├── .clang-format ├── .clang-tidy ├── .editorconfig ├── .gitattributes ├── .github ├── ISSUE_TEMPLATE │ ├── bug-report.yml │ ├── config.yml │ ├── feature-request.yml │ └── questions.yml ├── dependabot.yml └── workflows │ ├── amd_ci.yml │ ├── ci.yml │ ├── dist.yml │ ├── pr-perfbench-bot.yml │ ├── pr-reminder-bot.yml │ └── publish-docs.yml ├── .gitignore ├── .gitmodules ├── .pre-commit-config.yaml ├── 3rdparty └── .gitignore ├── CMakeLists.txt ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── MANIFEST.in ├── README.md ├── THIRDPARTYNOTICES.txt ├── VERSION ├── benchmark ├── blocksparse_attention │ ├── benchmark_configs.py │ ├── benchmark_library_dense_fmha.py │ ├── benchmark_tilelang_block_sparse_fmha.py │ ├── benchmark_torch_block_sparse_fmha.py │ ├── benchmark_triton_block_sparse_fmha.py │ └── requirements.txt ├── distributed │ ├── README.md │ ├── benchmark_ag_gemm.py │ ├── benchmark_all_gather.py │ ├── benchmark_all_to_all.py │ ├── benchmark_gemm_rs.py │ ├── benchmark_reduce_scatter.py │ ├── deepep │ │ ├── deepep.md │ │ └── intranode │ │ │ └── get_dispatch_layout.py │ ├── ipc_impls │ │ ├── README.md │ │ ├── benchmark_nvshmem_p2p.py │ │ └── benchmark_unrolledcp_p2p.py │ └── utils.py ├── mamba2 │ ├── README.md │ ├── benchmark_mamba_chunk_scan.py │ └── mamba_benchmark_result.png ├── matmul │ ├── README.md │ ├── benchmark_matmul.py │ ├── benchmark_matmul_intrinsic.py │ └── benchmark_matmul_sp.py └── matmul_fp8 │ ├── README.md │ └── benchmark_matmul.py ├── cmake └── load_tvm.cmake ├── docker ├── Dockerfile.cu118 ├── Dockerfile.cu120 ├── Dockerfile.cu121 ├── Dockerfile.cu123 ├── Dockerfile.cu124 ├── Dockerfile.cu125 ├── Dockerfile.cu126 ├── Dockerfile.cu128 ├── Dockerfile.rocm └── README.md ├── docs ├── .gitignore ├── CNAME ├── Makefile ├── README.md ├── _static │ └── img │ │ ├── LayoutInference.png │ │ ├── MatmulExample.png │ │ ├── Parallel.png │ │ ├── ir_transform_diagram.png │ │ ├── logo-row.svg │ │ ├── mla_hopper │ │ ├── bs128_float16.png │ │ ├── bs64_float16.png │ │ ├── pv_layout.jpg │ │ └── qk_layout.jpg │ │ ├── op_benchmark_consistent_gemm_fp16.png │ │ ├── overview.png │ │ └── software_pipeline_inference.png ├── compiler_internals │ ├── inject_fence_proxy.md │ └── letstmt_inline.md ├── conf.py ├── deeplearning_operators │ ├── deepseek_mla.md │ ├── elementwise.md │ ├── gemv.md │ └── matmul.md ├── get_started │ ├── Installation.md │ ├── overview.md │ ├── run_example.md │ └── targets.md ├── index.md ├── make.bat ├── privacy.md ├── requirements.txt ├── spelling_wordlist.txt └── tutorials │ ├── auto_tuning.md │ └── debug_tools_for_tilelang.md ├── examples ├── amd │ ├── example_amd_flash_attn_bwd.py │ └── example_amd_flash_attn_fwd.py ├── analyze │ ├── README.md │ ├── example_conv_analyze.py │ ├── example_gemm_analyze.py │ └── test_example_analyze.py ├── attention_sink │ ├── README.md │ ├── benchmark_gqa_sink_fwd.py │ ├── benchmark_mha_sink_fwd.py │ ├── example_gqa_sink_bwd_bhsd.py │ ├── example_gqa_sink_fwd_bhsd_wgmma_pipelined.py │ ├── example_mha_sink_bwd_bhsd.py │ ├── example_mha_sink_fwd_bhsd.py │ ├── example_mha_sink_fwd_bhsd_wgmma_pipelined.py │ └── test_example_attention_sink.py ├── bitnet-1.58b │ ├── .gitignore │ ├── README.md │ ├── benchmark.sh │ ├── benchmark_generate.py │ ├── benchmark_inference_latency.py │ ├── benchmark_model_10k_loops.py │ ├── configuration_bitnet.py │ ├── eval_correctness.py │ ├── eval_gpu_memory.py │ ├── eval_ppl.py │ ├── eval_utils.py │ ├── kernel_benchmark │ │ ├── tilelang_bitnet_158_int8xint2_decode.py │ │ ├── tilelang_bitnet_158_int8xint2_prefill.py │ │ └── tl_int8xint8.py │ ├── load_from_quantized.py │ ├── maint │ │ ├── README.md │ │ ├── create_bitblas_ckpt.py │ │ ├── generate_bitnet_model_bitblas_format.sh │ │ ├── generate_bitnet_model_native_format.sh │ │ ├── quantize_config.json │ │ └── upload_models.sh │ ├── modeling_bitnet.py │ ├── nvidia_measure_memory.sh │ ├── requirements.txt │ ├── tokenization_bitnet.py │ ├── utils_quant.py │ └── vllm_workspace │ │ ├── conftest.py │ │ ├── inference_with_compress_format.py │ │ ├── inference_with_native_format.py │ │ └── utils.py ├── blocksparse_attention │ ├── README.md │ ├── block_sparse_attn_triton.py │ ├── example_tilelang_block_sparse_attn.py │ ├── example_tilelang_sparse_gqa_decode_paged.py │ ├── example_tilelang_sparse_gqa_decode_varlen_indice.py │ ├── example_tilelang_sparse_gqa_decode_varlen_mask.py │ ├── example_triton_sparse_gqa_decode_varlen_indice.py │ ├── example_triton_sparse_gqa_decode_varlen_mask.py │ ├── heuristic.py │ └── test_example_blocksparse_attention.py ├── blocksparse_gemm │ ├── example_blocksparse_gemm.py │ └── test_example_blocksparse_gemm.py ├── cast │ ├── example_group_per_split_token_cast_to_fp8.py │ ├── example_per_token_cast_to_fp8.py │ ├── example_triton_cast_to_fp8.py │ └── test_example_cast.py ├── compile_flags │ └── usecase.py ├── conftest.py ├── convolution │ ├── README.md │ ├── example_convolution.py │ ├── example_convolution_autotune.py │ └── test_example_convolution.py ├── deepseek_deepgemm │ ├── example_deepgemm_fp8_2xAcc.py │ └── test_example_deepgemm_fp8_2xAcc.py ├── deepseek_mla │ ├── README.md │ ├── amd │ │ ├── README.md │ │ ├── benchmark_mla_decode_amd_tilelang.py │ │ ├── benchmark_mla_decode_amd_torch.py │ │ └── benchmark_mla_decode_amd_triton.py │ ├── benchmark_mla.py │ ├── example_mla_decode.py │ ├── example_mla_decode_paged.py │ ├── example_mla_decode_persistent.py │ ├── example_mla_decode_ws.py │ ├── experimental │ │ └── example_mla_decode_kv_fp8.py │ ├── figures │ │ ├── bs128_float16.png │ │ ├── bs64_float16.png │ │ ├── flashmla-amd.png │ │ ├── pv_layout.jpg │ │ └── qk_layout.jpg │ ├── test_example_mla_decode.py │ └── torch_refs.py ├── deepseek_nsa │ ├── benchmark │ │ └── benchmark_nsa_fwd.py │ ├── example_tilelang_nsa_bwd.py │ ├── example_tilelang_nsa_decode.py │ ├── example_tilelang_nsa_fwd.py │ ├── example_tilelang_nsa_fwd_varlen.py │ ├── example_triton_nsa_bwd.py │ ├── example_triton_nsa_fwd.py │ ├── example_triton_nsa_fwd_varlen.py │ ├── reference.py │ ├── requirements.txt │ └── test_example_tilelang_nsa.py ├── deepseek_v32 │ ├── README.md │ ├── figures │ │ └── v32_arch.png │ ├── fp8_lighting_indexer.py │ ├── inference │ │ ├── README.md │ │ ├── config_671B_v3.2.json │ │ ├── convert.py │ │ ├── generate.py │ │ ├── kernel.py │ │ ├── model.py │ │ └── requirements.txt │ ├── sparse_mla_bwd.py │ ├── sparse_mla_fwd.py │ ├── sparse_mla_fwd_pipelined.py │ ├── test_tilelang_example_deepseek_v32.py │ ├── topk_selector.py │ └── utils.py ├── dequantize_gemm │ ├── README.md │ ├── dequantize_utils.py │ ├── example_dequant_gemm_bf16_fp4_hopper.py │ ├── example_dequant_gemm_bf16_mxfp4_hopper.py │ ├── example_dequant_gemm_bf16_mxfp4_hopper_tma.py │ ├── example_dequant_gemm_fine_grained.py │ ├── example_dequant_gemm_fp4_hopper.py │ ├── example_dequant_gemm_w4a8.py │ ├── example_dequant_gemv_fp16xint4.py │ ├── example_dequant_groupedgemm_bf16_mxfp4_hopper.py │ ├── test_example_dequantize_gemm.py │ └── utils.py ├── distributed │ ├── README.md │ ├── example_all_to_all.py │ ├── example_allgather.py │ ├── example_allgather_gemm.py │ ├── example_allgather_gemm_overlapped.py │ ├── example_cannon.py │ ├── example_gemm_rs_overlapped.py │ ├── example_nvshmem.py │ ├── example_overlapping_allgather.py │ ├── example_post_attn_all2all_transpose.py │ ├── example_pre_attn_all2all.py │ ├── example_pre_attn_all2all_transpose.py │ ├── example_simple_shift.py │ ├── example_sp_ag_attention_intra_node.py │ ├── example_summa.py │ ├── gemm_rs_utils.py │ ├── primitives │ │ ├── example_get_block.py │ │ ├── example_get_warp.py │ │ ├── example_put_block.py │ │ ├── example_put_warp.py │ │ ├── example_sync.py │ │ ├── test_get_block.py │ │ ├── test_get_warp.py │ │ ├── test_put_block.py │ │ └── test_put_warp.py │ ├── reduce_scatter.py │ ├── sp_ag_attention_intra_node.py │ └── triton_sp.py ├── dynamic_shape │ ├── example_dynamic.py │ └── test_example_dynamic.py ├── elementwise │ ├── example_elementwise_add.py │ ├── example_elementwise_add_tma_1d.py │ └── test_example_elementwise.py ├── flash_attention │ ├── README.md │ ├── bert_padding.py │ ├── example_gqa_bwd.py │ ├── example_gqa_bwd_tma_reduce.py │ ├── example_gqa_bwd_tma_reduce_varlen.py │ ├── example_gqa_bwd_wgmma_pipelined.py │ ├── example_gqa_fwd_bshd.py │ ├── example_gqa_fwd_bshd_wgmma_pipelined.py │ ├── example_gqa_fwd_varlen.py │ ├── example_mha_bwd.py │ ├── example_mha_bwd_bhsd.py │ ├── example_mha_bwd_wgmma_pipelined.py │ ├── example_mha_fwd_bhsd.py │ ├── example_mha_fwd_bhsd_wgmma_pipelined.py │ ├── example_mha_fwd_bshd.py │ ├── example_mha_fwd_bshd_wgmma_pipelined.py │ ├── example_mha_fwd_varlen.py │ ├── test_example_flash_attention.py │ └── varlen_utils.py ├── flash_decoding │ ├── README.md │ ├── example_gqa_decode.py │ ├── example_mha_inference.py │ └── test_example_flash_decoding.py ├── fusedmoe │ ├── example_fusedmoe_tilelang.py │ ├── example_fusedmoe_torch.py │ └── test_example_fusedmoe.py ├── gdn │ ├── README.md │ ├── example_chunk_delta_bwd.py │ ├── example_chunk_delta_h.py │ ├── example_chunk_o.py │ ├── example_chunk_o_bwd.py │ ├── example_chunk_scaled_dot_kkt.py │ ├── example_cumsum.py │ ├── example_wy_fast.py │ ├── example_wy_fast_bwd_split.py │ ├── test_example_gdn_compilation.py │ └── utils.py ├── gemm │ ├── README.md │ ├── example_gemm.py │ ├── example_gemm_autotune.py │ ├── example_gemm_intrinsics.py │ ├── example_gemm_persistent.py │ ├── example_gemm_schedule.py │ └── test_example_gemm.py ├── gemm_fp8 │ ├── README.md │ ├── example_tilelang_gemm_amd.py │ ├── example_tilelang_gemm_fp8.py │ ├── example_tilelang_gemm_fp8_2xAcc.py │ ├── example_tilelang_gemm_fp8_intrinsic.py │ └── test_example_gemm_fp8.py ├── gemm_sm100 │ ├── README.md │ ├── gemm_mma.py │ └── gemm_tcgen5mma.py ├── gemm_sp │ └── example_gemm_sp.py ├── gemm_splitk │ ├── example_tilelang_gemm_splitk.py │ ├── example_tilelang_gemm_splitk_vectorize_atomicadd.py │ └── test_example_gemm_splitk.py ├── gemm_streamk │ ├── example_tilelang_gemm_streamk.py │ └── test_example_tilelang_gemm_splitk.py ├── gemv │ ├── example_gemv.py │ └── test_example_gemv.py ├── grouped_gemm │ ├── example_grouped_gemm_bwd.py │ └── example_grouped_gemm_fwd.py ├── hadamard_transform │ └── example_hadamard.py ├── linear_attention │ ├── README.md │ ├── example_linear_attn_bwd.py │ ├── example_linear_attn_fwd.py │ ├── example_mamba_chunk_scan.py │ ├── example_mamba_chunk_state.py │ ├── example_retention_fwd.py │ └── test_linear_attn.py ├── minference │ ├── README.md │ ├── example_vertical_slash_sparse_attn.py │ ├── ops │ │ ├── kernels.cpp │ │ └── vertical_slash_index.cu │ └── test_vs_sparse_attn.py ├── norm │ ├── rms_norm.py │ └── test_rms_norm.py ├── online_softmax │ └── online_softmax.py ├── plot_layout │ ├── README.md │ ├── fragment_mma_load_a.py │ └── images │ │ └── base_layout.png ├── pytest.ini ├── quickstart.py ├── seer_attention │ ├── block_sparse_attn_tilelang.py │ ├── block_sparse_attn_triton.py │ └── test_block_sparse_attn_tilelang.py ├── sparse_tensorcore │ ├── test_example_sparse_tensorcore.py │ └── tilelang_example_sparse_tensorcore.py ├── topk │ ├── example_topk.py │ └── test_topk_tilelang.py └── warp_specialize │ ├── example_warp_specialize_flashmla.py │ ├── example_warp_specialize_gemm_barrierpipe_stage2.py │ ├── example_warp_specialize_gemm_copy_0_gemm_1.py │ ├── example_warp_specialize_gemm_copy_1_gemm_0.py │ ├── example_warp_specialize_gemm_copy_gemm_0_1.py │ ├── example_warp_specialize_gemm_softpipe_stage2.py │ └── test_example_warp_specialize.py ├── filtered_commits.txt ├── format.sh ├── images ├── MatmulExample.png ├── MatmulExample.svg ├── arch.png ├── interface.png ├── logo-row.svg ├── mha_performance_h100.png ├── op_benchmark_a100_wq_gemv.png ├── op_benchmark_consistent_gemm_fp16.png ├── op_benchmark_h100.png ├── op_benchmark_mi300_fp16_gemm_normalized_latency.png ├── overview.png └── view.png ├── maint ├── precision │ ├── README.md │ ├── compare_ops.py │ └── cuda_ops.cu └── scripts │ ├── apply_mit_license.sh │ ├── build_docs.sh │ ├── check_mit_license.sh │ ├── ci_performance.py │ ├── docker_build_all.sh │ ├── docker_local_distribute.sh │ ├── docker_pypi_distribute.sh │ ├── local_distribution.sh │ ├── mit_liscense1.txt │ ├── mit_liscense2.txt │ ├── performance.py │ ├── pypi.manylinux.Dockerfile │ ├── pypi_distribution.sh │ └── run_local_ci_test.sh ├── pyproject.toml ├── requirements-dev.txt ├── requirements-lint.txt ├── requirements-rocm.txt ├── requirements-test-cuda.txt ├── requirements-test-metal.txt ├── requirements-test-rocm.txt ├── requirements-test.txt ├── requirements.txt ├── src ├── ir.cc ├── layout │ ├── gemm_layouts.cc │ ├── layout.cc │ ├── layout.h │ ├── swizzle.cc │ ├── swizzle.h │ ├── tcgen05_layout.cc │ ├── tcgen05_layout.h │ ├── utils.cc │ └── utils.h ├── op │ ├── atomic_add.cc │ ├── atomic_add.h │ ├── builtin.cc │ ├── builtin.h │ ├── copy.cc │ ├── copy.h │ ├── distributed.cc │ ├── distributed.h │ ├── fill.cc │ ├── fill.h │ ├── finalize_reducer.cc │ ├── finalize_reducer.h │ ├── gemm.cc │ ├── gemm.h │ ├── gemm_py.cc │ ├── gemm_py.h │ ├── gemm_sp.cc │ ├── gemm_sp.h │ ├── logical.cc │ ├── math.cc │ ├── operator.cc │ ├── operator.h │ ├── parallel.cc │ ├── parallel.h │ ├── reduce.cc │ ├── reduce.h │ ├── region.cc │ ├── region.h │ ├── remote_copy.cc │ ├── remote_copy.h │ ├── sync.cc │ └── sync.h ├── runtime │ ├── runtime.cc │ └── runtime.h ├── target │ ├── codegen_cpp.cc │ ├── codegen_cpp.h │ ├── codegen_cuda.cc │ ├── codegen_cuda.h │ ├── codegen_hip.cc │ ├── codegen_hip.h │ ├── codegen_webgpu.cc │ ├── codegen_webgpu.h │ ├── cuda.h │ ├── intrin_rule_cuda.cc │ ├── intrin_rule_hip.cc │ ├── ptx.cc │ ├── ptx.h │ ├── rt_mod_cpp.cc │ ├── rt_mod_cuda.cc │ ├── rt_mod_hip.cc │ ├── rt_mod_metal.cc │ ├── utils.cc │ └── utils.h ├── tl_templates │ ├── cpp │ │ ├── common.h │ │ ├── gemm.h │ │ └── half.hpp │ ├── cpu │ │ ├── common.h │ │ └── gemm.h │ ├── cuda │ │ ├── atomic.h │ │ ├── barrier.h │ │ ├── common.h │ │ ├── compress_sm90.cu │ │ ├── copy.h │ │ ├── copy_sm100.h │ │ ├── copy_sm90.h │ │ ├── cuda_bf16_fallbacks.cuh │ │ ├── cuda_bf16_wrapper.h │ │ ├── cuda_fp8.h │ │ ├── debug.h │ │ ├── distributed.h │ │ ├── gemm.h │ │ ├── gemm_mma.h │ │ ├── gemm_sm100.h │ │ ├── gemm_sm120.h │ │ ├── gemm_sm70.h │ │ ├── gemm_sm80.h │ │ ├── gemm_sm89.h │ │ ├── gemm_sm90.h │ │ ├── gemm_sp.h │ │ ├── gemm_sp_sm80.h │ │ ├── gemm_sp_sm90.h │ │ ├── instruction │ │ │ └── wgmma.h │ │ ├── intrin.h │ │ ├── ldsm.h │ │ ├── nvrtc_std.h │ │ ├── reduce.h │ │ ├── sync.h │ │ ├── tcgen_05.h │ │ ├── tcgen_05_ld.h │ │ └── threadblock_swizzle.h │ └── hip │ │ ├── common.h │ │ ├── copy.h │ │ ├── debug.h │ │ ├── gemm.h │ │ ├── hip_fp8.h │ │ ├── ldsm.h │ │ ├── reduce.h │ │ └── threadblock_swizzle.h └── transform │ ├── align_dynamic_shared_memory_allocations.cc │ ├── annotate_device_regions.cc │ ├── annotate_warp_group_reg_alloc.cc │ ├── atomicadd_vectorize.cc │ ├── atomicadd_vectorize.h │ ├── cluster_planning.cc │ ├── common │ ├── attr.h │ ├── collector.h │ ├── loop_fusion_utils.h │ ├── loop_parallel_transform_utils.h │ ├── loop_vectorization_utils.h │ ├── thread_sync_types.h │ └── union_find.h │ ├── config_index_bitwidth.cc │ ├── eliminate_storage_sync_for_mbarrier.cc │ ├── flatten_buffer.cc │ ├── frontend_legalize.cc │ ├── if_stmt_binding.cc │ ├── inject_assumes.cc │ ├── inject_fence_proxy.cc │ ├── inject_pipeline.cc │ ├── inject_ptx_async_copy.cc │ ├── inject_tma_barrier.cc │ ├── layout_inference.cc │ ├── layout_reducer.cc │ ├── layout_reducer.h │ ├── legalize_safe_memory_access.cc │ ├── legalize_vectorized_loop.cc │ ├── loop_partition.cc │ ├── loop_partition.h │ ├── loop_vectorize.cc │ ├── loop_vectorize.h │ ├── loop_vectorize_dynamic.cc │ ├── lower_cpengine_intrin.cc │ ├── lower_device_kernel_launch.cc │ ├── lower_device_storage_access_info.cc │ ├── lower_hopper_intrin.cc │ ├── lower_intrin.cc │ ├── lower_l2_persistent_annotation.cc │ ├── lower_opaque_block.cc │ ├── lower_shared_barrier.cc │ ├── lower_shared_tmem.cc │ ├── lower_thread_allreduce.cc │ ├── lower_tile_op.cc │ ├── make_packed_api.cc │ ├── merge_if_stmt.cc │ ├── merge_shared_memory_allocations.cc │ ├── multi_version_buffer_rewriter.cc │ ├── persist_threadblock.cc │ ├── pipeline_planning.cc │ ├── simplify.cc │ ├── split_host_device.cc │ ├── storage_access.cc │ ├── storage_access.h │ ├── storage_rewrite.cc │ ├── thread_storage_sync.cc │ ├── vectorize_loop.cc │ ├── warp_specialized_rewriter.cc │ ├── warp_specialized_rewriter.h │ └── wgmma_sync_rewriter.cc ├── testing ├── .gitkeep ├── conftest.py ├── cpp │ └── .gitkeep └── python │ ├── amd │ ├── test_tilelang_gemm_mfma_intrinsic.py │ ├── test_tilelang_gemm_mfma_preshuffle.py │ └── test_tilelang_test_amd.py │ ├── autotune │ ├── test_tilelang_autotune.py │ └── test_tilelang_autotune_with_inputs.py │ ├── cache │ └── test_tilelang_cache_matmul.py │ ├── carver │ ├── test_tilelang_carver_generate_hints.py │ └── test_tilelang_carver_recommend_hints.py │ ├── components │ ├── test_storage_rewrite_detect_inplace.py │ ├── test_tilelang_env.py │ └── test_tilelang_pass_config_disable_warp_specialized.py │ ├── cpu │ └── test_tilelang_cpu_gemm.py │ ├── debug │ └── test_tilelang_debug_print.py │ ├── dynamic │ ├── test_tilelang_dynamic_symbolic.py │ └── test_tilelang_dynamic_symbolic_bench.py │ ├── fastmath │ └── test_mathops_fastmath.py │ ├── ir │ └── test_ir_kernel_frame.py │ ├── issue │ ├── test_tilelang_issue_814.py │ ├── test_tilelang_issue_830.py │ ├── test_tilelang_issue_96.py │ └── test_tilelang_issue_merge_if.py │ ├── jit │ ├── test_tilelang_jit_callback.py │ ├── test_tilelang_jit_gemm.py │ ├── test_tilelang_jit_gemm_ctypes.py │ └── test_tilelang_jit_gemm_cython.py │ ├── kernel │ ├── test_tilelang_kernel_bf16_gemm_mma.py │ ├── test_tilelang_kernel_element_wise_add.py │ ├── test_tilelang_kernel_fp8_gemm.py │ ├── test_tilelang_kernel_fp8_gemm_mma.py │ ├── test_tilelang_kernel_fp8_gemv_simt.py │ ├── test_tilelang_kernel_gemm.py │ ├── test_tilelang_kernel_gemm_mma_intrinsic.py │ ├── test_tilelang_kernel_gemm_simt.py │ ├── test_tilelang_kernel_gemm_with_stride.py │ ├── test_tilelang_kernel_gemv_simt.py │ └── test_tilelang_kernel_int4_gemm_mma.py │ ├── language │ ├── test_tilelang_laguange_chain_equal.py │ ├── test_tilelang_language_alias.py │ ├── test_tilelang_language_all_of.py │ ├── test_tilelang_language_alloc.py │ ├── test_tilelang_language_annotate_safe_value.py │ ├── test_tilelang_language_any_of.py │ ├── test_tilelang_language_atomic_add.py │ ├── test_tilelang_language_ceildiv.py │ ├── test_tilelang_language_clamp.py │ ├── test_tilelang_language_clear.py │ ├── test_tilelang_language_composable_index.py │ ├── test_tilelang_language_copy.py │ ├── test_tilelang_language_cumsum.py │ ├── test_tilelang_language_get_warp_info.py │ ├── test_tilelang_language_if_range.py │ ├── test_tilelang_language_mask_op.py │ ├── test_tilelang_language_parallel.py │ ├── test_tilelang_language_pipeline.py │ ├── test_tilelang_language_ptr.py │ ├── test_tilelang_language_reduce.py │ ├── test_tilelang_language_reshape.py │ ├── test_tilelang_language_ternary.py │ ├── test_tilelang_language_vectorize.py │ ├── test_tilelang_language_vectorized_cast.py │ └── test_tilelang_language_view.py │ ├── math │ ├── test_math_bitwise_reduce.py │ ├── test_math_fast_math.py │ └── test_math_ieee_math.py │ ├── metal │ └── test_metal_codegen.py │ ├── primitives │ └── test_tilelang_primitives_mma.py │ ├── profiler │ └── test_tilelang_profiler.py │ ├── tilelibrary │ ├── test_tilelang_tilelibrary_gemm.py │ └── test_tilelang_tilelibrary_gemm_sp.py │ ├── transform │ ├── test_tilelang_transform_Inject_software_pipeline.py │ ├── test_tilelang_transform_cluster_planning.py │ ├── test_tilelang_transform_config_index_bitwidth.py │ ├── test_tilelang_transform_inject_fence_proxy.py │ ├── test_tilelang_transform_inject_set_max_nreg.py │ ├── test_tilelang_transform_layout_inference.py │ ├── test_tilelang_transform_legalize_safe_memory_access.py │ ├── test_tilelang_transform_legalize_vectorized_loop.py │ ├── test_tilelang_transform_let_inline.py │ ├── test_tilelang_transform_lower_hopper_intrin.py │ ├── test_tilelang_transform_lower_tile_op.py │ ├── test_tilelang_transform_make_packed_api.py │ ├── test_tilelang_transform_multi_version_buffer.py │ ├── test_tilelang_transform_pipeline_planning.py │ ├── test_tilelang_transform_simplify.py │ ├── test_tilelang_transform_thread_sync.py │ └── test_tilelang_transform_warp_specialized.py │ ├── utils │ └── test_compress_utils.py │ └── webgpu │ └── test_webgpu_codegen.py ├── tilelang ├── __init__.py ├── _ffi_api.py ├── autotuner │ ├── __init__.py │ ├── capture.py │ ├── param.py │ └── tuner.py ├── cache │ ├── __init__.py │ └── kernel_cache.py ├── carver │ ├── README.md │ ├── __init__.py │ ├── analysis.py │ ├── arch │ │ ├── __init__.py │ │ ├── arch_base.py │ │ ├── cdna.py │ │ ├── cpu.py │ │ ├── cuda.py │ │ ├── driver │ │ │ ├── __init__.py │ │ │ └── cuda_driver.py │ │ └── metal.py │ ├── common_schedules.py │ ├── matmul_analysis.py │ ├── roller │ │ ├── __init__.py │ │ ├── bestfit.py │ │ ├── hint.py │ │ ├── node.py │ │ ├── policy │ │ │ ├── __init__.py │ │ │ ├── common.py │ │ │ ├── default.py │ │ │ └── tensorcore.py │ │ ├── rasterization.py │ │ └── shape_inference │ │ │ ├── __init__.py │ │ │ ├── common.py │ │ │ └── tir.py │ ├── template │ │ ├── __init__.py │ │ ├── base.py │ │ ├── conv.py │ │ ├── elementwise.py │ │ ├── flashattention.py │ │ ├── gemv.py │ │ ├── general_reduce.py │ │ └── matmul.py │ └── utils.py ├── common │ ├── __init__.py │ └── transform_kind.py ├── contrib │ ├── __init__.py │ ├── cc.py │ ├── dlpack.py │ ├── hipcc.py │ ├── nvcc.py │ ├── nvrtc.py │ └── rocm.py ├── distributed │ ├── __init__.py │ ├── build_nvshmem.sh │ ├── launch.sh │ ├── pynvshmem │ │ ├── CMakeLists.txt │ │ ├── python │ │ │ ├── _pynvshmem │ │ │ │ └── __init__.pyi │ │ │ └── pynvshmem │ │ │ │ └── __init__.py │ │ ├── setup.py │ │ ├── src │ │ │ └── pynvshmem.cc │ │ └── testing │ │ │ ├── cpp │ │ │ ├── run_nvshmem_example.sh │ │ │ ├── test_nvshmem_example.cu │ │ │ └── test_nvshmem_example.py │ │ │ ├── python │ │ │ ├── test_nvshmem_create_tensor.py │ │ │ └── test_nvshmem_query.py │ │ │ └── test_rs.sh │ ├── testing │ │ └── sync │ │ │ ├── test_barrier_gpu.py │ │ │ └── test_barrierall_sys.py │ └── utils.py ├── engine │ ├── __init__.py │ ├── callback.py │ ├── lower.py │ ├── param.py │ └── phase.py ├── env.py ├── intrinsics │ ├── __init__.py │ ├── mfma_layout.py │ ├── mfma_macro_generator.py │ ├── mma_layout.py │ ├── mma_macro_generator.py │ ├── utils.py │ └── wgmma_macro_generator.py ├── ir.py ├── jit │ ├── __init__.py │ ├── adapter │ │ ├── __init__.py │ │ ├── base.py │ │ ├── ctypes │ │ │ ├── __init__.py │ │ │ └── adapter.py │ │ ├── cython │ │ │ ├── __init__.py │ │ │ ├── adapter.py │ │ │ └── cython_wrapper.pyx │ │ ├── dlpack.py │ │ ├── libgen.py │ │ ├── nvrtc │ │ │ ├── __init__.py │ │ │ └── adapter.py │ │ ├── torch │ │ │ ├── __init__.py │ │ │ └── metal.py │ │ ├── utils.py │ │ └── wrapper.py │ ├── env.py │ ├── kernel.py │ └── param.py ├── language │ ├── __init__.py │ ├── allocate.py │ ├── annotations.py │ ├── ast │ │ ├── __init__.py │ │ ├── _ffi_api.py │ │ └── ir.py │ ├── atomic.py │ ├── builtin.py │ ├── copy.py │ ├── customize.py │ ├── distributed │ │ ├── __init__.py │ │ ├── common.py │ │ └── multi_device │ │ │ ├── __init__.py │ │ │ ├── cpengine.py │ │ │ └── nvshmem.py │ ├── experimental │ │ ├── __init__.py │ │ └── gemm_sp.py │ ├── fastmath.py │ ├── fill.py │ ├── frame.py │ ├── gemm.py │ ├── kernel.py │ ├── logical.py │ ├── math_intrinsics.py │ ├── overrides │ │ ├── __init__.py │ │ └── parser.py │ ├── parallel.py │ ├── parser │ │ ├── __init__.py │ │ ├── entry.py │ │ ├── operation.py │ │ └── parser.py │ ├── persistent.py │ ├── pipeline.py │ ├── print.py │ ├── proxy.py │ ├── reduce.py │ ├── symbolics.py │ ├── tir │ │ ├── __init__.py │ │ ├── entry.py │ │ ├── ir.py │ │ └── op.py │ ├── utils.py │ └── warpgroup.py ├── layout │ ├── __init__.py │ ├── fragment.py │ ├── gemm_sp.py │ ├── layout.py │ └── swizzle.py ├── libinfo.py ├── math │ └── __init__.py ├── primitives │ ├── __init__.py │ └── gemm │ │ ├── __init__.py │ │ ├── base.py │ │ └── gemm_mma.py ├── profiler │ ├── __init__.py │ └── bench.py ├── quantize │ ├── __init__.py │ ├── lop3.py │ ├── mxfp.py │ ├── quantization.py │ └── utils.py ├── testing │ └── __init__.py ├── tileop │ ├── __init__.py │ └── gemm │ │ ├── __init__.py │ │ ├── gemm_base.py │ │ ├── gemm_mma.py │ │ └── gemm_wgmma.py ├── tools │ ├── Analyzer.py │ ├── __init__.py │ └── plot_layout.py ├── transform │ ├── __init__.py │ ├── _ffi_api.py │ ├── add_bufstore_wrapper.py │ ├── pass_config.py │ └── simplify.py └── utils │ ├── __init__.py │ ├── allocator.py │ ├── deprecated.py │ ├── device.py │ ├── language.py │ ├── sparse.py │ ├── target.py │ ├── tensor.py │ └── ts_ext │ ├── __init__.py │ ├── ipc_ops.cpp │ ├── pyproject.toml │ ├── setup.py │ ├── tensor_from_ptr.cpp │ ├── 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