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####################################################################################################
############################### BUILD CONFIGURATION ##############################################
####################################################################################################
[build-system]
requires = ["setuptools >= 64", "pip >= 24"]
build-backend = "setuptools.build_meta"
####################################################################################################
############################### LINTING, FORMATTING AND TESTING CONFIGURATION ####################
####################################################################################################
[tool.isort]
line_length = 80
known_first_party = ["tensorrt_llm"]
known_third_party = ["triton_kernels"]
[tool.yapf]
based_on_style = "pep8"
column_limit = 80
[tool.codespell]
skip = ".git,3rdparty,triton_kernels,tests/integration/test_input_files**,**.jsonl,**.json"
ignore-words-list = "rouge,inout,atleast,strat,nd,subtile,thrid,improbe,NotIn,te,iteract,anythin,tru,Tracin,vEw,dOut,indext,asend,medias,thw,inh"
[tool.autoflake]
in-place = true
remove_all_unused_imports = true
remove_unused_variables = true
####################################################################################################
######################### RUFF CONFIGURATION ##########################
####################################################################################################
[tool.ruff]
line-length = 100 # Line length limit for code
# Supplemental lint approach: Group A files (not in legacy-files.txt) get full
# ruff check + format. Group B files (in legacy-files.txt) get only supplemental
# lint rules via ruff-legacy.toml, with formatting handled by yapf/isort/autoflake.
# See CODING_GUIDELINES.md for details.
fix = true
force-exclude = true
exclude = [
"**3rdparty/**",
# Preserve vendored FlashInfer KDA sources as recorded in the vendor lock.
"tensorrt_llm/_torch/attention/kernels/blackwell/kimi_k3_kda/kda_chunked_bt16.py",
"tensorrt_llm/_torch/attention/kernels/blackwell/kimi_k3_kda/kda_chunked_bt16_small_bh.py",
"tensorrt_llm/_torch/attention/backends/prims_ts/**",
"tensorrt_llm/_torch/visual_gen/cute_dsl_kernels/blackwell/sol_attn/**",
"triton_kernels/**",
"tensorrt_llm/_torch/moe/kernels/rubin/manual_mma_128dp.py",
"tensorrt_llm/_torch/moe/kernels/rubin/rubin_contiguous_grouped_blockscaled_gemm_fused_fc12.py",
"tensorrt_llm/grpc/openengine/_generated/**",
]
[tool.ruff.format]
# Like Black, respect magic trailing commas.
skip-magic-trailing-comma = false
docstring-code-format = true
# Set the line length limit used when formatting code snippets in docstrings.
docstring-code-line-length = "dynamic"
# <<<< BEGIN AUTO-GENERATED by scripts/legacy_utils.py gen-configs >>>>
# Source of truth: legacy-files.txt
# To modify this block: edit legacy-files.txt, then run:
# python scripts/legacy_utils.py gen-configs
exclude = [
".devcontainer/make_env.py",
".github/scripts/label_community_user.py",
".github/scripts/pr_checklist_check.py",
"cpp/kernels/fmha_v2/conftest.py",
"cpp/kernels/fmha_v2/fmha_test.py",
"cpp/kernels/fmha_v2/setup.py",
"cpp/kernels/fmha_v2/test/conftest.py",
"cpp/kernels/fmha_v2/test/fmha/filter_rules.py",
"cpp/kernels/fmha_v2/test/fmha/test_fmha_exe.py",
"cpp/kernels/fmha_v2/test/fmha/test_fmhca_exe.py",
"cpp/kernels/fmha_v2/test/fmha/test_meta.py",
"cpp/kernels/fmha_v2/test/fmha/utils.py",
"cpp/kernels/fmha_v2/test/train_ops/test_train_ops.py",
"cpp/kernels/fmha_v2/train_ops/fmha_bmark.py",
"cpp/kernels/fmha_v2/train_ops/fmha_unit_test.py",
"cpp/kernels/fmha_v2/train_ops/my_utils.py",
"cpp/kernels/fmha_v2/train_ops/te_mha.py",
"cpp/kernels/fmha_v2/train_ops/train_setup.py",
"cpp/kernels/xqa/gen_cpp_header.py",
"cpp/kernels/xqa/gen_cubins.py",
"cpp/kernels/xqa/ref.py",
"cpp/micro_benchmarks/gen-moe-benchmark-file.py",
"cpp/tensorrt_llm/deep_ep/strip_nvshmem_helper.py",
"cpp/tensorrt_llm/kernels/cutlass_kernels/python/generate_kernels.py",
"cpp/tensorrt_llm/kernels/decoderMaskedMultiheadAttention/copy_cu.py",
"cpp/tests/resources/scripts/generate_test_lora_weights.py",
"docs/source/conf.py",
"docs/source/helper.py",
"examples/apps/chat.py",
"examples/apps/fastapi_server.py",
"examples/disaggregated/clients/disagg_client.py",
"examples/disaggregated/slurm/benchmark/submit.py",
"examples/infinitebench/args.py",
"examples/infinitebench/compute_scores.py",
"examples/infinitebench/construct_synthetic_dataset.py",
"examples/infinitebench/eval_utils.py",
"examples/llm-api/llm_guided_decoding.py",
"examples/llm-api/llm_inference.py",
"examples/llm-api/llm_inference_async.py",
"examples/llm-api/llm_inference_async_streaming.py",
"examples/llm-api/llm_inference_distributed.py",
"examples/llm-api/llm_kv_cache_connector.py",
"examples/llm-api/llm_kv_cache_offloading.py",
"examples/llm-api/llm_logits_processor.py",
"examples/llm-api/llm_multilora.py",
"examples/llm-api/llm_runtime.py",
"examples/llm-api/llm_sampling.py",
"examples/llm-api/llm_sparse_attention.py",
"examples/llm-api/llm_speculative_decoding.py",
"examples/llm-api/out_of_tree_example/main.py",
"examples/llm-api/out_of_tree_example/modeling_opt.py",
"examples/llm-api/quickstart_advanced.py",
"examples/llm-api/quickstart_example.py",
"examples/llm-api/quickstart_multimodal.py",
"examples/longbench/eval_longbench_v1.py",
"examples/models/core/gpt_oss/openai_chat_client_function_calling.py",
"examples/models/core/kimi_k2/kimi_k2_tool_calling_example.py",
"examples/quantization/quantize_mixed_precision_moe.py",
"examples/ray_orchestrator/llm_inference_async_ray.py",
"examples/ray_orchestrator/llm_inference_distributed_ray.py",
"examples/scaffolding/contrib/AsyncGeneration/stream_generation_controller.py",
"examples/scaffolding/contrib/DeepConf/run_generation.py",
"examples/scaffolding/contrib/Dynasor/scaffolding_dynasor_run.py",
"examples/scaffolding/contrib/TreeInference/run_mcts_example.py",
"examples/scaffolding/contrib/TreeInference/run_tot_example.py",
"examples/scaffolding/run_basic_generation.py",
"examples/scaffolding/run_best_of_n_with_reward.py",
"examples/scaffolding/run_majority_vote_aime24.py",
"examples/scaffolding/token_budget_majority_vote.py",
"examples/serve/openai_chat_client.py",
"examples/serve/openai_chat_client_for_multimodal.py",
"examples/serve/openai_completion_client.py",
"examples/serve/openai_completion_client_for_lora.py",
"examples/serve/openai_completion_client_json_schema.py",
"examples/wide_ep/ep_load_balancer/generate_eplb_config.py",
"examples/wide_ep/ep_load_balancer/report_load_statistics.py",
"examples/wide_ep/ep_load_balancer/utils.py",
"examples/wide_ep/slurm_scripts/process_gen_iterlog.py",
"jenkins/scripts/mergeWaiveList.py",
"jenkins/scripts/open_search_db.py",
"jenkins/scripts/test_rerun.py",
"scripts/build_wheel.py",
"scripts/check_test_list.py",
"scripts/dco_check.py",
"scripts/format_test_list.py",
"scripts/generate_lock_file.py",
"scripts/get_wheel_from_package.py",
"scripts/git_replace.py",
"scripts/package_trt_llm.py",
"scripts/release_check.py",
"scripts/rename_docker_images.py",
"scripts/test_to_stage_mapping.py",
"setup.py",
"tensorrt_llm/__init__.py",
"tensorrt_llm/_torch/__init__.py",
"tensorrt_llm/_torch/attention/attention.py",
"tensorrt_llm/_torch/attention/backends/__init__.py",
"tensorrt_llm/_torch/attention/backends/flashinfer.py",
"tensorrt_llm/_torch/attention/backends/interface.py",
"tensorrt_llm/_torch/attention/backends/sparse/__init__.py",
"tensorrt_llm/_torch/attention/backends/trtllm.py",
"tensorrt_llm/_torch/attention/backends/utils.py",
"tensorrt_llm/_torch/attention/backends/vanilla.py",
"tensorrt_llm/_torch/attention/kernels/blackwell/mla/mla_decode_fp16.py",
"tensorrt_llm/_torch/attention/kernels/blackwell/mla/mla_decode_fp8.py",
"tensorrt_llm/_torch/attention/kernels/blackwell/mla/mla_helpers.py",
"tensorrt_llm/_torch/attention/qk_norm_attention.py",
"tensorrt_llm/_torch/attention/rotary_embedding.py",
"tensorrt_llm/_torch/autotuner.py",
"tensorrt_llm/_torch/compilation/__init__.py",
"tensorrt_llm/_torch/compilation/backend.py",
"tensorrt_llm/_torch/compilation/multi_stream/__init__.py",
"tensorrt_llm/_torch/compilation/multi_stream/auto_multi_stream.py",
"tensorrt_llm/_torch/compilation/patterns/__init__.py",
"tensorrt_llm/_torch/compilation/patterns/ar_residual_norm.py",
"tensorrt_llm/_torch/compilation/patterns/residual_add_norm.py",
"tensorrt_llm/_torch/compilation/piecewise_optimizer.py",
"tensorrt_llm/_torch/compilation/recover_pass.py",
"tensorrt_llm/_torch/compilation/remove_copy_pass.py",
"tensorrt_llm/_torch/compilation/utils.py",
"tensorrt_llm/_torch/configs/deepseek_v3.py",
"tensorrt_llm/_torch/cublaslt_utils.py",
"tensorrt_llm/_torch/custom_ops/__init__.py",
"tensorrt_llm/_torch/custom_ops/cpp_custom_ops.py",
"tensorrt_llm/_torch/custom_ops/cute_dsl_custom_ops.py",
"tensorrt_llm/_torch/custom_ops/flashinfer_custom_ops.py",
"tensorrt_llm/_torch/custom_ops/torch_custom_ops.py",
"tensorrt_llm/_torch/custom_ops/trtllm_gen_custom_ops.py",
"tensorrt_llm/_torch/custom_ops/userbuffers_custom_ops.py",
"tensorrt_llm/_torch/cute_dsl_utils.py",
"tensorrt_llm/_torch/debug/__init__.py",
"tensorrt_llm/_torch/debug/debug_hook.py",
"tensorrt_llm/_torch/device_mesh.py",
"tensorrt_llm/_torch/disaggregation/kv_cache_transceiver.py",
"tensorrt_llm/_torch/distributed/__init__.py",
"tensorrt_llm/_torch/distributed/communicator.py",
"tensorrt_llm/_torch/distributed/ops.py",
"tensorrt_llm/_torch/distributed/pg_utils.py",
"tensorrt_llm/_torch/flashinfer_utils.py",
"tensorrt_llm/_torch/hostfunc.py",
"tensorrt_llm/_torch/kernels/blackwell/custom_pipeline.py",
"tensorrt_llm/_torch/kernels/blackwell/dense_blockscaled_gemm_persistent.py",
"tensorrt_llm/_torch/kernels/blackwell/utils.py",
"tensorrt_llm/_torch/llm.py",
"tensorrt_llm/_torch/memory_buffer_utils.py",
"tensorrt_llm/_torch/metadata.py",
"tensorrt_llm/_torch/model_config.py",
"tensorrt_llm/_torch/models/__init__.py",
"tensorrt_llm/_torch/models/checkpoints/__init__.py",
"tensorrt_llm/_torch/models/checkpoints/auto_mapper.py",
"tensorrt_llm/_torch/models/checkpoints/base_checkpoint_loader.py",
"tensorrt_llm/_torch/models/checkpoints/base_config_loader.py",
"tensorrt_llm/_torch/models/checkpoints/base_weight_loader.py",
"tensorrt_llm/_torch/models/checkpoints/base_weight_mapper.py",
"tensorrt_llm/_torch/models/checkpoints/hf/__init__.py",
"tensorrt_llm/_torch/models/checkpoints/hf/checkpoint_loader.py",
"tensorrt_llm/_torch/models/checkpoints/hf/config_loader.py",
"tensorrt_llm/_torch/models/checkpoints/hf/gemma3_weight_mapper.py",
"tensorrt_llm/_torch/models/checkpoints/hf/llama4_weight_mapper.py",
"tensorrt_llm/_torch/models/checkpoints/hf/mixtral_weight_mapper.py",
"tensorrt_llm/_torch/models/checkpoints/hf/nemotron_h_weight_mapper.py",
"tensorrt_llm/_torch/models/checkpoints/hf/qwen2_moe_weight_mapper.py",
"tensorrt_llm/_torch/models/checkpoints/hf/qwen2vl_weight_mapper.py",
"tensorrt_llm/_torch/models/checkpoints/hf/qwen3_moe_weight_mapper.py",
"tensorrt_llm/_torch/models/checkpoints/hf/qwen3_next_weight_mapper.py",
"tensorrt_llm/_torch/models/checkpoints/hf/weight_loader.py",
"tensorrt_llm/_torch/models/checkpoints/hf/weight_mapper.py",
"tensorrt_llm/_torch/models/modeling_auto.py",
"tensorrt_llm/_torch/models/modeling_bert.py",
"tensorrt_llm/_torch/models/modeling_clip.py",
"tensorrt_llm/_torch/models/modeling_deepseekv3.py",
"tensorrt_llm/_torch/models/modeling_exaone4.py",
"tensorrt_llm/_torch/models/modeling_gemma3.py",
"tensorrt_llm/_torch/models/modeling_gemma3vl.py",
"tensorrt_llm/_torch/models/modeling_gpt_oss.py",
"tensorrt_llm/_torch/models/modeling_hunyuan_dense.py",
"tensorrt_llm/_torch/models/modeling_hunyuan_moe.py",
"tensorrt_llm/_torch/models/modeling_hyperclovax.py",
"tensorrt_llm/_torch/models/modeling_llama.py",
"tensorrt_llm/_torch/models/modeling_llama_min_latency.py",
"tensorrt_llm/_torch/models/modeling_llava_next.py",
"tensorrt_llm/_torch/models/modeling_mistral.py",
"tensorrt_llm/_torch/models/modeling_mixtral.py",
"tensorrt_llm/_torch/models/modeling_mllama.py",
"tensorrt_llm/_torch/models/modeling_multimodal_encoder.py",
"tensorrt_llm/_torch/models/modeling_multimodal_utils.py",
"tensorrt_llm/_torch/models/modeling_nemotron.py",
"tensorrt_llm/_torch/models/modeling_nemotron_h.py",
"tensorrt_llm/_torch/models/modeling_nemotron_nas.py",
"tensorrt_llm/_torch/models/modeling_phi3.py",
"tensorrt_llm/_torch/models/modeling_phi4mm.py",
"tensorrt_llm/_torch/models/modeling_qwen.py",
"tensorrt_llm/_torch/models/modeling_qwen2vl.py",
"tensorrt_llm/_torch/models/modeling_qwen3.py",
"tensorrt_llm/_torch/models/modeling_qwen3_moe.py",
"tensorrt_llm/_torch/models/modeling_qwen3_next.py",
"tensorrt_llm/_torch/models/modeling_qwen_moe.py",
"tensorrt_llm/_torch/models/modeling_radio.py",
"tensorrt_llm/_torch/models/modeling_seedoss.py",
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"tests/unittest/_torch/multi_gpu/test_lowprecision_allreduce.py",
"tests/unittest/_torch/multi_gpu/test_mnnvl_allreduce.py",
"tests/unittest/_torch/multi_gpu/test_mnnvl_memory.py",
"tests/unittest/_torch/multi_gpu/test_user_buffers.py",
"tests/unittest/_torch/multi_gpu_modeling/test_deepseek.py",
"tests/unittest/_torch/multimodal/test_external_embedding.py",
"tests/unittest/_torch/multimodal/test_find_num_image_tokens.py",
"tests/unittest/_torch/multimodal/test_fuse_input_embeds.py",
"tests/unittest/_torch/multimodal/test_mm_encoder_standalone.py",
"tests/unittest/_torch/multimodal/test_multimodal_runtime.py",
"tests/unittest/_torch/multimodal/test_share_multiparams.py",
"tests/unittest/_torch/pattern_watcher.py",
"tests/unittest/_torch/pyexecutor/test_chunked_logits.py",
"tests/unittest/_torch/pyexecutor/test_executor_request_queue.py",
"tests/unittest/_torch/pyexecutor/test_overlap_scheduler.py",
"tests/unittest/_torch/pyexecutor/test_resource_manager.py",
"tests/unittest/_torch/pyexecutor/test_router_dealer_ipc.py",
"tests/unittest/_torch/ray_orchestrator/conftest.py",
"tests/unittest/_torch/ray_orchestrator/multi_gpu/test_executor.py",
"tests/unittest/_torch/ray_orchestrator/multi_gpu/test_mapping.py",
"tests/unittest/_torch/ray_orchestrator/multi_gpu/test_ops.py",
"tests/unittest/_torch/ray_orchestrator/single_gpu/test_cache_transceiver_comm.py",
"tests/unittest/_torch/sampler/test_beam_search.py",
"tests/unittest/_torch/sampler/test_best_of_n.py",
"tests/unittest/_torch/speculative/test_eagle3.py",
"tests/unittest/_torch/test_connector.py",
"tests/unittest/_torch/test_torch_multi_arange.py",
"tests/unittest/api_stability/api_stability_core.py",
"tests/unittest/api_stability/test_llm_api.py",
"tests/unittest/bindings/test_bindings_moe.py",
"tests/unittest/bindings/test_bindings_ut.py",
"tests/unittest/bindings/test_executor_bindings.py",
"tests/unittest/bindings/test_hostfunc.py",
"tests/unittest/check_pip_install.py",
"tests/unittest/conftest.py",
"tests/unittest/disaggregated/test_cluster_storage.py",
"tests/unittest/disaggregated/test_disagg_cluster_manager_worker.py",
"tests/unittest/disaggregated/test_disagg_utils.py",
"tests/unittest/disaggregated/test_remoteDictionary.py",
"tests/unittest/disaggregated/test_router.py",
"tests/unittest/dump_checkpoint_stats.py",
"tests/unittest/executor/test_base_worker.py",
"tests/unittest/executor/test_rpc.py",
"tests/unittest/executor/test_rpc_proxy.py",
"tests/unittest/executor/test_rpc_worker.py",
"tests/unittest/gc_utils.py",
"tests/unittest/llmapi/__init__.py",
"tests/unittest/llmapi/_run_mpi_comm_task.py",
"tests/unittest/llmapi/_run_multi_llm_tasks.py",
"tests/unittest/llmapi/_run_multi_mpi_comm_tasks.py",
"tests/unittest/llmapi/apps/__init__.py",
"tests/unittest/llmapi/apps/_test_disagg_serving_multi_nodes.py",
"tests/unittest/llmapi/apps/_test_llm_chat.py",
"tests/unittest/llmapi/apps/_test_llm_server.py",
"tests/unittest/llmapi/apps/_test_openai_cache_salt.py",
"tests/unittest/llmapi/apps/_test_openai_chat.py",
"tests/unittest/llmapi/apps/_test_openai_chat_guided_decoding.py",
"tests/unittest/llmapi/apps/_test_openai_chat_harmony.py",
"tests/unittest/llmapi/apps/_test_openai_chat_multimodal.py",
"tests/unittest/llmapi/apps/_test_openai_completions.py",
"tests/unittest/llmapi/apps/_test_openai_lora.py",
"tests/unittest/llmapi/apps/_test_openai_metrics.py",
"tests/unittest/llmapi/apps/_test_openai_misc.py",
"tests/unittest/llmapi/apps/_test_openai_mmencoder.py",
"tests/unittest/llmapi/apps/_test_openai_multi_gpu.py",
"tests/unittest/llmapi/apps/_test_openai_multi_nodes.py",
"tests/unittest/llmapi/apps/_test_openai_perf_metrics.py",
"tests/unittest/llmapi/apps/_test_openai_prometheus.py",
"tests/unittest/llmapi/apps/_test_openai_reasoning.py",
"tests/unittest/llmapi/apps/_test_openai_responses.py",
"tests/unittest/llmapi/apps/_test_openai_tool_call.py",
"tests/unittest/llmapi/apps/_test_trtllm_serve_benchmark.py",
"tests/unittest/llmapi/apps/_test_trtllm_serve_example.py",
"tests/unittest/llmapi/apps/_test_trtllm_serve_lora.py",
"tests/unittest/llmapi/apps/_test_trtllm_serve_multimodal_benchmark.py",
"tests/unittest/llmapi/apps/_test_trtllm_serve_multimodal_example.py",
"tests/unittest/llmapi/apps/_test_trtllm_serve_top_logprobs.py",
"tests/unittest/llmapi/apps/openai_server.py",
"tests/unittest/llmapi/apps/test_tool_parsers.py",
"tests/unittest/llmapi/apps/utils.py",
"tests/unittest/llmapi/lora_test_utils.py",
"tests/unittest/llmapi/run_llm.py",
"tests/unittest/llmapi/run_llm_exit.py",
"tests/unittest/llmapi/run_llm_with_postproc.py",
"tests/unittest/llmapi/test_additional_model_outputs.py",
"tests/unittest/llmapi/test_executor.py",
"tests/unittest/llmapi/test_gc_utils.py",
"tests/unittest/llmapi/test_llm.py",
"tests/unittest/llmapi/test_llm_args.py",
"tests/unittest/llmapi/test_llm_download.py",
"tests/unittest/llmapi/test_llm_kv_cache_events.py",
"tests/unittest/llmapi/test_llm_multi_gpu_pytorch.py",
"tests/unittest/llmapi/test_llm_pytorch.py",
"tests/unittest/llmapi/test_llm_quant.py",
"tests/unittest/llmapi/test_llm_utils.py",
"tests/unittest/llmapi/test_memory_profiling.py",
"tests/unittest/llmapi/test_mpi_session.py",
"tests/unittest/llmapi/test_reasoning_parser.py",
"tests/unittest/llmapi/test_serialization.py",
"tests/unittest/llmapi/test_utils.py",
"tests/unittest/others/__init__.py",
"tests/unittest/others/test_exception.py",
"tests/unittest/others/test_export.py",
"tests/unittest/others/test_kv_cache_transceiver.py",
"tests/unittest/others/test_kv_cache_update.py",
"tests/unittest/others/test_mapping.py",
"tests/unittest/others/test_multimodal_registry.py",
"tests/unittest/others/test_pretrained_config.py",
"tests/unittest/others/test_time_breakdown.py",
"tests/unittest/profile_utils.py",
"tests/unittest/scaffolding/__init__.py",
"tests/unittest/scaffolding/test_bench.py",
"tests/unittest/scaffolding/test_parallel_process.py",
"tests/unittest/scaffolding/test_scaffolding.py",
"tests/unittest/scaffolding/test_task_collection.py",
"tests/unittest/scaffolding/test_worker.py",
"tests/unittest/tools/__init__.py",
"tests/unittest/tools/test_prepare_dataset.py",
"tests/unittest/tools/test_test_to_stage_mapping.py",
"tests/unittest/utils/__init__.py",
"tests/unittest/utils/cpp_paths.py",
"tests/unittest/utils/llm_data.py",
"tests/unittest/utils/runtime_defaults.py",
"tests/unittest/utils/test_prebuilt_whl_cpp_extensions.py",
"tests/unittest/utils/test_util.py",
"tests/unittest/utils/torch_ref.py",
"tests/unittest/utils/util.py",
"triton_backend/all_models/llmapi/tensorrt_llm/1/helpers.py",
"triton_backend/all_models/llmapi/tensorrt_llm/1/model.py",
"triton_backend/all_models/tests/test_llmapi_python_backend.py",
"triton_backend/scripts/launch_triton_server.py",
"triton_backend/tools/__init__.py",
"triton_backend/tools/fill_template.py",
"triton_backend/tools/inflight_batcher_llm/benchmark_core_model.py",
"triton_backend/tools/inflight_batcher_llm/end_to_end_test.py",
"triton_backend/tools/inflight_batcher_llm/speculative_decoding_test.py",
"triton_backend/tools/inflight_batcher_llm/test_max_queue_size.py",
"triton_backend/tools/llmapi_client.py",
"triton_backend/tools/tests/__init__.py",
"triton_backend/tools/tests/test_fill_template.py",
"triton_backend/tools/tests/test_llmapi_cancel.py",
"triton_backend/tools/utils/__init__.py",
"triton_backend/tools/utils/utils.py",
]
# <<<< END AUTO-GENERATED >>>>
[tool.ruff.lint]
# See available rules at https://docs.astral.sh/ruff/rules/
# Flake8 is equivalent to pycodestyle + pyflakes + mccabe.
select = [
"D", # pydocstyle --> enforcing correct docstrings for existing docstrings
"E", # pycodestyle errors
"F", # pyflakes
"I", # isort
# "N", # pep8 naming # no naming convention enforced for now the reduce the burden
"PLE", # pylint errors
"W", # pycodestyle warnings
]
extend-ignore = [
# we don't enforce writing docstrings for public code to reduce the burden
"D100",
"D101",
"D102",
"D103",
"D104",
"D105",
"D106",
"D107",
"D417",
]
[tool.ruff.lint.per-file-ignores]
"__init__.py" = ["F401", "F403"]
"*/_[a-zA-Z]*" = ["D"] # Private packages (_abc/*.py) or modules (_xyz.py)
[tool.ruff.lint.pycodestyle]
max-line-length = 120 # Line length limit for comments and docstrings
[tool.ruff.lint.pydocstyle]
convention = "google"
[tool.ruff.lint.isort]
known-first-party = ["tensorrt_llm"]
known-third-party = ["triton_kernels"]
split-on-trailing-comma = false
[tool.ruff.lint.pylint]
max-args = 10
[tool.mypy]
install_types = true
non_interactive = true
follow_imports = "silent"
explicit_package_bases = true
namespace_packages = true
strict = true
show_error_codes = true
# Files checked when mypy runs with no explicit paths. This is the single source
# of truth for the type-check file set. Both the CI build stage (which invokes
# scripts/run_mypy.sh directly) and the local pre-commit hook run mypy without
# explicit paths (the hook sets `pass_filenames: false`), so both read this list.
files = [
"tensorrt_llm/_torch/pyexecutor/sampler/sampler.py",
"tensorrt_llm/_torch/pyexecutor/sampler/sampler_common.py",
"tensorrt_llm/_torch/pyexecutor/sampler/sampling_resolution.py",
"tensorrt_llm/_torch/pyexecutor/sampler/logprobs.py",
"tensorrt_llm/_torch/pyexecutor/sampler/sampler_features.py",
"tensorrt_llm/_torch/pyexecutor/sampler/seed_manager.py",
"tensorrt_llm/_torch/pyexecutor/sampler/finish_reasons.py",
"tensorrt_llm/_torch/pyexecutor/sampler/top_p_decay.py",
"tensorrt_llm/_torch/pyexecutor/sampler/penalties.py",
"tensorrt_llm/_torch/pyexecutor/sampler/token_ban.py",
"tensorrt_llm/_torch/pyexecutor/sampler/ops/flashinfer.py",
"tensorrt_llm/_torch/pyexecutor/sampler/ops/vanilla.py",
"tests/unittest/_torch/sampler/test_torch_sampler.py",
"tests/unittest/_torch/sampler/test_token_ban.py",
"tests/unittest/_torch/sampler/test_beam_search.py",
"tests/unittest/_torch/sampler/test_beam_search_util.py",
]
# NB:
# . -> 'tensorrt_llm'
# tests/unittest -> 'utils'
# tests/unittest/_torch/sampler -> for 'test_beam_search_util'
mypy_path = ".:tests/unittest:tests/unittest/_torch/sampler"
[[tool.mypy.overrides]]
module = ["tensorrt_llm.bindings.*"]
ignore_errors = true
# Generated pybind11 stub; DeepGEMM returns a bare py::dict from
# get_bf16_mega_gate_config, which stubgen renders without type parameters.
[[tool.mypy.overrides]]
module = ["tensorrt_llm.deep_gemm_cpp_tllm", "deep_gemm_cpp_tllm"]
disallow_any_generics = false
[[tool.mypy.overrides]]
module = [
"tensorrt_llm._torch.pyexecutor.sampler",
"tensorrt_llm._torch.pyexecutor.sampler.*",
]
disable_error_code = [
"no-untyped-call",
# TODO(TRTLLM-15310): strict mode's warn_redundant_casts flags several cast(...) calls
# in the sampler package (introduced by #16620). Whether a cast is "redundant" is
# binding-dependent -- the full build check (compiled bindings + stubs) flags 2,
# the bindings-less local/pre-commit check flags ~20 -- so removing casts is a
# fragile WAR. Suppress redundant-cast for the sampler module until the casts are
# audited and the annotations tightened, rather than churn the source.
"redundant-cast",
]
[[tool.mypy.overrides]]
module = [
"tests.*",
"_torch.*", # tests/unittest/_torch/*, cf. mypy_path
"test_torch_sampler", # tests/unittest/_torch/sampler/..., cf. mypy_path
"test_token_ban", # tests/unittest/_torch/sampler/..., cf. mypy_path
"test_beam_search", # tests/unittest/_torch/sampler/..., cf. mypy_path
"test_beam_search_util", # tests/unittest/_torch/sampler/..., cf. mypy_path
]
disable_error_code = [
"no-untyped-def",
"no-untyped-call",
]