From ff87da35dc35d819b2524b146958285ec3232f9f Mon Sep 17 00:00:00 2001
From: LukasWestholt <support@lukaswestholt.de>
Date: Fri, 27 Sep 2024 12:40:28 +0200
Subject: [PATCH 1/5] add chroma

---
 benchmark/convert.py                          |   2 +-
 engine/clients/chroma/__init__.py             |   9 ++
 engine/clients/chroma/config.py               |   7 ++
 engine/clients/chroma/configure.py            |  42 +++++++
 engine/clients/chroma/parser.py               |  53 ++++++++
 engine/clients/chroma/search.py               |  41 +++++++
 engine/clients/chroma/upload.py               |  35 ++++++
 engine/clients/client_factory.py              |   4 +
 .../chroma-single-node/docker-compose.yaml    |  20 ++++
 .../configurations/chroma-single-node.json    | 113 ++++++++++++++++++
 .../configurations/chroma-single-node.md      |  27 +++++
 pyproject.toml                                |   1 +
 tools/run_benchmarks.sh                       |   2 +-
 13 files changed, 354 insertions(+), 2 deletions(-)
 create mode 100644 engine/clients/chroma/__init__.py
 create mode 100644 engine/clients/chroma/config.py
 create mode 100644 engine/clients/chroma/configure.py
 create mode 100644 engine/clients/chroma/parser.py
 create mode 100644 engine/clients/chroma/search.py
 create mode 100644 engine/clients/chroma/upload.py
 create mode 100644 engine/servers/chroma-single-node/docker-compose.yaml
 create mode 100644 experiments/configurations/chroma-single-node.json
 create mode 100644 experiments/configurations/chroma-single-node.md

diff --git a/benchmark/convert.py b/benchmark/convert.py
index 815d01c2..574f1b4f 100644
--- a/benchmark/convert.py
+++ b/benchmark/convert.py
@@ -60,7 +60,7 @@ def main():
         data = json.load(open(search_file))
         experiment_name = data["params"]["experiment"]
         dataset_name = data["params"]["dataset"]
-        engine_params = data["params"]["config"]
+        engine_params = data["params"].get("config", {})
         parallel = data["params"]["parallel"]
         engine_name = data["params"]["engine"]
 
diff --git a/engine/clients/chroma/__init__.py b/engine/clients/chroma/__init__.py
new file mode 100644
index 00000000..1bd7d55a
--- /dev/null
+++ b/engine/clients/chroma/__init__.py
@@ -0,0 +1,9 @@
+from engine.clients.chroma.configure import ChromaConfigurator
+from engine.clients.chroma.search import ChromaSearcher
+from engine.clients.chroma.upload import ChromaUploader
+
+__all__ = [
+    "ChromaConfigurator",
+    "ChromaSearcher",
+    "ChromaUploader",
+]
diff --git a/engine/clients/chroma/config.py b/engine/clients/chroma/config.py
new file mode 100644
index 00000000..6a37c8ec
--- /dev/null
+++ b/engine/clients/chroma/config.py
@@ -0,0 +1,7 @@
+import os
+
+CHROMA_COLLECTION_NAME = os.getenv("CHROMA_COLLECTION_NAME", "benchmark")
+
+
+def chroma_fix_host(host: str):
+    return host if host != "localhost" else "127.0.0.1"
diff --git a/engine/clients/chroma/configure.py b/engine/clients/chroma/configure.py
new file mode 100644
index 00000000..28b6a09b
--- /dev/null
+++ b/engine/clients/chroma/configure.py
@@ -0,0 +1,42 @@
+from chromadb import HttpClient, Settings
+
+from benchmark.dataset import Dataset
+from engine.base_client.configure import BaseConfigurator
+from engine.base_client.distances import Distance
+from engine.clients.chroma.config import CHROMA_COLLECTION_NAME, chroma_fix_host
+
+
+class ChromaConfigurator(BaseConfigurator):
+
+    DISTANCE_MAPPING = {
+        Distance.L2: "l2",
+        Distance.COSINE: "cosine",
+        Distance.DOT: "ip",
+    }
+
+    def __init__(self, host, collection_params: dict, connection_params: dict):
+        super().__init__(host, collection_params, connection_params)
+        self.client = HttpClient(
+            host=chroma_fix_host(host),
+            settings=Settings(allow_reset=True, anonymized_telemetry=False),
+            **connection_params,
+        )
+
+    def clean(self):
+        """
+        Delete a collection and all associated embeddings, documents, and metadata.
+
+        This is destructive and not reversible.
+        """
+        try:
+            self.client.delete_collection(name=CHROMA_COLLECTION_NAME)
+        except (Exception, ValueError):
+            pass
+
+    def recreate(self, dataset: Dataset, collection_params):
+        params = self.collection_params
+        params["metadata"] = dict({"hnsw:space": self.DISTANCE_MAPPING.get(dataset.config.distance)}, **params.get('metadata', {}))
+        self.client.create_collection(
+            name=CHROMA_COLLECTION_NAME,
+            **params,
+        )
diff --git a/engine/clients/chroma/parser.py b/engine/clients/chroma/parser.py
new file mode 100644
index 00000000..c485be6c
--- /dev/null
+++ b/engine/clients/chroma/parser.py
@@ -0,0 +1,53 @@
+from typing import List, Optional
+
+from chromadb import Where
+from chromadb.types import OperatorExpression
+
+from engine.base_client import IncompatibilityError
+from engine.base_client.parser import BaseConditionParser, FieldValue
+
+
+class ChromaConditionParser(BaseConditionParser):
+    def build_condition(
+        self, and_subfilters: Optional[List[Where]], or_subfilters: Optional[List[Where]]
+    ) -> Where:
+        condition: Where = {}
+        if and_subfilters is not None:
+            if len(and_subfilters) >= 2:
+                condition["$and"] = and_subfilters
+            elif len(and_subfilters) == 1:
+                condition = {**condition, **and_subfilters[0]}
+
+        if or_subfilters is not None:
+            if len(or_subfilters) >= 2:
+                condition["$or"] = or_subfilters
+            elif len(or_subfilters) == 1:
+                condition = {**condition, **or_subfilters[0]}
+
+        return condition
+        # return {k: v for d in [flt for xs in [and_subfilters, or_subfilters] for flt in xs] for k, v in d.items()}
+
+    def build_exact_match_filter(self, field_name: str, value: FieldValue) -> Where:
+        return {field_name: value}
+
+    def build_range_filter(
+        self,
+        field_name: str,
+        lt: Optional[FieldValue],
+        gt: Optional[FieldValue],
+        lte: Optional[FieldValue],
+        gte: Optional[FieldValue],
+    ) -> Where:
+        raw_filters: OperatorExpression = {
+            "$lt": lt,
+            "$gt": gt,
+            "$lte": lte,
+            "$gte": gte,
+        }
+        filters: OperatorExpression = {k: v for k, v in raw_filters.items() if v is not None}
+        return {field_name: filters}
+
+    def build_geo_filter(
+        self, field_name: str, lat: float, lon: float, radius: float
+    ) -> Where:
+        raise IncompatibilityError
diff --git a/engine/clients/chroma/search.py b/engine/clients/chroma/search.py
new file mode 100644
index 00000000..9da239a9
--- /dev/null
+++ b/engine/clients/chroma/search.py
@@ -0,0 +1,41 @@
+from typing import List, Tuple
+
+from chromadb import HttpClient, ClientAPI, Settings
+from chromadb.api.types import IncludeEnum
+
+from dataset_reader.base_reader import Query
+from engine.base_client.search import BaseSearcher
+from engine.clients.chroma.config import CHROMA_COLLECTION_NAME, chroma_fix_host
+from engine.clients.chroma.parser import ChromaConditionParser
+
+
+class ChromaSearcher(BaseSearcher):
+    client: ClientAPI = None
+    parser = ChromaConditionParser()
+
+    @classmethod
+    def init_client(cls, host, distance, connection_params: dict, search_params: dict):
+        cls.client = HttpClient(
+            host=chroma_fix_host(host),
+            settings=Settings(allow_reset=True, anonymized_telemetry=False),
+            **connection_params,
+        )
+        cls.collection = cls.client.get_collection(name=CHROMA_COLLECTION_NAME)
+        cls.search_params = search_params
+
+    @classmethod
+    def search_one(cls, query: Query, top: int) -> List[Tuple[int, float]]:
+        res = cls.collection.query(
+            query_embeddings=[query.vector],
+            n_results=top,
+            where=cls.parser.parse(query.meta_conditions),
+            include=[IncludeEnum.distances],
+        )
+
+        return [(int(hit[0]), float(hit[1])) for hit in zip(res["ids"][0], res["distances"][0])]
+
+    def setup_search(self):
+        metadata = self.collection.metadata.copy()
+        metadata.pop("hnsw:space", None) # Not allowed in the collection.modify method
+        metadata.update(self.search_params.get('metadata', {}))
+        self.collection.modify(metadata=metadata)
diff --git a/engine/clients/chroma/upload.py b/engine/clients/chroma/upload.py
new file mode 100644
index 00000000..51fa93c8
--- /dev/null
+++ b/engine/clients/chroma/upload.py
@@ -0,0 +1,35 @@
+from typing import List
+
+from chromadb import HttpClient, ClientAPI, Settings
+
+from dataset_reader.base_reader import Record
+from engine.base_client.upload import BaseUploader
+from engine.clients.chroma.config import CHROMA_COLLECTION_NAME, chroma_fix_host
+
+
+class ChromaUploader(BaseUploader):
+    client: ClientAPI = None
+    upload_params = {}
+
+    @classmethod
+    def init_client(cls, host, distance, connection_params, upload_params):
+        cls.client = HttpClient(
+            host=chroma_fix_host(host),
+            settings=Settings(allow_reset=True, anonymized_telemetry=False),
+            **connection_params,
+        )
+        cls.collection = cls.client.get_collection(name=CHROMA_COLLECTION_NAME)
+
+    @classmethod
+    def upload_batch(cls, batch: List[Record]):
+        ids, vectors, payloads = [], [], []
+        for point in batch:
+            ids.append(str(point.id))
+            vectors.append(point.vector)
+            payloads.append(point.metadata or None)
+
+        cls.collection.add(
+            embeddings=vectors,
+            metadatas=payloads or None,
+            ids=ids,
+        )
diff --git a/engine/clients/client_factory.py b/engine/clients/client_factory.py
index a74df2ab..34bb6564 100644
--- a/engine/clients/client_factory.py
+++ b/engine/clients/client_factory.py
@@ -7,6 +7,7 @@
     BaseSearcher,
     BaseUploader,
 )
+from engine.clients.chroma import ChromaConfigurator, ChromaSearcher, ChromaUploader
 from engine.clients.elasticsearch import (
     ElasticConfigurator,
     ElasticSearcher,
@@ -39,6 +40,7 @@
     "opensearch": OpenSearchConfigurator,
     "redis": RedisConfigurator,
     "pgvector": PgVectorConfigurator,
+    "chroma": ChromaConfigurator,
 }
 
 ENGINE_UPLOADERS = {
@@ -49,6 +51,7 @@
     "opensearch": OpenSearchUploader,
     "redis": RedisUploader,
     "pgvector": PgVectorUploader,
+    "chroma": ChromaUploader,
 }
 
 ENGINE_SEARCHERS = {
@@ -59,6 +62,7 @@
     "opensearch": OpenSearchSearcher,
     "redis": RedisSearcher,
     "pgvector": PgVectorSearcher,
+    "chroma": ChromaSearcher,
 }
 
 
diff --git a/engine/servers/chroma-single-node/docker-compose.yaml b/engine/servers/chroma-single-node/docker-compose.yaml
new file mode 100644
index 00000000..9c7db2b1
--- /dev/null
+++ b/engine/servers/chroma-single-node/docker-compose.yaml
@@ -0,0 +1,20 @@
+services:
+  chromadb_bench:
+    image: ${CONTAINER_REGISTRY:-docker.io}/chromadb/chroma:0.5.7
+    #volumes:
+    #  - ./chromadb:/chroma/chroma
+    ports:
+      - "8000:8000"
+    logging:
+      driver: "json-file"
+      options:
+        max-file: 1
+        max-size: 10m
+    environment:
+      IS_PERSISTENT: TRUE
+      ANONYMIZED_TELEMETRY: False
+      CHROMA_WORKERS: 2
+    deploy:
+      resources:
+        limits:
+          memory: 25Gb
diff --git a/experiments/configurations/chroma-single-node.json b/experiments/configurations/chroma-single-node.json
new file mode 100644
index 00000000..381346b7
--- /dev/null
+++ b/experiments/configurations/chroma-single-node.json
@@ -0,0 +1,113 @@
+[
+  {
+    "name": "chroma-default",
+    "engine": "chroma",
+    "connection_params": {},
+    "collection_params": {},
+    "search_params": [
+      {
+        "parallel": 8
+      }
+    ],
+    "upload_params": {
+      "parallel": 16,
+      "batch_size": 1024
+    }
+  },
+  {
+    "name": "chroma-m-16-ef-128",
+    "engine": "chroma",
+    "connection_params": {},
+    "collection_params": {
+      "metadata": {
+        "hnsw:M": 16,
+        "hnsw:construction_ef": 128
+      }
+    },
+    "search_params": [
+      { "parallel": 1, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 512 } },
+      { "parallel": 100, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 512 } }
+    ],
+    "upload_params": { "parallel": 16 }
+  },
+  {
+    "name": "chroma-m-32-ef-128",
+    "engine": "chroma",
+    "connection_params": {},
+    "collection_params": {
+      "metadata": {
+        "hnsw:M": 32,
+        "hnsw:construction_ef": 128
+      }
+    },
+    "search_params": [
+      { "parallel": 1, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 512 } },
+      { "parallel": 100, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 512 } }
+    ],
+    "upload_params": { "parallel": 16 }
+  },
+  {
+    "name": "chroma-m-32-ef-256",
+    "engine": "chroma",
+    "connection_params": {},
+    "collection_params": {
+      "metadata": {
+        "hnsw:M": 32,
+        "hnsw:construction_ef": 256
+      }
+    },
+    "search_params": [
+      { "parallel": 1, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 512 } },
+      { "parallel": 100, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 512 } }
+    ],
+    "upload_params": { "parallel": 16 }
+  },
+  {
+    "name": "chroma-m-32-ef-512",
+    "engine": "chroma",
+    "connection_params": {},
+    "collection_params": {
+      "metadata": {
+        "hnsw:M": 32,
+        "hnsw:construction_ef": 512
+      }
+    },
+    "search_params": [
+      { "parallel": 1, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 512 } },
+      { "parallel": 100, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 512 } }
+    ],
+    "upload_params": { "parallel": 16 }
+  },
+  {
+    "name": "chroma-m-64-ef-256",
+    "engine": "chroma",
+    "connection_params": {},
+    "collection_params": {
+      "metadata": {
+        "hnsw:M": 64,
+        "hnsw:construction_ef": 256
+      }
+    },
+    "search_params": [
+      { "parallel": 1, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 512 } },
+      { "parallel": 100, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 512 } }
+    ],
+    "upload_params": { "parallel": 16 }
+  },
+  {
+    "name": "chroma-m-64-ef-512",
+    "engine": "chroma",
+    "connection_params": {},
+    "collection_params": {
+      "metadata": {
+        "hnsw:M": 64,
+        "hnsw:construction_ef": 512
+      }
+    },
+    "search_params": [
+      { "parallel": 1, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 512 } },
+      { "parallel": 100, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 512 } }
+    ],
+    "upload_params": { "parallel": 16 }
+  }
+]
diff --git a/experiments/configurations/chroma-single-node.md b/experiments/configurations/chroma-single-node.md
new file mode 100644
index 00000000..8bfc4c19
--- /dev/null
+++ b/experiments/configurations/chroma-single-node.md
@@ -0,0 +1,27 @@
+# Chroma Parameters
+
+See https://cookbook.chromadb.dev/core/configuration/#hnsw-configuration
+
+`hnsw:M` cannot be changed after index creation.
+`hnsw:construction_ef` cannot be changed after index creation.
+`hnsw:search_ef` can be changed.
+
+## collection_params
+    "metadata": {
+        "hnsw:M": 16,32,64,
+        "hnsw:construction_ef": 128,256,512
+    }
+
+## search_params
+    "parallel": 1, 8, 100              # implemented in base_client
+    "top": /                           # implemented in base_client
+    "metadata": {
+        "hnsw:search_ef": 128,256,512
+    }
+
+## upload_params
+non-default not in use.
+
+    "parallel": 16                      # implemented in base_client
+    "batch_size": 1024                  # implemented in base_client 
+
diff --git a/pyproject.toml b/pyproject.toml
index fb921b58..a0bc48f4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -20,6 +20,7 @@ opensearch-py = "^2.3.2"
 tqdm = "^4.66.1"
 psycopg = {extras = ["binary"], version = "^3.1.17"}
 pgvector = "^0.2.4"
+chromadb = "0.5.7"
 
 [tool.poetry.dev-dependencies]
 pre-commit = "^2.20.0"
diff --git a/tools/run_benchmarks.sh b/tools/run_benchmarks.sh
index b0713914..fa290819 100755
--- a/tools/run_benchmarks.sh
+++ b/tools/run_benchmarks.sh
@@ -9,7 +9,7 @@ SCRIPT_PATH="$( cd "$(dirname "$0")" &>/dev/null ; pwd -P )"
 export CLOUD_NAME=${CLOUD_NAME:-"custom"}
 
 DATASETS=("glove-100-angular" "deep-image-96" "gist-960-euclidean" "dbpedia-openai-1M-1536-angular")
-VECTOR_DBS=("qdrant" "milvus" "elasticsearch" "weaviate" "redis")
+VECTOR_DBS=("qdrant" "milvus" "elasticsearch" "weaviate" "redis" "chroma")
 BRANCH="master"
 
 # Note: If you want to run with a different version of Qdrant. Set the QDRANT_VERSION env variable.

From 8fa099441ce35aa8186314ddf8e5d31ce18746c5 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Fri, 27 Sep 2024 10:49:48 +0000
Subject: [PATCH 2/5] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 engine/clients/chroma/configure.py               |  5 ++++-
 engine/clients/chroma/parser.py                  |  8 ++++++--
 engine/clients/chroma/search.py                  | 11 +++++++----
 engine/clients/chroma/upload.py                  |  2 +-
 experiments/configurations/chroma-single-node.md |  2 +-
 5 files changed, 19 insertions(+), 9 deletions(-)

diff --git a/engine/clients/chroma/configure.py b/engine/clients/chroma/configure.py
index 28b6a09b..f458dc32 100644
--- a/engine/clients/chroma/configure.py
+++ b/engine/clients/chroma/configure.py
@@ -35,7 +35,10 @@ def clean(self):
 
     def recreate(self, dataset: Dataset, collection_params):
         params = self.collection_params
-        params["metadata"] = dict({"hnsw:space": self.DISTANCE_MAPPING.get(dataset.config.distance)}, **params.get('metadata', {}))
+        params["metadata"] = dict(
+            {"hnsw:space": self.DISTANCE_MAPPING.get(dataset.config.distance)},
+            **params.get("metadata", {}),
+        )
         self.client.create_collection(
             name=CHROMA_COLLECTION_NAME,
             **params,
diff --git a/engine/clients/chroma/parser.py b/engine/clients/chroma/parser.py
index c485be6c..30c94b17 100644
--- a/engine/clients/chroma/parser.py
+++ b/engine/clients/chroma/parser.py
@@ -9,7 +9,9 @@
 
 class ChromaConditionParser(BaseConditionParser):
     def build_condition(
-        self, and_subfilters: Optional[List[Where]], or_subfilters: Optional[List[Where]]
+        self,
+        and_subfilters: Optional[List[Where]],
+        or_subfilters: Optional[List[Where]],
     ) -> Where:
         condition: Where = {}
         if and_subfilters is not None:
@@ -44,7 +46,9 @@ def build_range_filter(
             "$lte": lte,
             "$gte": gte,
         }
-        filters: OperatorExpression = {k: v for k, v in raw_filters.items() if v is not None}
+        filters: OperatorExpression = {
+            k: v for k, v in raw_filters.items() if v is not None
+        }
         return {field_name: filters}
 
     def build_geo_filter(
diff --git a/engine/clients/chroma/search.py b/engine/clients/chroma/search.py
index 9da239a9..c67c58a7 100644
--- a/engine/clients/chroma/search.py
+++ b/engine/clients/chroma/search.py
@@ -1,6 +1,6 @@
 from typing import List, Tuple
 
-from chromadb import HttpClient, ClientAPI, Settings
+from chromadb import ClientAPI, HttpClient, Settings
 from chromadb.api.types import IncludeEnum
 
 from dataset_reader.base_reader import Query
@@ -32,10 +32,13 @@ def search_one(cls, query: Query, top: int) -> List[Tuple[int, float]]:
             include=[IncludeEnum.distances],
         )
 
-        return [(int(hit[0]), float(hit[1])) for hit in zip(res["ids"][0], res["distances"][0])]
+        return [
+            (int(hit[0]), float(hit[1]))
+            for hit in zip(res["ids"][0], res["distances"][0])
+        ]
 
     def setup_search(self):
         metadata = self.collection.metadata.copy()
-        metadata.pop("hnsw:space", None) # Not allowed in the collection.modify method
-        metadata.update(self.search_params.get('metadata', {}))
+        metadata.pop("hnsw:space", None)  # Not allowed in the collection.modify method
+        metadata.update(self.search_params.get("metadata", {}))
         self.collection.modify(metadata=metadata)
diff --git a/engine/clients/chroma/upload.py b/engine/clients/chroma/upload.py
index 51fa93c8..635f4e02 100644
--- a/engine/clients/chroma/upload.py
+++ b/engine/clients/chroma/upload.py
@@ -1,6 +1,6 @@
 from typing import List
 
-from chromadb import HttpClient, ClientAPI, Settings
+from chromadb import ClientAPI, HttpClient, Settings
 
 from dataset_reader.base_reader import Record
 from engine.base_client.upload import BaseUploader
diff --git a/experiments/configurations/chroma-single-node.md b/experiments/configurations/chroma-single-node.md
index 8bfc4c19..182fb0bb 100644
--- a/experiments/configurations/chroma-single-node.md
+++ b/experiments/configurations/chroma-single-node.md
@@ -23,5 +23,5 @@ See https://cookbook.chromadb.dev/core/configuration/#hnsw-configuration
 non-default not in use.
 
     "parallel": 16                      # implemented in base_client
-    "batch_size": 1024                  # implemented in base_client 
+    "batch_size": 1024                  # implemented in base_client
 

From 8dfad2fd6b53e5af67a2ee832f0621af4623a609 Mon Sep 17 00:00:00 2001
From: LukasWestholt <support@lukaswestholt.de>
Date: Fri, 27 Sep 2024 14:10:53 +0200
Subject: [PATCH 3/5] poetry lock

---
 poetry.lock    | 2958 ++++++++++++++++++++++++++++++++++++++----------
 pyproject.toml |    2 +-
 2 files changed, 2349 insertions(+), 611 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index ae96c371..39a07ac0 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "annotated-types"
@@ -16,13 +16,13 @@ typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
 
 [[package]]
 name = "anyio"
-version = "4.4.0"
+version = "4.5.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "anyio-4.4.0-py3-none-any.whl", hash = "sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7"},
-    {file = "anyio-4.4.0.tar.gz", hash = "sha256:5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94"},
+    {file = "anyio-4.5.0-py3-none-any.whl", hash = "sha256:fdeb095b7cc5a5563175eedd926ec4ae55413bb4be5770c424af0ba46ccb4a78"},
+    {file = "anyio-4.5.0.tar.gz", hash = "sha256:c5a275fe5ca0afd788001f58fca1e69e29ce706d746e317d660e21f70c530ef9"},
 ]
 
 [package.dependencies]
@@ -32,9 +32,9 @@ sniffio = ">=1.1"
 typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
-trio = ["trio (>=0.23)"]
+doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.21.0b1)"]
+trio = ["trio (>=0.26.1)"]
 
 [[package]]
 name = "appnope"
@@ -47,6 +47,23 @@ files = [
     {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
 ]
 
+[[package]]
+name = "asgiref"
+version = "3.8.1"
+description = "ASGI specs, helper code, and adapters"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "asgiref-3.8.1-py3-none-any.whl", hash = "sha256:3e1e3ecc849832fe52ccf2cb6686b7a55f82bb1d6aee72a58826471390335e47"},
+    {file = "asgiref-3.8.1.tar.gz", hash = "sha256:c343bd80a0bec947a9860adb4c432ffa7db769836c64238fc34bdc3fec84d590"},
+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4", markers = "python_version < \"3.11\""}
+
+[package.extras]
+tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
+
 [[package]]
 name = "asttokens"
 version = "2.4.1"
@@ -101,6 +118,17 @@ files = [
     {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
 ]
 
+[[package]]
+name = "backoff"
+version = "2.2.1"
+description = "Function decoration for backoff and retry"
+optional = false
+python-versions = ">=3.7,<4.0"
+files = [
+    {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
+    {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
+]
+
 [[package]]
 name = "backports-zoneinfo"
 version = "0.2.1"
@@ -129,76 +157,167 @@ files = [
 [package.extras]
 tzdata = ["tzdata"]
 
+[[package]]
+name = "bcrypt"
+version = "4.2.0"
+description = "Modern password hashing for your software and your servers"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "bcrypt-4.2.0-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:096a15d26ed6ce37a14c1ac1e48119660f21b24cba457f160a4b830f3fe6b5cb"},
+    {file = "bcrypt-4.2.0-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c02d944ca89d9b1922ceb8a46460dd17df1ba37ab66feac4870f6862a1533c00"},
+    {file = "bcrypt-4.2.0-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1d84cf6d877918620b687b8fd1bf7781d11e8a0998f576c7aa939776b512b98d"},
+    {file = "bcrypt-4.2.0-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:1bb429fedbe0249465cdd85a58e8376f31bb315e484f16e68ca4c786dcc04291"},
+    {file = "bcrypt-4.2.0-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:655ea221910bcac76ea08aaa76df427ef8625f92e55a8ee44fbf7753dbabb328"},
+    {file = "bcrypt-4.2.0-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:1ee38e858bf5d0287c39b7a1fc59eec64bbf880c7d504d3a06a96c16e14058e7"},
+    {file = "bcrypt-4.2.0-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:0da52759f7f30e83f1e30a888d9163a81353ef224d82dc58eb5bb52efcabc399"},
+    {file = "bcrypt-4.2.0-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:3698393a1b1f1fd5714524193849d0c6d524d33523acca37cd28f02899285060"},
+    {file = "bcrypt-4.2.0-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:762a2c5fb35f89606a9fde5e51392dad0cd1ab7ae64149a8b935fe8d79dd5ed7"},
+    {file = "bcrypt-4.2.0-cp37-abi3-win32.whl", hash = "sha256:5a1e8aa9b28ae28020a3ac4b053117fb51c57a010b9f969603ed885f23841458"},
+    {file = "bcrypt-4.2.0-cp37-abi3-win_amd64.whl", hash = "sha256:8f6ede91359e5df88d1f5c1ef47428a4420136f3ce97763e31b86dd8280fbdf5"},
+    {file = "bcrypt-4.2.0-cp39-abi3-macosx_10_12_universal2.whl", hash = "sha256:c52aac18ea1f4a4f65963ea4f9530c306b56ccd0c6f8c8da0c06976e34a6e841"},
+    {file = "bcrypt-4.2.0-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3bbbfb2734f0e4f37c5136130405332640a1e46e6b23e000eeff2ba8d005da68"},
+    {file = "bcrypt-4.2.0-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3413bd60460f76097ee2e0a493ccebe4a7601918219c02f503984f0a7ee0aebe"},
+    {file = "bcrypt-4.2.0-cp39-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:8d7bb9c42801035e61c109c345a28ed7e84426ae4865511eb82e913df18f58c2"},
+    {file = "bcrypt-4.2.0-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:3d3a6d28cb2305b43feac298774b997e372e56c7c7afd90a12b3dc49b189151c"},
+    {file = "bcrypt-4.2.0-cp39-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:9c1c4ad86351339c5f320ca372dfba6cb6beb25e8efc659bedd918d921956bae"},
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+    {file = "bcrypt-4.2.0-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:8ac68872c82f1add6a20bd489870c71b00ebacd2e9134a8aa3f98a0052ab4b0e"},
+    {file = "bcrypt-4.2.0-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:cb2a8ec2bc07d3553ccebf0746bbf3d19426d1c6d1adbd4fa48925f66af7b9e8"},
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+    {file = "bcrypt-4.2.0-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:39e1d30c7233cfc54f5c3f2c825156fe044efdd3e0b9d309512cc514a263ec2a"},
+    {file = "bcrypt-4.2.0-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:f4f4acf526fcd1c34e7ce851147deedd4e26e6402369304220250598b26448db"},
+    {file = "bcrypt-4.2.0-pp39-pypy39_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:1ff39b78a52cf03fdf902635e4c81e544714861ba3f0efc56558979dd4f09170"},
+    {file = "bcrypt-4.2.0-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:373db9abe198e8e2c70d12b479464e0d5092cc122b20ec504097b5f2297ed184"},
+    {file = "bcrypt-4.2.0.tar.gz", hash = "sha256:cf69eaf5185fd58f268f805b505ce31f9b9fc2d64b376642164e9244540c1221"},
+]
+
+[package.extras]
+tests = ["pytest (>=3.2.1,!=3.3.0)"]
+typecheck = ["mypy"]
+
+[[package]]
+name = "build"
+version = "1.2.2"
+description = "A simple, correct Python build frontend"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "build-1.2.2-py3-none-any.whl", hash = "sha256:277ccc71619d98afdd841a0e96ac9fe1593b823af481d3b0cea748e8894e0613"},
+    {file = "build-1.2.2.tar.gz", hash = "sha256:119b2fb462adef986483438377a13b2f42064a2a3a4161f24a0cca698a07ac8c"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "os_name == \"nt\""}
+importlib-metadata = {version = ">=4.6", markers = "python_full_version < \"3.10.2\""}
+packaging = ">=19.1"
+pyproject_hooks = "*"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+
+[package.extras]
+docs = ["furo (>=2023.08.17)", "sphinx (>=7.0,<8.0)", "sphinx-argparse-cli (>=1.5)", "sphinx-autodoc-typehints (>=1.10)", "sphinx-issues (>=3.0.0)"]
+test = ["build[uv,virtualenv]", "filelock (>=3)", "pytest (>=6.2.4)", "pytest-cov (>=2.12)", "pytest-mock (>=2)", "pytest-rerunfailures (>=9.1)", "pytest-xdist (>=1.34)", "setuptools (>=42.0.0)", "setuptools (>=56.0.0)", "setuptools (>=56.0.0)", "setuptools (>=67.8.0)", "wheel (>=0.36.0)"]
+typing = ["build[uv]", "importlib-metadata (>=5.1)", "mypy (>=1.9.0,<1.10.0)", "tomli", "typing-extensions (>=3.7.4.3)"]
+uv = ["uv (>=0.1.18)"]
+virtualenv = ["virtualenv (>=20.0.35)"]
+
+[[package]]
+name = "cachetools"
+version = "5.5.0"
+description = "Extensible memoizing collections and decorators"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "cachetools-5.5.0-py3-none-any.whl", hash = "sha256:02134e8439cdc2ffb62023ce1debca2944c3f289d66bb17ead3ab3dede74b292"},
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+]
+
 [[package]]
 name = "certifi"
-version = "2024.6.2"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.6.2-py3-none-any.whl", hash = "sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56"},
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 ]
 
 [[package]]
 name = "cffi"
-version = "1.16.0"
+version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
 files = [
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+python-versions = "*"
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+
+[[package]]
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+uvicorn = {version = ">=0.18.3", extras = ["standard"]}
+
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 version = "8.1.7"
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+    {file = "cryptography-43.0.1-pp39-pypy39_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:9d3cdb25fa98afdd3d0892d132b8d7139e2c087da1712041f6b762e4f807cc96"},
+    {file = "cryptography-43.0.1-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:e710bf40870f4db63c3d7d929aa9e09e4e7ee219e703f949ec4073b4294f6172"},
+    {file = "cryptography-43.0.1-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:7c05650fe8023c5ed0d46793d4b7d7e6cd9c04e68eabe5b0aeea836e37bdcec2"},
+    {file = "cryptography-43.0.1.tar.gz", hash = "sha256:203e92a75716d8cfb491dc47c79e17d0d9207ccffcbcb35f598fbe463ae3444d"},
 ]
 
 [package.dependencies]
@@ -390,7 +604,7 @@ nox = ["nox"]
 pep8test = ["check-sdist", "click", "mypy", "ruff"]
 sdist = ["build"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
+test = ["certifi", "cryptography-vectors (==43.0.1)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
 [[package]]
@@ -404,6 +618,23 @@ files = [
     {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
 ]
 
+[[package]]
+name = "deprecated"
+version = "1.2.14"
+description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "Deprecated-1.2.14-py2.py3-none-any.whl", hash = "sha256:6fac8b097794a90302bdbb17b9b815e732d3c4720583ff1b198499d78470466c"},
+    {file = "Deprecated-1.2.14.tar.gz", hash = "sha256:e5323eb936458dccc2582dc6f9c322c852a775a27065ff2b0c4970b9d53d01b3"},
+]
+
+[package.dependencies]
+wrapt = ">=1.10,<2"
+
+[package.extras]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
+
 [[package]]
 name = "distlib"
 version = "0.3.8"
@@ -415,15 +646,25 @@ files = [
     {file = "distlib-0.3.8.tar.gz", hash = "sha256:1530ea13e350031b6312d8580ddb6b27a104275a31106523b8f123787f494f64"},
 ]
 
+[[package]]
+name = "durationpy"
+version = "0.7"
+description = "Module for converting between datetime.timedelta and Go's Duration strings."
+optional = false
+python-versions = "*"
+files = [
+    {file = "durationpy-0.7.tar.gz", hash = "sha256:8447c43df4f1a0b434e70c15a38d77f5c9bd17284bfc1ff1d430f233d5083732"},
+]
+
 [[package]]
 name = "elastic-transport"
-version = "8.13.1"
+version = "8.15.0"
 description = "Transport classes and utilities shared among Python Elastic client libraries"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "elastic_transport-8.13.1-py3-none-any.whl", hash = "sha256:5d4bb6b8e9d74a9c16de274e91a5caf65a3a8d12876f1e99152975e15b2746fe"},
-    {file = "elastic_transport-8.13.1.tar.gz", hash = "sha256:16339d392b4bbe86ad00b4bdeecff10edf516d32bc6c16053846625f2c6ea250"},
+    {file = "elastic_transport-8.15.0-py3-none-any.whl", hash = "sha256:d7080d1dada2b4eee69e7574f9c17a76b42f2895eff428e562f94b0360e158c0"},
+    {file = "elastic_transport-8.15.0.tar.gz", hash = "sha256:85d62558f9baafb0868c801233a59b235e61d7b4804c28c2fadaa866b6766233"},
 ]
 
 [package.dependencies]
@@ -431,17 +672,17 @@ certifi = "*"
 urllib3 = ">=1.26.2,<3"
 
 [package.extras]
-develop = ["aiohttp", "furo", "httpx", "mock", "opentelemetry-api", "opentelemetry-sdk", "orjson", "pytest", "pytest-asyncio", "pytest-cov", "pytest-httpserver", "pytest-mock", "requests", "respx", "sphinx (>2)", "sphinx-autodoc-typehints", "trustme"]
+develop = ["aiohttp", "furo", "httpx", "opentelemetry-api", "opentelemetry-sdk", "orjson", "pytest", "pytest-asyncio", "pytest-cov", "pytest-httpserver", "pytest-mock", "requests", "respx", "sphinx (>2)", "sphinx-autodoc-typehints", "trustme"]
 
 [[package]]
 name = "elasticsearch"
-version = "8.14.0"
+version = "8.15.1"
 description = "Python client for Elasticsearch"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "elasticsearch-8.14.0-py3-none-any.whl", hash = "sha256:cef8ef70a81af027f3da74a4f7d9296b390c636903088439087b8262a468c130"},
-    {file = "elasticsearch-8.14.0.tar.gz", hash = "sha256:aa2490029dd96f4015b333c1827aa21fd6c0a4d223b00dfb0fe933b8d09a511b"},
+    {file = "elasticsearch-8.15.1-py3-none-any.whl", hash = "sha256:02a0476e98768a30d7926335fc0d305c04fdb928eea1354c6e6040d8c2814569"},
+    {file = "elasticsearch-8.15.1.tar.gz", hash = "sha256:40c0d312f8adf8bdc81795bc16a0b546ddf544cb1f90e829a244e4780c4dbfd8"},
 ]
 
 [package.dependencies]
@@ -449,7 +690,10 @@ elastic-transport = ">=8.13,<9"
 
 [package.extras]
 async = ["aiohttp (>=3,<4)"]
+dev = ["aiohttp", "black", "build", "coverage", "isort", "jinja2", "mapbox-vector-tile", "nox", "numpy", "orjson", "pandas", "pyarrow", "pytest", "pytest-asyncio", "pytest-cov", "python-dateutil", "pyyaml (>=5.4)", "requests (>=2,<3)", "simsimd", "twine", "unasync"]
+docs = ["sphinx", "sphinx-autodoc-typehints", "sphinx-rtd-theme (>=2.0)"]
 orjson = ["orjson (>=3)"]
+pyarrow = ["pyarrow (>=1)"]
 requests = ["requests (>=2.4.0,!=2.32.2,<3.0.0)"]
 vectorstore-mmr = ["numpy (>=1)", "simsimd (>=3)"]
 
@@ -486,13 +730,13 @@ files = [
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.1"
+version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "exceptiongroup-1.2.1-py3-none-any.whl", hash = "sha256:5258b9ed329c5bbdd31a309f53cbfb0b155341807f6ff7606a1e801a891b29ad"},
-    {file = "exceptiongroup-1.2.1.tar.gz", hash = "sha256:a4785e48b045528f5bfe627b6ad554ff32def154f42372786903b7abcfe1aa16"},
+    {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
+    {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
 ]
 
 [package.extras]
@@ -500,165 +744,288 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "executing"
-version = "2.0.1"
+version = "2.1.0"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
 files = [
-    {file = "executing-2.0.1-py2.py3-none-any.whl", hash = "sha256:eac49ca94516ccc753f9fb5ce82603156e590b27525a8bc32cce8ae302eb61bc"},
-    {file = "executing-2.0.1.tar.gz", hash = "sha256:35afe2ce3affba8ee97f2d69927fa823b08b472b7b994e36a52a964b93d16147"},
+    {file = "executing-2.1.0-py2.py3-none-any.whl", hash = "sha256:8d63781349375b5ebccc3142f4b30350c0cd9c79f921cde38be2be4637e98eaf"},
+    {file = "executing-2.1.0.tar.gz", hash = "sha256:8ea27ddd260da8150fa5a708269c4a10e76161e2496ec3e587da9e3c0fe4b9ab"},
 ]
 
 [package.extras]
 tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
 
+[[package]]
+name = "fastapi"
+version = "0.115.0"
+description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "fastapi-0.115.0-py3-none-any.whl", hash = "sha256:17ea427674467486e997206a5ab25760f6b09e069f099b96f5b55a32fb6f1631"},
+    {file = "fastapi-0.115.0.tar.gz", hash = "sha256:f93b4ca3529a8ebc6fc3fcf710e5efa8de3df9b41570958abf1d97d843138004"},
+]
+
+[package.dependencies]
+pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
+starlette = ">=0.37.2,<0.39.0"
+typing-extensions = ">=4.8.0"
+
+[package.extras]
+all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.7)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
+standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "jinja2 (>=2.11.2)", "python-multipart (>=0.0.7)", "uvicorn[standard] (>=0.12.0)"]
+
 [[package]]
 name = "filelock"
-version = "3.14.0"
+version = "3.16.1"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "filelock-3.14.0-py3-none-any.whl", hash = "sha256:43339835842f110ca7ae60f1e1c160714c5a6afd15a2873419ab185334975c0f"},
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+    {file = "filelock-3.16.1-py3-none-any.whl", hash = "sha256:2082e5703d51fbf98ea75855d9d5527e33d8ff23099bec374a134febee6946b0"},
+    {file = "filelock-3.16.1.tar.gz", hash = "sha256:c249fbfcd5db47e5e2d6d62198e565475ee65e4831e2561c8e313fa7eb961435"},
 ]
 
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-testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
-typing = ["typing-extensions (>=4.8)"]
+docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4.1)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"]
+typing = ["typing-extensions (>=4.12.2)"]
+
+[[package]]
+name = "flatbuffers"
+version = "24.3.25"
+description = "The FlatBuffers serialization format for Python"
+optional = false
+python-versions = "*"
+files = [
+    {file = "flatbuffers-24.3.25-py2.py3-none-any.whl", hash = "sha256:8dbdec58f935f3765e4f7f3cf635ac3a77f83568138d6a2311f524ec96364812"},
+    {file = "flatbuffers-24.3.25.tar.gz", hash = "sha256:de2ec5b203f21441716617f38443e0a8ebf3d25bf0d9c0bb0ce68fa00ad546a4"},
+]
+
+[[package]]
+name = "fsspec"
+version = "2024.9.0"
+description = "File-system specification"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "fsspec-2024.9.0-py3-none-any.whl", hash = "sha256:a0947d552d8a6efa72cc2c730b12c41d043509156966cca4fb157b0f2a0c574b"},
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+]
+
+[package.extras]
+abfs = ["adlfs"]
+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+dev = ["pre-commit", "ruff"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
+full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
+test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask-expr", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
+test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
+tqdm = ["tqdm"]
+
+[[package]]
+name = "google-auth"
+version = "2.35.0"
+description = "Google Authentication Library"
+optional = false
+python-versions = ">=3.7"
+files = [
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+rsa = ">=3.1.4,<5"
+
+[package.extras]
+aiohttp = ["aiohttp (>=3.6.2,<4.0.0.dev0)", "requests (>=2.20.0,<3.0.0.dev0)"]
+enterprise-cert = ["cryptography", "pyopenssl"]
+pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
+reauth = ["pyu2f (>=0.1.5)"]
+requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
+
+[[package]]
+name = "googleapis-common-protos"
+version = "1.65.0"
+description = "Common protobufs used in Google APIs"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
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+[package.dependencies]
+protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
+
+[package.extras]
+grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
+
+[[package]]
+name = "graphlib-backport"
+version = "1.1.0"
+description = "Backport of the Python 3.9 graphlib module for Python 3.6+"
+optional = false
+python-versions = ">=3.6,<4.0"
+files = [
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+    {file = "graphlib_backport-1.1.0.tar.gz", hash = "sha256:00a7888b21e5393064a133209cb5d3b3ef0a2096cf023914c9d778dff5644125"},
+]
 
 [[package]]
 name = "grpcio"
-version = "1.63.0"
+version = "1.66.1"
 description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "grpcio-1.63.0-cp310-cp310-linux_armv7l.whl", hash = "sha256:2e93aca840c29d4ab5db93f94ed0a0ca899e241f2e8aec6334ab3575dc46125c"},
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+]
+
+[package.dependencies]
+grpcio = ">=1.62.3"
+protobuf = ">=4.21.6,<5.0dev"
 setuptools = "*"
 
 [[package]]
@@ -752,6 +1119,54 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 trio = ["trio (>=0.22.0,<0.26.0)"]
 
+[[package]]
+name = "httptools"
+version = "0.6.1"
+description = "A collection of framework independent HTTP protocol utils."
+optional = false
+python-versions = ">=3.8.0"
+files = [
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+    {file = "httptools-0.6.1-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:e0b281cf5a125c35f7f6722b65d8542d2e57331be573e9e88bc8b0115c4a7a81"},
+    {file = "httptools-0.6.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:95658c342529bba4e1d3d2b1a874db16c7cca435e8827422154c9da76ac4e13a"},
+    {file = "httptools-0.6.1-cp39-cp39-win_amd64.whl", hash = "sha256:7ebaec1bf683e4bf5e9fbb49b8cc36da482033596a415b3e4ebab5a4c0d7ec5e"},
+    {file = "httptools-0.6.1.tar.gz", hash = "sha256:c6e26c30455600b95d94b1b836085138e82f177351454ee841c148f93a9bad5a"},
+]
+
+[package.extras]
+test = ["Cython (>=0.29.24,<0.30.0)"]
+
 [[package]]
 name = "httpx"
 version = "0.27.0"
@@ -777,6 +1192,54 @@ cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 
+[[package]]
+name = "huggingface-hub"
+version = "0.25.1"
+description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
+optional = false
+python-versions = ">=3.8.0"
+files = [
+    {file = "huggingface_hub-0.25.1-py3-none-any.whl", hash = "sha256:a5158ded931b3188f54ea9028097312cb0acd50bffaaa2612014c3c526b44972"},
+    {file = "huggingface_hub-0.25.1.tar.gz", hash = "sha256:9ff7cb327343211fbd06e2b149b8f362fd1e389454f3f14c6db75a4999ee20ff"},
+]
+
+[package.dependencies]
+filelock = "*"
+fsspec = ">=2023.5.0"
+packaging = ">=20.9"
+pyyaml = ">=5.1"
+requests = "*"
+tqdm = ">=4.42.1"
+typing-extensions = ">=3.7.4.3"
+
+[package.extras]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.5.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+cli = ["InquirerPy (==0.3.4)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.5.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
+hf-transfer = ["hf-transfer (>=0.1.4)"]
+inference = ["aiohttp", "minijinja (>=1.0)"]
+quality = ["mypy (==1.5.1)", "ruff (>=0.5.0)"]
+tensorflow = ["graphviz", "pydot", "tensorflow"]
+tensorflow-testing = ["keras (<3.0)", "tensorflow"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+torch = ["safetensors[torch]", "torch"]
+typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
+
+[[package]]
+name = "humanfriendly"
+version = "10.0"
+description = "Human friendly output for text interfaces using Python"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
+    {file = "humanfriendly-10.0-py2.py3-none-any.whl", hash = "sha256:1697e1a8a8f550fd43c2865cd84542fc175a61dcb779b6fee18cf6b6ccba1477"},
+    {file = "humanfriendly-10.0.tar.gz", hash = "sha256:6b0b831ce8f15f7300721aa49829fc4e83921a9a301cc7f606be6686a2288ddc"},
+]
+
+[package.dependencies]
+pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_version >= \"3.8\""}
+
 [[package]]
 name = "hyperframe"
 version = "6.0.1"
@@ -790,13 +1253,13 @@ files = [
 
 [[package]]
 name = "identify"
-version = "2.5.36"
+version = "2.6.1"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "identify-2.5.36-py2.py3-none-any.whl", hash = "sha256:37d93f380f4de590500d9dba7db359d0d3da95ffe7f9de1753faa159e71e7dfa"},
-    {file = "identify-2.5.36.tar.gz", hash = "sha256:e5e00f54165f9047fbebeb4a560f9acfb8af4c88232be60a488e9b68d122745d"},
+    {file = "identify-2.6.1-py2.py3-none-any.whl", hash = "sha256:53863bcac7caf8d2ed85bd20312ea5dcfc22226800f6d6881f232d861db5a8f0"},
+    {file = "identify-2.6.1.tar.gz", hash = "sha256:91478c5fb7c3aac5ff7bf9b4344f803843dc586832d5f110d672b19aa1984c98"},
 ]
 
 [package.extras]
@@ -804,15 +1267,59 @@ license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.7"
+version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 files = [
-    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
-    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
+    {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
+    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
 ]
 
+[package.extras]
+all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+
+[[package]]
+name = "importlib-metadata"
+version = "8.4.0"
+description = "Read metadata from Python packages"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "importlib_metadata-8.4.0-py3-none-any.whl", hash = "sha256:66f342cc6ac9818fc6ff340576acd24d65ba0b3efabb2b4ac08b598965a4a2f1"},
+    {file = "importlib_metadata-8.4.0.tar.gz", hash = "sha256:9a547d3bc3608b025f93d403fdd1aae741c24fbb8314df4b155675742ce303c5"},
+]
+
+[package.dependencies]
+zipp = ">=0.5"
+
+[package.extras]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+perf = ["ipython"]
+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+
+[[package]]
+name = "importlib-resources"
+version = "6.4.5"
+description = "Read resources from Python packages"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "importlib_resources-6.4.5-py3-none-any.whl", hash = "sha256:ac29d5f956f01d5e4bb63102a5a19957f1b9175e45649977264a1416783bb717"},
+    {file = "importlib_resources-6.4.5.tar.gz", hash = "sha256:980862a1d16c9e147a59603677fa2aa5fd82b87f223b6cb870695bcfce830065"},
+]
+
+[package.dependencies]
+zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["jaraco.test (>=5.4)", "pytest (>=6,!=8.1.*)", "zipp (>=3.17)"]
+type = ["pytest-mypy"]
+
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
@@ -915,15 +1422,66 @@ typish = ">=1.9.2"
 [package.extras]
 test = ["attrs", "codecov", "coverage", "dataclasses", "pytest", "scons", "tzdata"]
 
+[[package]]
+name = "kubernetes"
+version = "31.0.0"
+description = "Kubernetes python client"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "kubernetes-31.0.0-py2.py3-none-any.whl", hash = "sha256:bf141e2d380c8520eada8b351f4e319ffee9636328c137aa432bc486ca1200e1"},
+    {file = "kubernetes-31.0.0.tar.gz", hash = "sha256:28945de906c8c259c1ebe62703b56a03b714049372196f854105afe4e6d014c0"},
+]
+
+[package.dependencies]
+certifi = ">=14.05.14"
+durationpy = ">=0.7"
+google-auth = ">=1.0.1"
+oauthlib = ">=3.2.2"
+python-dateutil = ">=2.5.3"
+pyyaml = ">=5.4.1"
+requests = "*"
+requests-oauthlib = "*"
+six = ">=1.9.0"
+urllib3 = ">=1.24.2"
+websocket-client = ">=0.32.0,<0.40.0 || >0.40.0,<0.41.dev0 || >=0.43.dev0"
+
+[package.extras]
+adal = ["adal (>=1.0.2)"]
+
+[[package]]
+name = "markdown-it-py"
+version = "3.0.0"
+description = "Python port of markdown-it. Markdown parsing, done right!"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
+    {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
+]
+
+[package.dependencies]
+mdurl = ">=0.1,<1.0"
+
+[package.extras]
+benchmarking = ["psutil", "pytest", "pytest-benchmark"]
+code-style = ["pre-commit (>=3.0,<4.0)"]
+compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0,<2.0)", "mistune (>=2.0,<3.0)", "panflute (>=2.3,<3.0)"]
+linkify = ["linkify-it-py (>=1,<3)"]
+plugins = ["mdit-py-plugins"]
+profiling = ["gprof2dot"]
+rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
+
 [[package]]
 name = "marshmallow"
-version = "3.21.3"
+version = "3.22.0"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = false
 python-versions = ">=3.8"
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 tests = ["pytest", "pytz", "simplejson"]
 
 [[package]]
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 [package.dependencies]
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+]
+
+[[package]]
+name = "overrides"
+version = "7.7.0"
+description = "A decorator to automatically detect mismatch when overriding a method."
+optional = false
+python-versions = ">=3.6"
+files = [
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 ]
 
-[package.extras]
-async = ["aiohttp (>=3.9.4,<4)"]
-develop = ["black (>=24.3.0)", "botocore", "coverage (<8.0.0)", "jinja2", "mock", "myst-parser", "pytest (>=3.0.0)", "pytest-cov", "pytest-mock (<4.0.0)", "pytz", "pyyaml", "requests (>=2.0.0,<3.0.0)", "sphinx", "sphinx-copybutton", "sphinx-rtd-theme"]
-docs = ["aiohttp (>=3.9.4,<4)", "myst-parser", "sphinx", "sphinx-copybutton", "sphinx-rtd-theme"]
-kerberos = ["requests-kerberos"]
-
 [[package]]
 name = "packaging"
 version = "24.1"
@@ -1085,8 +2116,8 @@ files = [
 [package.dependencies]
 numpy = [
     {version = ">=1.20.3", markers = "python_version < \"3.10\""},
-    {version = ">=1.23.2", markers = "python_version >= \"3.11\""},
     {version = ">=1.21.0", markers = "python_version >= \"3.10\" and python_version < \"3.11\""},
+    {version = ">=1.23.2", markers = "python_version >= \"3.11\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -1170,19 +2201,19 @@ files = [
 
 [[package]]
 name = "platformdirs"
-version = "4.2.2"
+version = "4.3.6"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "platformdirs-4.3.6.tar.gz", hash = "sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907"},
 ]
 
 [package.extras]
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-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
-type = ["mypy (>=1.8)"]
+docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.11.2)"]
 
 [[package]]
 name = "pluggy"
@@ -1201,13 +2232,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "portalocker"
-version = "2.8.2"
+version = "2.10.1"
 description = "Wraps the portalocker recipe for easy usage"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1218,6 +2249,29 @@ docs = ["sphinx (>=1.7.1)"]
 redis = ["redis"]
 tests = ["pytest (>=5.4.1)", "pytest-cov (>=2.8.1)", "pytest-mypy (>=0.8.0)", "pytest-timeout (>=2.1.0)", "redis", "sphinx (>=6.0.0)", "types-redis"]
 
+[[package]]
+name = "posthog"
+version = "3.6.6"
+description = "Integrate PostHog into any python application."
+optional = false
+python-versions = "*"
+files = [
+    {file = "posthog-3.6.6-py2.py3-none-any.whl", hash = "sha256:38834fd7f0732582a20d4eb4674c8d5c088e464d14d1b3f8c176e389aecaa4ef"},
+    {file = "posthog-3.6.6.tar.gz", hash = "sha256:1e04783293117109189ad7048f3eedbe21caff0e39bee5e2d47a93dd790fefac"},
+]
+
+[package.dependencies]
+backoff = ">=1.10.0"
+monotonic = ">=1.5"
+python-dateutil = ">2.1"
+requests = ">=2.7,<3.0"
+six = ">=1.5"
+
+[package.extras]
+dev = ["black", "flake8", "flake8-print", "isort", "pre-commit"]
+sentry = ["django", "sentry-sdk"]
+test = ["coverage", "django", "flake8", "freezegun (==0.3.15)", "mock (>=2.0.0)", "pylint", "pytest", "pytest-timeout"]
+
 [[package]]
 name = "pre-commit"
 version = "2.21.0"
@@ -1238,13 +2292,13 @@ virtualenv = ">=20.10.0"
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.47"
+version = "3.0.48"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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+    {file = "prompt_toolkit-3.0.48.tar.gz", hash = "sha256:d6623ab0477a80df74e646bdbc93621143f5caf104206aa29294d53de1a03d90"},
 ]
 
 [package.dependencies]
@@ -1252,119 +2306,120 @@ wcwidth = "*"
 
 [[package]]
 name = "protobuf"
-version = "5.27.1"
+version = "4.25.5"
 description = ""
 optional = false
 python-versions = ">=3.8"
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 [package.extras]
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 version = "2.22"
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 [package.dependencies]
@@ -1529,23 +2620,26 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pymilvus"
-version = "2.4.3"
+version = "2.4.7"
 description = "Python Sdk for Milvus"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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-grpcio = ">=1.49.1,<=1.63.0"
-milvus-lite = ">=2.4.0,<2.5.0"
+grpcio = ">=1.49.1"
+milvus-lite = {version = ">=2.4.0,<2.5.0", markers = "sys_platform != \"win32\""}
 numpy = {version = "<1.25.0", markers = "python_version <= \"3.8\""}
 pandas = ">=1.2.4"
 protobuf = ">=3.20.0"
-setuptools = ">=67"
+setuptools = [
+    {version = ">69,<70.1", markers = "python_version <= \"3.8\""},
+    {version = ">69", markers = "python_version > \"3.8\""},
+]
 ujson = ">=2.0.0"
 
 [package.extras]
@@ -1553,6 +2647,41 @@ bulk-writer = ["azure-storage-blob", "minio (>=7.0.0)", "pyarrow (>=12.0.0)", "r
 dev = ["black", "grpcio (==1.62.2)", "grpcio-testing (==1.62.2)", "grpcio-tools (==1.62.2)", "pytest (>=5.3.4)", "pytest-cov (>=2.8.1)", "pytest-timeout (>=1.3.4)", "ruff (>0.4.0)"]
 model = ["milvus-model (>=0.1.0)"]
 
+[[package]]
+name = "pypika"
+version = "0.48.9"
+description = "A SQL query builder API for Python"
+optional = false
+python-versions = "*"
+files = [
+    {file = "PyPika-0.48.9.tar.gz", hash = "sha256:838836a61747e7c8380cd1b7ff638694b7a7335345d0f559b04b2cd832ad5378"},
+]
+
+[[package]]
+name = "pyproject-hooks"
+version = "1.1.0"
+description = "Wrappers to call pyproject.toml-based build backend hooks."
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[[package]]
+name = "pyreadline3"
+version = "3.5.4"
+description = "A python implementation of GNU readline."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.extras]
+dev = ["build", "flake8", "mypy", "pytest", "twine"]
+
 [[package]]
 name = "pytest"
 version = "7.4.4"
@@ -1605,13 +2734,13 @@ cli = ["click (>=5.0)"]
 
 [[package]]
 name = "pytz"
-version = "2024.1"
+version = "2024.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 files = [
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+    {file = "pytz-2024.2.tar.gz", hash = "sha256:2aa355083c50a0f93fa581709deac0c9ad65cca8a9e9beac660adcbd493c798a"},
 ]
 
 [[package]]
@@ -1639,73 +2768,75 @@ files = [
 
 [[package]]
 name = "pyyaml"
-version = "6.0.1"
+version = "6.0.2"
 description = "YAML parser and emitter for Python"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "qdrant-client"
-version = "1.11.0"
+version = "1.11.3"
 description = "Client library for the Qdrant vector search engine"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "qdrant_client-1.11.0-py3-none-any.whl", hash = "sha256:1f574ccebb91c0bc8a620c9a41a5a010084fbc4d8c6f1cd0ab7b2eeb97336fc0"},
-    {file = "qdrant_client-1.11.0.tar.gz", hash = "sha256:7c1d4d7a96cfd1ee0cde2a21c607e9df86bcca795ad8d1fd274d295ab64b8458"},
+    {file = "qdrant_client-1.11.3-py3-none-any.whl", hash = "sha256:fcf040b58203ed0827608c9ad957da671b1e31bf27e5e35b322c1b577b6ec133"},
+    {file = "qdrant_client-1.11.3.tar.gz", hash = "sha256:5a155d8281a224ac18acef512eae2f5e9a0907975d52a7627ec66fa6586d0285"},
 ]
 
 [package.dependencies]
@@ -1718,25 +2849,25 @@ pydantic = ">=1.10.8"
 urllib3 = ">=1.26.14,<3"
 
 [package.extras]
-fastembed = ["fastembed (==0.3.4)"]
-fastembed-gpu = ["fastembed-gpu (==0.3.4)"]
+fastembed = ["fastembed (==0.3.6)"]
+fastembed-gpu = ["fastembed-gpu (==0.3.6)"]
 
 [[package]]
 name = "redis"
-version = "5.0.5"
+version = "5.0.8"
 description = "Python client for Redis database and key-value store"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "redis-5.0.5-py3-none-any.whl", hash = "sha256:30b47d4ebb6b7a0b9b40c1275a19b87bb6f46b3bed82a89012cf56dea4024ada"},
-    {file = "redis-5.0.5.tar.gz", hash = "sha256:3417688621acf6ee368dec4a04dd95881be24efd34c79f00d31f62bb528800ae"},
+    {file = "redis-5.0.8-py3-none-any.whl", hash = "sha256:56134ee08ea909106090934adc36f65c9bcbbaecea5b21ba704ba6fb561f8eb4"},
+    {file = "redis-5.0.8.tar.gz", hash = "sha256:0c5b10d387568dfe0698c6fad6615750c24170e548ca2deac10c649d463e9870"},
 ]
 
 [package.dependencies]
 async-timeout = {version = ">=4.0.3", markers = "python_full_version < \"3.11.3\""}
 
 [package.extras]
-hiredis = ["hiredis (>=1.0.0)"]
+hiredis = ["hiredis (>1.0.0)"]
 ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==20.0.1)", "requests (>=2.26.0)"]
 
 [[package]]
@@ -1760,6 +2891,57 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
+[[package]]
+name = "requests-oauthlib"
+version = "2.0.0"
+description = "OAuthlib authentication support for Requests."
+optional = false
+python-versions = ">=3.4"
+files = [
+    {file = "requests-oauthlib-2.0.0.tar.gz", hash = "sha256:b3dffaebd884d8cd778494369603a9e7b58d29111bf6b41bdc2dcd87203af4e9"},
+    {file = "requests_oauthlib-2.0.0-py2.py3-none-any.whl", hash = "sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36"},
+]
+
+[package.dependencies]
+oauthlib = ">=3.0.0"
+requests = ">=2.0.0"
+
+[package.extras]
+rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
+
+[[package]]
+name = "rich"
+version = "13.8.1"
+description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+optional = false
+python-versions = ">=3.7.0"
+files = [
+    {file = "rich-13.8.1-py3-none-any.whl", hash = "sha256:1760a3c0848469b97b558fc61c85233e3dafb69c7a071b4d60c38099d3cd4c06"},
+    {file = "rich-13.8.1.tar.gz", hash = "sha256:8260cda28e3db6bf04d2d1ef4dbc03ba80a824c88b0e7668a0f23126a424844a"},
+]
+
+[package.dependencies]
+markdown-it-py = ">=2.2.0"
+pygments = ">=2.13.0,<3.0.0"
+typing-extensions = {version = ">=4.0.0,<5.0", markers = "python_version < \"3.9\""}
+
+[package.extras]
+jupyter = ["ipywidgets (>=7.5.1,<9)"]
+
+[[package]]
+name = "rsa"
+version = "4.9"
+description = "Pure-Python RSA implementation"
+optional = false
+python-versions = ">=3.6,<4"
+files = [
+    {file = "rsa-4.9-py3-none-any.whl", hash = "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7"},
+    {file = "rsa-4.9.tar.gz", hash = "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"},
+]
+
+[package.dependencies]
+pyasn1 = ">=0.1.3"
+
 [[package]]
 name = "setuptools"
 version = "70.0.0"
@@ -1775,6 +2957,37 @@ files = [
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+[[package]]
+name = "setuptools"
+version = "75.1.0"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "setuptools-75.1.0.tar.gz", hash = "sha256:d59a21b17a275fb872a9c3dae73963160ae079f1049ed956880cd7c09b120538"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.5.2)"]
+core = ["importlib-metadata (>=6)", "importlib-resources (>=5.10.2)", "jaraco.collections", "jaraco.functools", "jaraco.text (>=3.7)", "more-itertools", "more-itertools (>=8.8)", "packaging", "packaging (>=24)", "platformdirs (>=2.6.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib-metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.11.*)", "pytest-mypy"]
+
+[[package]]
+name = "shellingham"
+version = "1.5.4"
+description = "Tool to Detect Surrounding Shell"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686"},
+    {file = "shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de"},
+]
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -1816,6 +3029,24 @@ pure-eval = "*"
 [package.extras]
 tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
+[[package]]
+name = "starlette"
+version = "0.38.6"
+description = "The little ASGI library that shines."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+anyio = ">=3.4.0,<5"
+typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7)", "pyyaml"]
+
 [[package]]
 name = "stopit"
 version = "1.1.2"
@@ -1826,6 +3057,155 @@ files = [
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 ]
 
+[[package]]
+name = "sympy"
+version = "1.13.3"
+description = "Computer algebra system (CAS) in Python"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+mpmath = ">=1.1.0,<1.4"
+
+[package.extras]
+dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
+
+[[package]]
+name = "tenacity"
+version = "9.0.0"
+description = "Retry code until it succeeds"
+optional = false
+python-versions = ">=3.8"
+files = [
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+
+[package.extras]
+doc = ["reno", "sphinx"]
+test = ["pytest", "tornado (>=4.5)", "typeguard"]
+
+[[package]]
+name = "tokenizers"
+version = "0.20.0"
+description = ""
+optional = false
+python-versions = ">=3.7"
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+    {file = "wrapt-1.16.0-py3-none-any.whl", hash = "sha256:6906c4100a8fcbf2fa735f6059214bb13b97f75b1a61777fcf6432121ef12ef1"},
+    {file = "wrapt-1.16.0.tar.gz", hash = "sha256:5f370f952971e7d17c7d1ead40e49f32345a7f7a5373571ef44d800d06b1899d"},
+]
+
+[[package]]
+name = "zipp"
+version = "3.20.2"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
+    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8,<3.12"
-content-hash = "6ee9362c67da4efa3dc4943e8a9e7245ea32a263422bad1ea5cea21d8a19734e"
+content-hash = "1d0f62e515ed9254c6e1054580e399ed9541ac52808b1089c2718b657bd1ad68"
diff --git a/pyproject.toml b/pyproject.toml
index a0bc48f4..27390e1f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,7 +7,7 @@ authors = ["Qdrant Team <info@qdrant.tech>"]
 [tool.poetry.dependencies]
 python = ">=3.8,<3.12"
 qdrant-client = "^1.11.0"
-typer = "^0.6.1"
+typer = "^0.12.3"
 jsons = "^1.6.3"
 h5py = "^3.7.0"
 weaviate-client = "^4.5.0"

From 7e4e0b822ad52fc6e05ba56022da599da5fffacb Mon Sep 17 00:00:00 2001
From: LukasWestholt <support@lukaswestholt.de>
Date: Mon, 30 Sep 2024 21:17:57 +0200
Subject: [PATCH 4/5] rename "metadata" to "config" to match benchmark
 wordings, add chromadb volume, fix CHROMA_WORKERS, allow more chromadb
 versions in pyproject.toml

---
 benchmark/convert.py                          |  2 +-
 engine/clients/chroma/configure.py            |  2 +-
 engine/clients/chroma/parser.py               |  1 -
 engine/clients/chroma/search.py               |  2 +-
 engine/clients/chroma/upload.py               |  1 +
 .../chroma-single-node/docker-compose.yaml    |  6 +--
 .../configurations/chroma-single-node.json    | 40 +++++++++----------
 pyproject.toml                                |  2 +-
 8 files changed, 27 insertions(+), 29 deletions(-)

diff --git a/benchmark/convert.py b/benchmark/convert.py
index 574f1b4f..815d01c2 100644
--- a/benchmark/convert.py
+++ b/benchmark/convert.py
@@ -60,7 +60,7 @@ def main():
         data = json.load(open(search_file))
         experiment_name = data["params"]["experiment"]
         dataset_name = data["params"]["dataset"]
-        engine_params = data["params"].get("config", {})
+        engine_params = data["params"]["config"]
         parallel = data["params"]["parallel"]
         engine_name = data["params"]["engine"]
 
diff --git a/engine/clients/chroma/configure.py b/engine/clients/chroma/configure.py
index f458dc32..9d910b6f 100644
--- a/engine/clients/chroma/configure.py
+++ b/engine/clients/chroma/configure.py
@@ -37,7 +37,7 @@ def recreate(self, dataset: Dataset, collection_params):
         params = self.collection_params
         params["metadata"] = dict(
             {"hnsw:space": self.DISTANCE_MAPPING.get(dataset.config.distance)},
-            **params.get("metadata", {}),
+            **params.pop("config", {}),
         )
         self.client.create_collection(
             name=CHROMA_COLLECTION_NAME,
diff --git a/engine/clients/chroma/parser.py b/engine/clients/chroma/parser.py
index 30c94b17..c03e1eec 100644
--- a/engine/clients/chroma/parser.py
+++ b/engine/clients/chroma/parser.py
@@ -27,7 +27,6 @@ def build_condition(
                 condition = {**condition, **or_subfilters[0]}
 
         return condition
-        # return {k: v for d in [flt for xs in [and_subfilters, or_subfilters] for flt in xs] for k, v in d.items()}
 
     def build_exact_match_filter(self, field_name: str, value: FieldValue) -> Where:
         return {field_name: value}
diff --git a/engine/clients/chroma/search.py b/engine/clients/chroma/search.py
index c67c58a7..abea32bf 100644
--- a/engine/clients/chroma/search.py
+++ b/engine/clients/chroma/search.py
@@ -40,5 +40,5 @@ def search_one(cls, query: Query, top: int) -> List[Tuple[int, float]]:
     def setup_search(self):
         metadata = self.collection.metadata.copy()
         metadata.pop("hnsw:space", None)  # Not allowed in the collection.modify method
-        metadata.update(self.search_params.get("metadata", {}))
+        metadata.update(self.search_params.get("config", {}))
         self.collection.modify(metadata=metadata)
diff --git a/engine/clients/chroma/upload.py b/engine/clients/chroma/upload.py
index 635f4e02..d07c1844 100644
--- a/engine/clients/chroma/upload.py
+++ b/engine/clients/chroma/upload.py
@@ -22,6 +22,7 @@ def init_client(cls, host, distance, connection_params, upload_params):
 
     @classmethod
     def upload_batch(cls, batch: List[Record]):
+        # assert len(batch) <= cls.client.get_max_batch_size() # commented for performance reasons
         ids, vectors, payloads = [], [], []
         for point in batch:
             ids.append(str(point.id))
diff --git a/engine/servers/chroma-single-node/docker-compose.yaml b/engine/servers/chroma-single-node/docker-compose.yaml
index 9c7db2b1..ab18100c 100644
--- a/engine/servers/chroma-single-node/docker-compose.yaml
+++ b/engine/servers/chroma-single-node/docker-compose.yaml
@@ -1,8 +1,8 @@
 services:
   chromadb_bench:
     image: ${CONTAINER_REGISTRY:-docker.io}/chromadb/chroma:0.5.7
-    #volumes:
-    #  - ./chromadb:/chroma/chroma
+    volumes:
+      - ./chromadb:/chroma/chroma
     ports:
       - "8000:8000"
     logging:
@@ -13,7 +13,7 @@ services:
     environment:
       IS_PERSISTENT: TRUE
       ANONYMIZED_TELEMETRY: False
-      CHROMA_WORKERS: 2
+      CHROMA_WORKERS: 1
     deploy:
       resources:
         limits:
diff --git a/experiments/configurations/chroma-single-node.json b/experiments/configurations/chroma-single-node.json
index 381346b7..055dcc5e 100644
--- a/experiments/configurations/chroma-single-node.json
+++ b/experiments/configurations/chroma-single-node.json
@@ -5,9 +5,7 @@
     "connection_params": {},
     "collection_params": {},
     "search_params": [
-      {
-        "parallel": 8
-      }
+      { "parallel": 8, "config": {} }
     ],
     "upload_params": {
       "parallel": 16,
@@ -19,14 +17,14 @@
     "engine": "chroma",
     "connection_params": {},
     "collection_params": {
-      "metadata": {
+      "config": {
         "hnsw:M": 16,
         "hnsw:construction_ef": 128
       }
     },
     "search_params": [
-      { "parallel": 1, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 512 } },
-      { "parallel": 100, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 512 } }
+      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } },
+      { "parallel": 100, "config": {"hnsw:search_ef": 128 } }, { "parallel": 100, "config": {"hnsw:search_ef": 256 } }, { "parallel": 100, "config": {"hnsw:search_ef": 512 } }
     ],
     "upload_params": { "parallel": 16 }
   },
@@ -35,14 +33,14 @@
     "engine": "chroma",
     "connection_params": {},
     "collection_params": {
-      "metadata": {
+      "config": {
         "hnsw:M": 32,
         "hnsw:construction_ef": 128
       }
     },
     "search_params": [
-      { "parallel": 1, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 512 } },
-      { "parallel": 100, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 512 } }
+      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } },
+      { "parallel": 100, "config": {"hnsw:search_ef": 128 } }, { "parallel": 100, "config": {"hnsw:search_ef": 256 } }, { "parallel": 100, "config": {"hnsw:search_ef": 512 } }
     ],
     "upload_params": { "parallel": 16 }
   },
@@ -51,14 +49,14 @@
     "engine": "chroma",
     "connection_params": {},
     "collection_params": {
-      "metadata": {
+      "config": {
         "hnsw:M": 32,
         "hnsw:construction_ef": 256
       }
     },
     "search_params": [
-      { "parallel": 1, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 512 } },
-      { "parallel": 100, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 512 } }
+      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } },
+      { "parallel": 100, "config": {"hnsw:search_ef": 128 } }, { "parallel": 100, "config": {"hnsw:search_ef": 256 } }, { "parallel": 100, "config": {"hnsw:search_ef": 512 } }
     ],
     "upload_params": { "parallel": 16 }
   },
@@ -67,14 +65,14 @@
     "engine": "chroma",
     "connection_params": {},
     "collection_params": {
-      "metadata": {
+      "config": {
         "hnsw:M": 32,
         "hnsw:construction_ef": 512
       }
     },
     "search_params": [
-      { "parallel": 1, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 512 } },
-      { "parallel": 100, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 512 } }
+      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } },
+      { "parallel": 100, "config": {"hnsw:search_ef": 128 } }, { "parallel": 100, "config": {"hnsw:search_ef": 256 } }, { "parallel": 100, "config": {"hnsw:search_ef": 512 } }
     ],
     "upload_params": { "parallel": 16 }
   },
@@ -83,14 +81,14 @@
     "engine": "chroma",
     "connection_params": {},
     "collection_params": {
-      "metadata": {
+      "config": {
         "hnsw:M": 64,
         "hnsw:construction_ef": 256
       }
     },
     "search_params": [
-      { "parallel": 1, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 512 } },
-      { "parallel": 100, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 512 } }
+      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } },
+      { "parallel": 100, "config": {"hnsw:search_ef": 128 } }, { "parallel": 100, "config": {"hnsw:search_ef": 256 } }, { "parallel": 100, "config": {"hnsw:search_ef": 512 } }
     ],
     "upload_params": { "parallel": 16 }
   },
@@ -99,14 +97,14 @@
     "engine": "chroma",
     "connection_params": {},
     "collection_params": {
-      "metadata": {
+      "config": {
         "hnsw:M": 64,
         "hnsw:construction_ef": 512
       }
     },
     "search_params": [
-      { "parallel": 1, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 1, "metadata": {"hnsw:search_ef": 512 } },
-      { "parallel": 100, "metadata": {"hnsw:search_ef": 128 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 256 } }, { "parallel": 100, "metadata": {"hnsw:search_ef": 512 } }
+      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } },
+      { "parallel": 100, "config": {"hnsw:search_ef": 128 } }, { "parallel": 100, "config": {"hnsw:search_ef": 256 } }, { "parallel": 100, "config": {"hnsw:search_ef": 512 } }
     ],
     "upload_params": { "parallel": 16 }
   }
diff --git a/pyproject.toml b/pyproject.toml
index 27390e1f..fd350f10 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -20,7 +20,7 @@ opensearch-py = "^2.3.2"
 tqdm = "^4.66.1"
 psycopg = {extras = ["binary"], version = "^3.1.17"}
 pgvector = "^0.2.4"
-chromadb = "0.5.7"
+chromadb = { version = ">=0.5.5,<0.6.0" }
 
 [tool.poetry.dev-dependencies]
 pre-commit = "^2.20.0"

From 783bd9fa334aaf8b081758192ad7f2ae8c40216d Mon Sep 17 00:00:00 2001
From: LukasWestholt <support@lukaswestholt.de>
Date: Mon, 30 Sep 2024 22:58:29 +0200
Subject: [PATCH 5/5] Remove parallel > 1

---
 .../configurations/chroma-single-node.json     | 18 ++++++------------
 .../configurations/chroma-single-node.md       |  4 +++-
 2 files changed, 9 insertions(+), 13 deletions(-)

diff --git a/experiments/configurations/chroma-single-node.json b/experiments/configurations/chroma-single-node.json
index 055dcc5e..b0993a06 100644
--- a/experiments/configurations/chroma-single-node.json
+++ b/experiments/configurations/chroma-single-node.json
@@ -23,8 +23,7 @@
       }
     },
     "search_params": [
-      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } },
-      { "parallel": 100, "config": {"hnsw:search_ef": 128 } }, { "parallel": 100, "config": {"hnsw:search_ef": 256 } }, { "parallel": 100, "config": {"hnsw:search_ef": 512 } }
+      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } }
     ],
     "upload_params": { "parallel": 16 }
   },
@@ -39,8 +38,7 @@
       }
     },
     "search_params": [
-      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } },
-      { "parallel": 100, "config": {"hnsw:search_ef": 128 } }, { "parallel": 100, "config": {"hnsw:search_ef": 256 } }, { "parallel": 100, "config": {"hnsw:search_ef": 512 } }
+      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } }
     ],
     "upload_params": { "parallel": 16 }
   },
@@ -55,8 +53,7 @@
       }
     },
     "search_params": [
-      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } },
-      { "parallel": 100, "config": {"hnsw:search_ef": 128 } }, { "parallel": 100, "config": {"hnsw:search_ef": 256 } }, { "parallel": 100, "config": {"hnsw:search_ef": 512 } }
+      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } }
     ],
     "upload_params": { "parallel": 16 }
   },
@@ -71,8 +68,7 @@
       }
     },
     "search_params": [
-      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } },
-      { "parallel": 100, "config": {"hnsw:search_ef": 128 } }, { "parallel": 100, "config": {"hnsw:search_ef": 256 } }, { "parallel": 100, "config": {"hnsw:search_ef": 512 } }
+      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } }
     ],
     "upload_params": { "parallel": 16 }
   },
@@ -87,8 +83,7 @@
       }
     },
     "search_params": [
-      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } },
-      { "parallel": 100, "config": {"hnsw:search_ef": 128 } }, { "parallel": 100, "config": {"hnsw:search_ef": 256 } }, { "parallel": 100, "config": {"hnsw:search_ef": 512 } }
+      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } }
     ],
     "upload_params": { "parallel": 16 }
   },
@@ -103,8 +98,7 @@
       }
     },
     "search_params": [
-      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } },
-      { "parallel": 100, "config": {"hnsw:search_ef": 128 } }, { "parallel": 100, "config": {"hnsw:search_ef": 256 } }, { "parallel": 100, "config": {"hnsw:search_ef": 512 } }
+      { "parallel": 1, "config": {"hnsw:search_ef": 128 } }, { "parallel": 1, "config": {"hnsw:search_ef": 256 } }, { "parallel": 1, "config": {"hnsw:search_ef": 512 } }
     ],
     "upload_params": { "parallel": 16 }
   }
diff --git a/experiments/configurations/chroma-single-node.md b/experiments/configurations/chroma-single-node.md
index 182fb0bb..1f9a5d9a 100644
--- a/experiments/configurations/chroma-single-node.md
+++ b/experiments/configurations/chroma-single-node.md
@@ -6,6 +6,8 @@ See https://cookbook.chromadb.dev/core/configuration/#hnsw-configuration
 `hnsw:construction_ef` cannot be changed after index creation.
 `hnsw:search_ef` can be changed.
 
+Parallel > 1 for searching is currently not supported because Chroma is not process-safe (see https://github.com/qdrant/vector-db-benchmark/pull/205#discussion_r1781471419).
+
 ## collection_params
     "metadata": {
         "hnsw:M": 16,32,64,
@@ -13,7 +15,7 @@ See https://cookbook.chromadb.dev/core/configuration/#hnsw-configuration
     }
 
 ## search_params
-    "parallel": 1, 8, 100              # implemented in base_client
+    "parallel": 1                      # implemented in base_client
     "top": /                           # implemented in base_client
     "metadata": {
         "hnsw:search_ef": 128,256,512