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Python: Weaviate vector store #9101

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@TaoChenOSU TaoChenOSU commented Oct 4, 2024

Motivation and Context

Add Weaviate DB to Semantic Kernel with the new vector store and vector collection interfaces.

Address: #6553

Description

Contribution Checklist

@TaoChenOSU TaoChenOSU added PR: in progress Under development and/or addressing feedback python Pull requests for the Python Semantic Kernel labels Oct 4, 2024
@TaoChenOSU TaoChenOSU self-assigned this Oct 4, 2024
@TaoChenOSU TaoChenOSU requested a review from a team as a code owner October 4, 2024 23:31
@github-actions github-actions bot changed the title Weaviate vector store Python: Weaviate vector store Oct 4, 2024
@TaoChenOSU TaoChenOSU linked an issue Oct 4, 2024 that may be closed by this pull request
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markwallace-microsoft commented Oct 4, 2024

Python Test Coverage

Python Test Coverage Report
FileStmtsMissCoverMissing
semantic_kernel
   kernel.py1994776%148, 159, 163, 313–316, 423, 437–480
semantic_kernel/agents/group_chat
   agent_chat.py124298%78, 171
   agent_group_chat.py100298%151, 201
   broadcast_queue.py72199%35
semantic_kernel/agents/open_ai
   assistant_content_generation.py133993%96–97, 281, 291–294, 335, 337
   open_ai_assistant_base.py449898%259, 337–338, 746, 867, 870, 932, 990
semantic_kernel/connectors/ai
   chat_completion_client_base.py116298%382, 392
   completion_usage.py8188%17
semantic_kernel/connectors/ai/anthropic/services
   anthropic_chat_completion.py176597%147, 165, 169, 223, 419
semantic_kernel/connectors/ai/azure_ai_inference/services
   azure_ai_inference_chat_completion.py119794%120, 146–149, 159, 180, 202
   azure_ai_inference_text_embedding.py41198%87
semantic_kernel/connectors/ai/bedrock/services
   bedrock_chat_completion.py1361490%117, 138, 163, 167–170, 228, 246–265, 324
   bedrock_text_completion.py57296%95, 118
   bedrock_text_embedding.py45198%94
semantic_kernel/connectors/ai/bedrock/services/model_provider
   bedrock_ai21_labs.py13192%67
   bedrock_anthropic_claude.py12192%54
   bedrock_cohere.py20195%75
   utils.py802075%68, 71, 102, 106–115, 132–150, 171–174
semantic_kernel/connectors/ai/embeddings
   embedding_generator_base.py8188%50
semantic_kernel/connectors/ai/google/google_ai/services
   google_ai_chat_completion.py119497%127, 153, 176, 178
   google_ai_text_completion.py63297%98, 121
   utils.py65395%139, 159–164
semantic_kernel/connectors/ai/google/vertex_ai/services
   utils.py66395%140, 160–165
   vertex_ai_chat_completion.py119497%121, 147, 170, 172
   vertex_ai_text_completion.py62297%95, 116
semantic_kernel/connectors/ai/hugging_face/services
   hf_text_completion.py60395%103, 112, 127
   hf_text_embedding.py32584%79–83
semantic_kernel/connectors/ai/mistral_ai/services
   mistral_ai_chat_completion.py118794%118–121, 307–310
semantic_kernel/connectors/ai/ollama/services
   ollama_chat_completion.py60592%95–98, 108, 143
   ollama_text_completion.py57689%72, 90–93, 103, 131
semantic_kernel/connectors/ai/onnx
   utils.py53394%50–51, 112
semantic_kernel/connectors/ai/onnx/services
   onnx_gen_ai_chat_completion.py72790%67–68, 98, 122, 167, 173, 179
   onnx_gen_ai_completion_base.py582164%59–71, 79–90
   onnx_gen_ai_text_completion.py46589%54–55, 87, 117, 133
semantic_kernel/connectors/ai/open_ai/prompt_execution_settings
   open_ai_prompt_execution_settings.py94199%112
semantic_kernel/connectors/ai/open_ai/services
   azure_chat_completion.py107595%118, 123, 157, 166, 169
   azure_text_completion.py28293%82, 87
   azure_text_embedding.py30293%84, 89
   open_ai_chat_completion_base.py127596%71, 121, 141, 177, 287
   open_ai_handler.py63395%86, 95–96
   open_ai_text_completion_base.py80298%56, 161
semantic_kernel/connectors/ai/open_ai/settings
   azure_open_ai_settings.py22195%99
semantic_kernel/connectors/memory/azure_ai_search
   azure_ai_search_collection.py87298%150, 152
semantic_kernel/connectors/memory/redis
   redis_collection.py160299%146, 316
   utils.py451176%145–146, 164, 166, 173–188
semantic_kernel/connectors/memory/weaviate
   utils.py57493%76, 80, 106, 245
   weaviate_collection.py1152578%144–153, 157–177, 181–186
   weaviate_store.py44980%106–114, 118–123
semantic_kernel/connectors/openapi_plugin
   openapi_manager.py58297%110–111
   openapi_parser.py88298%71, 128
   openapi_runner.py105298%181–182
semantic_kernel/connectors/openapi_plugin/models
   rest_api_operation.py129199%242
semantic_kernel/contents
   function_call_content.py100298%185, 213
   streaming_chat_message_content.py68199%210
   streaming_content_mixin.py39295%37, 64
semantic_kernel/core_plugins/sessions_python_tool
   sessions_python_plugin.py134894%69, 82–91, 99
   sessions_python_settings.py39490%84–87
semantic_kernel/data
   vector_store_record_collection.py2491992%408, 468–472, 480–484, 524–527, 534–537
   vector_store_record_utils.py26292%50, 52
semantic_kernel/functions
   kernel_function_decorator.py98199%102
   kernel_function_from_method.py96199%153
   kernel_function_from_prompt.py154795%165–166, 180, 201, 219, 239, 322
   kernel_function_log_messages.py36683%37–43
   kernel_plugin.py187299%472, 475
semantic_kernel/planners
   plan.py2344581%54, 163–165, 197, 214–227, 264, 269, 277–278, 288–291, 308, 313, 329, 332–337, 355, 360, 363, 365, 372, 386–388, 393–397
semantic_kernel/planners/function_calling_stepwise_planner
   function_calling_stepwise_planner.py116497%145, 189–190, 198
semantic_kernel/planners/sequential_planner
   sequential_planner.py64691%71, 75, 109, 125, 134–135
   sequential_planner_extensions.py50982%31–32, 56, 110–124
   sequential_planner_parser.py771284%66–74, 93, 117–120
semantic_kernel/schema
   kernel_json_schema_builder.py129993%53, 90, 186, 194, 205, 213, 228, 232–233
semantic_kernel/services
   ai_service_client_base.py22195%64
semantic_kernel/template_engine/blocks
   code_block.py77199%119
   named_arg_block.py43198%98
semantic_kernel/utils/authentication
   entra_id_authentication.py15287%26, 38
semantic_kernel/utils/telemetry
   user_agent.py16288%18–19
semantic_kernel/utils/telemetry/model_diagnostics
   decorators.py171498%372–375
TOTAL1243743896% 

Python Unit Test Overview

Tests Skipped Failures Errors Time
2659 4 💤 0 ❌ 0 🔥 1m 4s ⏱️

@TaoChenOSU TaoChenOSU removed the PR: in progress Under development and/or addressing feedback label Oct 11, 2024
Comment on lines +56 to +63
for vector in data_model_definition.fields.values():
if isinstance(vector, VectorStoreRecordVectorField):
named_vectors.append(
Configure.NamedVectors.none(
name=vector.name,
vector_index_config=to_weaviate_vector_index_config(vector),
)
)
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Should we return named_vectors collection from this method after we populate it with vector-related info? Based on the usage of this method vectorizer_config=data_model_definition_to_weaviate_named_vectors(self.data_model_definition) it looks like it should return something, but it doesn't have a return statement.

Comment on lines +97 to +104
case DistanceFunction.COSINE:
return "cosine"
case DistanceFunction.DOT_PROD:
return "dot"
case DistanceFunction.EUCLIDEAN:
return "l2-squared"
case DistanceFunction.MANHATTAN:
return "manhattan"
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Python: Update Weaviate Memory Connector
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