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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"
exclude-file = "examples/models/core/whisper/tokenizer.py"
ignore-words-list = "rouge,inout,atleast,strat,nd,subtile,thrid,improbe,NotIn,te,iteract,anythin,tru,Tracin,vEw,dOut,indext"
[tool.autoflake]
in-place = true
remove_all_unused_imports = true
remove_unused_variables = true
####################################################################################################
######################### AUTO DEPLOY LINTING AND TESTING CONFIGURATION ##########################
####################################################################################################
[tool.ruff]
line-length = 100 # Line length limit for code
fix = true
# Exclude 3rdparty and files to be formatted by isort, yapf, and autoflake.
# Keep this list in sync with .pre-commit-config.yaml.
# Progressively enable ruff on all the repo to keep individual changes reasonably-sized, and
# keep merge conflicts manageable.
# Since keeping both `yapf` and `ruff` makes no sense (given that their formatting philosophies
# are quite different), we should move towards removing one in favor of the other. ruff's
# formatting mirrors black's, and both are much more widely adopted than yapf. ruff is also
# orders of magnitude faster, so we should move to deprecate `yapf`.
exclude = [
"**3rdparty/**",
"triton_kernels/**",
".devcontainer/make_env.py",
".github/scripts/label_community_user.py",
".github/scripts/pr_checklist_check.py",
"benchmarks/cpp/__init__.py",
"benchmarks/cpp/prepare_dataset.py",
"benchmarks/cpp/utils/__init__.py",
"benchmarks/cpp/utils/convert_nemo_dataset.py",
"benchmarks/cpp/utils/generate_rand_loras.py",
"benchmarks/cpp/utils/prepare_real_data.py",
"benchmarks/cpp/utils/prepare_synthetic_data.py",
"benchmarks/cpp/utils/utils.py",
"cpp/conanfile.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/libnuma_conan.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/build_chatglm_engines.py",
"cpp/tests/resources/scripts/build_eagle_engines.py",
"cpp/tests/resources/scripts/build_enc_dec_engines.py",
"cpp/tests/resources/scripts/build_engines_utils.py",
"cpp/tests/resources/scripts/build_gpt_engines.py",
"cpp/tests/resources/scripts/build_gptj_engines.py",
"cpp/tests/resources/scripts/build_llama_engines.py",
"cpp/tests/resources/scripts/build_mamba_engines.py",
"cpp/tests/resources/scripts/build_medusa_engines.py",
"cpp/tests/resources/scripts/build_recurrentgemma_engines.py",
"cpp/tests/resources/scripts/build_redrafter_engines.py",
"cpp/tests/resources/scripts/generate_expected_chatglm_output.py",
"cpp/tests/resources/scripts/generate_expected_eagle_output.py",
"cpp/tests/resources/scripts/generate_expected_enc_dec_output.py",
"cpp/tests/resources/scripts/generate_expected_gpt_output.py",
"cpp/tests/resources/scripts/generate_expected_gptj_output.py",
"cpp/tests/resources/scripts/generate_expected_llama_output.py",
"cpp/tests/resources/scripts/generate_expected_mamba_output.py",
"cpp/tests/resources/scripts/generate_expected_medusa_output.py",
"cpp/tests/resources/scripts/generate_expected_recurrentgemma_output.py",
"cpp/tests/resources/scripts/generate_expected_redrafter_output.py",
"cpp/tests/resources/scripts/generate_hf_gpt_output.py",
"cpp/tests/resources/scripts/generate_test_lora_weights.py",
"cpp/tests/resources/scripts/io_converter.py",
"docs/source/conf.py",
"docs/source/helper.py",
"examples/apps/chat.py",
"examples/apps/fastapi_server.py",
"examples/bindings/executor/example_advanced.py",
"examples/bindings/executor/example_basic.py",
"examples/bindings/executor/example_debug.py",
"examples/bindings/executor/example_logits_processor.py",
"examples/disaggregated/clients/disagg_client.py",
"examples/disaggregated/slurm/benchmark/gen_server_config.py",
"examples/disaggregated/slurm/benchmark/gen_worker_config.py",
"examples/disaggregated/slurm/benchmark/submit.py",
"examples/dora/normalize_weights.py",
"examples/eagle/convert_checkpoint.py",
"examples/eval_long_context.py",
"examples/generate_checkpoint_config.py",
"examples/generate_xgrammar_tokenizer_info.py",
"examples/hf_lora_convert.py",
"examples/infinitebench/args.py",
"examples/infinitebench/compute_scores.py",
"examples/infinitebench/construct_synthetic_dataset.py",
"examples/infinitebench/eval_utils.py",
"examples/llm-api/_tensorrt_engine/llm_eagle_decoding.py",
"examples/llm-api/_tensorrt_engine/llm_eagle2_decoding.py",
"examples/llm-api/_tensorrt_engine/llm_inference_customize.py",
"examples/llm-api/_tensorrt_engine/llm_inference_kv_events.py",
"examples/llm-api/_tensorrt_engine/llm_lookahead_decoding.py",
"examples/llm-api/_tensorrt_engine/llm_medusa_decoding.py",
"examples/llm-api/_tensorrt_engine/llm_quantization.py",
"examples/llm-api/_tensorrt_engine/quickstart_example.py",
"examples/llm-api/llm_guided_decoding.py",
"examples/llm-api/llm_inference_async_streaming.py",
"examples/llm-api/llm_inference_async.py",
"examples/llm-api/llm_inference_distributed.py",
"examples/llm-api/llm_inference.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/llm-api/star_attention.py",
"examples/llm-eval/lm-eval-harness/lm_eval_tensorrt_llm.py",
"examples/longbench/eval_longbench_v1.py",
"examples/longbench/eval_longbench_v2.py",
"examples/medusa/convert_checkpoint.py",
"examples/mmlu.py",
"examples/models/contrib/baichuan/convert_checkpoint.py",
"examples/models/contrib/bloom/convert_checkpoint.py",
"examples/models/contrib/chatglm-6b/tokenization_chatglm.py",
"examples/models/contrib/chatglm2-6b/tokenization_chatglm.py",
"examples/models/contrib/chatglm3-6b-32k/tokenization_chatglm.py",
"examples/models/contrib/cogvlm/convert_checkpoint.py",
"examples/models/contrib/dbrx/convert_checkpoint.py",
"examples/models/contrib/deepseek_v1/__init__.py",
"examples/models/contrib/deepseek_v1/convert_checkpoint.py",
"examples/models/contrib/deepseek_v2/convert_checkpoint.py",
"examples/models/contrib/dit/convert_checkpoint.py",
"examples/models/contrib/dit/diffusion.py",
"examples/models/contrib/dit/sample.py",
"examples/models/contrib/dit/utils_modelopt.py",
"examples/models/contrib/dit/vae_decoder_trt.py",
"examples/models/contrib/falcon/convert_checkpoint.py",
"examples/models/contrib/gptj/convert_checkpoint.py",
"examples/models/contrib/gptneox/convert_checkpoint.py",
"examples/models/contrib/grok/convert_checkpoint.py",
"examples/models/contrib/mmdit/convert_checkpoint.py",
"examples/models/contrib/mmdit/sample.py",
"examples/models/contrib/mpt/convert_checkpoint.py",
"examples/models/contrib/opt/convert_checkpoint.py",
"examples/models/contrib/sdxl/build_sdxl_unet.py",
"examples/models/contrib/sdxl/pipeline_stable_diffusion_xl.py",
"examples/models/contrib/sdxl/run_sdxl.py",
"examples/models/contrib/stdit/aspect.py",
"examples/models/contrib/stdit/convert_checkpoint.py",
"examples/models/contrib/stdit/pipeline_tllm.py",
"examples/models/contrib/stdit/sample.py",
"examples/models/contrib/stdit/scheduler.py",
"examples/models/contrib/stdit/text_encoder.py",
"examples/models/contrib/stdit/utils.py",
"examples/models/contrib/stdit/vae.py",
"examples/models/contrib/stdit/video_transforms.py",
"examples/models/core/bert/__init__.py",
"examples/models/core/bert/convert_checkpoint.py",
"examples/models/core/bert/run.py",
"examples/models/core/bert/utils.py",
"examples/models/core/commandr/convert_checkpoint.py",
"examples/models/core/enc_dec/__init__.py",
"examples/models/core/enc_dec/convert_checkpoint.py",
"examples/models/core/enc_dec/helper.py",
"examples/models/core/enc_dec/run.py",
"examples/models/core/gemma/convert_checkpoint.py",
"examples/models/core/glm-4-9b/convert_checkpoint.py",
"examples/models/core/glm-4-9b/tokenization_chatglm.py",
"examples/models/core/gpt_oss/openai_chat_client_function_calling.py",
"examples/models/core/gpt/convert_checkpoint.py",
"examples/models/core/gpt/merge_ptuning_tables.py",
"examples/models/core/gpt/nemo_lora_convert.py",
"examples/models/core/gpt/nemo_prompt_convert.py",
"examples/models/core/gpt/run_hf.py",
"examples/models/core/internlm2/convert_checkpoint.py",
"examples/models/core/kimi_k2/kimi_k2_tool_calling_example.py",
"examples/models/core/llama/convert_checkpoint.py",
"examples/models/core/llama/summarize_long.py",
"examples/models/core/mamba/convert_checkpoint.py",
"examples/models/core/mllama/convert_checkpoint.py",
"examples/models/core/multimodal/__init__.py",
"examples/models/core/multimodal/build_multimodal_engine.py",
"examples/models/core/multimodal/eval.py",
"examples/models/core/multimodal/run.py",
"examples/models/core/multimodal/utils.py",
"examples/models/core/nemotron_nas/calibration_utils.py",
"examples/models/core/nemotron_nas/convert_checkpoint.py",
"examples/models/core/phi/convert_checkpoint.py",
"examples/models/core/qwen/convert_checkpoint.py",
"examples/models/core/qwen2audio/run_chat.py",
"examples/models/core/qwen2audio/run.py",
"examples/models/core/qwen2audio/utils.py",
"examples/models/core/qwenvl/run_chat.py",
"examples/models/core/qwenvl/run.py",
"examples/models/core/qwenvl/show_pic.py",
"examples/models/core/qwenvl/vit_onnx_trt.py",
"examples/models/core/recurrentgemma/convert_checkpoint.py",
"examples/models/core/vit/convert_checkpoint.py",
"examples/models/core/whisper/convert_checkpoint.py",
"examples/models/core/whisper/distil_whisper/convert_from_distil_whisper.py",
"examples/models/core/whisper/run.py",
"examples/models/core/whisper/tokenizer.py",
"examples/models/core/whisper/whisper_utils.py",
"examples/ngram/run_dtm_ngram.py",
"examples/openai_triton/manual_plugin/build.py",
"examples/openai_triton/manual_plugin/fmha_triton.py",
"examples/openai_triton/manual_plugin/plugin.py",
"examples/openai_triton/manual_plugin/run.py",
"examples/openai_triton/plugin_autogen/build_engine.py",
"examples/openai_triton/plugin_autogen/kernel_config.py",
"examples/openai_triton/plugin_autogen/run_engine.py",
"examples/python_plugin/build_lookup.py",
"examples/python_plugin/plugin_lib/__init__.py",
"examples/python_plugin/plugin_lib/lookup_kernel.py",
"examples/python_plugin/plugin_lib/lookup_plugin.py",
"examples/python_plugin/run_lookup.py",
"examples/quantization/quantize_mixed_precision_moe.py",
"examples/quantization/quantize.py",
"examples/ray_orchestrator/llm_inference_async_ray.py",
"examples/ray_orchestrator/llm_inference_distributed_ray.py",
"examples/redrafter/convert_checkpoint.py",
"examples/run.py",
"examples/scaffolding/contrib/AsyncGeneration/stream_generation_controller.py",
"examples/scaffolding/contrib/AsyncGeneration/stream_generation_run.py",
"examples/scaffolding/contrib/DeepConf/run_generation.py",
"examples/scaffolding/contrib/Dynasor/scaffolding_dynasor_run.py",
"examples/scaffolding/contrib/mcp/e2b/e2bserver.py",
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