Python: Azure AI Inference tracing SDK

[TaoChenOSU]

Motivation and Context

Addresses: https://github.com/microsoft/semantic-kernel/issues/9413

Description

The latest Azure AI Inference SDK has been released with the tracing package. We have decided to upgrade to the latest so that we will no longer need to instrument the Azure AI Inference connector with our own model diagnostics module.

Contribution Checklist

1. Upgrade to the latest Azure AI Inference SDK with the tracing package.
2. Refactor the AI Inference connector to reduce duplicated code.
3. Some other minor fixes.

• [x] The code builds clean without any errors or warnings
• [x] The PR follows the SK Contribution Guidelines and the pre-submission formatting script raises no violations
• [x] All unit tests pass, and I have added new tests where possible
• [ ] I didn't break anyone :smile:

[markwallace-microsoft]

Python Test Coverage Report

File	Stmts	Miss	Cover	Missing
semantic_kernel
kernel.py	199	47	76%	148, 159, 163, 313–316, 423, 437–480
semantic_kernel/agents/group_chat
agent_chat.py	124	2	98%	78, 171
agent_group_chat.py	100	2	98%	151, 201
broadcast_queue.py	72	1	99%	35
semantic_kernel/agents/open_ai
assistant_content_generation.py	141	9	94%	97–98, 329–337, 379, 381
azure_assistant_agent.py	107	2	98%	284, 304
open_ai_assistant_agent.py	105	2	98%	252, 272
open_ai_assistant_base.py	467	8	98%	260, 338–339, 747, 868, 871, 945, 1007
semantic_kernel/connectors/ai
audio_to_text_client_base.py	9	1	89%	51
chat_completion_client_base.py	116	2	98%	382, 392
completion_usage.py	8	1	88%	17
text_to_audio_client_base.py	8	1	88%	52
semantic_kernel/connectors/ai/anthropic/services
anthropic_chat_completion.py	176	5	97%	147, 165, 169, 223, 419
semantic_kernel/connectors/ai/azure_ai_inference/services
azure_ai_inference_base.py	41	1	98%	97
azure_ai_inference_chat_completion.py	105	6	94%	110–113, 122, 143, 166
azure_ai_inference_tracing.py	14	1	93%	31
semantic_kernel/connectors/ai/bedrock/services
bedrock_chat_completion.py	136	14	90%	117, 138, 163, 167–170, 228, 246–265, 324
bedrock_text_completion.py	57	2	96%	95, 118
bedrock_text_embedding.py	45	1	98%	94
semantic_kernel/connectors/ai/bedrock/services/model_provider
bedrock_ai21_labs.py	13	1	92%	67
bedrock_anthropic_claude.py	12	1	92%	54
bedrock_cohere.py	20	1	95%	75
utils.py	80	20	75%	68, 71, 102, 106–115, 132–150, 171–174
semantic_kernel/connectors/ai/embeddings
embedding_generator_base.py	8	1	88%	50
semantic_kernel/connectors/ai/google/google_ai/services
google_ai_chat_completion.py	119	4	97%	126, 152, 175, 177
google_ai_text_completion.py	63	2	97%	98, 121
utils.py	65	3	95%	139, 159–164
semantic_kernel/connectors/ai/google/vertex_ai/services
utils.py	66	3	95%	140, 160–165
vertex_ai_chat_completion.py	119	4	97%	121, 147, 170, 172
vertex_ai_text_completion.py	62	2	97%	95, 116
semantic_kernel/connectors/ai/hugging_face/services
hf_text_completion.py	60	3	95%	103, 112, 127
hf_text_embedding.py	32	5	84%	79–83
semantic_kernel/connectors/ai/mistral_ai/prompt_execution_settings
mistral_ai_prompt_execution_settings.py	33	2	94%	59–62
semantic_kernel/connectors/ai/mistral_ai/services
mistral_ai_chat_completion.py	122	36	70%	119–122, 147–150, 180–184, 197–205, 221–229, 241–254, 260, 269–273, 318–321
mistral_ai_text_embedding.py	39	1	97%	108
semantic_kernel/connectors/ai/ollama/services
ollama_chat_completion.py	107	11	90%	114, 139, 143–144, 154, 186, 223, 233–234, 256, 283
ollama_text_completion.py	57	3	95%	93, 103, 130
utils.py	46	25	46%	29, 44–52, 64–86, 98–102, 119–122
semantic_kernel/connectors/ai/onnx
utils.py	53	3	94%	50–51, 112
semantic_kernel/connectors/ai/onnx/services
onnx_gen_ai_chat_completion.py	72	7	90%	67–68, 98, 122, 167, 173, 179
onnx_gen_ai_completion_base.py	58	21	64%	59–71, 79–90
onnx_gen_ai_text_completion.py	46	5	89%	54–55, 87, 117, 133
semantic_kernel/connectors/ai/open_ai/prompt_execution_settings
open_ai_prompt_execution_settings.py	95	1	99%	117
open_ai_text_to_audio_execution_settings.py	17	1	94%	29
open_ai_text_to_image_execution_settings.py	36	1	97%	60
semantic_kernel/connectors/ai/open_ai/services
azure_chat_completion.py	103	3	97%	140, 149, 152
open_ai_audio_to_text_base.py	28	3	89%	37–38, 43
open_ai_chat_completion_base.py	127	5	96%	71, 121, 141, 177, 287
open_ai_handler.py	104	8	92%	134, 142–143, 159–160, 172, 181–182
open_ai_text_completion_base.py	80	2	98%	56, 161
open_ai_text_to_audio_base.py	25	3	88%	35–36, 41
semantic_kernel/connectors/ai/open_ai/settings
azure_open_ai_settings.py	24	4	83%	111–114
semantic_kernel/connectors/memory/azure_ai_search
azure_ai_search_collection.py	134	33	75%	171, 173, 246–284, 294–304, 308, 312, 317–320
azure_ai_search_store.py	42	2	95%	130–131
utils.py	66	3	95%	125, 127, 129
semantic_kernel/connectors/memory/azure_cosmos_db
azure_cosmos_db_no_sql_base.py	50	9	82%	93, 96–97, 103, 113–117
azure_cosmos_db_no_sql_collection.py	107	23	79%	85–86, 115–120, 131–136, 140–147, 171, 200, 204–209
azure_cosmos_db_no_sql_store.py	33	6	82%	91–96
utils.py	62	7	89%	42, 54, 68, 156, 170–173
semantic_kernel/connectors/memory/in_memory
in_memory_collection.py	142	16	89%	65, 117, 119, 139, 149, 174, 189, 201, 219–222, 226, 228, 230–231
semantic_kernel/connectors/memory/qdrant
qdrant_collection.py	119	4	97%	187, 191, 320–321
qdrant_store.py	48	2	96%	139–140
semantic_kernel/connectors/memory/redis
redis_collection.py	163	4	98%	148, 153–154, 324
redis_store.py	42	2	95%	108–109
utils.py	45	11	76%	145–146, 164, 166, 173–188
semantic_kernel/connectors/memory/weaviate
utils.py	61	4	93%	85–90, 253
weaviate_collection.py	130	32	75%	149–158, 162–182, 186–191, 275–280, 286
weaviate_store.py	59	17	71%	110–118, 122–127, 132–137, 142–143
semantic_kernel/connectors/openapi_plugin
openapi_manager.py	58	2	97%	110–111
openapi_parser.py	88	2	98%	71, 128
openapi_runner.py	105	2	98%	181–182
semantic_kernel/connectors/openapi_plugin/models
rest_api_operation.py	129	1	99%	242
semantic_kernel/contents
audio_content.py	18	1	94%	53
binary_content.py	92	2	98%	170–171
function_call_content.py	100	2	98%	185, 213
streaming_chat_message_content.py	68	1	99%	210
streaming_content_mixin.py	39	2	95%	37, 64
semantic_kernel/core_plugins/sessions_python_tool
sessions_python_plugin.py	134	8	94%	69, 82–91, 99
sessions_python_settings.py	39	4	90%	84–87
semantic_kernel/data
search_filter.py	25	1	96%	7
semantic_kernel/data/record_definition
vector_store_record_utils.py	28	2	93%	55, 57
semantic_kernel/data/text_search
text_search.py	72	4	94%	125, 165, 205, 293
utils.py	33	7	79%	23, 54–60, 69–70
vector_store_text_search.py	76	17	78%	167–174, 180–187, 192
semantic_kernel/data/vector_search
vector_search_filter.py	20	1	95%	6
vector_text_search.py	16	1	94%	45
vectorizable_text_search.py	15	1	93%	50
vectorized_search.py	15	1	93%	45
semantic_kernel/data/vector_storage
vector_store.py	16	1	94%	51
vector_store_record_collection.py	253	21	92%	431, 491–495, 503–507, 548–552, 559–563
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_function_log_messages.py	36	6	83%	37–43
kernel_plugin.py	199	5	97%	468, 471, 500, 521, 546
semantic_kernel/planners
plan.py	234	45	81%	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.py	116	4	97%	145, 189–190, 198
semantic_kernel/planners/sequential_planner
sequential_planner.py	64	6	91%	71, 75, 109, 125, 134–135
sequential_planner_extensions.py	50	9	82%	31–32, 56, 110–124
sequential_planner_parser.py	77	12	84%	66–74, 93, 117–120
semantic_kernel/processes
process_builder.py	68	39	43%	43–52, 56–58, 64–74, 78–85, 89–92, 96–100, 105, 109–114
process_end_step.py	19	2	89%	37, 41
process_function_target_builder.py	25	3	88%	37–40
process_step_builder.py	105	24	77%	44, 89, 103, 110–123, 135–142, 151, 160–169, 178, 192, 209
process_step_edge_builder.py	35	3	91%	43, 58, 68
process_types.py	25	1	96%	35
semantic_kernel/processes/kernel_process
kernel_process_step_context.py	17	1	94%	37
semantic_kernel/processes/local_runtime
local_kernel_process.py	20	2	90%	23, 30
local_kernel_process_context.py	32	2	94%	66–67
local_process.py	134	52	61%	92, 102, 120–130, 163–190, 194–199, 203, 207–213, 217–227, 231–232
local_step.py	178	114	36%	61, 72, 81–169, 173, 177, 181–182, 187–249, 253–270, 274–277, 281–284, 288–297, 303–306, 310–312
semantic_kernel/prompt_template
kernel_prompt_template.py	78	7	91%	144–151
semantic_kernel/schema
kernel_json_schema_builder.py	131	9	93%	54, 93, 189, 197, 208, 216, 231, 235–236
semantic_kernel/services
ai_service_client_base.py	22	1	95%	64
semantic_kernel/template_engine/blocks
code_block.py	77	1	99%	119
named_arg_block.py	43	1	98%	98
semantic_kernel/utils/authentication
entra_id_authentication.py	15	2	87%	26, 38
semantic_kernel/utils/telemetry
user_agent.py	16	2	88%	18–19
semantic_kernel/utils/telemetry/model_diagnostics
decorators.py	171	4	98%	364–367
TOTAL	14763	928	94%

Python Unit Test Overview

Tests	Skipped	Failures	Errors	Time
2865	4 :zzz:	0 :x:	0 :fire:	1m 15s :stopwatch: