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[None][feat] Cherry-pick Responses API and multiple postprocess workers support for chat harmony #7600
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…NVIDIA#7341) Signed-off-by: Junyi Xu <[email protected]>
…pletions API (NVIDIA#7508) Signed-off-by: Junyi Xu <[email protected]> Co-authored-by: Pengyun Lin <[email protected]>
Signed-off-by: Junyi Xu <[email protected]>
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🧰 Additional context used📓 Path-based instructions (3)**/*.{h,hpp,hh,hxx,cpp,cxx,cc,cu,cuh,py}📄 CodeRabbit inference engine (CODING_GUIDELINES.md)
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**/*.{cpp,cxx,cc,h,hpp,hh,hxx,cu,cuh,py}📄 CodeRabbit inference engine (CODING_GUIDELINES.md)
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🧠 Learnings (1)📚 Learning: 2025-07-28T17:06:08.621Z
Applied to files:
🧬 Code graph analysis (7)tests/integration/defs/test_e2e.py (1)
tensorrt_llm/serve/responses_utils.py (3)
tensorrt_llm/serve/openai_server.py (5)
tests/unittest/llmapi/apps/_test_openai_responses.py (1)
tensorrt_llm/serve/harmony_adapter.py (3)
tensorrt_llm/serve/postprocess_handlers.py (3)
tensorrt_llm/serve/openai_protocol.py (1)
🪛 Ruff (0.12.2)tests/integration/defs/test_e2e.py1516-1516: Unused function argument: (ARG001) tensorrt_llm/serve/responses_utils.py88-88: f-string without any placeholders Remove extraneous (F541) 122-122: Avoid specifying long messages outside the exception class (TRY003) 128-128: Use of (S101) 137-137: Avoid specifying long messages outside the exception class (TRY003) 163-163: Do not use mutable data structures for argument defaults Replace with (B006) 196-196: f-string without any placeholders Remove extraneous (F541) 219-219: f-string without any placeholders Remove extraneous (F541) 224-224: Use of (S101) 236-236: f-string without any placeholders Remove extraneous (F541) 322-322: Avoid specifying long messages outside the exception class (TRY003) 344-344: Do not use mutable data structures for argument defaults Replace with (B006) 408-408: Avoid specifying long messages outside the exception class (TRY003) 423-423: Avoid specifying long messages outside the exception class (TRY003) 468-468: Avoid specifying long messages outside the exception class (TRY003) 488-488: Avoid specifying long messages outside the exception class (TRY003) 503-503: Avoid specifying long messages outside the exception class (TRY003) 513-513: Value being cast to Remove unnecessary (RUF046) 529-529: f-string without any placeholders Remove extraneous (F541) 559-559: PEP 484 prohibits implicit Convert to (RUF013) 573-573: Avoid specifying long messages outside the exception class (TRY003) 618-618: PEP 484 prohibits implicit Convert to (RUF013) 673-673: Use of (S101) tensorrt_llm/serve/openai_server.py803-803: Store a reference to the return value of (RUF006) 815-815: Do not catch blind exception: (BLE001) 835-835: Abstract (TRY301) 867-867: Store a reference to the return value of (RUF006) 887-887: Do not catch blind exception: (BLE001) tests/unittest/llmapi/apps/_test_openai_responses.py40-40: Use of (S101) 41-41: Use of (S101) 57-57: Use of (S101) 58-58: Use of (S101) 62-62: Use of (S101) 63-63: Use of (S101) 121-121: Unused function argument: (ARG001) 156-156: Use of (S101) 190-190: Use of (S101) 191-191: Use of (S101) 237-237: Use of (S101) 238-238: Use of (S101) 239-239: Use of (S101) tensorrt_llm/serve/harmony_adapter.py157-157: Loop control variable Rename unused (B007) 1287-1287: Consider moving this statement to an (TRY300) 1574-1574: Consider moving this statement to an (TRY300) 1581-1581: Use Remove exception name (TRY201) tensorrt_llm/serve/openai_protocol.py718-718: Use explicit conversion flag Replace with conversion flag (RUF010) 774-774: Avoid specifying long messages outside the exception class (TRY003) 781-781: Avoid specifying long messages outside the exception class (TRY003) 802-802: Use explicit conversion flag Replace with conversion flag (RUF010) ⏰ Context from checks skipped due to timeout of 90000ms. You can increase the timeout in your CodeRabbit configuration to a maximum of 15 minutes (900000ms). (1)
📝 WalkthroughWalkthroughIntroduces a stateful Harmony adapter singleton, remodels streaming into batch returns, adds tool-aware processing and usage computation, and implements an OpenAI-compatible Responses API (request model, response models, streaming events, persistence). Refactors server routing to expose /v1/responses, adds post-processing handlers, a conversation history store, and comprehensive unit/integration tests. Changes
Sequence Diagram(s)sequenceDiagram
autonumber
participant Client
participant OpenAIServer as OpenAIServer (/v1/responses)
participant ResponsesUtils as responses_utils
participant Harmony as HarmonyAdapter (singleton)
Client->>OpenAIServer: POST /v1/responses (ResponsesRequest)
OpenAIServer->>ResponsesUtils: request_preprocess(request, prev_response, adapter, store, enable_store)
ResponsesUtils->>Harmony: construct_harmony_messages + render_for_completion
ResponsesUtils-->>OpenAIServer: sampling_params, inputs, prev_msgs
OpenAIServer->>Harmony: generate(inputs, sampling_params, _postproc_params)
Harmony-->>OpenAIServer: generation_result (non-streaming)
OpenAIServer->>ResponsesUtils: create_response(generator=None, request, sampling_params, model, store, generation_result)
ResponsesUtils-->>OpenAIServer: ResponsesResponse
OpenAIServer-->>Client: 200 OK JSON (ResponsesResponse)
note over OpenAIServer,Harmony: Non-streaming flow
sequenceDiagram
autonumber
participant Client
participant OpenAIServer as OpenAIServer (/v1/responses?stream=true)
participant ResponsesUtils as responses_utils
participant Harmony as HarmonyAdapter (singleton)
participant SSE as SSE Stream
Client->>OpenAIServer: POST /v1/responses (stream=true)
OpenAIServer->>ResponsesUtils: request_preprocess(...)
ResponsesUtils-->>OpenAIServer: sampling_params, inputs
OpenAIServer->>Harmony: create_streaming_generator(inputs, sampling_params, _postproc_params)
OpenAIServer->>ResponsesUtils: process_streaming_events(request, sampling_params, generator, adapter, model, store)
loop streaming batches
ResponsesUtils-->>SSE: event: response.created / in_progress / deltas
Harmony-->>ResponsesUtils: token batches, finish_reason
end
ResponsesUtils-->>SSE: event: response.completed (+final, usage)
SSE-->>Client: SSE stream ends
note over ResponsesUtils: Emits reasoning/text/tool call deltas and final payload
Estimated code review effort🎯 5 (Critical) | ⏱️ ~120+ minutes Possibly related PRs
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Suggested reviewers
✨ Finishing Touches
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LGTM
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Summary by CodeRabbit
New Features
Refactor
Tests
Description
This PR includes:
Test Coverage
PR Checklist
Please review the following before submitting your PR:
PR description clearly explains what and why. If using CodeRabbit's summary, please make sure it makes sense.
PR Follows TRT-LLM CODING GUIDELINES to the best of your knowledge.
Test cases are provided for new code paths (see test instructions)
Any new dependencies have been scanned for license and vulnerabilities
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Documentation updated as needed
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Please check this after reviewing the above items as appropriate for this PR.
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