From 5f40fbfcd084e9d4f64539434baa9b248ce7c32b Mon Sep 17 00:00:00 2001
From: Thana Paris <thanamparis@gmail.com>
Date: Sun, 27 Apr 2025 13:00:46 -0400
Subject: [PATCH 1/3] Add AstraDB adapter

---
 midrasai/vectordb/__init__.py |   8 +
 midrasai/vectordb/_astradb.py | 212 ++++++++++++++++++
 poetry.lock                   | 409 +++++++++++++++++++++++++++++++---
 pyproject.toml                |   4 +-
 4 files changed, 600 insertions(+), 33 deletions(-)
 create mode 100644 midrasai/vectordb/_astradb.py

diff --git a/midrasai/vectordb/__init__.py b/midrasai/vectordb/__init__.py
index 31f9718..86ded2d 100644
--- a/midrasai/vectordb/__init__.py
+++ b/midrasai/vectordb/__init__.py
@@ -8,3 +8,11 @@
     _, __ = Qdrant, AsyncQdrant  # Redundant alias for F401
 
     __all__.extend(["Qdrant", "AsyncQdrant"])
+
+# Check for AstraDB support
+if importlib.util.find_spec("astrapy"):
+    from midrasai.vectordb._astradb import AstraDB
+
+    _ = AstraDB  # Redundant alias for F401
+
+    __all__.extend(["AstraDB"])
diff --git a/midrasai/vectordb/_astradb.py b/midrasai/vectordb/_astradb.py
new file mode 100644
index 0000000..9b52aa5
--- /dev/null
+++ b/midrasai/vectordb/_astradb.py
@@ -0,0 +1,212 @@
+import datetime
+import json
+from typing import Any, Dict, List, Set, Tuple
+
+from astrapy import DataAPIClient
+from astrapy.authentication import TokenProvider
+from astrapy.info import CollectionDefinition
+from astrapy.constants import VectorMetric
+
+from midrasai._abc import VectorDB
+from midrasai.types import ColBERT, QueryResult
+
+
+class AstraDB(VectorDB):
+    def __init__(
+        self,
+        access_token: str | TokenProvider,
+        api_endpoint: str,
+        **kwargs: Any,
+    ):
+        self.client = DataAPIClient(access_token)
+        self.database = self.client.get_database(api_endpoint)
+        self.index_doc_ids: Dict[str, Set[str]] = {}
+
+    def create_index(self, name: str) -> bool:
+        """
+        Create AstraDB collection under default database
+
+        :param name: Name of the collection, must be used in save_points and search
+        :type name: str
+        :return: Returns outcome of creating collection
+        :rtype: bool
+        """
+        self.index_doc_ids[name] = set()
+        collection_definition = (
+            CollectionDefinition.builder()
+            .set_vector_dimension(128)
+            .set_vector_metric(VectorMetric.COSINE)
+            .build()
+        )
+        try:
+            return bool(
+                self.database.create_collection(name, definition=collection_definition)
+            )
+        except Exception as e:
+            print(f"Error creating collection {name}: {e}")
+            return False
+
+    def create_point(
+        self, id: int | str, embedding: ColBERT, data: Dict[str, Any]
+    ) -> List[Dict[str, Any]]:
+        """
+        Create documents for a single point (matching your existing interface)
+
+        Args:
+            id: Document ID
+            embedding: ColBERT embedding (list of vectors)
+            data: Metadata for the document
+
+        Returns:
+            List of documents to be inserted
+        """
+        documents = []
+
+        # Create metadata document with embedding_id = -1
+        doc_id = str(id)
+        metadata_doc = {
+            "_id": f"{doc_id}:-1",
+            "doc_id": doc_id,
+            "embedding_id": -1,
+            "metadata": data,
+        }
+        documents.append(metadata_doc)
+
+        # Create a document for each embedding vector
+        for i, vector in enumerate(embedding):
+            embedding_doc = {
+                "_id": f"{doc_id}:{i}",
+                "doc_id": doc_id,
+                "embedding_id": i,
+                "$vector": vector,
+            }
+            documents.append(embedding_doc)
+
+        return documents
+
+    def save_points(
+        self,
+        index: str,
+        points: List[List[Dict[str, Any]]],
+    ) -> bool:
+        """
+        Save points to AstraDB
+
+        Args:
+            index: Name of the collection
+            points: List of point structures generated by create_point
+
+        Returns:
+            bool: True if successful
+        """
+        collection = self.database.get_collection(index)
+        documents_to_insert: List[Dict[str, Any]] = []
+
+        for point in points:
+            doc_id = point[0].get("doc_id")
+            if doc_id:
+                self.index_doc_ids[index].add(doc_id)
+            documents_to_insert.extend(point)
+
+        # Insert documents
+        success = True
+        try:
+            result = collection.insert_many(
+                documents_to_insert, timeout_ms=300000, request_timeout_ms=60000
+            )
+            if not result or len(result.inserted_ids) != len(documents_to_insert):
+                print(
+                    f"Incomplete insert, {len(result.inserted_ids)} inserted of {len(documents_to_insert)}."
+                )
+                success = False
+        except Exception as e:
+            print(f"Error inserting documents: {e}")
+            success = False
+
+        return success
+
+    def delete_index(self, name: str) -> bool:
+        try:
+            self.database.drop_collection(name)
+            return True
+        except Exception as e:
+            print(f"Error deleting collection {name}: {e}")
+            return False
+
+    def search(
+        self,
+        index: str,
+        query_embedding: ColBERT,
+        quantity: int,
+    ) -> List[QueryResult]:
+        """
+        Search for documents similar to a ColBERT query embedding using MaxSim
+
+        Args:
+            index: Name of the collection
+            query_embedding: ColBERT embedding (list of vectors) to search with
+            quantity: Maximum number of results to return
+
+        Returns:
+            List of document metadata with similarity scores
+        """
+        collection = self.database.get_collection(index)
+
+        # Step 1 of MaxSim: Find maximum simarities between each query vector and document vectors.
+        doc_max_sims: Dict[str, List[float]] = {}
+        for doc_id in self.index_doc_ids[index]:
+            doc_max_sims[doc_id] = [0] * len(query_embedding)
+            for i, query_vector in enumerate(query_embedding):
+                # Search for highest similarity vector in document
+                search_result = collection.find_one(
+                    filter={
+                        "$and": [
+                            {"doc_id": doc_id},
+                            {
+                                "embedding_id": {"$gte": 0}
+                            },  # Don't search metadata, which has embedding_id of -1
+                        ]
+                    },
+                    include_similarity=True,
+                    sort={"$vector": query_vector},
+                )
+                if search_result:
+                    similarity = search_result.get("$similarity")
+                    if similarity:
+                        doc_max_sims[doc_id][i] = float(similarity)
+
+        # Step 2 of MaxSim: Calculate final scores by summing max query vector similarities of each document
+        doc_scores = {}
+        for doc_id, max_sims in doc_max_sims.items():
+            doc_scores[doc_id] = sum(max_sims)
+
+        # Sort documents by score
+        sorted_docs: List[Tuple[str, float]] = sorted(
+            doc_scores.items(), key=lambda x: x[1], reverse=True
+        )[
+            :quantity
+        ]  # Limit to requested number of results
+
+        # Fetch metadata for each doc_id
+        metadata_docs = collection.find(
+            filter={
+                "doc_id": {"$in": [item[0] for item in sorted_docs]},
+                "embedding_id": -1,
+            },
+            projection={"doc_id": True, "metadata": True},
+        )
+        metadata_dict = {
+            doc.get("doc_id"): doc.get("metadata") for doc in metadata_docs
+        }
+
+        # Create query results, already in sorted order
+        query_results: List[QueryResult] = []
+        for doc_id, similarity in sorted_docs:
+            query_results.append(
+                QueryResult(
+                    id=int(doc_id),
+                    score=similarity,
+                    data=metadata_dict[doc_id],
+                )
+            )
+        return query_results
diff --git a/poetry.lock b/poetry.lock
index bd49552..14d25df 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
 
 [[package]]
 name = "accelerate"
@@ -6,6 +6,8 @@ version = "1.0.0"
 description = "Accelerate"
 optional = true
 python-versions = ">=3.8.0"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "accelerate-1.0.0-py3-none-any.whl", hash = "sha256:6fc65cd7a43c41530e3cf8ffb1fbe3ac6e416ec3f4c9a55ddf407d374b887b68"},
     {file = "accelerate-1.0.0.tar.gz", hash = "sha256:e39c99327d37c4583b4e6b70946915072b56f892836942eca22e1d25b71d6d4b"},
@@ -37,6 +39,7 @@ version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "docs"]
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -48,6 +51,7 @@ version = "4.6.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
+groups = ["main", "dev"]
 files = [
     {file = "anyio-4.6.0-py3-none-any.whl", hash = "sha256:c7d2e9d63e31599eeb636c8c5c03a7e108d73b345f064f1c19fdc87b79036a9a"},
     {file = "anyio-4.6.0.tar.gz", hash = "sha256:137b4559cbb034c477165047febb6ff83f390fc3b20bf181c1fc0a728cb8beeb"},
@@ -61,7 +65,7 @@ typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 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)"]
+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) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\""]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -70,17 +74,41 @@ version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
 optional = false
 python-versions = ">=3.6"
+groups = ["docs"]
+markers = "platform_system == \"Darwin\""
 files = [
     {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
     {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
 ]
 
+[[package]]
+name = "astrapy"
+version = "2.0.1"
+description = "AstraPy is a Pythonic SDK for DataStax Astra and its Data API"
+optional = true
+python-versions = "<4.0.0,>=3.8.0"
+groups = ["main"]
+markers = "extra == \"astrapy\""
+files = [
+    {file = "astrapy-2.0.1-py3-none-any.whl", hash = "sha256:4fa37f2955e7543a29e78565833de0dc8e39316ccc2f66263a4665b5871b7739"},
+    {file = "astrapy-2.0.1.tar.gz", hash = "sha256:3a35ebd7af5c24f0abe400f9b2778dc5e8812c78ae247f97704be27e6cb9dc5a"},
+]
+
+[package.dependencies]
+deprecation = ">=2.1.0,<2.2.0"
+httpx = {version = ">=0.25.2,<1", extras = ["http2"]}
+pymongo = ">=3"
+toml = ">=0.10.2,<0.11.0"
+typing-extensions = ">=4.0"
+uuid6 = ">=2024.1.12"
+
 [[package]]
 name = "asttokens"
 version = "2.4.1"
 description = "Annotate AST trees with source code positions"
 optional = false
 python-versions = "*"
+groups = ["docs"]
 files = [
     {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"},
     {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
@@ -90,8 +118,8 @@ files = [
 six = ">=1.12.0"
 
 [package.extras]
-astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
-test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
+astroid = ["astroid (>=1,<2) ; python_version < \"3\"", "astroid (>=2,<4) ; python_version >= \"3\""]
+test = ["astroid (>=1,<2) ; python_version < \"3\"", "astroid (>=2,<4) ; python_version >= \"3\"", "pytest"]
 
 [[package]]
 name = "cachetools"
@@ -99,6 +127,7 @@ version = "5.5.0"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
 files = [
     {file = "cachetools-5.5.0-py3-none-any.whl", hash = "sha256:02134e8439cdc2ffb62023ce1debca2944c3f289d66bb17ead3ab3dede74b292"},
     {file = "cachetools-5.5.0.tar.gz", hash = "sha256:2cc24fb4cbe39633fb7badd9db9ca6295d766d9c2995f245725a46715d050f2a"},
@@ -110,6 +139,7 @@ version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
+groups = ["main", "dev", "docs"]
 files = [
     {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
     {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
@@ -121,6 +151,8 @@ version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "implementation_name == \"pypy\""
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
     {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -200,6 +232,7 @@ version = "3.3.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
+groups = ["main", "docs"]
 files = [
     {file = "charset-normalizer-3.3.2.tar.gz", hash = "sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5"},
     {file = "charset_normalizer-3.3.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:25baf083bf6f6b341f4121c2f3c548875ee6f5339300e08be3f2b2ba1721cdd3"},
@@ -292,6 +325,7 @@ files = [
     {file = "charset_normalizer-3.3.2-cp39-cp39-win_amd64.whl", hash = "sha256:b01b88d45a6fcb69667cd6d2f7a9aeb4bf53760d7fc536bf679ec94fe9f3ff3d"},
     {file = "charset_normalizer-3.3.2-py3-none-any.whl", hash = "sha256:3e4d1f6587322d2788836a99c69062fbb091331ec940e02d12d179c1d53e25fc"},
 ]
+markers = {main = "extra == \"local\""}
 
 [[package]]
 name = "click"
@@ -299,6 +333,7 @@ version = "8.1.7"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"},
     {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"},
@@ -313,10 +348,12 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["main", "dev", "docs"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
+markers = {main = "sys_platform == \"win32\" and extra == \"local\" or platform_system == \"Windows\"", dev = "sys_platform == \"win32\"", docs = "platform_system == \"Windows\" or sys_platform == \"win32\""}
 
 [[package]]
 name = "colpali-engine"
@@ -324,6 +361,8 @@ version = "0.3.1"
 description = "The code used to train and run inference with the ColPali architecture."
 optional = true
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "colpali_engine-0.3.1-py3-none-any.whl", hash = "sha256:c11f8537236dc8b113842785147b0be5f5646a2683a0f08980ffdbfeed690e8b"},
     {file = "colpali_engine-0.3.1.tar.gz", hash = "sha256:d8460c1afa4132a9369e0ee51b27b81b3a52caf8fad8980c0225250dadbb0def"},
@@ -349,6 +388,7 @@ version = "0.2.2"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
 files = [
     {file = "comm-0.2.2-py3-none-any.whl", hash = "sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3"},
     {file = "comm-0.2.2.tar.gz", hash = "sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e"},
@@ -366,6 +406,7 @@ version = "1.3.0"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
 files = [
     {file = "contourpy-1.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:880ea32e5c774634f9fcd46504bf9f080a41ad855f4fef54f5380f5133d343c7"},
     {file = "contourpy-1.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:76c905ef940a4474a6289c71d53122a4f77766eef23c03cd57016ce19d0f7b42"},
@@ -450,6 +491,7 @@ version = "0.12.1"
 description = "Composable style cycles"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
 files = [
     {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"},
     {file = "cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"},
@@ -465,6 +507,7 @@ version = "1.8.6"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
 files = [
     {file = "debugpy-1.8.6-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:30f467c5345d9dfdcc0afdb10e018e47f092e383447500f125b4e013236bf14b"},
     {file = "debugpy-1.8.6-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5d73d8c52614432f4215d0fe79a7e595d0dd162b5c15233762565be2f014803b"},
@@ -496,17 +539,36 @@ version = "5.1.1"
 description = "Decorators for Humans"
 optional = false
 python-versions = ">=3.5"
+groups = ["docs"]
 files = [
     {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
     {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
 ]
 
+[[package]]
+name = "deprecation"
+version = "2.1.0"
+description = "A library to handle automated deprecations"
+optional = true
+python-versions = "*"
+groups = ["main"]
+markers = "extra == \"astrapy\""
+files = [
+    {file = "deprecation-2.1.0-py2.py3-none-any.whl", hash = "sha256:a10811591210e1fb0e768a8c25517cabeabcba6f0bf96564f8ff45189f90b14a"},
+    {file = "deprecation-2.1.0.tar.gz", hash = "sha256:72b3bde64e5d778694b0cf68178aed03d15e15477116add3fb773e581f9518ff"},
+]
+
+[package.dependencies]
+packaging = "*"
+
 [[package]]
 name = "dnspython"
 version = "2.7.0"
 description = "DNS toolkit"
 optional = true
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"local\" or extra == \"astrapy\""
 files = [
     {file = "dnspython-2.7.0-py3-none-any.whl", hash = "sha256:b4c34b7d10b51bcc3a5071e7b8dee77939f1e878477eeecc965e9835f63c6c86"},
     {file = "dnspython-2.7.0.tar.gz", hash = "sha256:ce9c432eda0dc91cf618a5cedf1a4e142651196bbcd2c80e89ed5a907e5cfaf1"},
@@ -527,6 +589,8 @@ version = "2.2.0"
 description = "A robust email address syntax and deliverability validation library."
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "email_validator-2.2.0-py3-none-any.whl", hash = "sha256:561977c2d73ce3611850a06fa56b414621e0c8faa9d66f2611407d87465da631"},
     {file = "email_validator-2.2.0.tar.gz", hash = "sha256:cb690f344c617a714f22e66ae771445a1ceb46821152df8e165c5f9a364582b7"},
@@ -542,6 +606,8 @@ version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
+groups = ["main", "dev", "docs"]
+markers = "python_version == \"3.10\""
 files = [
     {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
     {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
@@ -556,13 +622,14 @@ version = "2.1.0"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
 files = [
     {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"]
+tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich ; python_version >= \"3.11\""]
 
 [[package]]
 name = "fastapi"
@@ -570,6 +637,8 @@ version = "0.115.0"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "fastapi-0.115.0-py3-none-any.whl", hash = "sha256:17ea427674467486e997206a5ab25760f6b09e069f099b96f5b55a32fb6f1631"},
     {file = "fastapi-0.115.0.tar.gz", hash = "sha256:f93b4ca3529a8ebc6fc3fcf710e5efa8de3df9b41570958abf1d97d843138004"},
@@ -596,6 +665,8 @@ version = "0.0.5"
 description = "Run and manage FastAPI apps from the command line with FastAPI CLI. 🚀"
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "fastapi_cli-0.0.5-py3-none-any.whl", hash = "sha256:e94d847524648c748a5350673546bbf9bcaeb086b33c24f2e82e021436866a46"},
     {file = "fastapi_cli-0.0.5.tar.gz", hash = "sha256:d30e1239c6f46fcb95e606f02cdda59a1e2fa778a54b64686b3ff27f6211ff9f"},
@@ -614,6 +685,8 @@ version = "3.16.1"
 description = "A platform independent file lock."
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "filelock-3.16.1-py3-none-any.whl", hash = "sha256:2082e5703d51fbf98ea75855d9d5527e33d8ff23099bec374a134febee6946b0"},
     {file = "filelock-3.16.1.tar.gz", hash = "sha256:c249fbfcd5db47e5e2d6d62198e565475ee65e4831e2561c8e313fa7eb961435"},
@@ -622,7 +695,7 @@ files = [
 [package.extras]
 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)"]
+typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
 
 [[package]]
 name = "fonttools"
@@ -630,6 +703,7 @@ version = "4.54.1"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
 files = [
     {file = "fonttools-4.54.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7ed7ee041ff7b34cc62f07545e55e1468808691dddfd315d51dd82a6b37ddef2"},
     {file = "fonttools-4.54.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:41bb0b250c8132b2fcac148e2e9198e62ff06f3cc472065dff839327945c5882"},
@@ -682,18 +756,18 @@ files = [
 ]
 
 [package.extras]
-all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "pycairo", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0)", "xattr", "zopfli (>=0.1.4)"]
+all = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\"", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0) ; python_version <= \"3.12\"", "xattr ; sys_platform == \"darwin\"", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["munkres", "pycairo", "scipy"]
+interpolatable = ["munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\""]
 lxml = ["lxml (>=4.0)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
 repacker = ["uharfbuzz (>=0.23.0)"]
 symfont = ["sympy"]
-type1 = ["xattr"]
+type1 = ["xattr ; sys_platform == \"darwin\""]
 ufo = ["fs (>=2.2.0,<3)"]
-unicode = ["unicodedata2 (>=15.1.0)"]
-woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
+unicode = ["unicodedata2 (>=15.1.0) ; python_version <= \"3.12\""]
+woff = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "zopfli (>=0.1.4)"]
 
 [[package]]
 name = "fsspec"
@@ -701,6 +775,8 @@ version = "2024.9.0"
 description = "File-system specification"
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "fsspec-2024.9.0-py3-none-any.whl", hash = "sha256:a0947d552d8a6efa72cc2c730b12c41d043509156966cca4fb157b0f2a0c574b"},
     {file = "fsspec-2024.9.0.tar.gz", hash = "sha256:4b0afb90c2f21832df142f292649035d80b421f60a9e1c027802e5a0da2b04e8"},
@@ -740,6 +816,7 @@ version = "0.6.6"
 description = "Google Ai Generativelanguage API client library"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
 files = [
     {file = "google-ai-generativelanguage-0.6.6.tar.gz", hash = "sha256:1739f035caeeeca5c28f887405eec8690f3372daf79fecf26454a97a4f1733a8"},
     {file = "google_ai_generativelanguage-0.6.6-py3-none-any.whl", hash = "sha256:59297737931f073d55ce1268dcc6d95111ee62850349d2b6cde942b16a4fca5c"},
@@ -757,6 +834,7 @@ version = "2.20.0"
 description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
 files = [
     {file = "google_api_core-2.20.0-py3-none-any.whl", hash = "sha256:ef0591ef03c30bb83f79b3d0575c3f31219001fc9c5cf37024d08310aeffed8a"},
     {file = "google_api_core-2.20.0.tar.gz", hash = "sha256:f74dff1889ba291a4b76c5079df0711810e2d9da81abfdc99957bc961c1eb28f"},
@@ -771,14 +849,14 @@ grpcio = [
 ]
 grpcio-status = [
     {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
-    {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "extra == \"grpc\""},
 ]
 proto-plus = ">=1.22.3,<2.0.0dev"
 protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<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"
 requests = ">=2.18.0,<3.0.0.dev0"
 
 [package.extras]
-grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev)", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0)"]
+grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev) ; python_version >= \"3.11\"", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0) ; python_version >= \"3.11\""]
 grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
@@ -788,6 +866,7 @@ version = "2.147.0"
 description = "Google API Client Library for Python"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
 files = [
     {file = "google_api_python_client-2.147.0-py2.py3-none-any.whl", hash = "sha256:c6ecfa193c695baa41e84562d8f8f244fcd164419eca3fc9fd7565646668f9b2"},
     {file = "google_api_python_client-2.147.0.tar.gz", hash = "sha256:e864c2cf61d34c00f05278b8bdb72b93b6fa34f0de9ead51d20435f3b65f91be"},
@@ -806,6 +885,7 @@ version = "2.35.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
 files = [
     {file = "google_auth-2.35.0-py2.py3-none-any.whl", hash = "sha256:25df55f327ef021de8be50bad0dfd4a916ad0de96da86cd05661c9297723ad3f"},
     {file = "google_auth-2.35.0.tar.gz", hash = "sha256:f4c64ed4e01e8e8b646ef34c018f8bf3338df0c8e37d8b3bba40e7f574a3278a"},
@@ -829,6 +909,7 @@ version = "0.2.0"
 description = "Google Authentication Library: httplib2 transport"
 optional = false
 python-versions = "*"
+groups = ["docs"]
 files = [
     {file = "google-auth-httplib2-0.2.0.tar.gz", hash = "sha256:38aa7badf48f974f1eb9861794e9c0cb2a0511a4ec0679b1f886d108f5640e05"},
     {file = "google_auth_httplib2-0.2.0-py2.py3-none-any.whl", hash = "sha256:b65a0a2123300dd71281a7bf6e64d65a0759287df52729bdd1ae2e47dc311a3d"},
@@ -844,6 +925,7 @@ version = "0.7.2"
 description = "Google Generative AI High level API client library and tools."
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
 files = [
     {file = "google_generativeai-0.7.2-py3-none-any.whl", hash = "sha256:3117d1ebc92ee77710d4bc25ab4763492fddce9b6332eb25d124cf5d8b78b339"},
 ]
@@ -867,6 +949,7 @@ version = "1.65.0"
 description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
 files = [
     {file = "googleapis_common_protos-1.65.0-py2.py3-none-any.whl", hash = "sha256:2972e6c496f435b92590fd54045060867f3fe9be2c82ab148fc8885035479a63"},
     {file = "googleapis_common_protos-1.65.0.tar.gz", hash = "sha256:334a29d07cddc3aa01dee4988f9afd9b2916ee2ff49d6b757155dc0d197852c0"},
@@ -884,6 +967,8 @@ version = "1.4.0"
 description = "GPUtil is a Python module for getting the GPU status from NVIDA GPUs using nvidia-smi."
 optional = true
 python-versions = "*"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "GPUtil-1.4.0.tar.gz", hash = "sha256:099e52c65e512cdfa8c8763fca67f5a5c2afb63469602d5dcb4d296b3661efb9"},
 ]
@@ -894,6 +979,7 @@ version = "1.66.2"
 description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "docs"]
 files = [
     {file = "grpcio-1.66.2-cp310-cp310-linux_armv7l.whl", hash = "sha256:fe96281713168a3270878255983d2cb1a97e034325c8c2c25169a69289d3ecfa"},
     {file = "grpcio-1.66.2-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:73fc8f8b9b5c4a03e802b3cd0c18b2b06b410d3c1dcbef989fdeb943bd44aff7"},
@@ -961,6 +1047,7 @@ version = "1.62.3"
 description = "Status proto mapping for gRPC"
 optional = false
 python-versions = ">=3.6"
+groups = ["docs"]
 files = [
     {file = "grpcio-status-1.62.3.tar.gz", hash = "sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485"},
     {file = "grpcio_status-1.62.3-py3-none-any.whl", hash = "sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8"},
@@ -977,6 +1064,7 @@ version = "1.62.3"
 description = "Protobuf code generator for gRPC"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "grpcio-tools-1.62.3.tar.gz", hash = "sha256:7c7136015c3d62c3eef493efabaf9e3380e3e66d24ee8e94c01cb71377f57833"},
     {file = "grpcio_tools-1.62.3-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:2f968b049c2849540751ec2100ab05e8086c24bead769ca734fdab58698408c1"},
@@ -1039,6 +1127,7 @@ version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.7"
+groups = ["main", "dev"]
 files = [
     {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
@@ -1050,6 +1139,7 @@ version = "4.1.0"
 description = "HTTP/2 State-Machine based protocol implementation"
 optional = false
 python-versions = ">=3.6.1"
+groups = ["main"]
 files = [
     {file = "h2-4.1.0-py3-none-any.whl", hash = "sha256:03a46bcf682256c95b5fd9e9a99c1323584c3eec6440d379b9903d709476bc6d"},
     {file = "h2-4.1.0.tar.gz", hash = "sha256:a83aca08fbe7aacb79fec788c9c0bac936343560ed9ec18b82a13a12c28d2abb"},
@@ -1065,6 +1155,7 @@ version = "4.0.0"
 description = "Pure-Python HPACK header compression"
 optional = false
 python-versions = ">=3.6.1"
+groups = ["main"]
 files = [
     {file = "hpack-4.0.0-py3-none-any.whl", hash = "sha256:84a076fad3dc9a9f8063ccb8041ef100867b1878b25ef0ee63847a5d53818a6c"},
     {file = "hpack-4.0.0.tar.gz", hash = "sha256:fc41de0c63e687ebffde81187a948221294896f6bdc0ae2312708df339430095"},
@@ -1076,6 +1167,7 @@ version = "1.0.6"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
     {file = "httpcore-1.0.6-py3-none-any.whl", hash = "sha256:27b59625743b85577a8c0e10e55b50b5368a4f2cfe8cc7bcfa9cf00829c2682f"},
     {file = "httpcore-1.0.6.tar.gz", hash = "sha256:73f6dbd6eb8c21bbf7ef8efad555481853f5f6acdeaff1edb0694289269ee17f"},
@@ -1097,6 +1189,7 @@ version = "0.22.0"
 description = "A comprehensive HTTP client library."
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+groups = ["docs"]
 files = [
     {file = "httplib2-0.22.0-py3-none-any.whl", hash = "sha256:14ae0a53c1ba8f3d37e9e27cf37eabb0fb9980f435ba405d546948b009dd64dc"},
     {file = "httplib2-0.22.0.tar.gz", hash = "sha256:d7a10bc5ef5ab08322488bde8c726eeee5c8618723fdb399597ec58f3d82df81"},
@@ -1111,6 +1204,8 @@ version = "0.6.1"
 description = "A collection of framework independent HTTP protocol utils."
 optional = true
 python-versions = ">=3.8.0"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "httptools-0.6.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d2f6c3c4cb1948d912538217838f6e9960bc4a521d7f9b323b3da579cd14532f"},
     {file = "httptools-0.6.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:00d5d4b68a717765b1fabfd9ca755bd12bf44105eeb806c03d1962acd9b8e563"},
@@ -1159,6 +1254,7 @@ version = "0.27.2"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
     {file = "httpx-0.27.2-py3-none-any.whl", hash = "sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0"},
     {file = "httpx-0.27.2.tar.gz", hash = "sha256:f7c2be1d2f3c3c3160d441802406b206c2b76f5947b11115e6df10c6c65e66c2"},
@@ -1173,7 +1269,7 @@ idna = "*"
 sniffio = "*"
 
 [package.extras]
-brotli = ["brotli", "brotlicffi"]
+brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -1185,6 +1281,8 @@ version = "0.25.1"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = true
 python-versions = ">=3.8.0"
+groups = ["main"]
+markers = "extra == \"local\""
 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"},
@@ -1220,6 +1318,7 @@ version = "6.0.1"
 description = "HTTP/2 framing layer for Python"
 optional = false
 python-versions = ">=3.6.1"
+groups = ["main"]
 files = [
     {file = "hyperframe-6.0.1-py3-none-any.whl", hash = "sha256:0ec6bafd80d8ad2195c4f03aacba3a8265e57bc4cff261e802bf39970ed02a15"},
     {file = "hyperframe-6.0.1.tar.gz", hash = "sha256:ae510046231dc8e9ecb1a6586f63d2347bf4c8905914aa84ba585ae85f28a914"},
@@ -1231,6 +1330,7 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
+groups = ["main", "dev", "docs"]
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -1245,6 +1345,7 @@ version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
     {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
@@ -1256,6 +1357,8 @@ version = "0.3.4"
 description = "Python port of Inquirer.js (A collection of common interactive command-line user interfaces)"
 optional = true
 python-versions = ">=3.7,<4.0"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "InquirerPy-0.3.4-py3-none-any.whl", hash = "sha256:c65fdfbac1fa00e3ee4fb10679f4d3ed7a012abf4833910e63c295827fe2a7d4"},
     {file = "InquirerPy-0.3.4.tar.gz", hash = "sha256:89d2ada0111f337483cb41ae31073108b2ec1e618a49d7110b0d7ade89fc197e"},
@@ -1274,6 +1377,7 @@ version = "6.29.5"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
 files = [
     {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
     {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
@@ -1307,6 +1411,7 @@ version = "8.28.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
+groups = ["docs"]
 files = [
     {file = "ipython-8.28.0-py3-none-any.whl", hash = "sha256:530ef1e7bb693724d3cdc37287c80b07ad9b25986c007a53aa1857272dac3f35"},
     {file = "ipython-8.28.0.tar.gz", hash = "sha256:0d0d15ca1e01faeb868ef56bc7ee5a0de5bd66885735682e8a322ae289a13d1a"},
@@ -1328,7 +1433,7 @@ typing-extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
 [package.extras]
 all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
 black = ["black"]
-doc = ["docrepr", "exceptiongroup", "intersphinx-registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "intersphinx-registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli ; python_version < \"3.11\"", "typing-extensions"]
 kernel = ["ipykernel"]
 matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
@@ -1345,6 +1450,7 @@ version = "0.19.1"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = false
 python-versions = ">=3.6"
+groups = ["docs"]
 files = [
     {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"},
     {file = "jedi-0.19.1.tar.gz", hash = "sha256:cf0496f3651bc65d7174ac1b7d043eff454892c708a87d1b683e57b569927ffd"},
@@ -1364,6 +1470,8 @@ version = "3.1.4"
 description = "A very fast and expressive template engine."
 optional = true
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"},
     {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"},
@@ -1381,6 +1489,7 @@ version = "8.6.3"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
 files = [
     {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"},
     {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"},
@@ -1395,7 +1504,7 @@ traitlets = ">=5.3"
 
 [package.extras]
 docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko ; sys_platform == \"win32\"", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-core"
@@ -1403,6 +1512,7 @@ version = "5.7.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
 files = [
     {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"},
     {file = "jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9"},
@@ -1423,6 +1533,7 @@ version = "1.4.7"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
 files = [
     {file = "kiwisolver-1.4.7-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:8a9c83f75223d5e48b0bc9cb1bf2776cf01563e00ade8775ffe13b0b6e1af3a6"},
     {file = "kiwisolver-1.4.7-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:58370b1ffbd35407444d57057b57da5d6549d2d854fa30249771775c63b5fe17"},
@@ -1546,6 +1657,7 @@ version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 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"},
@@ -1570,6 +1682,8 @@ version = "2.1.5"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = true
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "MarkupSafe-2.1.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a17a92de5231666cfbe003f0e4b9b3a7ae3afb1ec2845aadc2bacc93ff85febc"},
     {file = "MarkupSafe-2.1.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:72b6be590cc35924b02c78ef34b467da4ba07e4e0f0454a2c5907f473fc50ce5"},
@@ -1639,6 +1753,7 @@ version = "3.9.2"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
 files = [
     {file = "matplotlib-3.9.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:9d78bbc0cbc891ad55b4f39a48c22182e9bdaea7fc0e5dbd364f49f729ca1bbb"},
     {file = "matplotlib-3.9.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c375cc72229614632c87355366bdf2570c2dac01ac66b8ad048d2dabadf2d0d4"},
@@ -1702,6 +1817,7 @@ version = "0.1.7"
 description = "Inline Matplotlib backend for Jupyter"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
 files = [
     {file = "matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"},
     {file = "matplotlib_inline-0.1.7.tar.gz", hash = "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90"},
@@ -1716,6 +1832,7 @@ version = "0.1.2"
 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
@@ -1727,6 +1844,8 @@ version = "1.3.0"
 description = "Python library for arbitrary-precision floating-point arithmetic"
 optional = true
 python-versions = "*"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
     {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
@@ -1735,7 +1854,7 @@ files = [
 [package.extras]
 develop = ["codecov", "pycodestyle", "pytest (>=4.6)", "pytest-cov", "wheel"]
 docs = ["sphinx"]
-gmpy = ["gmpy2 (>=2.1.0a4)"]
+gmpy = ["gmpy2 (>=2.1.0a4) ; platform_python_implementation != \"PyPy\""]
 tests = ["pytest (>=4.6)"]
 
 [[package]]
@@ -1744,6 +1863,7 @@ version = "1.6.0"
 description = "Patch asyncio to allow nested event loops"
 optional = false
 python-versions = ">=3.5"
+groups = ["docs"]
 files = [
     {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"},
     {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"},
@@ -1755,6 +1875,8 @@ version = "3.3"
 description = "Python package for creating and manipulating graphs and networks"
 optional = true
 python-versions = ">=3.10"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "networkx-3.3-py3-none-any.whl", hash = "sha256:28575580c6ebdaf4505b22c6256a2b9de86b316dc63ba9e93abde3d78dfdbcf2"},
     {file = "networkx-3.3.tar.gz", hash = "sha256:0c127d8b2f4865f59ae9cb8aafcd60b5c70f3241ebd66f7defad7c4ab90126c9"},
@@ -1773,6 +1895,7 @@ version = "1.26.4"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main", "docs"]
 files = [
     {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"},
     {file = "numpy-1.26.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a"},
@@ -1818,6 +1941,8 @@ version = "12.1.3.1"
 description = "CUBLAS native runtime libraries"
 optional = true
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\" and extra == \"local\" and platform_system == \"Linux\""
 files = [
     {file = "nvidia_cublas_cu12-12.1.3.1-py3-none-manylinux1_x86_64.whl", hash = "sha256:ee53ccca76a6fc08fb9701aa95b6ceb242cdaab118c3bb152af4e579af792728"},
     {file = "nvidia_cublas_cu12-12.1.3.1-py3-none-win_amd64.whl", hash = "sha256:2b964d60e8cf11b5e1073d179d85fa340c120e99b3067558f3cf98dd69d02906"},
@@ -1829,6 +1954,8 @@ version = "12.1.105"
 description = "CUDA profiling tools runtime libs."
 optional = true
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\" and extra == \"local\" and platform_system == \"Linux\""
 files = [
     {file = "nvidia_cuda_cupti_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:e54fde3983165c624cb79254ae9818a456eb6e87a7fd4d56a2352c24ee542d7e"},
     {file = "nvidia_cuda_cupti_cu12-12.1.105-py3-none-win_amd64.whl", hash = "sha256:bea8236d13a0ac7190bd2919c3e8e6ce1e402104276e6f9694479e48bb0eb2a4"},
@@ -1840,6 +1967,8 @@ version = "12.1.105"
 description = "NVRTC native runtime libraries"
 optional = true
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\" and extra == \"local\" and platform_system == \"Linux\""
 files = [
     {file = "nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:339b385f50c309763ca65456ec75e17bbefcbbf2893f462cb8b90584cd27a1c2"},
     {file = "nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-win_amd64.whl", hash = "sha256:0a98a522d9ff138b96c010a65e145dc1b4850e9ecb75a0172371793752fd46ed"},
@@ -1851,6 +1980,8 @@ version = "12.1.105"
 description = "CUDA Runtime native Libraries"
 optional = true
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\" and extra == \"local\" and platform_system == \"Linux\""
 files = [
     {file = "nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:6e258468ddf5796e25f1dc591a31029fa317d97a0a94ed93468fc86301d61e40"},
     {file = "nvidia_cuda_runtime_cu12-12.1.105-py3-none-win_amd64.whl", hash = "sha256:dfb46ef84d73fababab44cf03e3b83f80700d27ca300e537f85f636fac474344"},
@@ -1862,6 +1993,8 @@ version = "9.1.0.70"
 description = "cuDNN runtime libraries"
 optional = true
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\" and extra == \"local\" and platform_system == \"Linux\""
 files = [
     {file = "nvidia_cudnn_cu12-9.1.0.70-py3-none-manylinux2014_x86_64.whl", hash = "sha256:165764f44ef8c61fcdfdfdbe769d687e06374059fbb388b6c89ecb0e28793a6f"},
     {file = "nvidia_cudnn_cu12-9.1.0.70-py3-none-win_amd64.whl", hash = "sha256:6278562929433d68365a07a4a1546c237ba2849852c0d4b2262a486e805b977a"},
@@ -1876,6 +2009,8 @@ version = "11.0.2.54"
 description = "CUFFT native runtime libraries"
 optional = true
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\" and extra == \"local\" and platform_system == \"Linux\""
 files = [
     {file = "nvidia_cufft_cu12-11.0.2.54-py3-none-manylinux1_x86_64.whl", hash = "sha256:794e3948a1aa71fd817c3775866943936774d1c14e7628c74f6f7417224cdf56"},
     {file = "nvidia_cufft_cu12-11.0.2.54-py3-none-win_amd64.whl", hash = "sha256:d9ac353f78ff89951da4af698f80870b1534ed69993f10a4cf1d96f21357e253"},
@@ -1887,6 +2022,8 @@ version = "10.3.2.106"
 description = "CURAND native runtime libraries"
 optional = true
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\" and extra == \"local\" and platform_system == \"Linux\""
 files = [
     {file = "nvidia_curand_cu12-10.3.2.106-py3-none-manylinux1_x86_64.whl", hash = "sha256:9d264c5036dde4e64f1de8c50ae753237c12e0b1348738169cd0f8a536c0e1e0"},
     {file = "nvidia_curand_cu12-10.3.2.106-py3-none-win_amd64.whl", hash = "sha256:75b6b0c574c0037839121317e17fd01f8a69fd2ef8e25853d826fec30bdba74a"},
@@ -1898,6 +2035,8 @@ version = "11.4.5.107"
 description = "CUDA solver native runtime libraries"
 optional = true
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\" and extra == \"local\" and platform_system == \"Linux\""
 files = [
     {file = "nvidia_cusolver_cu12-11.4.5.107-py3-none-manylinux1_x86_64.whl", hash = "sha256:8a7ec542f0412294b15072fa7dab71d31334014a69f953004ea7a118206fe0dd"},
     {file = "nvidia_cusolver_cu12-11.4.5.107-py3-none-win_amd64.whl", hash = "sha256:74e0c3a24c78612192a74fcd90dd117f1cf21dea4822e66d89e8ea80e3cd2da5"},
@@ -1914,6 +2053,8 @@ version = "12.1.0.106"
 description = "CUSPARSE native runtime libraries"
 optional = true
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\" and extra == \"local\" and platform_system == \"Linux\""
 files = [
     {file = "nvidia_cusparse_cu12-12.1.0.106-py3-none-manylinux1_x86_64.whl", hash = "sha256:f3b50f42cf363f86ab21f720998517a659a48131e8d538dc02f8768237bd884c"},
     {file = "nvidia_cusparse_cu12-12.1.0.106-py3-none-win_amd64.whl", hash = "sha256:b798237e81b9719373e8fae8d4f091b70a0cf09d9d85c95a557e11df2d8e9a5a"},
@@ -1928,6 +2069,8 @@ version = "2.20.5"
 description = "NVIDIA Collective Communication Library (NCCL) Runtime"
 optional = true
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\" and extra == \"local\" and platform_system == \"Linux\""
 files = [
     {file = "nvidia_nccl_cu12-2.20.5-py3-none-manylinux2014_aarch64.whl", hash = "sha256:1fc150d5c3250b170b29410ba682384b14581db722b2531b0d8d33c595f33d01"},
     {file = "nvidia_nccl_cu12-2.20.5-py3-none-manylinux2014_x86_64.whl", hash = "sha256:057f6bf9685f75215d0c53bf3ac4a10b3e6578351de307abad9e18a99182af56"},
@@ -1939,6 +2082,8 @@ version = "12.6.77"
 description = "Nvidia JIT LTO Library"
 optional = true
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\" and extra == \"local\" and platform_system == \"Linux\""
 files = [
     {file = "nvidia_nvjitlink_cu12-12.6.77-py3-none-manylinux2014_aarch64.whl", hash = "sha256:3bf10d85bb1801e9c894c6e197e44dd137d2a0a9e43f8450e9ad13f2df0dd52d"},
     {file = "nvidia_nvjitlink_cu12-12.6.77-py3-none-manylinux2014_x86_64.whl", hash = "sha256:9ae346d16203ae4ea513be416495167a0101d33d2d14935aa9c1829a3fb45142"},
@@ -1951,6 +2096,8 @@ version = "12.1.105"
 description = "NVIDIA Tools Extension"
 optional = true
 python-versions = ">=3"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\" and extra == \"local\" and platform_system == \"Linux\""
 files = [
     {file = "nvidia_nvtx_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:dc21cf308ca5691e7c04d962e213f8a4aa9bbfa23d95412f452254c2caeb09e5"},
     {file = "nvidia_nvtx_cu12-12.1.105-py3-none-win_amd64.whl", hash = "sha256:65f4d98982b31b60026e0e6de73fbdfc09d08a96f4656dd3665ca616a11e1e82"},
@@ -1962,10 +2109,12 @@ version = "24.1"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev", "docs"]
 files = [
     {file = "packaging-24.1-py3-none-any.whl", hash = "sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124"},
     {file = "packaging-24.1.tar.gz", hash = "sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002"},
 ]
+markers = {main = "extra == \"local\" or extra == \"astrapy\""}
 
 [[package]]
 name = "parso"
@@ -1973,6 +2122,7 @@ version = "0.8.4"
 description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
+groups = ["docs"]
 files = [
     {file = "parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18"},
     {file = "parso-0.8.4.tar.gz", hash = "sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d"},
@@ -1988,6 +2138,7 @@ version = "1.17.0"
 description = "A wrapper around the pdftoppm and pdftocairo command line tools to convert PDF to a PIL Image list."
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "pdf2image-1.17.0-py3-none-any.whl", hash = "sha256:ecdd58d7afb810dffe21ef2b1bbc057ef434dabbac6c33778a38a3f7744a27e2"},
     {file = "pdf2image-1.17.0.tar.gz", hash = "sha256:eaa959bc116b420dd7ec415fcae49b98100dda3dd18cd2fdfa86d09f112f6d57"},
@@ -2002,6 +2153,8 @@ version = "0.11.1"
 description = "Parameter-Efficient Fine-Tuning (PEFT)"
 optional = true
 python-versions = ">=3.8.0"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "peft-0.11.1-py3-none-any.whl", hash = "sha256:76f2d2a4c9e0644e2741465663b8a02097775e9725d26d7b41551e6f1e72e7dd"},
     {file = "peft-0.11.1.tar.gz", hash = "sha256:c1a04462e589a1305a06f7c118be0b8602b829f9bfc2104b5c6514c7678c2310"},
@@ -2031,6 +2184,8 @@ version = "4.9.0"
 description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
+groups = ["docs"]
+markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""
 files = [
     {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
     {file = "pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"},
@@ -2045,6 +2200,8 @@ version = "0.3.4"
 description = "Python port of the fzy fuzzy string matching algorithm"
 optional = true
 python-versions = ">=3.7,<4.0"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "pfzy-0.3.4-py3-none-any.whl", hash = "sha256:5f50d5b2b3207fa72e7ec0ef08372ef652685470974a107d0d4999fc5a903a96"},
     {file = "pfzy-0.3.4.tar.gz", hash = "sha256:717ea765dd10b63618e7298b2d98efd819e0b30cd5905c9707223dceeb94b3f1"},
@@ -2059,6 +2216,7 @@ version = "10.4.0"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "docs"]
 files = [
     {file = "pillow-10.4.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:4d9667937cfa347525b319ae34375c37b9ee6b525440f3ef48542fcf66f2731e"},
     {file = "pillow-10.4.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:543f3dc61c18dafb755773efc89aae60d06b6596a63914107f75459cf984164d"},
@@ -2147,7 +2305,7 @@ docs = ["furo", "olefile", "sphinx (>=7.3)", "sphinx-copybutton", "sphinx-inline
 fpx = ["olefile"]
 mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
-typing = ["typing-extensions"]
+typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
 [[package]]
@@ -2156,6 +2314,7 @@ 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"
+groups = ["docs"]
 files = [
     {file = "platformdirs-4.3.6-py3-none-any.whl", hash = "sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb"},
     {file = "platformdirs-4.3.6.tar.gz", hash = "sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907"},
@@ -2172,6 +2331,7 @@ version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
     {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
@@ -2187,6 +2347,7 @@ version = "2.10.1"
 description = "Wraps the portalocker recipe for easy usage"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "portalocker-2.10.1-py3-none-any.whl", hash = "sha256:53a5984ebc86a025552264b459b46a2086e269b21823cb572f8f28ee759e45bf"},
     {file = "portalocker-2.10.1.tar.gz", hash = "sha256:ef1bf844e878ab08aee7e40184156e1151f228f103aa5c6bd0724cc330960f8f"},
@@ -2206,10 +2367,12 @@ version = "3.0.48"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
+groups = ["main", "docs"]
 files = [
     {file = "prompt_toolkit-3.0.48-py3-none-any.whl", hash = "sha256:f49a827f90062e411f1ce1f854f2aedb3c23353244f8108b89283587397ac10e"},
     {file = "prompt_toolkit-3.0.48.tar.gz", hash = "sha256:d6623ab0477a80df74e646bdbc93621143f5caf104206aa29294d53de1a03d90"},
 ]
+markers = {main = "extra == \"local\""}
 
 [package.dependencies]
 wcwidth = "*"
@@ -2220,6 +2383,7 @@ version = "1.24.0"
 description = "Beautiful, Pythonic protocol buffers."
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
 files = [
     {file = "proto-plus-1.24.0.tar.gz", hash = "sha256:30b72a5ecafe4406b0d339db35b56c4059064e69227b8c3bda7462397f966445"},
     {file = "proto_plus-1.24.0-py3-none-any.whl", hash = "sha256:402576830425e5f6ce4c2a6702400ac79897dab0b4343821aa5188b0fab81a12"},
@@ -2237,6 +2401,7 @@ version = "4.25.5"
 description = ""
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "docs"]
 files = [
     {file = "protobuf-4.25.5-cp310-abi3-win32.whl", hash = "sha256:5e61fd921603f58d2f5acb2806a929b4675f8874ff5f330b7d6f7e2e784bbcd8"},
     {file = "protobuf-4.25.5-cp310-abi3-win_amd64.whl", hash = "sha256:4be0571adcbe712b282a330c6e89eae24281344429ae95c6d85e79e84780f5ea"},
@@ -2257,6 +2422,7 @@ version = "6.0.0"
 description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+groups = ["main", "docs"]
 files = [
     {file = "psutil-6.0.0-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:a021da3e881cd935e64a3d0a20983bda0bb4cf80e4f74fa9bfcb1bc5785360c6"},
     {file = "psutil-6.0.0-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:1287c2b95f1c0a364d23bc6f2ea2365a8d4d9b726a3be7294296ff7ba97c17f0"},
@@ -2276,9 +2442,10 @@ files = [
     {file = "psutil-6.0.0-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:ffe7fc9b6b36beadc8c322f84e1caff51e8703b88eee1da46d1e3a6ae11b4fd0"},
     {file = "psutil-6.0.0.tar.gz", hash = "sha256:8faae4f310b6d969fa26ca0545338b21f73c6b15db7c4a8d934a5482faa818f2"},
 ]
+markers = {main = "extra == \"local\""}
 
 [package.extras]
-test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
+test = ["enum34 ; python_version <= \"3.4\"", "ipaddress ; python_version < \"3.0\"", "mock ; python_version < \"3.0\"", "pywin32 ; sys_platform == \"win32\"", "wmi ; sys_platform == \"win32\""]
 
 [[package]]
 name = "ptyprocess"
@@ -2286,6 +2453,8 @@ version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
 optional = false
 python-versions = "*"
+groups = ["docs"]
+markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""
 files = [
     {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
     {file = "ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"},
@@ -2297,6 +2466,7 @@ version = "0.2.3"
 description = "Safely evaluate AST nodes without side effects"
 optional = false
 python-versions = "*"
+groups = ["docs"]
 files = [
     {file = "pure_eval-0.2.3-py3-none-any.whl", hash = "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0"},
     {file = "pure_eval-0.2.3.tar.gz", hash = "sha256:5f4e983f40564c576c7c8635ae88db5956bb2229d7e9237d03b3c0b0190eaf42"},
@@ -2311,6 +2481,7 @@ version = "0.6.1"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
 files = [
     {file = "pyasn1-0.6.1-py3-none-any.whl", hash = "sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629"},
     {file = "pyasn1-0.6.1.tar.gz", hash = "sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034"},
@@ -2322,6 +2493,7 @@ version = "0.4.1"
 description = "A collection of ASN.1-based protocols modules"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
 files = [
     {file = "pyasn1_modules-0.4.1-py3-none-any.whl", hash = "sha256:49bfa96b45a292b711e986f222502c1c9a5e1f4e568fc30e2574a6c7d07838fd"},
     {file = "pyasn1_modules-0.4.1.tar.gz", hash = "sha256:c28e2dbf9c06ad61c71a075c7e0f9fd0f1b0bb2d2ad4377f240d33ac2ab60a7c"},
@@ -2336,6 +2508,8 @@ version = "2.22"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "implementation_name == \"pypy\""
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
@@ -2347,6 +2521,7 @@ version = "2.9.2"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "docs"]
 files = [
     {file = "pydantic-2.9.2-py3-none-any.whl", hash = "sha256:f048cec7b26778210e28a0459867920654d48e5e62db0958433636cde4254f12"},
     {file = "pydantic-2.9.2.tar.gz", hash = "sha256:d155cef71265d1e9807ed1c32b4c8deec042a44a50a4188b25ac67ecd81a9c0f"},
@@ -2362,7 +2537,7 @@ typing-extensions = [
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
-timezone = ["tzdata"]
+timezone = ["tzdata ; python_version >= \"3.9\" and sys_platform == \"win32\""]
 
 [[package]]
 name = "pydantic-core"
@@ -2370,6 +2545,7 @@ version = "2.23.4"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "docs"]
 files = [
     {file = "pydantic_core-2.23.4-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:b10bd51f823d891193d4717448fab065733958bdb6a6b351967bd349d48d5c9b"},
     {file = "pydantic_core-2.23.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:4fc714bdbfb534f94034efaa6eadd74e5b93c8fa6315565a222f7b6f42ca1166"},
@@ -2471,6 +2647,7 @@ version = "2.18.0"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "docs"]
 files = [
     {file = "pygments-2.18.0-py3-none-any.whl", hash = "sha256:b8e6aca0523f3ab76fee51799c488e38782ac06eafcf95e7ba832985c8e7b13a"},
     {file = "pygments-2.18.0.tar.gz", hash = "sha256:786ff802f32e91311bff3889f6e9a86e81505fe99f2735bb6d60ae0c5004f199"},
@@ -2479,12 +2656,94 @@ files = [
 [package.extras]
 windows-terminal = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "pymongo"
+version = "4.12.0"
+description = "Python driver for MongoDB <http://www.mongodb.org>"
+optional = true
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"astrapy\""
+files = [
+    {file = "pymongo-4.12.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e23d9b5e8d2dfc3ac0540966e93008e471345ec9a2797b77be551e64b70fc8ee"},
+    {file = "pymongo-4.12.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ecf325f31bf8be70ec5cab50b45a8e09acf3952d693215acac965cecaeb6b58d"},
+    {file = "pymongo-4.12.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:adf638404fb96ddf0b2ec07df7279ea709d1e05150e527cc98b23fd0db8c3fec"},
+    {file = "pymongo-4.12.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6bee9178d6b358a4cee1a13179779810fec5a5406cf0db41fdf0c065d90029e2"},
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+]
+
+[package.dependencies]
+dnspython = ">=1.16.0,<3.0.0"
+
+[package.extras]
+aws = ["pymongo-auth-aws (>=1.1.0,<2.0.0)"]
+docs = ["furo (==2024.8.6)", "readthedocs-sphinx-search (>=0.3,<1.0)", "sphinx (>=5.3,<9)", "sphinx-autobuild (>=2020.9.1)", "sphinx-rtd-theme (>=2,<4)", "sphinxcontrib-shellcheck (>=1,<2)"]
+encryption = ["certifi ; os_name == \"nt\" or sys_platform == \"darwin\"", "pymongo-auth-aws (>=1.1.0,<2.0.0)", "pymongocrypt (>=1.13.0,<2.0.0)"]
+gssapi = ["pykerberos ; os_name != \"nt\"", "winkerberos (>=0.5.0) ; os_name == \"nt\""]
+ocsp = ["certifi ; os_name == \"nt\" or sys_platform == \"darwin\"", "cryptography (>=2.5)", "pyopenssl (>=17.2.0)", "requests (<3.0.0)", "service-identity (>=18.1.0)"]
+snappy = ["python-snappy"]
+test = ["pytest (>=8.2)", "pytest-asyncio (>=0.24.0)"]
+zstd = ["zstandard"]
+
 [[package]]
 name = "pyparsing"
 version = "3.1.4"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.6.8"
+groups = ["docs"]
 files = [
     {file = "pyparsing-3.1.4-py3-none-any.whl", hash = "sha256:a6a7ee4235a3f944aa1fa2249307708f893fe5717dc603503c6c7969c070fb7c"},
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@@ -2499,6 +2758,7 @@ version = "8.3.3"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pytest-8.3.3-py3-none-any.whl", hash = "sha256:a6853c7375b2663155079443d2e45de913a911a11d669df02a50814944db57b2"},
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@@ -2521,6 +2781,7 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["docs"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
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@@ -2535,6 +2796,8 @@ version = "1.0.1"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "python-dotenv-1.0.1.tar.gz", hash = "sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca"},
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@@ -2549,6 +2812,8 @@ version = "0.0.12"
 description = "A streaming multipart parser for Python"
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "python_multipart-0.0.12-py3-none-any.whl", hash = "sha256:43dcf96cf65888a9cd3423544dd0d75ac10f7aa0c3c28a175bbcd00c9ce1aebf"},
     {file = "python_multipart-0.0.12.tar.gz", hash = "sha256:045e1f98d719c1ce085ed7f7e1ef9d8ccc8c02ba02b5566d5f7521410ced58cb"},
@@ -2560,6 +2825,7 @@ version = "307"
 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
+groups = ["main", "docs"]
 files = [
     {file = "pywin32-307-cp310-cp310-win32.whl", hash = "sha256:f8f25d893c1e1ce2d685ef6d0a481e87c6f510d0f3f117932781f412e0eba31b"},
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@@ -2580,6 +2846,7 @@ files = [
     {file = "pywin32-307-cp39-cp39-win32.whl", hash = "sha256:55ee87f2f8c294e72ad9d4261ca423022310a6e79fb314a8ca76ab3f493854c6"},
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 ]
+markers = {main = "platform_system == \"Windows\"", docs = "platform_python_implementation != \"PyPy\" and sys_platform == \"win32\""}
 
 [[package]]
 name = "pyyaml"
@@ -2587,6 +2854,8 @@ version = "6.0.2"
 description = "YAML parser and emitter for Python"
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
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@@ -2649,6 +2918,7 @@ version = "26.2.0"
 description = "Python bindings for 0MQ"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
 files = [
     {file = "pyzmq-26.2.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:ddf33d97d2f52d89f6e6e7ae66ee35a4d9ca6f36eda89c24591b0c40205a3629"},
     {file = "pyzmq-26.2.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:dacd995031a01d16eec825bf30802fceb2c3791ef24bcce48fa98ce40918c27b"},
@@ -2770,6 +3040,7 @@ version = "1.11.3"
 description = "Client library for the Qdrant vector search engine"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "qdrant_client-1.11.3-py3-none-any.whl", hash = "sha256:fcf040b58203ed0827608c9ad957da671b1e31bf27e5e35b322c1b577b6ec133"},
     {file = "qdrant_client-1.11.3.tar.gz", hash = "sha256:5a155d8281a224ac18acef512eae2f5e9a0907975d52a7627ec66fa6586d0285"},
@@ -2788,8 +3059,8 @@ pydantic = ">=1.10.8"
 urllib3 = ">=1.26.14,<3"
 
 [package.extras]
-fastembed = ["fastembed (==0.3.6)"]
-fastembed-gpu = ["fastembed-gpu (==0.3.6)"]
+fastembed = ["fastembed (==0.3.6) ; python_version < \"3.13\""]
+fastembed-gpu = ["fastembed-gpu (==0.3.6) ; python_version < \"3.13\""]
 
 [[package]]
 name = "regex"
@@ -2797,6 +3068,8 @@ version = "2024.9.11"
 description = "Alternative regular expression module, to replace re."
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "regex-2024.9.11-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:1494fa8725c285a81d01dc8c06b55287a1ee5e0e382d8413adc0a9197aac6408"},
     {file = "regex-2024.9.11-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0e12c481ad92d129c78f13a2a3662317e46ee7ef96c94fd332e1c29131875b7d"},
@@ -2900,10 +3173,12 @@ version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "docs"]
 files = [
     {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
     {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
 ]
+markers = {main = "extra == \"local\""}
 
 [package.dependencies]
 certifi = ">=2017.4.17"
@@ -2921,6 +3196,7 @@ version = "13.9.2"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.8.0"
+groups = ["main"]
 files = [
     {file = "rich-13.9.2-py3-none-any.whl", hash = "sha256:8c82a3d3f8dcfe9e734771313e606b39d8247bb6b826e196f4914b333b743cf1"},
     {file = "rich-13.9.2.tar.gz", hash = "sha256:51a2c62057461aaf7152b4d611168f93a9fc73068f8ded2790f29fe2b5366d0c"},
@@ -2940,6 +3216,7 @@ version = "4.9"
 description = "Pure-Python RSA implementation"
 optional = false
 python-versions = ">=3.6,<4"
+groups = ["docs"]
 files = [
     {file = "rsa-4.9-py3-none-any.whl", hash = "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7"},
     {file = "rsa-4.9.tar.gz", hash = "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"},
@@ -2954,6 +3231,7 @@ version = "0.6.9"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "ruff-0.6.9-py3-none-linux_armv6l.whl", hash = "sha256:064df58d84ccc0ac0fcd63bc3090b251d90e2a372558c0f057c3f75ed73e1ccd"},
     {file = "ruff-0.6.9-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:140d4b5c9f5fc7a7b074908a78ab8d384dd7f6510402267bc76c37195c02a7ec"},
@@ -2981,6 +3259,8 @@ version = "0.4.5"
 description = ""
 optional = true
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "safetensors-0.4.5-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:a63eaccd22243c67e4f2b1c3e258b257effc4acd78f3b9d397edc8cf8f1298a7"},
     {file = "safetensors-0.4.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:23fc9b4ec7b602915cbb4ec1a7c1ad96d2743c322f20ab709e2c35d1b66dad27"},
@@ -3113,19 +3393,20 @@ version = "75.1.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "setuptools-75.1.0-py3-none-any.whl", hash = "sha256:35ab7fd3bcd95e6b7fd704e4a1539513edad446c097797f2985e0e4b960772f2"},
     {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)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "ruff (>=0.5.2) ; sys_platform != \"cygwin\""]
+core = ["importlib-metadata (>=6) ; python_version < \"3.10\"", "importlib-resources (>=5.10.2) ; python_version < \"3.9\"", "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) ; python_version < \"3.11\"", "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"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "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 ; sys_platform != \"cygwin\"", "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) ; python_version < \"3.10\"", "jaraco.develop (>=7.21) ; sys_platform != \"cygwin\"", "mypy (==1.11.*)", "pytest-mypy"]
 
 [[package]]
 name = "shellingham"
@@ -3133,6 +3414,7 @@ version = "1.5.4"
 description = "Tool to Detect Surrounding Shell"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686"},
     {file = "shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de"},
@@ -3144,6 +3426,7 @@ version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+groups = ["docs"]
 files = [
     {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
@@ -3155,6 +3438,7 @@ version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
+groups = ["main", "dev"]
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
@@ -3166,6 +3450,7 @@ version = "0.6.3"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 optional = false
 python-versions = "*"
+groups = ["docs"]
 files = [
     {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
     {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
@@ -3185,6 +3470,8 @@ version = "0.38.6"
 description = "The little ASGI library that shines."
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "starlette-0.38.6-py3-none-any.whl", hash = "sha256:4517a1409e2e73ee4951214ba012052b9e16f60e90d73cfb06192c19203bbb05"},
     {file = "starlette-0.38.6.tar.gz", hash = "sha256:863a1588f5574e70a821dadefb41e4881ea451a47a3cd1b4df359d4ffefe5ead"},
@@ -3202,6 +3489,8 @@ version = "1.13.3"
 description = "Computer algebra system (CAS) in Python"
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "sympy-1.13.3-py3-none-any.whl", hash = "sha256:54612cf55a62755ee71824ce692986f23c88ffa77207b30c1368eda4a7060f73"},
     {file = "sympy-1.13.3.tar.gz", hash = "sha256:b27fd2c6530e0ab39e275fc9b683895367e51d5da91baa8d3d64db2565fec4d9"},
@@ -3219,6 +3508,8 @@ version = "0.20.0"
 description = ""
 optional = true
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "tokenizers-0.20.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:6cff5c5e37c41bc5faa519d6f3df0679e4b37da54ea1f42121719c5e2b4905c0"},
     {file = "tokenizers-0.20.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:62a56bf75c27443432456f4ca5ca055befa95e25be8a28141cc495cac8ae4d6d"},
@@ -3330,12 +3621,27 @@ dev = ["tokenizers[testing]"]
 docs = ["setuptools-rust", "sphinx", "sphinx-rtd-theme"]
 testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests", "ruff"]
 
+[[package]]
+name = "toml"
+version = "0.10.2"
+description = "Python Library for Tom's Obvious, Minimal Language"
+optional = true
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+groups = ["main"]
+markers = "extra == \"astrapy\""
+files = [
+    {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
+    {file = "toml-0.10.2.tar.gz", hash = "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"},
+]
+
 [[package]]
 name = "tomli"
 version = "2.0.2"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version == \"3.10\""
 files = [
     {file = "tomli-2.0.2-py3-none-any.whl", hash = "sha256:2ebe24485c53d303f690b0ec092806a085f07af5a5aa1464f3931eec36caaa38"},
     {file = "tomli-2.0.2.tar.gz", hash = "sha256:d46d457a85337051c36524bc5349dd91b1877838e2979ac5ced3e710ed8a60ed"},
@@ -3347,6 +3653,8 @@ version = "2.4.1"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
 optional = true
 python-versions = ">=3.8.0"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "torch-2.4.1-cp310-cp310-manylinux1_x86_64.whl", hash = "sha256:362f82e23a4cd46341daabb76fba08f04cd646df9bfaf5da50af97cb60ca4971"},
     {file = "torch-2.4.1-cp310-cp310-manylinux2014_aarch64.whl", hash = "sha256:e8ac1985c3ff0f60d85b991954cfc2cc25f79c84545aead422763148ed2759e3"},
@@ -3401,6 +3709,7 @@ version = "6.4.1"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
 files = [
     {file = "tornado-6.4.1-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:163b0aafc8e23d8cdc3c9dfb24c5368af84a81e3364745ccb4427669bf84aec8"},
     {file = "tornado-6.4.1-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:6d5ce3437e18a2b66fbadb183c1d3364fb03f2be71299e7d10dbeeb69f4b2a14"},
@@ -3421,10 +3730,12 @@ version = "4.66.5"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
+groups = ["main", "docs"]
 files = [
     {file = "tqdm-4.66.5-py3-none-any.whl", hash = "sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd"},
     {file = "tqdm-4.66.5.tar.gz", hash = "sha256:e1020aef2e5096702d8a025ac7d16b1577279c9d63f8375b63083e9a5f0fcbad"},
 ]
+markers = {main = "extra == \"local\""}
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -3441,6 +3752,7 @@ version = "5.14.3"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
 files = [
     {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
     {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
@@ -3456,6 +3768,8 @@ version = "4.45.1"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = true
 python-versions = ">=3.8.0"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "transformers-4.45.1-py3-none-any.whl", hash = "sha256:21e3f47aa7256dbbfb5215937a3168a984c94432ce3a16b7908265807d62aee8"},
     {file = "transformers-4.45.1.tar.gz", hash = "sha256:9cace11072172df05ca6a694fcd1f5064a55b63285e492bd88f0ad1cec270f02"},
@@ -3525,6 +3839,8 @@ version = "3.0.0"
 description = "A language and compiler for custom Deep Learning operations"
 optional = true
 python-versions = "*"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\" and extra == \"local\" and python_version <= \"3.12\""
 files = [
     {file = "triton-3.0.0-1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e1efef76935b2febc365bfadf74bcb65a6f959a9872e5bddf44cc9e0adce1e1a"},
     {file = "triton-3.0.0-1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:5ce8520437c602fb633f1324cc3871c47bee3b67acf9756c1a66309b60e3216c"},
@@ -3547,6 +3863,7 @@ version = "0.12.5"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "typer-0.12.5-py3-none-any.whl", hash = "sha256:62fe4e471711b147e3365034133904df3e235698399bc4de2b36c8579298d52b"},
     {file = "typer-0.12.5.tar.gz", hash = "sha256:f592f089bedcc8ec1b974125d64851029c3b1af145f04aca64d69410f0c9b722"},
@@ -3564,10 +3881,12 @@ version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev", "docs"]
 files = [
     {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
+markers = {dev = "python_version == \"3.10\""}
 
 [[package]]
 name = "uritemplate"
@@ -3575,6 +3894,7 @@ version = "4.1.1"
 description = "Implementation of RFC 6570 URI Templates"
 optional = false
 python-versions = ">=3.6"
+groups = ["docs"]
 files = [
     {file = "uritemplate-4.1.1-py2.py3-none-any.whl", hash = "sha256:830c08b8d99bdd312ea4ead05994a38e8936266f84b9a7878232db50b044e02e"},
     {file = "uritemplate-4.1.1.tar.gz", hash = "sha256:4346edfc5c3b79f694bccd6d6099a322bbeb628dbf2cd86eea55a456ce5124f0"},
@@ -3586,23 +3906,39 @@ version = "2.2.3"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "docs"]
 files = [
     {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
     {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "uuid6"
+version = "2024.7.10"
+description = "New time-based UUID formats which are suited for use as a database key"
+optional = true
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"astrapy\""
+files = [
+    {file = "uuid6-2024.7.10-py3-none-any.whl", hash = "sha256:93432c00ba403751f722829ad21759ff9db051dea140bf81493271e8e4dd18b7"},
+    {file = "uuid6-2024.7.10.tar.gz", hash = "sha256:2d29d7f63f593caaeea0e0d0dd0ad8129c9c663b29e19bdf882e864bedf18fb0"},
+]
+
 [[package]]
 name = "uvicorn"
 version = "0.31.0"
 description = "The lightning-fast ASGI server."
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "uvicorn-0.31.0-py3-none-any.whl", hash = "sha256:cac7be4dd4d891c363cd942160a7b02e69150dcbc7a36be04d5f4af4b17c8ced"},
     {file = "uvicorn-0.31.0.tar.gz", hash = "sha256:13bc21373d103859f68fe739608e2eb054a816dea79189bc3ca08ea89a275906"},
@@ -3616,12 +3952,12 @@ httptools = {version = ">=0.5.0", optional = true, markers = "extra == \"standar
 python-dotenv = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
 pyyaml = {version = ">=5.1", optional = true, markers = "extra == \"standard\""}
 typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
-uvloop = {version = ">=0.14.0,<0.15.0 || >0.15.0,<0.15.1 || >0.15.1", optional = true, markers = "(sys_platform != \"win32\" and sys_platform != \"cygwin\") and platform_python_implementation != \"PyPy\" and extra == \"standard\""}
+uvloop = {version = ">=0.14.0,<0.15.0 || >0.15.0,<0.15.1 || >0.15.1", optional = true, markers = "sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\" and extra == \"standard\""}
 watchfiles = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
 websockets = {version = ">=10.4", optional = true, markers = "extra == \"standard\""}
 
 [package.extras]
-standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
 
 [[package]]
 name = "uvloop"
@@ -3629,6 +3965,8 @@ version = "0.20.0"
 description = "Fast implementation of asyncio event loop on top of libuv"
 optional = true
 python-versions = ">=3.8.0"
+groups = ["main"]
+markers = "platform_python_implementation != \"PyPy\" and extra == \"local\" and sys_platform != \"win32\" and sys_platform != \"cygwin\""
 files = [
     {file = "uvloop-0.20.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:9ebafa0b96c62881d5cafa02d9da2e44c23f9f0cd829f3a32a6aff771449c996"},
     {file = "uvloop-0.20.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:35968fc697b0527a06e134999eef859b4034b37aebca537daeb598b9d45a137b"},
@@ -3665,7 +4003,7 @@ files = [
 
 [package.extras]
 docs = ["Sphinx (>=4.1.2,<4.2.0)", "sphinx-rtd-theme (>=0.5.2,<0.6.0)", "sphinxcontrib-asyncio (>=0.3.0,<0.4.0)"]
-test = ["Cython (>=0.29.36,<0.30.0)", "aiohttp (==3.9.0b0)", "aiohttp (>=3.8.1)", "flake8 (>=5.0,<6.0)", "mypy (>=0.800)", "psutil", "pyOpenSSL (>=23.0.0,<23.1.0)", "pycodestyle (>=2.9.0,<2.10.0)"]
+test = ["Cython (>=0.29.36,<0.30.0)", "aiohttp (==3.9.0b0) ; python_version >= \"3.12\"", "aiohttp (>=3.8.1) ; python_version < \"3.12\"", "flake8 (>=5.0,<6.0)", "mypy (>=0.800)", "psutil", "pyOpenSSL (>=23.0.0,<23.1.0)", "pycodestyle (>=2.9.0,<2.10.0)"]
 
 [[package]]
 name = "watchfiles"
@@ -3673,6 +4011,8 @@ version = "0.24.0"
 description = "Simple, modern and high performance file watching and code reload in python."
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "watchfiles-0.24.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:083dc77dbdeef09fa44bb0f4d1df571d2e12d8a8f985dccde71ac3ac9ac067a0"},
     {file = "watchfiles-0.24.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e94e98c7cb94cfa6e071d401ea3342767f28eb5a06a58fafdc0d2a4974f4f35c"},
@@ -3768,10 +4108,12 @@ version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
+groups = ["main", "docs"]
 files = [
     {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
 ]
+markers = {main = "extra == \"local\""}
 
 [[package]]
 name = "websockets"
@@ -3779,6 +4121,8 @@ version = "13.1"
 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"local\""
 files = [
     {file = "websockets-13.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:f48c749857f8fb598fb890a75f540e3221d0976ed0bf879cf3c7eef34151acee"},
     {file = "websockets-13.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c7e72ce6bda6fb9409cc1e8164dd41d7c91466fb599eb047cfda72fe758a34a7"},
@@ -3869,9 +4213,10 @@ files = [
 ]
 
 [extras]
+astrapy = ["astrapy"]
 local = ["colpali-engine", "fastapi", "huggingface-hub", "pillow"]
 
 [metadata]
-lock-version = "2.0"
+lock-version = "2.1"
 python-versions = "^3.10"
-content-hash = "bc00119c1a6572e959e068a9c4237c3df42be4a037a6a986125a0311bd0be334"
+content-hash = "304f40f9bcf6d92045c88241a6302ac9a321f05e7b5c88f68234c461f6c06742"
diff --git a/pyproject.toml b/pyproject.toml
index c6b8ec5..b63d424 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "midrasai"
-version = "0.1.5"
+version = "0.2.0"
 description = "A simple framework for multimodal RAG"
 authors = ["ajac-zero <ajcardoza2000@gmail.com>"]
 readme = "README.md"
@@ -17,9 +17,11 @@ pillow = { version = "^10", optional = true }
 fastapi = { extras = ["standard"], version = "^0", optional = true }
 huggingface-hub = { extras = ["cli"], version = "^0", optional = true }
 colpali-engine = { version = "^0.3.1", optional = true }
+astrapy = { version = "^2.0.0", optional = true }
 
 [tool.poetry.extras]
 local = ["colpali-engine", "pillow", "fastapi", "huggingface-hub"]
+astrapy = ["astrapy"]
 
 [tool.poetry.group.dev.dependencies]
 ruff = "^0.6.3"

From a1c6d980aaede328078a93c250b999db36f04715 Mon Sep 17 00:00:00 2001
From: Thana Paris <thanamparis@gmail.com>
Date: Sun, 27 Apr 2025 13:11:02 -0400
Subject: [PATCH 2/3] remove index doc ids when index is deleted

---
 midrasai/vectordb/_astradb.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/midrasai/vectordb/_astradb.py b/midrasai/vectordb/_astradb.py
index 9b52aa5..a72eb95 100644
--- a/midrasai/vectordb/_astradb.py
+++ b/midrasai/vectordb/_astradb.py
@@ -127,6 +127,7 @@ def save_points(
 
     def delete_index(self, name: str) -> bool:
         try:
+            self.index_doc_ids.pop(name, None)
             self.database.drop_collection(name)
             return True
         except Exception as e:

From 6bc34c15e38fca05288f423474563c43fd74ee04 Mon Sep 17 00:00:00 2001
From: Thana Paris <thanamparis@gmail.com>
Date: Sun, 27 Apr 2025 13:17:09 -0400
Subject: [PATCH 3/3] removing excessive timeouts.

---
 midrasai/vectordb/_astradb.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/midrasai/vectordb/_astradb.py b/midrasai/vectordb/_astradb.py
index a72eb95..413a8ae 100644
--- a/midrasai/vectordb/_astradb.py
+++ b/midrasai/vectordb/_astradb.py
@@ -111,9 +111,7 @@ def save_points(
         # Insert documents
         success = True
         try:
-            result = collection.insert_many(
-                documents_to_insert, timeout_ms=300000, request_timeout_ms=60000
-            )
+            result = collection.insert_many(documents_to_insert)
             if not result or len(result.inserted_ids) != len(documents_to_insert):
                 print(
                     f"Incomplete insert, {len(result.inserted_ids)} inserted of {len(documents_to_insert)}."