openeo_gfmap/preprocessing/udf_rank.py b/src/openeo_gfmap/preprocessing/udf_rank.py index b68dad1..7271b61 100644 --- a/src/openeo_gfmap/preprocessing/udf_rank.py +++ b/src/openeo_gfmap/preprocessing/udf_rank.py @@ -1,4 +1,3 @@ - import numpy as np import xarray as xr from openeo.udf import XarrayDataCube @@ -31,9 +30,7 @@ def select_maximum(score: xr.DataArray): # Convert YYYY-mm-dd to datetime64 objects time_bins = [np.datetime64(interval[0]) for interval in intervals] - rank_mask = bap_score.groupby_bins('t', bins=time_bins).map( - select_maximum - ) + rank_mask = bap_score.groupby_bins("t", bins=time_bins).map(select_maximum) else: raise ValueError("Period is not defined in the UDF. Cannot run it.") diff --git a/tests/test_openeo_gfmap/test_cloud_masking.py b/tests/test_openeo_gfmap/test_cloud_masking.py index e0c3db4..5a1f23d 100644 --- a/tests/test_openeo_gfmap/test_cloud_masking.py +++ b/tests/test_openeo_gfmap/test_cloud_masking.py @@ -124,12 +124,8 @@ def test_bap_quintad(backend: Backend): backend_context = BackendContext(backend=backend) # Additional parameters - fetching_parameters = { - "fetching_resolution": 10.0 - } - preprocessing_parameters = { - "apply_scl_dilation": True - } + fetching_parameters = {"fetching_resolution": 10.0} + preprocessing_parameters = {"apply_scl_dilation": True} # Fetch the datacube s2_extractor = build_sentinel2_l2a_extractor( From 16c9e20242863fcccdfb6bbdd8660b231dbbd500 Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Mon, 12 Feb 2024 11:02:37 +0100 Subject: [PATCH 05/24] One-liner mistake --- src/openeo_gfmap/manager/job_manager.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/openeo_gfmap/manager/job_manager.py b/src/openeo_gfmap/manager/job_manager.py index 1e3e409..d8051bf 100644 --- a/src/openeo_gfmap/manager/job_manager.py +++ b/src/openeo_gfmap/manager/job_manager.py @@ -139,7 +139,7 @@ def on_job_error(self, job: BatchJob, row: pd.Series): ) output_log_path.parent.mkdir(parents=True, exist_ok=True) - if len(error_logs > 0): + if len(error_logs) > 0: output_log_path.write_text(json.dumps(error_logs, indent=2)) else: output_log_path.write_text( From 44405de906f85aea6812da44127c178e9c533777 Mon Sep 17 00:00:00 2001 From: Darius Couchard Date: Mon, 12 Feb 2024 11:40:03 +0100 Subject: [PATCH 06/24] Added example notebook for the use of the pipeline --- .../S2_extraction_example.ipynb | 1233 +++++++++++++++++ 1 file changed, 1233 insertions(+) create mode 100644 examples/extraction_pipelines/S2_extraction_example.ipynb diff --git a/examples/extraction_pipelines/S2_extraction_example.ipynb b/examples/extraction_pipelines/S2_extraction_example.ipynb new file mode 100644 index 0000000..934a84a --- /dev/null +++ b/examples/extraction_pipelines/S2_extraction_example.ipynb @@ -0,0 +1,1233 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example of a GFMAP full-extraction pipeline\n", + "\n", + "Designing of GFMAP Job DataFrames and DataCube creators functions, as well as post job-actions.\n", + "\n", + "Those dataframe should be containing all the necessary infromation to run a job and know where to save it." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### First step: splitting the job\n", + "\n", + "Splitting the dataset of extraction in multiple job based on position is necessary to respect OpenEO limitations.\n", + "\n", + "This script performs a split with the H3 hexagonal grid, yielding a list of sub-geodataframes.\n", + "\n", + "A subtility here is that some polygons are not directly extracted (field with `extract=False`), but should be kept for post-job actions. This requirement is filled by removing sub-dataframes that do not contain any extractable polyons." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Configuring the logging for the openeo_gfmap package\n", + "from openeo_gfmap.manager import _log\n", + "import logging\n", + "\n", + "_log.setLevel(logging.DEBUG)\n", + "\n", + "stream_handler = logging.StreamHandler()\n", + "_log.addHandler(stream_handler)\n", + "\n", + "formatter = logging.Formatter('%(asctime)s|%(name)s|%(levelname)s: %(message)s')\n", + "stream_handler.setFormatter(formatter)\n", + "\n", + "# Exclude the other loggers from other libraries\n", + "class MyLoggerFilter(logging.Filter):\n", + " def filter(self, record):\n", + " return record.name == _log.name\n", + "\n", + "stream_handler.addFilter(MyLoggerFilter())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/data/users/Private/couchard/openeo-gfmap/src/openeo_gfmap/manager/job_splitters.py:53: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " polygons[\"h3index\"] = polygons.geometry.centroid.apply(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "137 jobs before filtering empty one (no extraction)\n", + "93 jobs after filtering empty one (no extraction)\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import geopandas as gpd\n", + "from openeo_gfmap.manager.job_splitters import split_job_hex\n", + "\n", + "base_df_path = Path('/vitodata/worldcereal/tmp/kristof/GFMAP/2021_EUR_DEMO_POLY_110.gpkg')\n", + "base_df = gpd.read_file(base_df_path)\n", + "# Splits the job using GFMAP\n", + "split_jobs = split_job_hex(\n", + " base_df, max_points=500, grid_resolution=4\n", + ")\n", + "\n", + "print(f'{len(split_jobs)} jobs before filtering empty one (no extraction)')\n", + "\n", + "# Remove the geometry where there are no points with the \"extract\" flag\n", + "split_jobs = [\n", + " job for job in split_jobs if job.extract.any()\n", + "]\n", + "print(f'{len(split_jobs)} jobs after filtering empty one (no extraction)')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Second step: creating a dataframe for the GFMAP Job Manager\n", + "\n", + "Implementing a function that yields a `pandas.DataFrame` where each row correponds to a job.\n", + "\n", + "The dataframe should contain the informations required by the GFMAP Job Manager, as well as additional information used by the datacube creation function and the post-job action function.\n", + "\n", + "The output dataframe should be savable as a .csv file.\n", + "\n", + "Note: the full information of a sub-geodataframe of polygons can be saved into a row of a `pandas.DataFrame` by storing it in a row as string implementing the `geojson.FeatureCollection` interface. To convert the `geopandas.GeoDataFrame` into a stirng, simply use the `.to_json()` function." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "

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