├── .gitignore ├── .gitmodules ├── Doxyfile ├── LICENSE ├── README.md ├── analysis ├── README.md ├── attn │ ├── bkwd │ │ ├── README.md │ │ ├── benchmark │ │ │ ├── Makefile │ │ │ ├── attn_bkwd_causal_HBN.cpp │ │ │ ├── attn_bkwd_causal_HNB.cpp │ │ │ ├── attn_bkwd_non_causal_4_warps.cpp │ │ │ ├── attn_bkwd_non_causal_8_warps.cpp │ │ │ ├── attn_bkwd_non_causal_HBN.cpp │ │ │ ├── attn_bkwd_non_causal_HNB.cpp │ │ │ ├── attn_bkwd_prep.cpp │ │ │ ├── attn_fwd_causal.cpp │ │ │ ├── attn_fwd_non_causal.cpp │ │ │ ├── mi355x_benchmark.sh │ │ │ ├── mi355x_benchmark_4warps.sh │ │ │ ├── mi355x_benchmark_8warps.sh │ │ │ ├── mi355x_gqa_bkwd_causal.json │ │ │ ├── mi355x_gqa_bkwd_non_causal.json │ │ │ ├── mi355x_gqa_bkwd_non_causal_4warps.json │ │ │ ├── mi355x_gqa_bkwd_non_causal_8warps.json │ │ │ ├── mi355x_mha_bkwd_causal.json │ │ │ ├── mi355x_mha_bkwd_non_causal.json │ │ │ ├── mi355x_mha_bkwd_non_causal_4warps.json │ │ │ ├── mi355x_mha_bkwd_non_causal_8warps.json │ │ │ ├── test_python.py │ │ │ └── utils.cpp │ │ ├── mi355x_gqa_causal_bkwd_plot.png │ │ ├── mi355x_gqa_non_causal_bkwd_plot.png │ │ ├── mi355x_mha_causal_bkwd_plot.png │ │ ├── mi355x_mha_non_causal_bkwd_plot.png │ │ └── plot.py │ └── fwd │ │ ├── README.md │ │ ├── benchmark │ │ ├── Makefile │ │ ├── attn_fwd_causal.cpp │ │ ├── attn_fwd_causal_d64.cpp │ │ ├── attn_fwd_non_causal.cpp │ │ ├── attn_fwd_non_causal_d64.cpp │ │ ├── mi355x_benchmark.sh │ │ ├── mi355x_d64_benchmark.sh │ │ ├── mi355x_d64_gqa_causal_fwd.json │ │ ├── mi355x_d64_gqa_non_causal_fwd.json │ │ ├── mi355x_d64_mha_causal_fwd.json │ │ ├── mi355x_d64_mha_non_causal_fwd.json │ │ ├── mi355x_gqa_causal_fwd.json │ │ ├── mi355x_gqa_non_causal_fwd.json │ │ ├── mi355x_mha_causal_fwd.json │ │ ├── mi355x_mha_non_causal_fwd.json │ │ └── test_python.py │ │ ├── mi355x_d64_gqa_causal_fwd_attn_d64_plot.png │ │ ├── mi355x_d64_gqa_non_causal_fwd_attn_d64_plot.png │ │ ├── mi355x_d64_mha_causal_fwd_attn_d64_plot.png │ │ ├── mi355x_d64_mha_non_causal_fwd_attn_d64_plot.png │ │ ├── mi355x_gqa_causal_fwd_attn_plot.png │ │ ├── mi355x_gqa_non_causal_fwd_attn_plot.png │ │ ├── mi355x_mha_causal_fwd_attn_plot.png │ │ ├── mi355x_mha_non_causal_fwd_attn_plot.png │ │ ├── plot.py │ │ └── plot_d64.py ├── baselines │ ├── README.md │ ├── attn │ │ ├── attn_bwd_baselines.py │ │ ├── attn_fwd_baselines.py │ │ ├── triton_baseline_v01.py │ │ └── triton_baseline_v02.py │ └── gemm │ │ ├── persistent_gemm.py │ │ ├── streamk_kernel.py │ │ ├── triton_gemm_v01.py │ │ ├── triton_gemm_v02.py │ │ ├── triton_gemm_v03.py │ │ └── utils │ │ ├── gemm_wrapper.py │ │ ├── solution_selection.py │ │ ├── tuned.yaml │ │ └── utils.py ├── bf16_gemm │ ├── README.md │ ├── mi325x │ │ ├── Makefile │ │ ├── benchmark.sh │ │ ├── data_to_log.json │ │ ├── kernel_1024.cpp │ │ ├── kernel_16384.cpp │ │ ├── kernel_2048.cpp │ │ ├── kernel_4096.cpp │ │ ├── kernel_8192.cpp │ │ ├── mi325x_bf16_gemm.json │ │ ├── mi325x_bf16_gemm_plot.png │ │ ├── plot.py │ │ ├── test_python.py │ │ └── utils.cpp │ ├── mi350x │ │ ├── Makefile │ │ ├── None │ │ ├── analyze_prof.py │ │ ├── kernel_1024.cpp │ │ ├── kernel_16384.cpp │ │ ├── kernel_2048.cpp │ │ ├── kernel_4096.cpp │ │ ├── kernel_8192.cpp │ │ ├── mi355x_benchmark.sh │ │ ├── mi355x_bf16_gemm.json │ │ ├── profile.sh │ │ └── test_python.py │ ├── mi355x_bf16_gemm_plot.png │ └── plot.py ├── blackwell │ ├── README.md │ ├── bf16 │ │ ├── Makefile │ │ ├── matmul.d │ │ ├── matmul_cublas.cu │ │ └── test_gemm.py │ ├── bf16_plot_gemm.py │ ├── fp8 │ │ ├── Makefile │ │ └── matmul_cubals_fp8.cu │ └── fp8_plot_gemm.py ├── fp6_gemm │ ├── mi355x_fp6_gemm.json │ ├── mi355x_fp6_gemm_plot.png │ ├── numberswithhipblaslt.json │ └── plot.py ├── fp8_gemm │ ├── mi350x │ │ ├── FP8GemmPerfComparisonmi350x.csv │ │ └── mi355x_fp8_gemm.json │ ├── mi355x_fp8_gemm_plot.png │ └── plot.py ├── layernorm │ ├── mi350x │ │ ├── Makefile │ │ ├── README.md │ │ ├── kernel_1024.cpp │ │ ├── kernel_16384.cpp │ │ ├── kernel_2048.cpp │ │ ├── kernel_4096.cpp │ │ ├── kernel_8192.cpp │ │ ├── mi355x_benchmark.sh │ │ ├── mi355x_layernorm.json │ │ └── test_python.py │ ├── mi355x_norm_plot.png │ └── plot.py ├── paper_experiments │ ├── grid_micro │ │ ├── Makefile │ │ ├── benchmark.sh │ │ ├── data_to_log.json │ │ ├── kernel_8192_w0.cpp │ │ ├── kernel_8192_w2.cpp │ │ ├── kernel_8192_w32.cpp │ │ ├── kernel_8192_w4.cpp │ │ ├── kernel_8192_w8.cpp │ │ ├── plot.py │ │ └── test_python.py │ ├── phases │ │ ├── ds_read_b128 │ │ │ ├── Makefile │ │ │ ├── README.md │ │ │ ├── bank_results.txt │ │ │ ├── bank_solver.py │ │ │ ├── kernel.cpp │ │ │ ├── out │ │ │ │ ├── README.md │ │ │ │ ├── analyze_conflicts.py │ │ │ │ ├── bank_test_agent_info.csv │ │ │ │ ├── bank_test_counter_collection.csv │ │ │ │ ├── phase_test_agent_info.csv │ │ │ │ └── phase_test_counter_collection.csv │ │ │ ├── phase_results.txt │ │ │ ├── phase_solver.py │ │ │ ├── quick_test.py │ │ │ └── test_single.py │ │ ├── ds_read_b64 │ │ │ ├── Makefile │ │ │ ├── README.md │ │ │ ├── bank_results.txt │ │ │ ├── bank_solver.py │ │ │ ├── kernel.cpp │ │ │ ├── out │ │ │ │ ├── README.md │ │ │ │ ├── analyze_conflicts.py │ │ │ │ ├── bank_test_agent_info.csv │ │ │ │ ├── bank_test_counter_collection.csv │ │ │ │ ├── lds_conflict_agent_info.csv │ │ │ │ ├── lds_conflict_counter_collection.csv │ │ │ │ ├── phase_test_agent_info.csv │ │ │ │ └── phase_test_counter_collection.csv │ │ │ ├── phase_results.txt │ │ │ ├── phase_solver.py │ │ │ ├── quick_test.py │ │ │ └── test_single.py │ │ ├── ds_read_b96 │ │ │ ├── Makefile │ │ │ ├── _temp_bank_test.py │ │ │ ├── bank_results.txt │ │ │ ├── bank_solver.py │ │ │ ├── kernel.cpp │ │ │ ├── out │ │ │ │ ├── README.md │ │ │ │ ├── analyze_conflicts.py │ │ │ │ ├── analyze_hitrate.py │ │ │ │ ├── bank_test_agent_info.csv │ │ │ │ ├── bank_test_counter_collection.csv │ │ │ │ ├── lds_conflict_agent_info.csv │ │ │ │ ├── lds_conflict_counter_collection.csv │ │ │ │ ├── phase_test_agent_info.csv │ │ │ │ └── phase_test_counter_collection.csv │ │ │ ├── phase_results.txt │ │ │ ├── phase_solver.py │ │ │ ├── quick_test.py │ │ │ ├── test_python.py │ │ │ └── test_single.py │ │ └── ds_write_b64 │ │ │ ├── Makefile │ │ │ ├── _temp_test.py │ │ │ ├── bank_results.txt │ │ │ ├── bank_solver.py │ │ │ ├── kernel.cpp │ │ │ ├── out │ │ │ ├── README.md │ │ │ ├── analyze_conflicts.py │ │ │ ├── analyze_hitrate.py │ │ │ ├── bank_test_agent_info.csv │ │ │ ├── bank_test_counter_collection.csv │ │ │ ├── hit_rate_agent_info.csv │ │ │ ├── hit_rate_counter_collection.csv │ │ │ ├── lds_conflict_agent_info.csv │ │ │ ├── lds_conflict_counter_collection.csv │ │ │ ├── phase_test_agent_info.csv │ │ │ └── phase_test_counter_collection.csv │ │ │ ├── phase_results.txt │ │ │ ├── phase_solver.py │ │ │ ├── quick_test.py │ │ │ ├── test_python.py │ │ │ └── test_single.py │ ├── pingpong_micro │ │ ├── plot.py │ │ └── pp_micro.png │ ├── producer_consumer_micro │ │ ├── pc_micro.png │ │ └── plot.py │ └── swizzle_plot_scripts │ │ ├── swizzle_diagram.py │ │ ├── table_values_16x32.py │ │ ├── table_values_64x16.py │ │ ├── values_16x32.csv │ │ └── values_16x32_alt.csv └── rotary │ ├── mi350x │ ├── Makefile │ ├── kernel_1024.cpp │ ├── kernel_16384.cpp │ ├── kernel_2048.cpp │ ├── kernel_4096.cpp │ ├── kernel_8192.cpp │ ├── mi355x_benchmark.sh │ ├── mi355x_rotary.json │ └── test_python.py │ ├── mi355x_rotary_plot.png │ └── plot.py ├── assets └── hipkittens.png ├── docs ├── README.md ├── docker │ ├── launch_docker_mi300x.md │ ├── launch_docker_mi350x.md │ └── setup_mojo.md └── profiling │ ├── README.md │ ├── analyze_pmc_counter_output.py │ ├── assets │ ├── download.png │ ├── final.png │ └── rocprof.png │ ├── extract_asm_from_rocprof_json.py │ └── profile_pmc_counters.sh ├── env.src ├── include ├── common │ ├── base_ops.cuh │ ├── base_types.cuh │ ├── common.cuh │ ├── debug.cuh │ ├── macros.cuh │ └── util.cuh ├── kittens.cuh ├── ops │ ├── group │ │ ├── group.cuh │ │ └── memory │ │ │ ├── memory.cuh │ │ │ ├── tile │ │ │ ├── global_to_shared.cuh │ │ │ └── tile.cuh │ │ │ └── vec │ │ │ ├── global_to_shared.cuh │ │ │ └── vec.cuh │ ├── ops.cuh │ └── warp │ │ ├── memory │ │ ├── memory.cuh │ │ ├── tile │ │ │ ├── assembly │ │ │ │ ├── global_to_register.cuh │ │ │ │ ├── shared_to_register.cuh │ │ │ │ └── tile.cuh │ │ │ ├── global_to_register.cuh │ │ │ ├── global_to_shared.cuh │ │ │ ├── shared_to_register.cuh │ │ │ └── tile.cuh │ │ ├── util │ │ │ └── util.cuh │ │ └── vec │ │ │ ├── assembly │ │ │ ├── shared_to_register.cuh │ │ │ └── vec.cuh │ │ │ ├── global_to_register.cuh │ │ │ ├── global_to_shared.cuh │ │ │ ├── shared_to_register.cuh │ │ │ └── vec.cuh │ │ ├── register │ │ ├── register.cuh │ │ ├── tile │ │ │ ├── assembly │ │ │ │ ├── conversions.cuh │ │ │ │ ├── maps.cuh │ │ │ │ ├── mma.cuh │ │ │ │ └── tile.cuh │ │ │ ├── conversions.cuh │ │ │ ├── maps.cuh │ │ │ ├── mma.cuh │ │ │ ├── reductions.cuh │ │ │ └── tile.cuh │ │ └── vec │ │ │ ├── assembly │ │ │ ├── maps.cuh │ │ │ └── vec.cuh │ │ │ ├── conversions.cuh │ │ │ ├── maps.cuh │ │ │ ├── reductions.cuh │ │ │ └── vec.cuh │ │ ├── shared │ │ ├── shared.cuh │ │ ├── tile │ │ │ ├── conversions.cuh │ │ │ └── tile.cuh │ │ └── vec │ │ │ ├── conversions.cuh │ │ │ └── vec.cuh │ │ └── warp.cuh ├── pyutils │ ├── pyutils.cuh │ ├── torch_helpers.cuh │ └── util.cuh └── types │ ├── global │ ├── gl.cuh │ ├── global.cuh │ └── util.cuh │ ├── register │ ├── art.cuh │ ├── art_base.cuh │ ├── register.cuh │ ├── rt.cuh │ ├── rt_base.cuh │ ├── rt_layout.cuh │ ├── rt_shape.cuh │ ├── rv.cuh │ └── rv_layout.cuh │ ├── shared │ ├── shared.cuh │ ├── st.cuh │ ├── st_shape.cuh │ └── sv.cuh │ └── types.cuh ├── kernels ├── attn │ ├── gqa │ │ ├── Makefile │ │ ├── README.md │ │ ├── kernel.cpp │ │ ├── kernel_d64.cpp │ │ └── test_python.py │ ├── gqa_backwards │ │ ├── Makefile │ │ ├── README.md │ │ ├── archive │ │ │ ├── GQA_bkwd_4warps.cpp │ │ │ ├── GQA_bkwd_8warps.cpp │ │ │ ├── GQA_bkwd_asm.cpp │ │ │ ├── GQA_bkwd_prep.cpp │ │ │ ├── GQA_fwd.cpp │ │ │ ├── Makefile │ │ │ ├── test_python.py │ │ │ └── utils.cpp │ │ ├── attn_bkwd_non_causal.cpp │ │ ├── attn_bkwd_prep.cpp │ │ ├── attn_fwd_non_causal.cpp │ │ ├── test_python.py │ │ └── utils.cpp │ ├── gqa_causal │ │ ├── Makefile │ │ ├── kernel.cpp │ │ ├── kernel_d64.cpp │ │ └── test_python.py │ └── gqa_causal_backwards │ │ ├── Makefile │ │ ├── README.md │ │ ├── attn_bkwd_causal.cpp │ │ ├── attn_bkwd_prep.cpp │ │ ├── attn_fwd_causal.cpp │ │ ├── test_python.py │ │ └── utils.cpp ├── gemm │ ├── README.md │ ├── bf16fp32 │ │ ├── mi325x │ │ │ ├── 256_256_64_16.cpp │ │ │ ├── Makefile │ │ │ ├── README.md │ │ │ └── test_python.py │ │ └── mi350x │ │ │ ├── 256_256_64_32_with16x32.cpp │ │ │ ├── 256_256_64_32_with32x16.cpp │ │ │ ├── Makefile │ │ │ ├── README.md │ │ │ ├── archive │ │ │ ├── 256_256_64_16 │ │ │ │ ├── 256_256_64_16.cpp │ │ │ │ ├── Makefile │ │ │ │ └── test_python.py │ │ │ ├── 256_256_64_32 │ │ │ │ ├── 256_256_64_32.cpp │ │ │ │ ├── Makefile │ │ │ │ ├── README.md │ │ │ │ └── test_python.py │ │ │ ├── micros │ │ │ │ ├── 256_64 │ │ │ │ │ ├── Makefile │ │ │ │ │ ├── README.md │ │ │ │ │ ├── kernel.cpp │ │ │ │ │ ├── out │ │ │ │ │ │ ├── analyze_conflicts.py │ │ │ │ │ │ ├── lds_conflict_agent_info.csv │ │ │ │ │ │ └── lds_conflict_counter_collection.csv │ │ │ │ │ └── test_python.py │ │ │ │ ├── 32_16 │ │ │ │ │ ├── Makefile │ │ │ │ │ ├── README.md │ │ │ │ │ ├── kernel.cpp │ │ │ │ │ ├── out │ │ │ │ │ │ ├── analyze_conflicts.py │ │ │ │ │ │ ├── lds_conflict_agent_info.csv │ │ │ │ │ │ └── lds_conflict_counter_collection.csv │ │ │ │ │ └── test_python.py │ │ │ │ ├── 64_16 │ │ │ │ │ ├── Makefile │ │ │ │ │ ├── README.md │ │ │ │ │ ├── kernel.cpp │ │ │ │ │ ├── out │ │ │ │ │ │ └── analyze_conflicts.py │ │ │ │ │ └── test_python.py │ │ │ │ ├── test_accum_layout │ │ │ │ │ ├── Makefile │ │ │ │ │ ├── README.md │ │ │ │ │ ├── kernel.cpp │ │ │ │ │ ├── out │ │ │ │ │ │ └── analyze_conflicts.py │ │ │ │ │ └── test_python.py │ │ │ │ ├── test_load_to_lds │ │ │ │ │ ├── Makefile │ │ │ │ │ ├── README.md │ │ │ │ │ ├── kernel.cpp │ │ │ │ │ ├── out │ │ │ │ │ │ └── analyze_conflicts.py │ │ │ │ │ └── test_python.py │ │ │ │ └── transpose_matmul │ │ │ │ │ ├── 256_256_64_16.cpp │ │ │ │ │ ├── Makefile │ │ │ │ │ └── test_python.py │ │ │ └── utils.cpp │ │ │ ├── micros │ │ │ ├── 192x256 │ │ │ │ ├── Makefile │ │ │ │ ├── kernel.cpp │ │ │ │ ├── kernelv2.cpp │ │ │ │ └── test_python.py │ │ │ ├── hint_based │ │ │ │ ├── Makefile │ │ │ │ ├── kernel-hip-amdgcn-amd-amdhsa-gfx950.hipi │ │ │ │ ├── kernel.cpp │ │ │ │ ├── schedule_utils.cpp │ │ │ │ └── test_python.py │ │ │ └── producer_consumer │ │ │ │ ├── 16x32 │ │ │ │ ├── Makefile │ │ │ │ ├── README.md │ │ │ │ ├── archive │ │ │ │ │ ├── micro_03_3stage_8c4p_async.cpp │ │ │ │ │ ├── micro_06_async.cpp │ │ │ │ │ └── micro_07_async.cpp │ │ │ │ ├── micro_02_2stage_8c4p.cpp │ │ │ │ ├── micro_03_3stage_8c4p.cpp │ │ │ │ ├── micro_04_2stage_12c4p.cpp │ │ │ │ ├── micro_05_async.cpp │ │ │ │ └── test_gemm.py │ │ │ │ └── 32x16 │ │ │ │ ├── Makefile │ │ │ │ ├── README.md │ │ │ │ ├── archive │ │ │ │ ├── micro_05_2stage_16c2p.cpp │ │ │ │ ├── micro_06_2stage_8c4p_64x96.cpp │ │ │ │ ├── micro_06_2stage_8c4p_96x64.cpp │ │ │ │ ├── micro_07_2stage_8c4p_nblock8.cpp │ │ │ │ ├── micro_08_2stage_4c4p.cpp │ │ │ │ ├── micro_08_4stage_4c4p.cpp │ │ │ │ └── micro_08_async.cpp │ │ │ │ ├── micro_02_2stage_8c4p.cpp │ │ │ │ ├── micro_03_3stage_8c4p.cpp │ │ │ │ ├── micro_04_2stage_12c4p.cpp │ │ │ │ ├── micro_09_async.cpp │ │ │ │ ├── test_gemm.py │ │ │ │ └── timing │ │ │ │ └── micro_01_syncthreads.cpp │ │ │ └── test_python.py │ └── fp8fp32 │ │ ├── FP8_4wave │ │ ├── 4_wave.cu │ │ ├── Makefile │ │ └── utils.cpp │ │ ├── FP8_8wave │ │ ├── 8_wave.cu │ │ ├── Makefile │ │ └── utils.cpp │ │ ├── README.md │ │ └── profile_utils.cpp ├── layernorm │ ├── Makefile │ ├── kernel.cpp │ └── test_python.py └── rotary │ ├── Makefile │ ├── kernel.cpp │ └── test_python.py ├── tests └── unit │ ├── Makefile │ ├── README.md │ ├── group │ ├── group.cu │ ├── group.cuh │ └── memory │ │ ├── memory.cu │ │ ├── memory.cuh │ │ ├── tile │ │ ├── global_to_shared.cu │ │ ├── global_to_shared.cuh │ │ ├── tile.cu │ │ └── tile.cuh │ │ └── vec │ │ ├── global_to_shared.cu │ │ ├── global_to_shared.cuh │ │ ├── vec.cu │ │ └── vec.cuh │ ├── testing_commons │ ├── testing_commons.cuh │ ├── testing_flags.cuh │ ├── testing_utils.cu │ └── testing_utils.cuh │ ├── unit_tests.cu │ └── warp │ ├── memory │ ├── memory.cu │ ├── memory.cuh │ ├── tile │ │ ├── global_to_register.cu │ │ ├── global_to_register.cuh │ │ ├── global_to_shared.cu │ │ ├── global_to_shared.cuh │ │ ├── shared_to_register.cu │ │ ├── shared_to_register.cuh │ │ ├── tile.cu │ │ └── tile.cuh │ └── vec │ │ ├── global_to_register.cu │ │ ├── global_to_register.cuh │ │ ├── global_to_shared.cu │ │ ├── global_to_shared.cuh │ │ ├── shared_to_register.cu │ │ ├── shared_to_register.cuh │ │ ├── vec.cu │ │ └── vec.cuh │ ├── register │ ├── register.cu │ ├── register.cuh │ ├── tile │ │ ├── conversions.cu │ │ ├── conversions.cuh │ │ ├── maps.cu │ │ ├── maps.cuh │ │ ├── mma.cu │ │ ├── mma.cuh │ │ ├── reductions.cu │ │ ├── reductions.cuh │ │ ├── tile.cu │ │ └── tile.cuh │ └── vec │ │ ├── conversions.cu │ │ ├── conversions.cuh │ │ ├── maps.cu │ │ ├── maps.cuh │ │ ├── reductions.cu │ │ ├── reductions.cuh │ │ ├── vec.cu │ │ └── vec.cuh │ ├── shared │ ├── shared.cu │ ├── shared.cuh │ ├── tile │ │ ├── conversions.cu │ │ ├── conversions.cuh │ │ ├── tile.cu │ │ └── tile.cuh │ └── vec │ │ ├── conversions.cu │ │ ├── conversions.cuh │ │ ├── vec.cu │ │ └── vec.cuh │ ├── warp.cu │ └── warp.cuh └── training ├── bert ├── README.md ├── models │ ├── aiter.py │ ├── base.py │ └── hipkittens.py └── tasks.py └── llama ├── README.md ├── csrc ├── Makefile ├── attn_bkwd_causal_HBN.cpp ├── attn_bkwd_causal_HNB.cpp ├── attn_bkwd_prep.cpp ├── attn_fwd_causal.cpp ├── setup_kernels.sh ├── test.py └── utils.cpp ├── llama ├── __init__.py ├── models │ ├── __init__.py │ ├── attentions │ │ ├── __init__.py │ │ ├── aiter.py │ │ ├── base.py │ │ └── hipkittens.py │ ├── block.py │ ├── embedding.py │ ├── gpt.py │ ├── mha.py │ ├── mlp.py │ ├── rotary.py │ ├── seq_common.py │ └── utils │ │ └── hf.py └── ops │ ├── __init__.py │ └── triton │ ├── __init__.py │ ├── cross_entropy.py │ ├── layer_norm.py │ └── rotary.py ├── setup.py └── train ├── callbacks ├── __init__.py ├── flop_count.py ├── loss_scale_monitor.py ├── model_checkpoint.py ├── norm_monitor.py ├── params_log.py ├── speed_monitor.py └── wandb_callbacks.py ├── configs ├── callbacks │ ├── causality-monitor.yaml │ ├── default.yaml │ ├── flop-count.yaml │ ├── gpu-monitor.yaml │ ├── model-summary.yaml │ ├── none.yaml │ ├── norm-monitor.yaml │ ├── params-log.yaml │ └── wandb.yaml ├── config.yaml ├── datamodule │ ├── openwebtext.yaml │ ├── slim6B.yaml │ ├── thepile.yaml │ └── wikitext103.yaml ├── experiment │ ├── example │ │ ├── llama-1b-aiter.yaml │ │ ├── llama-1b-hk.yaml │ │ └── llama-1b.yaml │ └── pile │ │ ├── base.yaml │ │ ├── gpt3m-flash-rotary.yaml │ │ ├── gpt3m-flash.yaml │ │ ├── gpt3s-flash-rotary.yaml │ │ └── gpt3s-flash.yaml ├── loader │ └── default.yaml ├── logger │ └── wandb.yaml ├── metrics │ ├── num-tokens.yaml │ └── perplexity.yaml ├── mode │ └── default.yaml ├── model │ ├── gpt2-hf.yaml │ ├── gpt2.yaml │ └── gpt2model │ │ ├── gpt2-large.yaml │ │ ├── gpt2-medium.yaml │ │ ├── gpt2-small.yaml │ │ └── gpt2-xlarge.yaml ├── optimizer │ ├── adamw-apex.yaml │ └── adamw.yaml ├── scheduler │ ├── cosine-warmup-timm.yaml │ ├── cosine-warmup.yaml │ ├── linear-warmup.yaml │ ├── multi-step.yaml │ ├── plateau.yaml │ └── step.yaml ├── task │ └── sequence-model.yaml └── trainer │ ├── all_params.yaml │ └── default.yaml ├── datamodules ├── __init__.py ├── base.py ├── datasets │ ├── detokenizer.py │ ├── indexed_dataset.py │ └── lm_dataset.py ├── fault_tolerant_sampler.py ├── language_modeling_hf.py └── timm_mixup.py ├── eval.py ├── losses └── cross_entropy.py ├── metrics ├── num_tokens.py └── perplexity.py ├── optim ├── param_grouping.py └── timm_lr_scheduler.py ├── run.py ├── tasks └── seq.py ├── training.py └── utils ├── checkpoint.py └── utils.py /.gitignore: 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