From d6a84b1ac77b54dc587c8d5fa90794833954528e Mon Sep 17 00:00:00 2001 From: Shashank Reddy Boyapally Date: Tue, 1 Oct 2024 00:42:50 -0500 Subject: [PATCH 1/4] added telco support Signed-off-by: Shashank Reddy Boyapally --- orion.py | 8 +- output_aws-small-scale-cluster-density-v2.txt | 26 ++++ pkg/algorithms/edivisive/edivisive.py | 7 +- pkg/runTest.py | 49 ++++--- pkg/utils.py | 131 ++++++++++++++++-- 5 files changed, 189 insertions(+), 32 deletions(-) create mode 100644 output_aws-small-scale-cluster-density-v2.txt diff --git a/orion.py b/orion.py index 2a66e66..0b398d9 100644 --- a/orion.py +++ b/orion.py @@ -3,6 +3,7 @@ """ # pylint: disable = import-error, line-too-long, no-member +import asyncio import logging import sys import warnings @@ -116,6 +117,11 @@ def cli(max_content_width=120): # pylint: disable=unused-argument @click.option("--node-count", default=False, help="Match any node iterations count") @click.option("--lookback-size", type=int, default=10000, help="Maximum number of entries to be looked back") def cmd_analysis(**kwargs): + """Dummy function for asyncio + """ + asyncio.run(_cmd_analysis_async(**kwargs)) + +async def _cmd_analysis_async(**kwargs): """ Orion runs on command line mode, and helps in detecting regressions """ @@ -123,7 +129,7 @@ def cmd_analysis(**kwargs): logger_instance = SingletonLogger(debug=level, name="Orion") logger_instance.info("🏹 Starting Orion in command-line mode") kwargs["configMap"] = load_config(kwargs["config"]) - output, regression_flag = run(**kwargs) + output, regression_flag = await run(**kwargs) if output is None: logger_instance.error("Terminating test") sys.exit(0) diff --git a/output_aws-small-scale-cluster-density-v2.txt b/output_aws-small-scale-cluster-density-v2.txt new file mode 100644 index 0000000..b778b4e --- /dev/null +++ b/output_aws-small-scale-cluster-density-v2.txt @@ -0,0 +1,26 @@ +time uuid total_cpu os_daemon +------------------------- ------------------------------------ ----------- ----------- +2024-09-01 09:45:59 +0000 14da4d9c-b0f5-4230-98c0-d9e096508dd0 0.511546 0.0946667 +2024-09-02 10:42:47 +0000 4bb33108-8ed0-4ae6-9b49-9fde0c0b4fd1 0.579733 0.178 +2024-09-04 16:24:34 +0000 637a8804-333c-4976-b4cf-5423702a2a61 0.673504 0.194667 +2024-09-08 09:33:58 +0000 d810faf2-2c93-49be-b6d8-20f3201ca58f 0.484272 0.088 +2024-09-08 11:01:36 +0000 ee43117d-c710-4657-865b-c9af14d876fa 0.586345 0.121333 +2024-09-09 10:50:10 +0000 0870b8fa-5f22-4d4f-bde2-4f42043a78c0 0.572865 0.138 +2024-09-12 14:05:24 +0000 d85c2bc1-328b-42c4-8fc5-c6f3fcc9ff7f 0.572865 0.138 +2024-09-12 14:06:53 +0000 40e83e58-aaa1-4ec2-bfaa-da90dd9a8ed0 0.572865 0.138 +2024-09-12 14:08:39 +0000 53155341-89c6-4f20-a0d2-e10221b351f6 0.572865 0.138 +2024-09-12 14:12:48 +0000 e98e01b1-a426-4935-bb55-7e3392c00778 0.572865 0.138 +2024-09-12 14:32:23 +0000 fb52cec9-cb44-4e61-91b5-d7aa073c6ce1 0.572865 0.138 +2024-09-12 15:06:57 +0000 7ccd05b7-74df-47df-980f-6f4fbc8b7e1c 0.572865 0.138 +2024-09-12 15:11:31 +0000 32edfa2f-5965-4974-afd4-6cf44b2401a6 0.572865 0.138 +2024-09-12 16:50:53 +0000 6c493ed2-5eba-4ebc-986f-89da35974ca3 0.572865 0.138 +2024-09-12 16:53:54 +0000 9fddd8d3-55a7-4a90-bc5f-e33d329fa74b 0.572865 0.138 +2024-09-12 21:20:30 +0000 967cc3cc-d8d1-407d-a995-ee6f6500ed3b 0.594241 0.146667 +2024-09-15 09:41:52 +0000 ccdd9a09-d68b-41e3-82fa-b5e927e149db 0.481645 0.0913333 +2024-09-15 11:03:26 +0000 fc38367b-3951-4b5f-9579-07a6177efad5 0.640491 0.161333 +2024-09-16 11:01:18 +0000 9abd0b68-f0ee-41ab-b4c8-b7aa75726add 0.555351 0.159333 +2024-09-24 03:56:58 +0000 be47580e-1a72-4e03-a509-7f918568f1b5 0.597396 0.121333 +2024-09-28 05:20:42 +0000 0c49f237-7cc7-41c9-b58c-13efbf962a55 0.567658 0.094 +2024-09-29 10:03:24 +0000 ce12a265-0b69-4bc3-92cc-2772c6bb0171 0.554108 0.144 +2024-09-29 11:21:35 +0000 cfadb284-22b8-4673-a918-8aa75c57c2ef 0.593514 0.132 +2024-09-30 11:10:27 +0000 1373cc13-535f-4aa2-ac31-40d64d66fa99 0.625041 0.195333 \ No newline at end of file diff --git a/pkg/algorithms/edivisive/edivisive.py b/pkg/algorithms/edivisive/edivisive.py index 5d2143a..030ba7e 100644 --- a/pkg/algorithms/edivisive/edivisive.py +++ b/pkg/algorithms/edivisive/edivisive.py @@ -15,7 +15,12 @@ class EDivisive(Algorithm): def _analyze(self): self.dataframe["timestamp"] = pd.to_datetime(self.dataframe["timestamp"]) - self.dataframe["timestamp"] = self.dataframe["timestamp"].astype(int) // 10**9 + self.dataframe["timestamp"] = self.dataframe["timestamp"].astype(int) + first_timestamp = self.dataframe["timestamp"].dropna().iloc[0] + if first_timestamp > 1_000_000_000_000: + self.dataframe["timestamp"] = self.dataframe["timestamp"].astype('int64') // 10**9 + else: + self.dataframe["timestamp"] = self.dataframe["timestamp"].astype('int64') series= self.setup_series() change_points_by_metric = series.analyze().change_points diff --git a/pkg/runTest.py b/pkg/runTest.py index 990bfde..b48682b 100644 --- a/pkg/runTest.py +++ b/pkg/runTest.py @@ -4,10 +4,11 @@ import sys from typing import Any, Dict from fmatch.matcher import Matcher +from fmatch.splunk_matcher import SplunkMatcher from fmatch.logrus import SingletonLogger from pkg.algorithms import AlgorithmFactory import pkg.constants as cnsts -from pkg.utils import get_datasource, process_test, get_subtracted_timestamp +from pkg.utils import get_datasource, process_test, get_subtracted_timestamp, process_splunk_test def get_algorithm_type(kwargs): """Switch Case of getting algorithm name @@ -28,7 +29,7 @@ def get_algorithm_type(kwargs): algorithm_name = None return algorithm_name -def run(**kwargs: dict[str, Any]) -> dict[str, Any]: #pylint: disable = R0914 +async def run(**kwargs: dict[str, Any]) -> dict[str, Any]: #pylint: disable = R0914 """run method to start the tests Args: @@ -45,22 +46,38 @@ def run(**kwargs: dict[str, Any]) -> dict[str, Any]: #pylint: disable = R0914 datasource = get_datasource(config_map) result_output = {} regression_flag = False + fingerprint_matched_df, metrics_config = None, None for test in config_map["tests"]: # Create fingerprint Matcher - matcher = Matcher( - index=test["index"], - level=logger_instance.level, - ES_URL=datasource, - verify_certs=False, - ) - start_timestamp = get_start_timestamp(kwargs) - - fingerprint_matched_df, metrics_config = process_test( - test, - matcher, - kwargs, - start_timestamp, - ) + if datasource["type"] == "elasticsearch": + matcher = Matcher( + index=test["index"], + level=logger_instance.level, + ES_URL=datasource["ES_SERVER"], + verify_certs=False, + ) + start_timestamp = get_start_timestamp(kwargs) + fingerprint_matched_df, metrics_config = process_test( + test, + matcher, + kwargs, + start_timestamp, + ) + elif datasource["type"] == "splunk": + matcher = SplunkMatcher( + host= datasource.get("host"), + port= datasource.get("port"), + username= datasource.get("username"), + password= datasource.get("password"), + indice=datasource.get("indice") + ) + start_timestamp = get_start_timestamp(kwargs) + fingerprint_matched_df, metrics_config = await process_splunk_test( + test, + matcher, + kwargs, + start_timestamp, + ) if fingerprint_matched_df is None: sys.exit(3) # No data present diff --git a/pkg/utils.py b/pkg/utils.py index 94cf457..3b9a3f6 100644 --- a/pkg/utils.py +++ b/pkg/utils.py @@ -9,13 +9,15 @@ import os import re import sys +import uuid import xml.etree.ElementTree as ET import xml.dom.minidom from datetime import datetime, timedelta, timezone from typing import List, Any, Dict, Tuple -from tabulate import tabulate +from fmatch.splunk_matcher import SplunkMatcher from fmatch.matcher import Matcher from fmatch.logrus import SingletonLogger +from tabulate import tabulate import pandas as pd import pyshorteners @@ -69,6 +71,65 @@ def get_metric_data( ) return dataframe_list, metrics_config +def get_splunk_metrics(data: dict, metrics: dict) -> Tuple[pd.DataFrame, dict]: + """gets metrics from splunk data + + Args: + data (dict): data with all the metrics + metrics (dict): metrics needed to extracted + + Returns: + Tuple[pd.DataFrame, dict]: _description_ + """ + logger_instance = SingletonLogger.getLogger("Orion") + dataframe_rows = [] + metrics_config = {} + + for record in data: + timestamp = int(record["timestamp"]) + record = record["data"] + record_uuid = uuid.uuid4() + row_data = { + "uuid": record_uuid, + "timestamp": timestamp + } + + for metric in metrics: + metric_name = metric["name"] + metric_value_field = metric["metric_of_interest"] + metric_value = get_nested_value(record, metric_value_field) + row_data[metric_name] = metric_value + metrics_config[metric_name] = metric + + dataframe_rows.append(row_data) + + df = pd.DataFrame(dataframe_rows) + df.dropna(inplace=True) + df.sort_values(by="timestamp", inplace=True) + df.reset_index(drop=True, inplace=True) + + logger_instance.info(f"Generated DataFrame with {len(df)} rows") + return df, metrics_config + +def get_nested_value(record, keys, default=None): + """Recursively traverse a nested dictionary/list to get a value based on dot-separated keys.""" + keys = keys.split(".") + for key in keys: + if isinstance(record, dict): + record = record.get(key, default) + elif isinstance(record, list): + # For lists, we assume the user wants to filter based on some condition + key_parts = key.split("==") + if len(key_parts) == 2: + filter_key, filter_value = key_parts[0], key_parts[1].strip('"') + # Look for a matching dict in the list + record = next((item for item in record if item.get(filter_key) == filter_value), default) + else: + return default # Key format is incorrect, return default + else: + return default # If it's neither dict nor list, return default + return record + def process_aggregation_metric( uuids: List[str], index: str, metric: Dict[str, Any], match: Matcher ) -> pd.DataFrame: @@ -124,15 +185,11 @@ def extract_metadata_from_test(test: Dict[str, Any]) -> Dict[Any, Any]: """ logger_instance = SingletonLogger.getLogger("Orion") metadata = test["metadata"] - metadata["ocpVersion"] = str(metadata["ocpVersion"]) + metadata = {key: str(value) for key, value in metadata.items()} logger_instance.debug("metadata" + str(metadata)) return metadata - - - - -def get_datasource(data: Dict[Any, Any]) -> str: +def get_datasource(data: Dict[Any, Any]) -> dict: """Gets es url from config or env Args: @@ -143,11 +200,24 @@ def get_datasource(data: Dict[Any, Any]) -> str: str: es url """ logger_instance = SingletonLogger.getLogger("Orion") - if "ES_SERVER" in data.keys(): - return data["ES_SERVER"] - if "ES_SERVER" in os.environ: - return os.environ.get("ES_SERVER") - logger_instance.error("ES_SERVER environment variable/config variable not set") + if data["datasource"]["type"].lower() == "splunk": + datasource = data["datasource"] + datasource_config = {"host": os.environ.get("SPLUNK_HOST", datasource.get("host","")), + "port": os.environ.get("SPLUNK_PORT", datasource.get("port","")), + "username": os.environ.get("SPLUNK_USERNAME", datasource.get("username","")), + "password": os.environ.get("SPLUNK_PASSWORD", datasource.get("password","")), + "indice": os.environ.get("SPLUNK_INDICE", datasource.get("indice",""))} + datasource.update(datasource_config) + return datasource + if data["datasource"]["type"].lower() == "elasticsearch": + if "ES_SERVER" in data["datasource"].keys(): + return data["datasource"] + if "ES_SERVER" in os.environ: + datasource = data["datasource"] + datasource.update({"ES_SERVER":os.environ.get("ES_SERVER")}) + return datasource + + logger_instance.error("Datasurce variable/config variable not set") sys.exit(1) @@ -271,6 +341,39 @@ def process_test( match.save_results(merged_df, csv_file_path=output_file_path) return merged_df, metrics_config +async def process_splunk_test( + test: Dict[str, Any], + match: SplunkMatcher, + options: Dict[str, Any], # pylint: disable = W0613 + start_timestamp: datetime, +) -> Tuple[pd.DataFrame, Dict[str, Any]]: + """processing splunk data + + Args: + test (Dict[str, Any]): splunk test + match (SplunkMatcher): splunk matcher + options (Dict[str, Any]): options for further use + + Returns: + Tuple[pd.DataFrame, Dict[str, Any]]: _description_ + """ + + logger = SingletonLogger.getLogger("Orion") + logger.info("The test %s has started", test["name"]) + metadata = extract_metadata_from_test(test) + start_timestamp = datetime.strptime(start_timestamp, '%Y-%m-%d %H:%M:%S') if start_timestamp else datetime.now() - timedelta(days=30) + searchList = ' AND '.join([f'{key}="{value}"' for key, value in metadata.items()]) + query = { + "earliest_time": f"{start_timestamp.strftime('%Y-%m-%d')}T00:00:00", + "latest_time": f"{datetime.now().strftime('%Y-%m-%d')}T23:59:59", + "output_mode": "json" + } + data = await match.query(query=query, searchList=searchList, max_results=10000) + metrics = test["metrics"] + dataframe_list, metrics_config = get_splunk_metrics(data, metrics) + + return dataframe_list, metrics_config + def shorten_url(shortener: any, uuids: str) -> str: """Shorten url if there is a list of buildUrls @@ -287,7 +390,7 @@ def shorten_url(shortener: any, uuids: str) -> str: short_url = ','.join(short_url_list) return short_url -def get_metadata_with_uuid(uuid: str, match: Matcher) -> Dict[Any, Any]: +def get_metadata_with_uuid(uuid_gen: str, match: Matcher) -> Dict[Any, Any]: """Gets metadata of the run from each test Args: @@ -299,7 +402,7 @@ def get_metadata_with_uuid(uuid: str, match: Matcher) -> Dict[Any, Any]: dict: dictionary of the metadata """ logger_instance = SingletonLogger.getLogger("Orion") - test = match.get_metadata_by_uuid(uuid) + test = match.get_metadata_by_uuid(uuid_gen) metadata = { "platform": "", "clusterType": "", From 9cb018cb7c9c78999004438033565a3fcf18c32e Mon Sep 17 00:00:00 2001 From: Shashank Reddy Boyapally Date: Tue, 1 Oct 2024 00:45:45 -0500 Subject: [PATCH 2/4] added telco example Signed-off-by: Shashank Reddy Boyapally --- examples/telco-cpu-util.yaml | 13 +++++++++++++ 1 file changed, 13 insertions(+) create mode 100644 examples/telco-cpu-util.yaml diff --git a/examples/telco-cpu-util.yaml b/examples/telco-cpu-util.yaml new file mode 100644 index 0000000..775e6a3 --- /dev/null +++ b/examples/telco-cpu-util.yaml @@ -0,0 +1,13 @@ +datasource: + type: splunk +tests : + - name : telco_cpu_util_test + metadata: + test_type: cpu_util + + metrics : + - name: total_cpu + metric_of_interest: scenarios.scenario_name==idle.types.type_name==total.max_cpu + + - name : os_daemon + metric_of_interest: scenarios.scenario_name==idle.types.type_name==os_daemon.max_cpu From 9c6785c2de1e970c28154b21c95ec80a7f24dcf9 Mon Sep 17 00:00:00 2001 From: Shashank Reddy Boyapally Date: Mon, 7 Oct 2024 18:05:18 -0400 Subject: [PATCH 3/4] refactored Signed-off-by: Shashank Reddy Boyapally --- configs/small-scale-cluster-density.yaml | 2 + configs/small-scale-node-density-cni.yaml | 2 + configs/trt-payload-cluster-density.yaml | 2 + .../label-small-scale-cluster-density.yaml | 2 + examples/payload-scale-415.yaml | 2 + examples/payload-scale-416.yaml | 2 + examples/readout-control-plane-cdv2.yaml | 2 + .../readout-control-plane-node-density.yaml | 2 + examples/readout-netperf-tcp.yaml | 2 + examples/small-scale-cluster-density.yaml | 2 + examples/small-scale-node-density-cni.yaml | 2 + examples/telco-cpu-util.yaml | 3 +- .../trt-external-payload-cluster-density.yaml | 2 + examples/trt-external-payload-crd-scale.yaml | 2 + .../trt-external-payload-node-density.yaml | 2 + examples/trt-payload-cluster-density.yaml | 2 + output_aws-small-scale-cluster-density-v2.txt | 46 +- output_payload-cluster-density-v2.txt | 2382 +++++++++++++++++ output_telco_cpu_util_test.txt | 28 + pkg/algorithms/algorithm.py | 7 +- pkg/algorithms/edivisive/edivisive.py | 4 +- pkg/datasources/__init__.py | 7 + pkg/datasources/datasource.py | 28 + pkg/datasources/datasourceFactory.py | 51 + pkg/datasources/perfscale/__init__.py | 4 + pkg/datasources/perfscale/perfscale.py | 326 +++ pkg/datasources/telco/__init__.py | 4 + pkg/datasources/telco/telco.py | 165 ++ pkg/runTest.py | 74 +- pkg/utils.py | 363 +-- 30 files changed, 3093 insertions(+), 429 deletions(-) create mode 100644 output_payload-cluster-density-v2.txt create mode 100644 output_telco_cpu_util_test.txt create mode 100644 pkg/datasources/__init__.py create mode 100644 pkg/datasources/datasource.py create mode 100644 pkg/datasources/datasourceFactory.py create mode 100644 pkg/datasources/perfscale/__init__.py create mode 100644 pkg/datasources/perfscale/perfscale.py create mode 100644 pkg/datasources/telco/__init__.py create mode 100644 pkg/datasources/telco/telco.py diff --git a/configs/small-scale-cluster-density.yaml b/configs/small-scale-cluster-density.yaml index 63646b2..0be784a 100644 --- a/configs/small-scale-cluster-density.yaml +++ b/configs/small-scale-cluster-density.yaml @@ -1,4 +1,6 @@ # This is a template file +datasource: + type: perfscale tests : - name : aws-small-scale-cluster-density-v2 index: ospst-perf-scale-ci-* diff --git a/configs/small-scale-node-density-cni.yaml b/configs/small-scale-node-density-cni.yaml index 48e3622..c2d88d0 100644 --- a/configs/small-scale-node-density-cni.yaml +++ b/configs/small-scale-node-density-cni.yaml @@ -1,4 +1,6 @@ # This is a template file +datasource: + type: perfscale tests : - name : aws-small-scale-node-density-cni index: ospst-perf-scale-ci-* diff --git a/configs/trt-payload-cluster-density.yaml b/configs/trt-payload-cluster-density.yaml index f161bc4..4810ece 100644 --- a/configs/trt-payload-cluster-density.yaml +++ b/configs/trt-payload-cluster-density.yaml @@ -1,3 +1,5 @@ +datasource: + type: perfscale tests : - name : payload-cluster-density-v2 index: ospst-perf-scale-ci-* diff --git a/examples/label-small-scale-cluster-density.yaml b/examples/label-small-scale-cluster-density.yaml index 13b69fd..85459e9 100644 --- a/examples/label-small-scale-cluster-density.yaml +++ b/examples/label-small-scale-cluster-density.yaml @@ -1,3 +1,5 @@ +datasource: + type: perfscale tests : - name : small-scale-cluster-density-v2 index: {{ es_metadata_index }} diff --git a/examples/payload-scale-415.yaml b/examples/payload-scale-415.yaml index 7d65d3e..f79237c 100644 --- a/examples/payload-scale-415.yaml +++ b/examples/payload-scale-415.yaml @@ -1,3 +1,5 @@ +datasource: + type: perfscale tests : - name : aws-small-scale-cluster-density-v2 index: {{ es_metadata_index }} diff --git a/examples/payload-scale-416.yaml b/examples/payload-scale-416.yaml index 5adb728..e2e4674 100644 --- a/examples/payload-scale-416.yaml +++ b/examples/payload-scale-416.yaml @@ -1,3 +1,5 @@ +datasource: + type: perfscale tests : - name : aws-small-scale-cluster-density-v2 index: {{ es_metadata_index }} diff --git a/examples/readout-control-plane-cdv2.yaml b/examples/readout-control-plane-cdv2.yaml index 8d52bee..8eb7b7d 100644 --- a/examples/readout-control-plane-cdv2.yaml +++ b/examples/readout-control-plane-cdv2.yaml @@ -1,3 +1,5 @@ +datasource: + type: perfscale tests : - name : cluster-density-v2-24nodes index: {{ es_metadata_index }} diff --git a/examples/readout-control-plane-node-density.yaml b/examples/readout-control-plane-node-density.yaml index e7a73b3..d760850 100644 --- a/examples/readout-control-plane-node-density.yaml +++ b/examples/readout-control-plane-node-density.yaml @@ -1,3 +1,5 @@ +datasource: + type: perfscale tests : - name : node-density-heavy-24nodes index: {{ es_metadata_index }} diff --git a/examples/readout-netperf-tcp.yaml b/examples/readout-netperf-tcp.yaml index db70044..5812516 100644 --- a/examples/readout-netperf-tcp.yaml +++ b/examples/readout-netperf-tcp.yaml @@ -1,3 +1,5 @@ +datasource: + type: perfscale tests : - name : k8s-netperf-tcp index: {{ es_metadata_index }} diff --git a/examples/small-scale-cluster-density.yaml b/examples/small-scale-cluster-density.yaml index 2cb7d4a..acb1c4c 100644 --- a/examples/small-scale-cluster-density.yaml +++ b/examples/small-scale-cluster-density.yaml @@ -1,3 +1,5 @@ +datasource: + type: perfscale tests : - name : aws-small-scale-cluster-density-v2 index: {{ es_metadata_index }} diff --git a/examples/small-scale-node-density-cni.yaml b/examples/small-scale-node-density-cni.yaml index e45119d..009fbc7 100644 --- a/examples/small-scale-node-density-cni.yaml +++ b/examples/small-scale-node-density-cni.yaml @@ -1,3 +1,5 @@ +datasource: + type: perfscale tests : - name : aws-small-scale-node-density-cni index: {{ es_metadata_index }} diff --git a/examples/telco-cpu-util.yaml b/examples/telco-cpu-util.yaml index 775e6a3..e604d7e 100644 --- a/examples/telco-cpu-util.yaml +++ b/examples/telco-cpu-util.yaml @@ -1,9 +1,10 @@ datasource: - type: splunk + type: telco tests : - name : telco_cpu_util_test metadata: test_type: cpu_util + ocp_version: 4.17 metrics : - name: total_cpu diff --git a/examples/trt-external-payload-cluster-density.yaml b/examples/trt-external-payload-cluster-density.yaml index 613c604..ec885b8 100644 --- a/examples/trt-external-payload-cluster-density.yaml +++ b/examples/trt-external-payload-cluster-density.yaml @@ -1,3 +1,5 @@ +datasource: + type: perfscale tests : - name : payload-cluster-density-v2 index: {{ es_metadata_index }} diff --git a/examples/trt-external-payload-crd-scale.yaml b/examples/trt-external-payload-crd-scale.yaml index b065b4d..74e662e 100644 --- a/examples/trt-external-payload-crd-scale.yaml +++ b/examples/trt-external-payload-crd-scale.yaml @@ -1,3 +1,5 @@ +datasource: + type: perfscale tests : - name : payload-crd-scale index: {{ es_metadata_index }} diff --git a/examples/trt-external-payload-node-density.yaml b/examples/trt-external-payload-node-density.yaml index 700d9d9..cff3824 100644 --- a/examples/trt-external-payload-node-density.yaml +++ b/examples/trt-external-payload-node-density.yaml @@ -1,3 +1,5 @@ +datasource: + type: perfscale tests : - name : payload-node-density index: {{ es_metadata_index }} diff --git a/examples/trt-payload-cluster-density.yaml b/examples/trt-payload-cluster-density.yaml index 192a7f0..9ea02f6 100644 --- a/examples/trt-payload-cluster-density.yaml +++ b/examples/trt-payload-cluster-density.yaml @@ -1,3 +1,5 @@ +datasource: + type: perfscale tests : - name : payload-cluster-density-v2 index: {{ es_metadata_index }} diff --git a/output_aws-small-scale-cluster-density-v2.txt b/output_aws-small-scale-cluster-density-v2.txt index b778b4e..abc86f3 100644 --- a/output_aws-small-scale-cluster-density-v2.txt +++ b/output_aws-small-scale-cluster-density-v2.txt @@ -1,26 +1,24 @@ time uuid total_cpu os_daemon ------------------------- ------------------------------------ ----------- ----------- -2024-09-01 09:45:59 +0000 14da4d9c-b0f5-4230-98c0-d9e096508dd0 0.511546 0.0946667 -2024-09-02 10:42:47 +0000 4bb33108-8ed0-4ae6-9b49-9fde0c0b4fd1 0.579733 0.178 -2024-09-04 16:24:34 +0000 637a8804-333c-4976-b4cf-5423702a2a61 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26673741-44e2-4f42-acbf-21a3e306a500 0.572865 0.138 +2024-09-12 14:06:53 +0000 575cebdd-fb95-4d84-b6fa-59a35841a546 0.572865 0.138 +2024-09-12 14:08:39 +0000 82f74ece-e20b-4710-89d2-6062cd9e962c 0.572865 0.138 +2024-09-12 14:12:48 +0000 ae1e8a9d-ee0a-4e58-a019-76b50942666f 0.572865 0.138 +2024-09-12 14:32:23 +0000 33a8223b-4364-4fbe-8b32-81baebaa8b47 0.572865 0.138 +2024-09-12 15:06:57 +0000 44bb2eac-0ee6-48c5-a8e3-42ceffd5fe27 0.572865 0.138 +2024-09-12 15:11:31 +0000 38f78f63-6754-4565-96f6-4c552ee568fb 0.572865 0.138 +2024-09-12 16:50:53 +0000 3a155cfb-14f2-4d62-8799-78a826f53791 0.572865 0.138 +2024-09-12 16:53:54 +0000 85e8a2d7-be99-49b4-91a2-2a09cd5ab2c2 0.572865 0.138 +2024-09-12 21:20:30 +0000 7243b987-be5d-49e9-9f02-c6cd156043f8 0.594241 0.146667 +2024-09-15 09:41:52 +0000 b943dc95-14cb-4375-9b69-49123e1da97a 0.481645 0.0913333 +2024-09-15 11:03:26 +0000 3bb70869-eac6-49b8-99c7-8a409994d7e7 0.640491 0.161333 +2024-09-16 11:01:18 +0000 7a221281-8056-4deb-a91c-c52ede9f67ff 0.555351 0.159333 +2024-09-24 03:56:58 +0000 3cfefcd0-c79f-4b1c-b2f7-101e49031f00 0.597396 0.121333 +2024-09-28 05:20:42 +0000 d40001f3-7f98-4fcf-838c-94e440dce9c1 0.567658 0.094 +2024-09-29 10:03:24 +0000 3a7673b1-ecff-493f-b763-445261997ad2 0.554108 0.144 +2024-09-29 11:21:35 +0000 f4ca17d2-a87e-4d2a-9c1e-3d635190bc7a 0.593514 0.132 +2024-09-30 11:10:27 +0000 a0d4865c-4c56-4e95-bf9a-9d2600566f1d 0.625041 0.195333 +2024-10-01 12:02:40 +0000 8703bb88-5c3c-4caf-8958-a607bba6cf77 0.652305 0.122667 \ No newline at end of file diff --git a/output_payload-cluster-density-v2.txt b/output_payload-cluster-density-v2.txt new file mode 100644 index 0000000..03b8d06 --- /dev/null +++ b/output_payload-cluster-density-v2.txt @@ -0,0 +1,2382 @@ + + + + + + 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https://prow.ci.openshift.org/view/gs/origin-ci-test/logs/periodic-ci-openshift-qe-ocp-qe-perfscale-ci-main-aws-4.16-nightly-x86-payload-control-plane-6nodes/1842832565698826240 | 27.0241 | False | 0 | +| 581 | 5be84bff-5a77-462a-9969-6ee42eb75cd6 | 2024-10-06T14:55:22Z | https://prow.ci.openshift.org/view/gs/origin-ci-test/logs/periodic-ci-openshift-qe-ocp-qe-perfscale-ci-main-aws-4.16-nightly-x86-payload-control-plane-6nodes/1842911539821023232 | 26.2296 | False | 0 | +| 582 | 2988df3f-2177-443d-82cf-b3d9f7b43aaf | 2024-10-06T21:05:33Z | https://prow.ci.openshift.org/view/gs/origin-ci-test/logs/periodic-ci-openshift-qe-ocp-qe-perfscale-ci-main-aws-4.16-nightly-x86-payload-control-plane-6nodes/1843009726405677056 | 26.4689 | False | 0 | +| 583 | d86c7050-4546-4c64-9a98-af0c03b21e51 | 2024-10-07T04:19:53Z | https://prow.ci.openshift.org/view/gs/origin-ci-test/logs/periodic-ci-openshift-qe-ocp-qe-perfscale-ci-main-aws-4.16-nightly-x86-payload-control-plane-6nodes/1843117881332600832 | 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b/output_telco_cpu_util_test.txt new file mode 100644 index 0000000..3b49758 --- /dev/null +++ b/output_telco_cpu_util_test.txt @@ -0,0 +1,28 @@ + + + + + ++----+--------------------------------------+----------------------+------------------------------+-------------+------------------+---------------------+ +| | uuid | timestamp | buildUrl | total_cpu | is_changepoint | percentage_change | +|----+--------------------------------------+----------------------+------------------------------+-------------+------------------+---------------------| +| 0 | ff28201c-3b73-c65e-2169-0645c9d68c2f | 2024-09-08T09:33:58Z | https://placeholder.com/1350 | 0.484272 | False | 0 | +| 1 | 2558dbab-ec77-ba3d-32b3-9306d256e8ea | 2024-09-12T14:05:24Z | https://placeholder.com/1357 | 0.572865 | True | 18.7354 | -- changepoint +| 2 | f4484f00-a13c-41ca-9119-381260062e6f | 2024-09-12T14:06:53Z | https://placeholder.com/1357 | 0.572865 | False | 0 | +| 3 | 8b9c7ba6-8447-65b3-89ca-a6842cc8d5e7 | 2024-09-12T14:08:39Z | https://placeholder.com/1357 | 0.572865 | False | 0 | +| 4 | f0065f63-2543-de82-1818-8b25b70c2c29 | 2024-09-12T14:12:48Z | https://placeholder.com/1357 | 0.572865 | False | 0 | +| 5 | 56814eb4-07ec-06a8-6227-1480f882e258 | 2024-09-12T14:32:23Z | https://placeholder.com/1357 | 0.572865 | False | 0 | +| 6 | 179004d2-de86-5920-a30f-02f4d96642a9 | 2024-09-12T15:06:57Z | https://placeholder.com/1357 | 0.572865 | False | 0 | +| 7 | 7ac54f43-4852-74dc-998d-9f2a693cf0a6 | 2024-09-12T15:11:31Z | https://placeholder.com/1357 | 0.572865 | False | 0 | +| 8 | 42f90750-025d-8664-f9d8-7aa4dd9e0185 | 2024-09-12T16:50:53Z | https://placeholder.com/1357 | 0.572865 | False | 0 | +| 9 | 1a377473-94e8-6fa0-7b7f-6dadd36c5164 | 2024-09-12T16:53:54Z | https://placeholder.com/1357 | 0.572865 | False | 0 | +| 10 | 7bc9ba32-413e-7d61-c2e4-88a7046a8bf9 | 2024-09-12T21:20:30Z | https://placeholder.com/1368 | 0.594241 | False | 0 | +| 11 | 1d366328-34b8-059d-cec6-40778366dc69 | 2024-09-15T09:41:52Z | https://placeholder.com/1396 | 0.481645 | False | 0 | +| 12 | 8ad29635-c8b9-32d1-110b-c6968790c008 | 2024-09-28T05:20:42Z | https://placeholder.com/287 | 0.567658 | False | 0 | +| 13 | a573ad1e-0f04-097b-724f-7312f2e6e1d8 | 2024-09-29T10:03:24Z | https://placeholder.com/1479 | 0.554108 | False | 0 | ++----+--------------------------------------+----------------------+------------------------------+-------------+------------------+---------------------+ + + + + + diff --git a/pkg/algorithms/algorithm.py b/pkg/algorithms/algorithm.py index dd85e47..4619747 100644 --- a/pkg/algorithms/algorithm.py +++ b/pkg/algorithms/algorithm.py @@ -32,6 +32,7 @@ def __init__( # pylint: disable = too-many-arguments self.metrics_config = metrics_config self.regression_flag = False + def output_json(self) -> Tuple[str, str, bool]: """Method to output json output @@ -39,7 +40,7 @@ def output_json(self) -> Tuple[str, str, bool]: Tuple[str, str]: returns test_name and json output """ _, change_points_by_metric = self._analyze() - dataframe_json = self.dataframe.to_json(orient="records") + dataframe_json = self.dataframe.to_json(orient="records", default_handler=str) dataframe_json = json.loads(dataframe_json) for index, entry in enumerate(dataframe_json): @@ -57,8 +58,8 @@ def output_json(self) -> Tuple[str, str, bool]: / change_point.stats.mean_1 ) * 100 if ( - percentage_change * self.metrics_config[key]["direction"] > 0 - or self.metrics_config[key]["direction"] == 0 + percentage_change * self.metrics_config[key].get("direction",0) > 0 + or self.metrics_config[key].get("direction",0) == 0 ): dataframe_json[index]["metrics"][key][ "percentage_change" diff --git a/pkg/algorithms/edivisive/edivisive.py b/pkg/algorithms/edivisive/edivisive.py index 030ba7e..aebad32 100644 --- a/pkg/algorithms/edivisive/edivisive.py +++ b/pkg/algorithms/edivisive/edivisive.py @@ -27,8 +27,8 @@ def _analyze(self): # filter by direction for metric, changepoint_list in change_points_by_metric.items(): for i in range(len(changepoint_list)-1, -1, -1): - if ((self.metrics_config[metric]["direction"] == 1 and changepoint_list[i].stats.mean_1 > changepoint_list[i].stats.mean_2) or - (self.metrics_config[metric]["direction"] == -1 and changepoint_list[i].stats.mean_1 < changepoint_list[i].stats.mean_2) ): + if ((self.metrics_config[metric].get("direction",0) == 1 and changepoint_list[i].stats.mean_1 > changepoint_list[i].stats.mean_2) or + (self.metrics_config[metric].get("direction",0) == -1 and changepoint_list[i].stats.mean_1 < changepoint_list[i].stats.mean_2) ): del changepoint_list[i] if [val for li in change_points_by_metric.values() for val in li]: self.regression_flag=True diff --git a/pkg/datasources/__init__.py b/pkg/datasources/__init__.py new file mode 100644 index 0000000..c311df5 --- /dev/null +++ b/pkg/datasources/__init__.py @@ -0,0 +1,7 @@ +""" +Datasource module for orion +""" +from .datasource import Datasource +from .datasourceFactory import DatasourceFactory +from .perfscale import PerfscaleDatasource +from .telco import TelcoDatasource diff --git a/pkg/datasources/datasource.py b/pkg/datasources/datasource.py new file mode 100644 index 0000000..15d32ac --- /dev/null +++ b/pkg/datasources/datasource.py @@ -0,0 +1,28 @@ +# pylint: disable = R0903, E0211 +""" +Generic Datasource implementation +""" +from abc import ABC, abstractmethod +from datetime import datetime +from typing import Dict, Any + +class Datasource(ABC): + """Generic method for Datasource + + Args: + ABC (_type_): _description_ + """ + + def __init__(self, test: Dict[str, Any], + match: Any, + options: Dict[str, Any], + start_timestamp: datetime,): + self.test = test + self.match = match + self.options = options + self.start_timestamp = start_timestamp + + @abstractmethod + def process_test(self): + """Unimplemented process test function + """ diff --git a/pkg/datasources/datasourceFactory.py b/pkg/datasources/datasourceFactory.py new file mode 100644 index 0000000..786edbc --- /dev/null +++ b/pkg/datasources/datasourceFactory.py @@ -0,0 +1,51 @@ +# pylint: disable = R0903, E0211 +""" +Generate datasource factory +""" +from datetime import datetime +from typing import Any, Dict +from fmatch.matcher import Matcher +from fmatch.splunk_matcher import SplunkMatcher +from fmatch.logrus import SingletonLogger +from .perfscale import PerfscaleDatasource +from .telco import TelcoDatasource + + +class DatasourceFactory: + """Datasource Factory implementation + """ + def instantiate_datasource(self, datasource:str, + test: Dict[str, Any], + options: Dict[str, Any], + start_timestamp: datetime): + """Sets the datasource type + + Args: + datasource (str): _description_ + test (Dict[str, Any]): _description_ + options (Dict[str, Any]): _description_ + start_timestamp (datetime): _description_ + + Returns: + Datasource: _description_ + """ + logger_instance = SingletonLogger.getLogger("Orion") + if datasource["type"]=="perfscale": + match = Matcher( + index=test["index"], + level=logger_instance.level, + ES_URL=datasource["ES_SERVER"], + verify_certs=False, + ) + return PerfscaleDatasource(test, match, options, start_timestamp), match + if datasource["type"]=="telco": + match = SplunkMatcher( + host= datasource.get("host"), + port= datasource.get("port"), + username= datasource.get("username"), + password= datasource.get("password"), + indice=datasource.get("indice") + ) + return TelcoDatasource(test, match, options, start_timestamp), match + return None, None + \ No newline at end of file diff --git a/pkg/datasources/perfscale/__init__.py b/pkg/datasources/perfscale/__init__.py new file mode 100644 index 0000000..ddfd028 --- /dev/null +++ b/pkg/datasources/perfscale/__init__.py @@ -0,0 +1,4 @@ +""" +Perfscale datasource init module +""" +from .perfscale import PerfscaleDatasource diff --git a/pkg/datasources/perfscale/perfscale.py b/pkg/datasources/perfscale/perfscale.py new file mode 100644 index 0000000..104807c --- /dev/null +++ b/pkg/datasources/perfscale/perfscale.py @@ -0,0 +1,326 @@ +# pylint: disable = R0903, E0211, R0914, R0913, W0718 +""" +Perfscale datasource +""" +from functools import reduce +import re +from typing import Dict, Any, List +from fmatch.matcher import Matcher +from fmatch.logrus import SingletonLogger +import pandas as pd +import pyshorteners +from pkg.datasources.datasource import Datasource +from pkg.utils import extract_metadata_from_test + +class PerfscaleDatasource(Datasource): + """Perfscale workflow intended datasource + + Args: + Datasource (_type_): _description_ + """ + def process_test(self): + """generate the dataframe for the test given + + Args: + test (_type_): test from process test + match (_type_): matcher object + logger (_type_): logger object + output (_type_): output file name + + Returns: + _type_: merged dataframe + """ + logger = SingletonLogger.getLogger("Orion") + logger.info("The test %s has started", self.test["name"]) + fingerprint_index = self.test["index"] + + # getting metadata + metadata = ( + extract_metadata_from_test(self.test) + if self.options["uuid"] in ("", None) + else get_metadata_with_uuid(self.options["uuid"], self.match) + ) + # get uuids, buildUrls matching with the metadata + print(fingerprint_index) + runs = self.match.get_uuid_by_metadata( + metadata, + fingerprint_index, + lookback_date=self.start_timestamp, + lookback_size=self.options["lookback_size"], + ) + uuids = [run["uuid"] for run in runs] + buildUrls = {run["uuid"]: run["buildUrl"] for run in runs} + # get uuids if there is a baseline + if self.options["baseline"] not in ("", None): + uuids = [ + uuid for uuid in re.split(r" |,", self.options["baseline"]) if uuid + ] + uuids.append(self.options["uuid"]) + buildUrls = get_build_urls(fingerprint_index, uuids, self.match) + elif not uuids: + logger.info("No UUID present for given metadata") + return None, None + + benchmark_index = self.test["benchmarkIndex"] + + uuids = filter_uuids_on_index( + metadata, + benchmark_index, + uuids, + self.match, + self.options["baseline"], + self.options["node_count"], + ) + # get metrics data and dataframe + metrics = self.test["metrics"] + dataframe_list, metrics_config = get_metric_data( + uuids, benchmark_index, metrics, self.match + ) + # check and filter for multiple timestamp values for each run + for i, df in enumerate(dataframe_list): + if i != 0 and ("timestamp" in df.columns): + dataframe_list[i] = df.drop(columns=["timestamp"]) + # merge the dataframe with all metrics + if dataframe_list: + merged_df = reduce( + lambda left, right: pd.merge(left, right, on="uuid", how="inner"), + dataframe_list, + ) + else: + return None, metrics_config + shortener = pyshorteners.Shortener(timeout=10) + merged_df["buildUrl"] = merged_df["uuid"].apply( + lambda uuid: ( + shorten_url(shortener, buildUrls[uuid]) + if self.options["convert_tinyurl"] + else buildUrls[uuid] + ) + # pylint: disable = cell-var-from-loop + ) + merged_df = merged_df.reset_index(drop=True) + # save the dataframe + output_file_path = ( + f"{self.options['save_data_path'].split('.')[0]}-{self.test['name']}.csv" + ) + self.match.save_results(merged_df, csv_file_path=output_file_path) + return merged_df, metrics_config + + +def get_metadata_with_uuid(uuid_gen: str, match: Matcher) -> Dict[Any, Any]: + """Gets metadata of the run from each test + + Args: + uuid (str): str of uuid ot find metadata of + match: the fmatch instance + + + Returns: + dict: dictionary of the metadata + """ + logger_instance = SingletonLogger.getLogger("Orion") + test = match.get_metadata_by_uuid(uuid_gen) + metadata = { + "platform": "", + "clusterType": "", + "masterNodesCount": 0, + "workerNodesCount": 0, + "infraNodesCount": 0, + "masterNodesType": "", + "workerNodesType": "", + "infraNodesType": "", + "totalNodesCount": 0, + "ocpVersion": "", + "networkType": "", + "ipsec": "", + "fips": "", + "encrypted": "", + "publish": "", + "computeArch": "", + "controlPlaneArch": "", + } + for k, v in test.items(): + if k not in metadata: + continue + metadata[k] = v + metadata["benchmark.keyword"] = test["benchmark"] + metadata["ocpVersion"] = str(metadata["ocpVersion"]) + + # Remove any keys that have blank values + no_blank_meta = {k: v for k, v in metadata.items() if v} + logger_instance.debug("No blank metadata dict: " + str(no_blank_meta)) + return no_blank_meta + + +def get_build_urls(index: str, uuids: List[str], match: Matcher): + """Gets metadata of the run from each test + to get the build url + + Args: + uuids (list): str list of uuid to find build urls of + match: the fmatch instance + + + Returns: + dict: dictionary of the metadata + """ + + test = match.getResults("", uuids, index, {}) + buildUrls = {run["uuid"]: run["buildUrl"] for run in test} + return buildUrls + + +def filter_uuids_on_index( + metadata: Dict[str, Any], + fingerprint_index: str, + uuids: List[str], + match: Matcher, + baseline: str, + filter_node_count: bool, +) -> List[str]: + """returns the index to be used and runs as uuids + + Args: + metadata (_type_): metadata from config + uuids (_type_): uuids collected + match (_type_): Matcher object + + Returns: + _type_: index and uuids + """ + if metadata["benchmark.keyword"] in ["ingress-perf", "k8s-netperf"]: + return uuids + if baseline == "" and not filter_node_count: + runs = match.match_kube_burner(uuids, fingerprint_index) + ids = match.filter_runs(runs, runs) + else: + ids = uuids + return ids + + +# pylint: disable=too-many-locals +def get_metric_data( + uuids: List[str], index: str, metrics: Dict[str, Any], match: Matcher +) -> List[pd.DataFrame]: + """Gets details metrics based on metric yaml list + + Args: + ids (list): list of all uuids + index (dict): index in es of where to find data + metrics (dict): metrics to gather data on + match (Matcher): current matcher instance + logger (logger): log data to one output + + Returns: + dataframe_list: dataframe of the all metrics + """ + logger_instance = SingletonLogger.getLogger("Orion") + dataframe_list = [] + metrics_config = {} + + for metric in metrics: + metric_name = metric["name"] + metric_value_field = metric["metric_of_interest"] + + labels = metric.pop("labels", None) + direction = int(metric.pop("direction", 0)) + + logger_instance.info("Collecting %s", metric_name) + try: + if "agg" in metric: + metric_df, metric_dataframe_name = process_aggregation_metric( + uuids, index, metric, match + ) + else: + metric_df, metric_dataframe_name = process_standard_metric( + uuids, index, metric, match, metric_value_field + ) + + metric["labels"] = labels + metric["direction"] = direction + metrics_config[metric_dataframe_name] = metric + dataframe_list.append(metric_df) + logger_instance.debug(metric_df) + except Exception as e: + logger_instance.error( + "Couldn't get metrics %s, exception %s", + metric_name, + e, + ) + return dataframe_list, metrics_config + + +def shorten_url(shortener: any, uuids: str) -> str: + """Shorten url if there is a list of buildUrls + + Args: + shortener (any): shortener object to use tinyrl.short on + uuids (List[str]): List of uuids to shorten + + Returns: + str: a combined string of shortened urls + """ + short_url_list = [] + for buildUrl in uuids.split(","): + short_url_list.append(shortener.tinyurl.short(buildUrl)) + short_url = ",".join(short_url_list) + return short_url + + +def process_aggregation_metric( + uuids: List[str], index: str, metric: Dict[str, Any], match: Matcher +) -> pd.DataFrame: + """Method to get aggregated dataframe + + Args: + uuids (List[str]): _description_ + index (str): _description_ + metric (Dict[str, Any]): _description_ + match (Matcher): _description_ + + Returns: + pd.DataFrame: _description_ + """ + aggregated_metric_data = match.get_agg_metric_query(uuids, index, metric) + aggregation_value = metric["agg"]["value"] + aggregation_type = metric["agg"]["agg_type"] + aggregation_name = f"{aggregation_value}_{aggregation_type}" + aggregated_df = match.convert_to_df( + aggregated_metric_data, columns=["uuid", "timestamp", aggregation_name] + ) + aggregated_df = aggregated_df.drop_duplicates(subset=["uuid"], keep="first") + aggregated_metric_name = f"{metric['name']}_{aggregation_type}" + aggregated_df = aggregated_df.rename( + columns={aggregation_name: aggregated_metric_name} + ) + return aggregated_df, aggregated_metric_name + + +def process_standard_metric( + uuids: List[str], + index: str, + metric: Dict[str, Any], + match: Matcher, + metric_value_field: str, +) -> pd.DataFrame: + """Method to get dataframe of standard metric + + Args: + uuids (List[str]): _description_ + index (str): _description_ + metric (Dict[str, Any]): _description_ + match (Matcher): _description_ + metric_value_field (str): _description_ + + Returns: + pd.DataFrame: _description_ + """ + standard_metric_data = match.getResults("", uuids, index, metric) + standard_metric_df = match.convert_to_df( + standard_metric_data, columns=["uuid", "timestamp", metric_value_field] + ) + standard_metric_name = f"{metric['name']}_{metric_value_field}" + standard_metric_df = standard_metric_df.rename( + columns={metric_value_field: standard_metric_name} + ) + standard_metric_df = standard_metric_df.drop_duplicates() + return standard_metric_df, standard_metric_name diff --git a/pkg/datasources/telco/__init__.py b/pkg/datasources/telco/__init__.py new file mode 100644 index 0000000..eaea854 --- /dev/null +++ b/pkg/datasources/telco/__init__.py @@ -0,0 +1,4 @@ +""" +Telco Datasource init module +""" +from .telco import TelcoDatasource diff --git a/pkg/datasources/telco/telco.py b/pkg/datasources/telco/telco.py new file mode 100644 index 0000000..4bac1a8 --- /dev/null +++ b/pkg/datasources/telco/telco.py @@ -0,0 +1,165 @@ +# pylint: disable = R0903, E0211, W0236 +""" +Telco datasource +""" + +from datetime import datetime, timedelta +import hashlib +import json +from typing import Dict, Any, Tuple +import uuid + +import pandas as pd +from fmatch.logrus import SingletonLogger +from pkg.datasources.datasource import Datasource +from pkg.utils import extract_metadata_from_test + + +class TelcoDatasource(Datasource): + """Telco datasource + + Args: + Datasource (_type_): _description_ + """ + + async def process_test(self) -> Tuple[pd.DataFrame, Dict[str, Any]]: + """processing splunk data + + Args: + test (Dict[str, Any]): splunk test + match (SplunkMatcher): splunk matcher + options (Dict[str, Any]): options for further use + + Returns: + Tuple[pd.DataFrame, Dict[str, Any]]: _description_ + """ + + logger = SingletonLogger.getLogger("Orion") + logger.info("The test %s has started", self.test["name"]) + metadata = extract_metadata_from_test(self.test) + logger.debug(f"Collected metadata {metadata}") + start_timestamp = None + if isinstance(self.start_timestamp, datetime): + start_timestamp = self.start_timestamp + else: + start_timestamp = ( + datetime.strptime(self.start_timestamp, "%Y-%m-%d %H:%M:%S") + if self.start_timestamp + else datetime.now() - timedelta(days=30) + ) + logger.debug(f"start timestamps for the test is {start_timestamp}") + searchList = " AND ".join( + [f'{key}="{value}"' for key, value in metadata.items()] + ) + query = { + "earliest_time": f"{start_timestamp.strftime('%Y-%m-%d')}T00:00:00", + "latest_time": f"{datetime.now().strftime('%Y-%m-%d')}T23:59:59", + "output_mode": "json", + } + logger.debug(f"Executing query {searchList}") + data = await self.match.query( + query=query, searchList=searchList, max_results=10000 + ) + seen = set() + unique_data = [] + for d in data: + # Serialize the dictionary into a JSON string (sorted for consistency) + serialized = json.dumps(d, sort_keys=True) + if serialized not in seen: + seen.add(serialized) + unique_data.append(d) + data = unique_data + # print(json.dumps(data[1],indent =4)) + logger.debug(f"Collected data {data}") + metrics = self.test["metrics"] + dataframe_list, metrics_config = get_splunk_metrics(data, metrics) + + return dataframe_list, metrics_config + + +def generate_uuid(record): + """Generates uuid based on hash value of record + + Args: + record (dict): _description_ + + Returns: + _type_: _description_ + """ + # Convert the record to a string format suitable for hashing + record_string = str(record) + # Create a hash of the record string + hash_object = hashlib.md5( + record_string.encode("utf-8") + ) # You can use other hash functions if needed + # Create a UUID from the hash + return uuid.UUID(hash_object.hexdigest()) + + +def get_splunk_metrics(data: dict, metrics: dict) -> Tuple[pd.DataFrame, dict]: + """gets metrics from splunk data + + Args: + data (dict): data with all the metrics + metrics (dict): metrics needed to extracted + + Returns: + Tuple[pd.DataFrame, dict]: _description_ + """ + logger_instance = SingletonLogger.getLogger("Orion") + dataframe_rows = [] + metrics_config = {} + + for metric in metrics: + logger_instance.info(f"Collecting metric {metric['name']}") + + for record in data: + timestamp = int(record["timestamp"]) + record = record["data"] + record_uuid = generate_uuid(record) + row_data = { + "uuid": record_uuid, + "timestamp": timestamp, + "buildUrl": "https://placeholder.com/" + + record["cluster_artifacts"]["ref"]["jenkins_build"], + } + + for metric in metrics: + metric_name = metric["name"] + metric_value_field = metric["metric_of_interest"] + metric_value = get_nested_value(record, metric_value_field) + row_data[metric_name] = metric_value + metrics_config[metric_name] = metric + + dataframe_rows.append(row_data) + + df = pd.DataFrame(dataframe_rows) + df.dropna(inplace=True) + df.sort_values(by="timestamp", inplace=True) + df.reset_index(drop=True, inplace=True) + + logger_instance.info(f"Generated DataFrame with {len(df)} rows") + return df, metrics_config + + +def get_nested_value(record, keys, default=None): + """Recursively traverse a nested dictionary/list to get a value based on dot-separated keys.""" + keys = keys.split(".") + for key in keys: + if isinstance(record, dict): + record = record.get(key, default) + elif isinstance(record, list): + # For lists, we assume the user wants to filter based on some condition + key_parts = key.split("==") + if len(key_parts) == 2: + filter_key, filter_value = key_parts[0], key_parts[1].strip('"') + # Look for a matching dict in the list + record = next( + (item for item in record if item.get(filter_key) == filter_value), + default, + ) + else: + return default # Key format is incorrect, return default + else: + return default # If it's neither dict nor list, return default + return record diff --git a/pkg/runTest.py b/pkg/runTest.py index b48682b..d831e01 100644 --- a/pkg/runTest.py +++ b/pkg/runTest.py @@ -1,14 +1,16 @@ """ run test """ + +import asyncio import sys from typing import Any, Dict -from fmatch.matcher import Matcher -from fmatch.splunk_matcher import SplunkMatcher from fmatch.logrus import SingletonLogger from pkg.algorithms import AlgorithmFactory import pkg.constants as cnsts -from pkg.utils import get_datasource, process_test, get_subtracted_timestamp, process_splunk_test +from pkg.utils import get_datasource, get_subtracted_timestamp +from pkg.datasources import DatasourceFactory + def get_algorithm_type(kwargs): """Switch Case of getting algorithm name @@ -23,13 +25,14 @@ def get_algorithm_type(kwargs): algorithm_name = cnsts.EDIVISIVE elif kwargs["anomaly_detection"]: algorithm_name = cnsts.ISOLATION_FOREST - elif kwargs['cmr']: + elif kwargs["cmr"]: algorithm_name = cnsts.CMR else: algorithm_name = None return algorithm_name -async def run(**kwargs: dict[str, Any]) -> dict[str, Any]: #pylint: disable = R0914 + +async def run(**kwargs: dict[str, Any]) -> dict[str, Any]: # pylint: disable = R0914 """run method to start the tests Args: @@ -49,38 +52,26 @@ async def run(**kwargs: dict[str, Any]) -> dict[str, Any]: #pylint: disable = R0 fingerprint_matched_df, metrics_config = None, None for test in config_map["tests"]: # Create fingerprint Matcher - if datasource["type"] == "elasticsearch": - matcher = Matcher( - index=test["index"], - level=logger_instance.level, - ES_URL=datasource["ES_SERVER"], - verify_certs=False, - ) - start_timestamp = get_start_timestamp(kwargs) - fingerprint_matched_df, metrics_config = process_test( - test, - matcher, - kwargs, - start_timestamp, - ) - elif datasource["type"] == "splunk": - matcher = SplunkMatcher( - host= datasource.get("host"), - port= datasource.get("port"), - username= datasource.get("username"), - password= datasource.get("password"), - indice=datasource.get("indice") - ) - start_timestamp = get_start_timestamp(kwargs) - fingerprint_matched_df, metrics_config = await process_splunk_test( - test, - matcher, - kwargs, - start_timestamp, + start_timestamp = get_start_timestamp(kwargs) + datasourceFactory = DatasourceFactory() + datasource_object, matcher = datasourceFactory.instantiate_datasource( + datasource=datasource, + test=test, + options=kwargs, + start_timestamp=start_timestamp, + ) + if asyncio.iscoroutinefunction(datasource_object.process_test): + fingerprint_matched_df, metrics_config = ( + await datasource_object.process_test() ) + else: + fingerprint_matched_df, metrics_config = datasource_object.process_test() if fingerprint_matched_df is None: - sys.exit(3) # No data present + sys.exit(3) # No data present + logger_instance.debug( + f"Collected dataframe {fingerprint_matched_df},\n metrics {metrics_config}" + ) algorithm_name = get_algorithm_type(kwargs) if algorithm_name is None: @@ -88,14 +79,15 @@ async def run(**kwargs: dict[str, Any]) -> dict[str, Any]: #pylint: disable = R0 algorithmFactory = AlgorithmFactory() algorithm = algorithmFactory.instantiate_algorithm( - algorithm_name, - matcher, - fingerprint_matched_df, - test, - kwargs, - metrics_config, - ) + algorithm_name, + matcher, + fingerprint_matched_df, + test, + kwargs, + metrics_config, + ) testname, result_data, test_flag = algorithm.output(kwargs["output_format"]) + logger_instance.debug(f"Result data for test {testname}, {result_data}") result_output[testname] = result_data regression_flag = regression_flag or test_flag return result_output, regression_flag diff --git a/pkg/utils.py b/pkg/utils.py index 3b9a3f6..cd96b58 100644 --- a/pkg/utils.py +++ b/pkg/utils.py @@ -1,179 +1,23 @@ -# pylint: disable=cyclic-import +# pylint: disable=cyclic-import, R0914 # pylint: disable = line-too-long, too-many-arguments, consider-using-enumerate, broad-exception-caught """ module for all utility functions orion uses """ # pylint: disable = import-error -from functools import reduce import os import re import sys -import uuid import xml.etree.ElementTree as ET import xml.dom.minidom from datetime import datetime, timedelta, timezone -from typing import List, Any, Dict, Tuple -from fmatch.splunk_matcher import SplunkMatcher -from fmatch.matcher import Matcher +from typing import Any, Dict from fmatch.logrus import SingletonLogger from tabulate import tabulate import pandas as pd -import pyshorteners - -# pylint: disable=too-many-locals -def get_metric_data( - uuids: List[str], index: str, metrics: Dict[str, Any], match: Matcher -) -> List[pd.DataFrame]: - """Gets details metrics based on metric yaml list - - Args: - ids (list): list of all uuids - index (dict): index in es of where to find data - metrics (dict): metrics to gather data on - match (Matcher): current matcher instance - logger (logger): log data to one output - - Returns: - dataframe_list: dataframe of the all metrics - """ - logger_instance = SingletonLogger.getLogger("Orion") - dataframe_list = [] - metrics_config = {} - - for metric in metrics: - metric_name = metric["name"] - metric_value_field = metric["metric_of_interest"] - - labels = metric.pop("labels", None) - direction = int(metric.pop("direction", 0)) - - logger_instance.info("Collecting %s", metric_name) - try: - if "agg" in metric: - metric_df, metric_dataframe_name = process_aggregation_metric(uuids, index, metric, match) - else: - metric_df, metric_dataframe_name = process_standard_metric(uuids, index, metric, match, metric_value_field) - - metric["labels"] = labels - metric["direction"] = direction - metrics_config[metric_dataframe_name] = metric - dataframe_list.append(metric_df) - logger_instance.debug(metric_df) - except Exception as e: - logger_instance.error( - "Couldn't get metrics %s, exception %s", - metric_name, - e, - ) - return dataframe_list, metrics_config - -def get_splunk_metrics(data: dict, metrics: dict) -> Tuple[pd.DataFrame, dict]: - """gets metrics from splunk data - - Args: - data (dict): data with all the metrics - metrics (dict): metrics needed to extracted - - Returns: - Tuple[pd.DataFrame, dict]: _description_ - """ - logger_instance = SingletonLogger.getLogger("Orion") - dataframe_rows = [] - metrics_config = {} - - for record in data: - timestamp = int(record["timestamp"]) - record = record["data"] - record_uuid = uuid.uuid4() - row_data = { - "uuid": record_uuid, - "timestamp": timestamp - } - - for metric in metrics: - metric_name = metric["name"] - metric_value_field = metric["metric_of_interest"] - metric_value = get_nested_value(record, metric_value_field) - row_data[metric_name] = metric_value - metrics_config[metric_name] = metric - - dataframe_rows.append(row_data) - - df = pd.DataFrame(dataframe_rows) - df.dropna(inplace=True) - df.sort_values(by="timestamp", inplace=True) - df.reset_index(drop=True, inplace=True) - - logger_instance.info(f"Generated DataFrame with {len(df)} rows") - return df, metrics_config - -def get_nested_value(record, keys, default=None): - """Recursively traverse a nested dictionary/list to get a value based on dot-separated keys.""" - keys = keys.split(".") - for key in keys: - if isinstance(record, dict): - record = record.get(key, default) - elif isinstance(record, list): - # For lists, we assume the user wants to filter based on some condition - key_parts = key.split("==") - if len(key_parts) == 2: - filter_key, filter_value = key_parts[0], key_parts[1].strip('"') - # Look for a matching dict in the list - record = next((item for item in record if item.get(filter_key) == filter_value), default) - else: - return default # Key format is incorrect, return default - else: - return default # If it's neither dict nor list, return default - return record - -def process_aggregation_metric( - uuids: List[str], index: str, metric: Dict[str, Any], match: Matcher -) -> pd.DataFrame: - """Method to get aggregated dataframe - - Args: - uuids (List[str]): _description_ - index (str): _description_ - metric (Dict[str, Any]): _description_ - match (Matcher): _description_ - - Returns: - pd.DataFrame: _description_ - """ - aggregated_metric_data = match.get_agg_metric_query(uuids, index, metric) - aggregation_value = metric["agg"]["value"] - aggregation_type = metric["agg"]["agg_type"] - aggregation_name = f"{aggregation_value}_{aggregation_type}" - aggregated_df = match.convert_to_df(aggregated_metric_data, columns=["uuid", "timestamp", aggregation_name]) - aggregated_df = aggregated_df.drop_duplicates(subset=["uuid"], keep="first") - aggregated_metric_name = f"{metric['name']}_{aggregation_type}" - aggregated_df = aggregated_df.rename(columns={aggregation_name: aggregated_metric_name}) - return aggregated_df, aggregated_metric_name - -def process_standard_metric(uuids: List[str], index: str, metric: Dict[str, Any], match: Matcher, metric_value_field: str) -> pd.DataFrame: - """Method to get dataframe of standard metric - - Args: - uuids (List[str]): _description_ - index (str): _description_ - metric (Dict[str, Any]): _description_ - match (Matcher): _description_ - metric_value_field (str): _description_ - - Returns: - pd.DataFrame: _description_ - """ - standard_metric_data = match.getResults("",uuids, index, metric) - standard_metric_df = match.convert_to_df(standard_metric_data, columns=["uuid", "timestamp", metric_value_field]) - standard_metric_name = f"{metric['name']}_{metric_value_field}" - standard_metric_df = standard_metric_df.rename(columns={metric_value_field: standard_metric_name}) - standard_metric_df = standard_metric_df.drop_duplicates() - return standard_metric_df, standard_metric_name - def extract_metadata_from_test(test: Dict[str, Any]) -> Dict[Any, Any]: """Gets metadata of the run from each test @@ -200,7 +44,7 @@ def get_datasource(data: Dict[Any, Any]) -> dict: str: es url """ logger_instance = SingletonLogger.getLogger("Orion") - if data["datasource"]["type"].lower() == "splunk": + if data["datasource"]["type"].lower() == "telco": datasource = data["datasource"] datasource_config = {"host": os.environ.get("SPLUNK_HOST", datasource.get("host","")), "port": os.environ.get("SPLUNK_PORT", datasource.get("port","")), @@ -209,7 +53,7 @@ def get_datasource(data: Dict[Any, Any]) -> dict: "indice": os.environ.get("SPLUNK_INDICE", datasource.get("indice",""))} datasource.update(datasource_config) return datasource - if data["datasource"]["type"].lower() == "elasticsearch": + if data["datasource"]["type"].lower() == "perfscale": if "ES_SERVER" in data["datasource"].keys(): return data["datasource"] if "ES_SERVER" in os.environ: @@ -221,159 +65,6 @@ def get_datasource(data: Dict[Any, Any]) -> dict: sys.exit(1) -def filter_uuids_on_index( - metadata: Dict[str, Any], - fingerprint_index: str, - uuids: List[str], - match: Matcher, - baseline: str, - filter_node_count: bool -) -> List[str]: - """returns the index to be used and runs as uuids - - Args: - metadata (_type_): metadata from config - uuids (_type_): uuids collected - match (_type_): Matcher object - - Returns: - _type_: index and uuids - """ - if metadata["benchmark.keyword"] in ["ingress-perf", "k8s-netperf"]: - return uuids - if baseline == "" and not filter_node_count: - runs = match.match_kube_burner(uuids, fingerprint_index) - ids = match.filter_runs(runs, runs) - else: - ids = uuids - return ids - - -def get_build_urls(index: str, uuids: List[str], match: Matcher): - """Gets metadata of the run from each test - to get the build url - - Args: - uuids (list): str list of uuid to find build urls of - match: the fmatch instance - - - Returns: - dict: dictionary of the metadata - """ - - test = match.getResults("", uuids, index, {}) - buildUrls = {run["uuid"]: run["buildUrl"] for run in test} - return buildUrls - - -def process_test( - test: Dict[str, Any], - match: Matcher, - options: Dict[str, Any], - start_timestamp: datetime, -) -> Tuple[pd.DataFrame, Dict[str, Any]]: - """generate the dataframe for the test given - - Args: - test (_type_): test from process test - match (_type_): matcher object - logger (_type_): logger object - output (_type_): output file name - - Returns: - _type_: merged dataframe - """ - logger = SingletonLogger.getLogger("Orion") - logger.info("The test %s has started", test["name"]) - fingerprint_index = test["index"] - - # getting metadata - metadata = extract_metadata_from_test(test) if options["uuid"] in ("", None) else get_metadata_with_uuid(options["uuid"], match) - # get uuids, buildUrls matching with the metadata - runs = match.get_uuid_by_metadata(metadata, fingerprint_index, lookback_date=start_timestamp, lookback_size=options['lookback_size']) - uuids = [run["uuid"] for run in runs] - buildUrls = {run["uuid"]: run["buildUrl"] for run in runs} - # get uuids if there is a baseline - if options["baseline"] not in ("", None): - uuids = [uuid for uuid in re.split(r" |,", options["baseline"]) if uuid] - uuids.append(options["uuid"]) - buildUrls = get_build_urls(fingerprint_index, uuids, match) - elif not uuids: - logger.info("No UUID present for given metadata") - return None, None - - benchmark_index = test["benchmarkIndex"] - - uuids = filter_uuids_on_index( - metadata, benchmark_index, uuids, match, options["baseline"], options['node_count'] - ) - # get metrics data and dataframe - metrics = test["metrics"] - dataframe_list, metrics_config = get_metric_data( - uuids, benchmark_index, metrics, match - ) - # check and filter for multiple timestamp values for each run - for i, df in enumerate(dataframe_list): - if i != 0 and ("timestamp" in df.columns): - dataframe_list[i] = df.drop(columns=["timestamp"]) - # merge the dataframe with all metrics - if dataframe_list: - merged_df = reduce( - lambda left, right: pd.merge(left, right, on="uuid", how="inner"), - dataframe_list, - ) - else: - return None, metrics_config - shortener = pyshorteners.Shortener(timeout=10) - merged_df["buildUrl"] = merged_df["uuid"].apply( - lambda uuid: ( - shorten_url(shortener, buildUrls[uuid]) - if options["convert_tinyurl"] - else buildUrls[uuid] - ) - - # pylint: disable = cell-var-from-loop - ) - merged_df=merged_df.reset_index(drop=True) - #save the dataframe - output_file_path = f"{options['save_data_path'].split('.')[0]}-{test['name']}.csv" - match.save_results(merged_df, csv_file_path=output_file_path) - return merged_df, metrics_config - -async def process_splunk_test( - test: Dict[str, Any], - match: SplunkMatcher, - options: Dict[str, Any], # pylint: disable = W0613 - start_timestamp: datetime, -) -> Tuple[pd.DataFrame, Dict[str, Any]]: - """processing splunk data - - Args: - test (Dict[str, Any]): splunk test - match (SplunkMatcher): splunk matcher - options (Dict[str, Any]): options for further use - - Returns: - Tuple[pd.DataFrame, Dict[str, Any]]: _description_ - """ - - logger = SingletonLogger.getLogger("Orion") - logger.info("The test %s has started", test["name"]) - metadata = extract_metadata_from_test(test) - start_timestamp = datetime.strptime(start_timestamp, '%Y-%m-%d %H:%M:%S') if start_timestamp else datetime.now() - timedelta(days=30) - searchList = ' AND '.join([f'{key}="{value}"' for key, value in metadata.items()]) - query = { - "earliest_time": f"{start_timestamp.strftime('%Y-%m-%d')}T00:00:00", - "latest_time": f"{datetime.now().strftime('%Y-%m-%d')}T23:59:59", - "output_mode": "json" - } - data = await match.query(query=query, searchList=searchList, max_results=10000) - metrics = test["metrics"] - dataframe_list, metrics_config = get_splunk_metrics(data, metrics) - - return dataframe_list, metrics_config - def shorten_url(shortener: any, uuids: str) -> str: """Shorten url if there is a list of buildUrls @@ -390,50 +81,6 @@ def shorten_url(shortener: any, uuids: str) -> str: short_url = ','.join(short_url_list) return short_url -def get_metadata_with_uuid(uuid_gen: str, match: Matcher) -> Dict[Any, Any]: - """Gets metadata of the run from each test - - Args: - uuid (str): str of uuid ot find metadata of - match: the fmatch instance - - - Returns: - dict: dictionary of the metadata - """ - logger_instance = SingletonLogger.getLogger("Orion") - test = match.get_metadata_by_uuid(uuid_gen) - metadata = { - "platform": "", - "clusterType": "", - "masterNodesCount": 0, - "workerNodesCount": 0, - "infraNodesCount": 0, - "masterNodesType": "", - "workerNodesType": "", - "infraNodesType": "", - "totalNodesCount": 0, - "ocpVersion": "", - "networkType": "", - "ipsec": "", - "fips": "", - "encrypted": "", - "publish": "", - "computeArch": "", - "controlPlaneArch": "", - } - for k, v in test.items(): - if k not in metadata: - continue - metadata[k] = v - metadata["benchmark.keyword"] = test["benchmark"] - metadata["ocpVersion"] = str(metadata["ocpVersion"]) - - # Remove any keys that have blank values - no_blank_meta = {k: v for k, v in metadata.items() if v} - logger_instance.debug("No blank metadata dict: " + str(no_blank_meta)) - return no_blank_meta - def json_to_junit( test_name: str, @@ -458,7 +105,7 @@ def json_to_junit( test_count = 0 for metric, value in metrics_config.items(): test_count += 1 - labels = value["labels"] + labels = value.get("labels",[]) label_string = " ".join(labels) if labels else "" testcase = ET.SubElement( testsuite, From 7b86fa6cf82031670fdcda9f92a222c035c36b7f Mon Sep 17 00:00:00 2001 From: Shashank Reddy Boyapally Date: Mon, 7 Oct 2024 18:06:45 -0400 Subject: [PATCH 4/4] removed outputs Signed-off-by: Shashank Reddy Boyapally --- output_aws-small-scale-cluster-density-v2.txt | 24 - output_payload-cluster-density-v2.txt | 2382 ----------------- output_telco_cpu_util_test.txt | 28 - 3 files changed, 2434 deletions(-) delete mode 100644 output_aws-small-scale-cluster-density-v2.txt delete mode 100644 output_payload-cluster-density-v2.txt delete mode 100644 output_telco_cpu_util_test.txt diff --git a/output_aws-small-scale-cluster-density-v2.txt b/output_aws-small-scale-cluster-density-v2.txt deleted file mode 100644 index abc86f3..0000000 --- a/output_aws-small-scale-cluster-density-v2.txt +++ /dev/null @@ -1,24 +0,0 @@ -time uuid total_cpu os_daemon -------------------------- ------------------------------------ ----------- ----------- -2024-09-08 09:33:58 +0000 ed1739a9-bf98-4e1d-ac91-91f48bbbc2ac 0.484272 0.088 -2024-09-08 11:01:36 +0000 41c478e3-b356-45f6-a46b-9e8d0fe5e3dd 0.586345 0.121333 -2024-09-09 10:50:10 +0000 2174a2cd-aa2a-4177-a55f-065bd8974681 0.572865 0.138 -2024-09-12 14:05:24 +0000 26673741-44e2-4f42-acbf-21a3e306a500 0.572865 0.138 -2024-09-12 14:06:53 +0000 575cebdd-fb95-4d84-b6fa-59a35841a546 0.572865 0.138 -2024-09-12 14:08:39 +0000 82f74ece-e20b-4710-89d2-6062cd9e962c 0.572865 0.138 -2024-09-12 14:12:48 +0000 ae1e8a9d-ee0a-4e58-a019-76b50942666f 0.572865 0.138 -2024-09-12 14:32:23 +0000 33a8223b-4364-4fbe-8b32-81baebaa8b47 0.572865 0.138 -2024-09-12 15:06:57 +0000 44bb2eac-0ee6-48c5-a8e3-42ceffd5fe27 0.572865 0.138 -2024-09-12 15:11:31 +0000 38f78f63-6754-4565-96f6-4c552ee568fb 0.572865 0.138 -2024-09-12 16:50:53 +0000 3a155cfb-14f2-4d62-8799-78a826f53791 0.572865 0.138 -2024-09-12 16:53:54 +0000 85e8a2d7-be99-49b4-91a2-2a09cd5ab2c2 0.572865 0.138 -2024-09-12 21:20:30 +0000 7243b987-be5d-49e9-9f02-c6cd156043f8 0.594241 0.146667 -2024-09-15 09:41:52 +0000 b943dc95-14cb-4375-9b69-49123e1da97a 0.481645 0.0913333 -2024-09-15 11:03:26 +0000 3bb70869-eac6-49b8-99c7-8a409994d7e7 0.640491 0.161333 -2024-09-16 11:01:18 +0000 7a221281-8056-4deb-a91c-c52ede9f67ff 0.555351 0.159333 -2024-09-24 03:56:58 +0000 3cfefcd0-c79f-4b1c-b2f7-101e49031f00 0.597396 0.121333 -2024-09-28 05:20:42 +0000 d40001f3-7f98-4fcf-838c-94e440dce9c1 0.567658 0.094 -2024-09-29 10:03:24 +0000 3a7673b1-ecff-493f-b763-445261997ad2 0.554108 0.144 -2024-09-29 11:21:35 +0000 f4ca17d2-a87e-4d2a-9c1e-3d635190bc7a 0.593514 0.132 -2024-09-30 11:10:27 +0000 a0d4865c-4c56-4e95-bf9a-9d2600566f1d 0.625041 0.195333 -2024-10-01 12:02:40 +0000 8703bb88-5c3c-4caf-8958-a607bba6cf77 0.652305 0.122667 \ No newline at end of file diff --git a/output_payload-cluster-density-v2.txt b/output_payload-cluster-density-v2.txt deleted file mode 100644 index 03b8d06..0000000 --- a/output_payload-cluster-density-v2.txt +++ /dev/null @@ -1,2382 +0,0 @@ - - - - - - -+-----+--------------------------------------+----------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------------+------------------+---------------------+ -| | uuid | timestamp | buildUrl | apiserverCPU_avg | is_changepoint | percentage_change | -|-----+--------------------------------------+----------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------------+------------------+---------------------| -| 0 | 0f2525b1-a47e-4a3c-bb49-2c62d29513d6 | 2024-01-10T11:29:17Z | 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