Python: new memory abstractions

[eavanvalkenburg]

Motivation and Context

First pieces of the new memory abstractions for Python.

Includes new classes for VectorStoreModels, records, fields, decorator Includes new:

• VectorStore
• VectorStoreRecordCollection
• AzureAISearch with those
• Redis with those
• Qdrant with those Includes new samples

TODO:

• add tests

Implements #6497

[markwallace-microsoft]

Python 3.10 Test Coverage Report

File	Stmts	Miss	Cover	Missing
semantic_kernel
kernel.py	201	49	76%	154, 165, 169, 209–210, 319–322, 431, 445–488
semantic_kernel/connectors/ai/azure_ai_inference/services
azure_ai_inference_chat_completion.py	149	4	97%	169, 312, 416, 430
semantic_kernel/connectors/ai/embeddings
embedding_generator_base.py	8	1	88%	50
semantic_kernel/connectors/ai/hugging_face/services
hf_text_completion.py	54	3	94%	95, 103, 134
hf_text_embedding.py	32	5	84%	77–81
semantic_kernel/connectors/memory/redis
redis_collection.py	157	2	99%	145, 313
utils.py	35	5	86%	140–141, 160–171
semantic_kernel/connectors/openapi_plugin
openapi_manager.py	58	2	97%	110–111
openapi_parser.py	88	1	99%	127
openapi_runner.py	105	2	98%	181–182
semantic_kernel/connectors/openapi_plugin/models
rest_api_operation.py	129	1	99%	240
semantic_kernel/data
vector_store_record_collection.py	249	19	92%	398, 458–462, 470–474, 514–517, 524–527
vector_store_record_utils.py	26	2	92%	48, 50
semantic_kernel/functions
kernel_function_decorator.py	98	1	99%	102
kernel_function_from_method.py	96	1	99%	153
kernel_function_from_prompt.py	154	7	95%	165–166, 180, 201, 219, 239, 322
kernel_plugin.py	187	2	99%	472, 475
semantic_kernel/planners
plan.py	234	45	81%	52, 161–163, 195, 212–225, 262, 267, 275–276, 286–289, 306, 311, 327, 330–335, 353, 358, 361, 363, 370, 384–386, 391–395
semantic_kernel/planners/function_calling_stepwise_planner
function_calling_stepwise_planner.py	116	4	97%	143, 187–188, 196
semantic_kernel/planners/sequential_planner
sequential_planner.py	64	6	91%	69, 73, 107, 123, 132–133
sequential_planner_extensions.py	50	9	82%	29–30, 52, 106–120
sequential_planner_parser.py	77	12	84%	64–72, 91, 115–118
semantic_kernel/schema
kernel_json_schema_builder.py	119	5	96%	48, 82, 204, 208–209
semantic_kernel/template_engine/blocks
code_block.py	77	1	99%	119
named_arg_block.py	43	1	98%	98
semantic_kernel/utils/telemetry
decorators.py	113	4	96%	232, 240, 243, 252
user_agent.py	16	2	88%	18–19
TOTAL	8622	196	98%

Python 3.10 Unit Test Overview

Tests	Skipped	Failures	Errors	Time
2070	1 :zzz:	0 :x:	0 :fire:	38.475s :stopwatch: