├── .gitignore ├── INT8_GPT2 ├── .gitattributes ├── .gitignore ├── LICENSE ├── README.md ├── assets │ ├── gpt2_124M_loss.png │ └── nanogpt.jpg ├── bench.py ├── config │ ├── eval_gpt2.py │ ├── eval_gpt2_large.py │ ├── eval_gpt2_medium.py │ ├── eval_gpt2_xl.py │ ├── finetune_shakespeare.py │ ├── train_gpt2.py │ └── train_shakespeare_char.py ├── configurator.py ├── data │ ├── openwebtext │ │ ├── prepare.py │ │ └── readme.md │ ├── shakespeare │ │ ├── prepare.py │ │ └── readme.md │ └── shakespeare_char │ │ ├── prepare.py │ │ └── readme.md ├── model.py ├── qmodel.py ├── sample.py ├── scaling_laws.ipynb ├── train.py └── transformer_sizing.ipynb ├── Jetfire ├── Linear │ ├── __init__.py │ ├── linear_bwd.py │ └── linear_fwd.py ├── Nonlinear │ ├── __init__.py │ ├── add.py │ ├── add_mean_var.py │ ├── common.py │ ├── dequantize.py │ ├── dropout_bwd.py │ ├── dropout_fwd.py │ ├── gelu_bwd.py │ ├── gelu_fwd.py │ ├── layernorm.py │ ├── quantize.py │ ├── quantize_transpose.py │ ├── testgelu.py │ ├── transpose.py │ └── utils.py └── __init__.py ├── JetfireGEMMKernel ├── BlockQuantize │ ├── QBlockLinear.py │ ├── __init__.py │ └── cpp_extension │ │ ├── bindings.cpp │ │ ├── hgelu.cu │ │ ├── hgemm.cu │ │ ├── igemm │ │ ├── igemm_BasicInt8Gemm.cu │ │ ├── igemm_BlockSquare32OutputFp.cu │ │ ├── igemm_BlockSquare32OutputIntQuantize.cu │ │ ├── igemm_BlockSquare32OutputIntQuantizeBiasRowCol.cu │ │ ├── igemm_BlockSquare32OutputIntQuantizeBiasRowRow.cu │ │ ├── igemm_BlockSquare32OutputIntQuantizeStochastic.cu │ │ └── igemm_BlockSquare32OutputIntQuantizeTrash.cu │ │ └── include │ │ ├── common.h │ │ ├── hgelu.h │ │ ├── hgemm.h │ │ ├── igelu.h │ │ └── igemm.h ├── benchmark │ ├── benchmark.ipynb │ ├── benchmark_fp.py │ ├── benchmark_ours.py │ ├── result │ │ ├── DQInt8Fp │ │ │ └── result.npy │ │ ├── torch-16 │ │ │ └── result.npy │ │ └── torch-32 │ │ │ └── result.npy │ └── transpose_speed.ipynb ├── cppsrc │ └── igemm │ │ ├── igemm_BasicInt8Gemm │ │ ├── compute │ │ ├── compute.cu │ │ └── makefile │ │ ├── igemm_BasicInt8Gemm_128_128_32 │ │ ├── A.txt │ │ ├── B.txt │ │ ├── CPU.txt │ │ ├── GPU.txt │ │ ├── compute │ │ ├── compute.cu │ │ └── makefile │ │ ├── igemm_BlockSquare32OutputFp │ │ ├── CPU.txt │ │ ├── GPU.txt │ │ ├── compute │ │ ├── compute.cu │ │ └── makefile │ │ ├── igemm_PerBlockRowScaleOutputFp │ │ ├── compute │ │ ├── compute.cu │ │ └── makefile │ │ └── igemm_PerBlockRowScaleOutputFp_128_128_32 │ │ ├── A.txt │ │ ├── B.txt │ │ ├── CPU.txt │ │ ├── GPU.txt │ │ ├── compute │ │ ├── compute.cu │ │ └── makefile ├── debug.txt ├── setup.py └── tests │ ├── test_basicint8igemm.py │ ├── test_hgemm.py │ ├── test_int8igemmOutputFPNoQuantize.py │ ├── test_int8igemmoutputIntQuantizeBiasRowCol.py │ ├── test_int8igemmoutputIntQuantizeBiasRowRow.py │ ├── test_int8igemmoutputIntQuantizeDeterministic.py │ └── test_int8igemmoutputIntQuantizeStochastic.py └── README.md /.gitignore: -------------------------------------------------------------------------------- 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