├── .gitignore ├── .gitmodules ├── README.md ├── e2e ├── README.md ├── punica-atom │ ├── .clang-format │ ├── README.md │ ├── benchmarks │ │ ├── __init__.py │ │ ├── bench_lora.py │ │ ├── bench_ops.py │ │ ├── bench_textgen.py │ │ ├── bench_textgen_all.py │ │ ├── benchmark_utils.py │ │ ├── fastertransformer │ │ │ ├── .clang-format │ │ │ ├── CMakeLists.txt │ │ │ ├── __init__.py │ │ │ ├── build_ext.py │ │ │ ├── ft_llama.cc │ │ │ ├── ft_llama.h │ │ │ └── ft_pybind11.cc │ │ └── runft.py │ ├── punica │ │ ├── __init__.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── llama.py │ │ │ └── llama_lora.py │ │ ├── ops │ │ │ ├── __init__.py │ │ │ ├── _kernels.cpython-310-x86_64-linux-gnu.so │ │ │ ├── _kernels.cpython-311-x86_64-linux-gnu.so │ │ │ └── csrc │ │ │ │ ├── Activate │ │ │ │ ├── Activate.cu │ │ │ │ ├── Activate.h │ │ │ │ ├── Makefile │ │ │ │ └── test_activate.cu │ │ │ │ ├── GEMM │ │ │ │ ├── DenseLayerGEMM_i4.cu │ │ │ │ ├── DenseLayerGEMM_i4.h │ │ │ │ ├── DenseLayerGEMM_i4_o4.cu │ │ │ │ ├── DenseLayerGEMM_i4_o4.h │ │ │ │ └── Makefile │ │ │ │ ├── Norm │ │ │ │ ├── Makefile │ │ │ │ ├── RMSNorm.cu │ │ │ │ ├── RMSNorm.h │ │ │ │ └── test_RMSNorm.cu │ │ │ │ ├── Reorder │ │ │ │ ├── Makefile │ │ │ │ ├── Reorder.cu │ │ │ │ ├── Reorder.h │ │ │ │ └── test_Reorder.cu │ │ │ │ ├── flashinfer │ │ │ │ ├── cp_async.cuh │ │ │ │ ├── decode.cuh │ │ │ │ ├── layout.cuh │ │ │ │ ├── math.cuh │ │ │ │ ├── mma.cuh │ │ │ │ ├── page.cuh │ │ │ │ ├── permuted_smem.cuh │ │ │ │ ├── prefill.cuh │ │ │ │ ├── quantization.cuh │ │ │ │ ├── rope.cuh │ │ │ │ ├── state.cuh │ │ │ │ ├── utils.cuh │ │ │ │ └── vec_dtypes.cuh │ │ │ │ ├── flashinfer_adapter │ │ │ │ ├── flashinfer_all.cu │ │ │ │ ├── flashinfer_config.h │ │ │ │ └── flashinfer_impl.cuh │ │ │ │ └── punica_ops.cc │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── cat_tensor.py │ │ │ ├── kvcache.py │ │ │ └── lora.py │ ├── pyproject.toml │ ├── requirements.txt │ ├── setup.py │ └── tests │ │ ├── test_batch_decode_int4.py │ │ ├── test_bgmv.py │ │ ├── test_int4.py │ │ └── test_rms_norm.py ├── punica-awq │ ├── README.md │ ├── benchmarks │ │ ├── __init__.py │ │ ├── bench_lora.py │ │ ├── bench_ops.py │ │ ├── bench_textgen.py │ │ ├── bench_textgen_all.py │ │ ├── benchmark_utils.py │ │ ├── fastertransformer │ │ │ ├── .clang-format │ │ │ ├── CMakeLists.txt │ │ │ ├── __init__.py │ │ │ ├── build_ext.py │ │ │ ├── ft_llama.cc │ │ │ ├── ft_llama.h │ │ │ └── ft_pybind11.cc │ │ ├── nvbench │ │ │ ├── CMakeLists.txt │ │ │ └── sgmv.cu │ │ └── runft.py │ ├── punica │ │ ├── __init__.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── llama.py │ │ │ └── llama_lora.py │ │ ├── ops │ │ │ ├── __init__.py │ │ │ ├── _kernels.cpython-310-x86_64-linux-gnu.so │ │ │ └── csrc │ │ │ │ ├── bgmv │ │ │ │ ├── bgmv_all.cu │ │ │ │ ├── bgmv_config.h │ │ │ │ └── bgmv_impl.cuh │ │ │ │ ├── flashinfer │ │ │ │ ├── .clang-format │ │ │ │ ├── decode.cuh │ │ │ │ ├── layout.cuh │ │ │ │ ├── page.cuh │ │ │ │ ├── rope.cuh │ │ │ │ ├── state.cuh │ │ │ │ ├── utils.cuh │ │ │ │ └── vec_dtypes.cuh │ │ │ │ ├── flashinfer_adapter │ │ │ │ ├── flashinfer_all.cu │ │ │ │ ├── flashinfer_config.h │ │ │ │ └── flashinfer_impl.cuh │ │ │ │ ├── gemm │ │ │ │ ├── gemm_cuda.h │ │ │ │ ├── gemm_cuda_gen.cu │ │ │ │ ├── gemv_cuda.cu │ │ │ │ └── gemv_cuda.h │ │ │ │ ├── gen │ │ │ │ ├── punica_ops.cc.inc │ │ │ │ ├── rotary_mha_decode_128_float16.cu │ │ │ │ ├── rotary_mha_decode_64_float16.cu │ │ │ │ ├── rotary_mha_decode_80_float16.cu │ │ │ │ ├── rotary_mha_decode_96_float16.cu │ │ │ │ ├── rotary_mha_decode_kvconst_12_64_12_2048_float16.cu │ │ │ │ ├── rotary_mha_decode_kvconst_16_64_24_2048_float16.cu │ │ │ │ ├── rotary_mha_decode_kvconst_32_128_32_2048_float16.cu │ │ │ │ ├── rotary_mha_decode_kvconst_32_64_24_2048_float16.cu │ │ │ │ ├── rotary_mha_decode_kvconst_32_80_32_2048_float16.cu │ │ │ │ ├── rotary_mha_decode_kvconst_40_128_40_2048_float16.cu │ │ │ │ ├── rotary_mha_decode_kvconst_56_128_48_2048_float16.cu │ │ │ │ ├── rotary_mha_decode_kvconst_72_128_64_2048_float16.cu │ │ │ │ └── rotary_mha_decode_kvconst_96_128_96_2048_float16.cu │ │ │ │ ├── punica_ops.cc │ │ │ │ ├── rms_norm │ │ │ │ ├── rms_norm.h │ │ │ │ └── rms_norm_cutlass.cu │ │ │ │ └── sgmv │ │ │ │ └── sgmv.cuh │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── cat_tensor.py │ │ │ ├── kvcache.py │ │ │ └── lora.py │ ├── pyproject.toml │ ├── requirements.txt │ └── setup.py ├── punica-fp16 │ ├── README.md │ ├── benchmarks │ │ ├── __init__.py │ │ ├── bench_lora.py │ │ ├── bench_ops.py │ │ ├── bench_textgen.py │ │ ├── bench_textgen_all.py │ │ ├── benchmark_utils.py │ │ ├── fastertransformer │ │ │ ├── .clang-format │ │ │ ├── CMakeLists.txt │ │ │ ├── __init__.py │ │ │ ├── build_ext.py │ │ │ ├── ft_llama.cc │ │ │ ├── ft_llama.h │ │ │ └── ft_pybind11.cc │ │ ├── nvbench │ │ │ ├── CMakeLists.txt │ │ │ └── sgmv.cu │ │ └── runft.py │ ├── punica │ │ ├── __init__.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── llama.py │ │ │ └── llama_lora.py │ │ ├── ops │ │ │ ├── __init__.py │ │ │ └── csrc │ │ │ │ ├── bgmv │ │ │ │ ├── bgmv_all.cu │ │ │ │ ├── bgmv_config.h │ │ │ │ └── bgmv_impl.cuh │ │ │ │ ├── flashinfer │ │ │ │ ├── .clang-format │ │ │ │ ├── decode.cuh │ │ │ │ ├── layout.cuh │ │ │ │ ├── page.cuh │ │ │ │ ├── rope.cuh │ │ │ │ ├── state.cuh │ │ │ │ ├── utils.cuh │ │ │ │ └── vec_dtypes.cuh │ │ │ │ ├── flashinfer_adapter │ │ │ │ ├── flashinfer_all.cu │ │ │ │ ├── flashinfer_config.h │ │ │ │ └── flashinfer_impl.cuh │ │ │ │ ├── gen │ │ │ │ ├── punica_ops.cc.inc │ │ │ │ ├── rotary_mha_decode_128_float16.cu │ │ │ │ ├── rotary_mha_decode_64_float16.cu │ │ │ │ ├── rotary_mha_decode_80_float16.cu │ │ │ │ ├── rotary_mha_decode_96_float16.cu │ │ │ │ ├── rotary_mha_decode_kvconst_12_64_12_2048_float16.cu │ │ │ │ ├── rotary_mha_decode_kvconst_16_64_24_2048_float16.cu │ │ │ │ ├── rotary_mha_decode_kvconst_32_128_32_2048_float16.cu │ │ │ │ ├── rotary_mha_decode_kvconst_32_64_24_2048_float16.cu │ │ │ │ ├── rotary_mha_decode_kvconst_32_80_32_2048_float16.cu │ │ │ │ ├── rotary_mha_decode_kvconst_40_128_40_2048_float16.cu │ │ │ │ ├── rotary_mha_decode_kvconst_56_128_48_2048_float16.cu │ │ │ │ ├── rotary_mha_decode_kvconst_72_128_64_2048_float16.cu │ │ │ │ └── rotary_mha_decode_kvconst_96_128_96_2048_float16.cu │ │ │ │ ├── punica_ops.cc │ │ │ │ ├── rms_norm │ │ │ │ ├── rms_norm.h │ │ │ │ └── rms_norm_cutlass.cu │ │ │ │ └── sgmv │ │ │ │ └── sgmv.cuh │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── cat_tensor.py │ │ │ ├── kvcache.py │ │ │ └── lora.py │ ├── pyproject.toml │ ├── requirements.txt │ └── setup.py └── punica-int8 │ ├── .clang-format │ ├── README.md │ ├── benchmarks │ ├── __init__.py │ ├── bench_lora.py │ ├── bench_ops.py │ ├── bench_textgen.py │ ├── bench_textgen_all.py │ ├── benchmark_utils.py │ ├── fastertransformer │ │ ├── .clang-format │ │ ├── CMakeLists.txt │ │ ├── __init__.py │ │ ├── build_ext.py │ │ ├── ft_llama.cc │ │ ├── ft_llama.h │ │ └── ft_pybind11.cc │ ├── nvbench │ │ ├── CMakeLists.txt │ │ └── sgmv.cu │ └── runft.py │ ├── punica │ ├── __init__.py │ ├── models │ │ ├── __init__.py │ │ ├── llama.py │ │ └── llama_lora.py │ ├── ops │ │ ├── __init__.py │ │ ├── _kernels.cpython-310-x86_64-linux-gnu.so │ │ └── csrc │ │ │ ├── bgmv │ │ │ ├── bgmv_all.cu │ │ │ ├── bgmv_config.h │ │ │ └── bgmv_impl.cuh │ │ │ ├── flashinfer │ │ │ ├── .clang-format │ │ │ ├── decode.cuh │ │ │ ├── layout.cuh │ │ │ ├── page.cuh │ │ │ ├── rope.cuh │ │ │ ├── state.cuh │ │ │ ├── utils.cuh │ │ │ └── vec_dtypes.cuh │ │ │ ├── flashinfer_adapter │ │ │ ├── flashinfer_all.cu │ │ │ ├── flashinfer_config.h │ │ │ └── flashinfer_impl.cuh │ │ │ ├── gemm │ │ │ ├── gemm_cuda.h │ │ │ ├── gemm_cuda_gen.cu │ │ │ ├── gemv_cuda.cu │ │ │ └── gemv_cuda.h │ │ │ ├── gen │ │ │ ├── punica_ops.cc.inc │ │ │ ├── rotary_mha_decode_128_float16.cu │ │ │ ├── rotary_mha_decode_64_float16.cu │ │ │ ├── rotary_mha_decode_80_float16.cu │ │ │ ├── rotary_mha_decode_96_float16.cu │ │ │ ├── rotary_mha_decode_kvconst_12_64_12_2048_float16.cu │ │ │ ├── rotary_mha_decode_kvconst_16_64_24_2048_float16.cu │ │ │ ├── rotary_mha_decode_kvconst_32_128_32_2048_float16.cu │ │ │ ├── rotary_mha_decode_kvconst_32_64_24_2048_float16.cu │ │ │ ├── rotary_mha_decode_kvconst_32_80_32_2048_float16.cu │ │ │ ├── rotary_mha_decode_kvconst_40_128_40_2048_float16.cu │ │ │ ├── rotary_mha_decode_kvconst_56_128_48_2048_float16.cu │ │ │ ├── rotary_mha_decode_kvconst_72_128_64_2048_float16.cu │ │ │ └── rotary_mha_decode_kvconst_96_128_96_2048_float16.cu │ │ │ ├── punica_ops.cc │ │ │ ├── rms_norm │ │ │ ├── rms_norm.h │ │ │ └── rms_norm_cutlass.cu │ │ │ └── sgmv │ │ │ └── sgmv.cuh │ └── utils │ │ ├── __init__.py │ │ ├── cat_tensor.py │ │ ├── kvcache.py │ │ └── lora.py │ ├── pyproject.toml │ ├── requirements.txt │ ├── setup.py │ └── tests │ ├── test_batch_decode.py │ ├── test_bgmv.py │ ├── test_int8.py │ ├── test_rms_norm.py │ └── test_w4.py ├── figures ├── Atom_talk_yilong.pdf ├── atom_e2e_eval.png ├── atom_mlsys_poster.pdf ├── atom_mlsys_slides.pdf ├── atom_ppl.png ├── atom_ppl_new.png ├── bench_awq.png ├── bench_gemm.png ├── bench_torch_int.png ├── overview_and_ppl.png └── python-api.png ├── kernels ├── CMakeLists.txt ├── baselines │ ├── CMakeLists.txt │ ├── README.md │ ├── build.sh │ ├── python-api.ipynb │ └── src │ │ ├── bench_awq.cu │ │ └── bench_torch_int.cu ├── cmake │ └── FindThrust.cmake ├── include │ ├── Activate │ │ └── Activate.cuh │ ├── GEMM │ │ └── Dense_layer_gemm_i4_o16.cuh │ ├── RMSNorm │ │ └── RMSNorm.cuh │ ├── Reorder │ │ └── Reorder.cuh │ └── flashinfer │ │ ├── cp_async.cuh │ │ ├── decode.cuh │ │ ├── layout.cuh │ │ ├── math.cuh │ │ ├── mma.cuh │ │ ├── page.cuh │ │ ├── permuted_smem.cuh │ │ ├── prefill.cuh │ │ ├── quantization.cuh │ │ ├── rope.cuh │ │ ├── state.cuh │ │ ├── utils.cuh │ │ └── vec_dtypes.cuh └── src │ ├── Activate │ └── bench_activate.cu │ ├── GEMM │ └── bench_dense_layer_gemm_i4_o16.cu │ ├── RMSNorm │ └── bench_rmsnorm.cu │ ├── Reorder │ └── bench_reorder.cu │ └── flashinfer │ ├── bench_batch_decode.cu │ ├── cpu_reference.h │ └── utils.h ├── model ├── LMClass.py ├── 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