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@mattf mattf commented Oct 2, 2025

What does this PR do?

closes #3656

Test Plan

openai is not enabled in ci, so manual testing with:

$ ./scripts/integration-tests.sh --stack-config ci-tests --suite base --setup gpt --subdirs agents --inference-mode live                            
=== Llama Stack Integration Test Runner ===
Stack Config: ci-tests
Setup: gpt
Inference Mode: live
Test Suite: base
Test Subdirs: agents
Test Pattern: 

Checking llama packages
llama-stack                              0.2.23          .../llama-stack
llama-stack-client                       0.3.0a3
ollama                                   0.5.1
=== System Resources Before Tests ===
...
=== Applying Setup Environment Variables ===
Setting up environment variables:
=== Running Integration Tests ===
Test subdirs to run: agents
Added test files from agents: 3 files

=== Running all collected tests in a single pytest command ===
Total test files: 3
+ pytest -s -v tests/integration/agents/test_persistence.py tests/integration/agents/test_openai_responses.py tests/integration/agents/test_agents.py --stack-config=ci-tests --inference-mode=live -k 'not( builtin_tool or safety_with_image or code_interpreter or test_rag )' --setup=gpt --color=yes --capture=tee-sys
WARNING  2025-10-02 13:14:32,653 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:33,043 root:258 uncategorized: Unknown logging category: tests. Falling back to default 'root' level: 20                    
INFO     2025-10-02 13:14:33,063 tests.integration.conftest:86 tests: Applying setup 'gpt'                                                            
========================================= test session starts ==========================================
platform linux -- Python 3.12.11, pytest-8.4.2, pluggy-1.6.0 -- .../.venv/bin/python
cachedir: .pytest_cache
metadata: {'Python': '3.12.11', 'Platform': 'Linux-6.16.7-200.fc42.x86_64-x86_64-with-glibc2.41', 'Packages': {'pytest': '8.4.2', 'pluggy': '1.6.0'}, 'Plugins': {'html': '4.1.1', 'anyio': '4.9.0', 'timeout': '2.4.0', 'cov': '6.2.1', 'asyncio': '1.1.0', 'nbval': '0.11.0', 'socket': '0.7.0', 'json-report': '1.5.0', 'metadata': '3.1.1'}}
rootdir: ...
configfile: pyproject.toml
plugins: html-4.1.1, anyio-4.9.0, timeout-2.4.0, cov-6.2.1, asyncio-1.1.0, nbval-0.11.0, socket-0.7.0, json-report-1.5.0, metadata-3.1.1
asyncio: mode=Mode.AUTO, asyncio_default_fixture_loop_scope=None, asyncio_default_test_loop_scope=function
collected 32 items / 6 deselected / 26 selected                                                        

tests/integration/agents/test_persistence.py::test_delete_agents_and_sessions SKIPPED (This ...) [  3%]
tests/integration/agents/test_persistence.py::test_get_agent_turns_and_steps SKIPPED (This t...) [  7%]
tests/integration/agents/test_openai_responses.py::test_responses_store[openai_client-txt=openai/gpt-4o-tools0-True] 
instantiating llama_stack_client
WARNING  2025-10-02 13:14:33,472 root:258 uncategorized: Unknown logging category: testing. Falling back to default 'root' level: 20                  
WARNING  2025-10-02 13:14:33,477 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:33,960 root:258 uncategorized: Unknown logging category: tokenizer_utils. Falling back to default 'root' level: 20          
WARNING  2025-10-02 13:14:33,962 root:258 uncategorized: Unknown logging category: models::llama. Falling back to default 'root' level: 20            
WARNING  2025-10-02 13:14:33,963 root:258 uncategorized: Unknown logging category: models::llama. Falling back to default 'root' level: 20            
WARNING  2025-10-02 13:14:33,968 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:33,974 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:33,978 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:35,350 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:35,366 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:35,489 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:35,490 root:258 uncategorized: Unknown logging category: inference_store. Falling back to default 'root' level: 20          
WARNING  2025-10-02 13:14:35,697 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:35,918 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
INFO     2025-10-02 13:14:35,945 llama_stack.providers.utils.inference.inference_store:74 inference_store: Write queue disabled for SQLite to avoid   
         concurrency issues                                                                                                                           
WARNING  2025-10-02 13:14:36,172 root:258 uncategorized: Unknown logging category: files. Falling back to default 'root' level: 20                    
WARNING  2025-10-02 13:14:36,218 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:36,219 root:258 uncategorized: Unknown logging category: vector_io. Falling back to default 'root' level: 20                
WARNING  2025-10-02 13:14:36,231 root:258 uncategorized: Unknown logging category: vector_io. Falling back to default 'root' level: 20                
WARNING  2025-10-02 13:14:36,255 root:258 uncategorized: Unknown logging category: tool_runtime. Falling back to default 'root' level: 20             
WARNING  2025-10-02 13:14:36,486 root:258 uncategorized: Unknown logging category: responses_store. Falling back to default 'root' level: 20          
WARNING  2025-10-02 13:14:36,503 root:258 uncategorized: Unknown logging category: openai::responses. Falling back to default 'root' level: 20        
INFO     2025-10-02 13:14:36,524 llama_stack.providers.utils.responses.responses_store:80 responses_store: Write queue disabled for SQLite to avoid   
         concurrency issues                                                                                                                           
WARNING  2025-10-02 13:14:36,528 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:36,703 root:258 uncategorized: Unknown logging category: uncategorized. Falling back to default 'root' level: 20            
WARNING  2025-10-02 13:14:36,726 llama_stack.core.routing_tables.models:36 core::routing_tables: Model refresh failed for provider fireworks: Pass    
         Fireworks API Key in the header X-LlamaStack-Provider-Data as { "fireworks_api_key": <your api key>}                                         
WARNING  2025-10-02 13:14:36,727 llama_stack.core.routing_tables.models:36 core::routing_tables: Model refresh failed for provider together: Pass     
         Together API Key in the header X-LlamaStack-Provider-Data as { "together_api_key": <your api key>}                                           
WARNING  2025-10-02 13:14:38,404 llama_stack.core.routing_tables.models:36 core::routing_tables: Model refresh failed for provider anthropic: API key 
         is not set. Please provide a valid API key in the provider data header, e.g. x-llamastack-provider-data: {"anthropic_api_key": "<API_KEY>"}, 
         or in the provider config.                                                                                                                   
WARNING  2025-10-02 13:14:38,406 llama_stack.core.routing_tables.models:36 core::routing_tables: Model refresh failed for provider gemini: API key is 
         not set. Please provide a valid API key in the provider data header, e.g. x-llamastack-provider-data: {"gemini_api_key": "<API_KEY>"}, or in 
         the provider config.                                                                                                                         
WARNING  2025-10-02 13:14:38,408 llama_stack.core.routing_tables.models:36 core::routing_tables: Model refresh failed for provider groq: API key is   
         not set. Please provide a valid API key in the provider data header, e.g. x-llamastack-provider-data: {"groq_api_key": "<API_KEY>"}, or in   
         the provider config.                                                                                                                         
WARNING  2025-10-02 13:14:38,411 llama_stack.core.routing_tables.models:36 core::routing_tables: Model refresh failed for provider sambanova: API key 
         is not set. Please provide a valid API key in the provider data header, e.g. x-llamastack-provider-data: {"sambanova_api_key": "<API_KEY>"}, 
         or in the provider config.                                                                                                                   
llama_stack_client instantiated in 5.237s
SKIPPED [ 11%]
tests/integration/agents/test_openai_responses.py::test_list_response_input_items[openai_client-txt=openai/gpt-4o] SKIPPED [ 15%]
tests/integration/agents/test_openai_responses.py::test_list_response_input_items_with_limit_and_order[txt=openai/gpt-4o] SKIPPED [ 19%]
tests/integration/agents/test_openai_responses.py::test_function_call_output_response[txt=openai/gpt-4o] SKIPPED [ 23%]
tests/integration/agents/test_openai_responses.py::test_function_call_output_response_with_none_arguments[txt=openai/gpt-4o] SKIPPED [ 26%]
tests/integration/agents/test_agents.py::test_agent_simple[openai/gpt-4o] PASSED                 [ 30%]
tests/integration/agents/test_agents.py::test_agent_name[txt=openai/gpt-4o] SKIPPED (this te...) [ 34%]
tests/integration/agents/test_agents.py::test_tool_config[openai/gpt-4o] PASSED                  [ 38%]
tests/integration/agents/test_agents.py::test_custom_tool[openai/gpt-4o] FAILED                  [ 42%]
tests/integration/agents/test_agents.py::test_custom_tool_infinite_loop[openai/gpt-4o] PASSED    [ 46%]
tests/integration/agents/test_agents.py::test_tool_choice_required[openai/gpt-4o] INFO     2025-10-02 13:14:51,559 llama_stack.providers.inline.agents.meta_reference.agent_instance:691 agents::meta_reference: done with MAX          
         iterations (2), exiting.                                                                                                                     
PASSED         [ 50%]
tests/integration/agents/test_agents.py::test_tool_choice_none[openai/gpt-4o] PASSED             [ 53%]
tests/integration/agents/test_agents.py::test_tool_choice_get_boiling_point[openai/gpt-4o] XFAIL [ 57%]
tests/integration/agents/test_agents.py::test_create_turn_response[openai/gpt-4o-client_tools0] PASSED [ 61%]
tests/integration/agents/test_agents.py::test_multi_tool_calls[openai/gpt-4o] PASSED             [ 65%]
tests/integration/agents/test_openai_responses.py::test_responses_store[openai_client-txt=openai/gpt-4o-tools0-False] SKIPPED [ 69%]
tests/integration/agents/test_openai_responses.py::test_list_response_input_items[client_with_models-txt=openai/gpt-4o] PASSED [ 73%]
tests/integration/agents/test_agents.py::test_create_turn_response[openai/gpt-4o-client_tools1] PASSED [ 76%]
tests/integration/agents/test_openai_responses.py::test_responses_store[openai_client-txt=openai/gpt-4o-tools1-True] SKIPPED [ 80%]
tests/integration/agents/test_openai_responses.py::test_responses_store[openai_client-txt=openai/gpt-4o-tools1-False] SKIPPED [ 84%]
tests/integration/agents/test_openai_responses.py::test_responses_store[client_with_models-txt=openai/gpt-4o-tools0-True] SKIPPED [ 88%]
tests/integration/agents/test_openai_responses.py::test_responses_store[client_with_models-txt=openai/gpt-4o-tools0-False] SKIPPED [ 92%]
tests/integration/agents/test_openai_responses.py::test_responses_store[client_with_models-txt=openai/gpt-4o-tools1-True] SKIPPED [ 96%]
tests/integration/agents/test_openai_responses.py::test_responses_store[client_with_models-txt=openai/gpt-4o-tools1-False] SKIPPED [100%]

=============================================== FAILURES ===============================================
___________________________________ test_custom_tool[openai/gpt-4o] ____________________________________
tests/integration/agents/test_agents.py:370: in test_custom_tool
    assert "-100" in logs_str
E   assert '-100' in "inference> Polyjuice Potion is a fictional substance from the Harry Potter series, and it doesn't have a scientifically defined boiling point. If you have any other real liquid in mind, feel free to ask!"
========================================= slowest 10 durations =========================================
5.47s setup    tests/integration/agents/test_openai_responses.py::test_responses_store[openai_client-txt=openai/gpt-4o-tools0-True]
4.78s call     tests/integration/agents/test_agents.py::test_custom_tool[openai/gpt-4o]
3.01s call     tests/integration/agents/test_agents.py::test_tool_choice_required[openai/gpt-4o]
2.97s call     tests/integration/agents/test_agents.py::test_agent_simple[openai/gpt-4o]
2.85s call     tests/integration/agents/test_agents.py::test_tool_choice_none[openai/gpt-4o]
2.06s call     tests/integration/agents/test_agents.py::test_multi_tool_calls[openai/gpt-4o]
1.83s call     tests/integration/agents/test_agents.py::test_create_turn_response[openai/gpt-4o-client_tools0]
1.83s call     tests/integration/agents/test_agents.py::test_custom_tool_infinite_loop[openai/gpt-4o]
1.29s call     tests/integration/agents/test_agents.py::test_create_turn_response[openai/gpt-4o-client_tools1]
0.57s call     tests/integration/agents/test_openai_responses.py::test_list_response_input_items[client_with_models-txt=openai/gpt-4o]
======================================= short test summary info ========================================
FAILED tests/integration/agents/test_agents.py::test_custom_tool[openai/gpt-4o] - assert '-100' in "inference> Polyjuice Potion is a fictional substance from the Harry Potter series...
=========== 1 failed, 9 passed, 15 skipped, 6 deselected, 1 xfailed, 139 warnings in 27.18s ============

note: the failure is separate from the issue being fixed

@meta-cla meta-cla bot added the CLA Signed This label is managed by the Meta Open Source bot. label Oct 2, 2025
@mattf mattf marked this pull request as ready for review October 2, 2025 17:27
…s --suite base --setup ollama --subdirs agents
@mattf mattf merged commit 0e13512 into llamastack:main Oct 2, 2025
12 checks passed
raghotham pushed a commit to raghotham/llama-stack that referenced this pull request Oct 3, 2025
…lamastack#3657)

# What does this PR do?

closes llamastack#3656 


## Test Plan

openai is not enabled in ci, so manual testing with:

```
$ ./scripts/integration-tests.sh --stack-config ci-tests --suite base --setup gpt --subdirs agents --inference-mode live                            
=== Llama Stack Integration Test Runner ===
Stack Config: ci-tests
Setup: gpt
Inference Mode: live
Test Suite: base
Test Subdirs: agents
Test Pattern: 

Checking llama packages
llama-stack                              0.2.23          .../llama-stack
llama-stack-client                       0.3.0a3
ollama                                   0.5.1
=== System Resources Before Tests ===
...
=== Applying Setup Environment Variables ===
Setting up environment variables:
=== Running Integration Tests ===
Test subdirs to run: agents
Added test files from agents: 3 files

=== Running all collected tests in a single pytest command ===
Total test files: 3
+ pytest -s -v tests/integration/agents/test_persistence.py tests/integration/agents/test_openai_responses.py tests/integration/agents/test_agents.py --stack-config=ci-tests --inference-mode=live -k 'not( builtin_tool or safety_with_image or code_interpreter or test_rag )' --setup=gpt --color=yes --capture=tee-sys
WARNING  2025-10-02 13:14:32,653 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:33,043 root:258 uncategorized: Unknown logging category: tests. Falling back to default 'root' level: 20                    
INFO     2025-10-02 13:14:33,063 tests.integration.conftest:86 tests: Applying setup 'gpt'                                                            
========================================= test session starts ==========================================
platform linux -- Python 3.12.11, pytest-8.4.2, pluggy-1.6.0 -- .../.venv/bin/python
cachedir: .pytest_cache
metadata: {'Python': '3.12.11', 'Platform': 'Linux-6.16.7-200.fc42.x86_64-x86_64-with-glibc2.41', 'Packages': {'pytest': '8.4.2', 'pluggy': '1.6.0'}, 'Plugins': {'html': '4.1.1', 'anyio': '4.9.0', 'timeout': '2.4.0', 'cov': '6.2.1', 'asyncio': '1.1.0', 'nbval': '0.11.0', 'socket': '0.7.0', 'json-report': '1.5.0', 'metadata': '3.1.1'}}
rootdir: ...
configfile: pyproject.toml
plugins: html-4.1.1, anyio-4.9.0, timeout-2.4.0, cov-6.2.1, asyncio-1.1.0, nbval-0.11.0, socket-0.7.0, json-report-1.5.0, metadata-3.1.1
asyncio: mode=Mode.AUTO, asyncio_default_fixture_loop_scope=None, asyncio_default_test_loop_scope=function
collected 32 items / 6 deselected / 26 selected                                                        

tests/integration/agents/test_persistence.py::test_delete_agents_and_sessions SKIPPED (This ...) [  3%]
tests/integration/agents/test_persistence.py::test_get_agent_turns_and_steps SKIPPED (This t...) [  7%]
tests/integration/agents/test_openai_responses.py::test_responses_store[openai_client-txt=openai/gpt-4o-tools0-True] 
instantiating llama_stack_client
WARNING  2025-10-02 13:14:33,472 root:258 uncategorized: Unknown logging category: testing. Falling back to default 'root' level: 20                  
WARNING  2025-10-02 13:14:33,477 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:33,960 root:258 uncategorized: Unknown logging category: tokenizer_utils. Falling back to default 'root' level: 20          
WARNING  2025-10-02 13:14:33,962 root:258 uncategorized: Unknown logging category: models::llama. Falling back to default 'root' level: 20            
WARNING  2025-10-02 13:14:33,963 root:258 uncategorized: Unknown logging category: models::llama. Falling back to default 'root' level: 20            
WARNING  2025-10-02 13:14:33,968 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:33,974 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:33,978 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:35,350 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:35,366 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:35,489 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:35,490 root:258 uncategorized: Unknown logging category: inference_store. Falling back to default 'root' level: 20          
WARNING  2025-10-02 13:14:35,697 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:35,918 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
INFO     2025-10-02 13:14:35,945 llama_stack.providers.utils.inference.inference_store:74 inference_store: Write queue disabled for SQLite to avoid   
         concurrency issues                                                                                                                           
WARNING  2025-10-02 13:14:36,172 root:258 uncategorized: Unknown logging category: files. Falling back to default 'root' level: 20                    
WARNING  2025-10-02 13:14:36,218 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:36,219 root:258 uncategorized: Unknown logging category: vector_io. Falling back to default 'root' level: 20                
WARNING  2025-10-02 13:14:36,231 root:258 uncategorized: Unknown logging category: vector_io. Falling back to default 'root' level: 20                
WARNING  2025-10-02 13:14:36,255 root:258 uncategorized: Unknown logging category: tool_runtime. Falling back to default 'root' level: 20             
WARNING  2025-10-02 13:14:36,486 root:258 uncategorized: Unknown logging category: responses_store. Falling back to default 'root' level: 20          
WARNING  2025-10-02 13:14:36,503 root:258 uncategorized: Unknown logging category: openai::responses. Falling back to default 'root' level: 20        
INFO     2025-10-02 13:14:36,524 llama_stack.providers.utils.responses.responses_store:80 responses_store: Write queue disabled for SQLite to avoid   
         concurrency issues                                                                                                                           
WARNING  2025-10-02 13:14:36,528 root:258 uncategorized: Unknown logging category: providers::utils. Falling back to default 'root' level: 20         
WARNING  2025-10-02 13:14:36,703 root:258 uncategorized: Unknown logging category: uncategorized. Falling back to default 'root' level: 20            
WARNING  2025-10-02 13:14:36,726 llama_stack.core.routing_tables.models:36 core::routing_tables: Model refresh failed for provider fireworks: Pass    
         Fireworks API Key in the header X-LlamaStack-Provider-Data as { "fireworks_api_key": <your api key>}                                         
WARNING  2025-10-02 13:14:36,727 llama_stack.core.routing_tables.models:36 core::routing_tables: Model refresh failed for provider together: Pass     
         Together API Key in the header X-LlamaStack-Provider-Data as { "together_api_key": <your api key>}                                           
WARNING  2025-10-02 13:14:38,404 llama_stack.core.routing_tables.models:36 core::routing_tables: Model refresh failed for provider anthropic: API key 
         is not set. Please provide a valid API key in the provider data header, e.g. x-llamastack-provider-data: {"anthropic_api_key": "<API_KEY>"}, 
         or in the provider config.                                                                                                                   
WARNING  2025-10-02 13:14:38,406 llama_stack.core.routing_tables.models:36 core::routing_tables: Model refresh failed for provider gemini: API key is 
         not set. Please provide a valid API key in the provider data header, e.g. x-llamastack-provider-data: {"gemini_api_key": "<API_KEY>"}, or in 
         the provider config.                                                                                                                         
WARNING  2025-10-02 13:14:38,408 llama_stack.core.routing_tables.models:36 core::routing_tables: Model refresh failed for provider groq: API key is   
         not set. Please provide a valid API key in the provider data header, e.g. x-llamastack-provider-data: {"groq_api_key": "<API_KEY>"}, or in   
         the provider config.                                                                                                                         
WARNING  2025-10-02 13:14:38,411 llama_stack.core.routing_tables.models:36 core::routing_tables: Model refresh failed for provider sambanova: API key 
         is not set. Please provide a valid API key in the provider data header, e.g. x-llamastack-provider-data: {"sambanova_api_key": "<API_KEY>"}, 
         or in the provider config.                                                                                                                   
llama_stack_client instantiated in 5.237s
SKIPPED [ 11%]
tests/integration/agents/test_openai_responses.py::test_list_response_input_items[openai_client-txt=openai/gpt-4o] SKIPPED [ 15%]
tests/integration/agents/test_openai_responses.py::test_list_response_input_items_with_limit_and_order[txt=openai/gpt-4o] SKIPPED [ 19%]
tests/integration/agents/test_openai_responses.py::test_function_call_output_response[txt=openai/gpt-4o] SKIPPED [ 23%]
tests/integration/agents/test_openai_responses.py::test_function_call_output_response_with_none_arguments[txt=openai/gpt-4o] SKIPPED [ 26%]
tests/integration/agents/test_agents.py::test_agent_simple[openai/gpt-4o] PASSED                 [ 30%]
tests/integration/agents/test_agents.py::test_agent_name[txt=openai/gpt-4o] SKIPPED (this te...) [ 34%]
tests/integration/agents/test_agents.py::test_tool_config[openai/gpt-4o] PASSED                  [ 38%]
tests/integration/agents/test_agents.py::test_custom_tool[openai/gpt-4o] FAILED                  [ 42%]
tests/integration/agents/test_agents.py::test_custom_tool_infinite_loop[openai/gpt-4o] PASSED    [ 46%]
tests/integration/agents/test_agents.py::test_tool_choice_required[openai/gpt-4o] INFO     2025-10-02 13:14:51,559 llama_stack.providers.inline.agents.meta_reference.agent_instance:691 agents::meta_reference: done with MAX          
         iterations (2), exiting.                                                                                                                     
PASSED         [ 50%]
tests/integration/agents/test_agents.py::test_tool_choice_none[openai/gpt-4o] PASSED             [ 53%]
tests/integration/agents/test_agents.py::test_tool_choice_get_boiling_point[openai/gpt-4o] XFAIL [ 57%]
tests/integration/agents/test_agents.py::test_create_turn_response[openai/gpt-4o-client_tools0] PASSED [ 61%]
tests/integration/agents/test_agents.py::test_multi_tool_calls[openai/gpt-4o] PASSED             [ 65%]
tests/integration/agents/test_openai_responses.py::test_responses_store[openai_client-txt=openai/gpt-4o-tools0-False] SKIPPED [ 69%]
tests/integration/agents/test_openai_responses.py::test_list_response_input_items[client_with_models-txt=openai/gpt-4o] PASSED [ 73%]
tests/integration/agents/test_agents.py::test_create_turn_response[openai/gpt-4o-client_tools1] PASSED [ 76%]
tests/integration/agents/test_openai_responses.py::test_responses_store[openai_client-txt=openai/gpt-4o-tools1-True] SKIPPED [ 80%]
tests/integration/agents/test_openai_responses.py::test_responses_store[openai_client-txt=openai/gpt-4o-tools1-False] SKIPPED [ 84%]
tests/integration/agents/test_openai_responses.py::test_responses_store[client_with_models-txt=openai/gpt-4o-tools0-True] SKIPPED [ 88%]
tests/integration/agents/test_openai_responses.py::test_responses_store[client_with_models-txt=openai/gpt-4o-tools0-False] SKIPPED [ 92%]
tests/integration/agents/test_openai_responses.py::test_responses_store[client_with_models-txt=openai/gpt-4o-tools1-True] SKIPPED [ 96%]
tests/integration/agents/test_openai_responses.py::test_responses_store[client_with_models-txt=openai/gpt-4o-tools1-False] SKIPPED [100%]

=============================================== FAILURES ===============================================
___________________________________ test_custom_tool[openai/gpt-4o] ____________________________________
tests/integration/agents/test_agents.py:370: in test_custom_tool
    assert "-100" in logs_str
E   assert '-100' in "inference> Polyjuice Potion is a fictional substance from the Harry Potter series, and it doesn't have a scientifically defined boiling point. If you have any other real liquid in mind, feel free to ask!"
========================================= slowest 10 durations =========================================
5.47s setup    tests/integration/agents/test_openai_responses.py::test_responses_store[openai_client-txt=openai/gpt-4o-tools0-True]
4.78s call     tests/integration/agents/test_agents.py::test_custom_tool[openai/gpt-4o]
3.01s call     tests/integration/agents/test_agents.py::test_tool_choice_required[openai/gpt-4o]
2.97s call     tests/integration/agents/test_agents.py::test_agent_simple[openai/gpt-4o]
2.85s call     tests/integration/agents/test_agents.py::test_tool_choice_none[openai/gpt-4o]
2.06s call     tests/integration/agents/test_agents.py::test_multi_tool_calls[openai/gpt-4o]
1.83s call     tests/integration/agents/test_agents.py::test_create_turn_response[openai/gpt-4o-client_tools0]
1.83s call     tests/integration/agents/test_agents.py::test_custom_tool_infinite_loop[openai/gpt-4o]
1.29s call     tests/integration/agents/test_agents.py::test_create_turn_response[openai/gpt-4o-client_tools1]
0.57s call     tests/integration/agents/test_openai_responses.py::test_list_response_input_items[client_with_models-txt=openai/gpt-4o]
======================================= short test summary info ========================================
FAILED tests/integration/agents/test_agents.py::test_custom_tool[openai/gpt-4o] - assert '-100' in "inference> Polyjuice Potion is a fictional substance from the Harry Potter series...
=========== 1 failed, 9 passed, 15 skipped, 6 deselected, 1 xfailed, 139 warnings in 27.18s ============
```
note: the failure is separate from the issue being fixed
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openai and vllm inference adapters fail agents tests

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