├── LICENSE.md ├── README.md ├── VTUS ├── Test │ └── 0004 │ │ ├── 0001.jpg │ │ ├── 0002.jpg │ │ ├── 0003.jpg │ │ ├── 0004.jpg │ │ ├── 0005.jpg │ │ ├── 0006.jpg │ │ ├── 0007.jpg │ │ ├── 0008.jpg │ │ ├── 0009.jpg │ │ ├── 0010.jpg │ │ ├── 0011.jpg │ │ ├── 0012.jpg │ │ ├── 0013.jpg │ │ ├── 0014.jpg │ │ ├── 0015.jpg │ │ ├── 0016.jpg │ │ ├── 0017.jpg │ │ ├── 0018.jpg │ │ ├── 0019.jpg │ │ ├── 0020.jpg │ │ ├── 0021.jpg │ │ ├── 0022.jpg │ │ ├── 0023.jpg │ │ ├── 0024.jpg │ │ ├── 0025.jpg │ │ ├── 0026.jpg │ │ ├── 0027.jpg │ │ ├── 0028.jpg │ │ ├── 0029.jpg │ │ ├── 0030.jpg │ │ ├── 0031.jpg │ │ ├── 0032.jpg │ │ ├── 0033.jpg │ │ ├── 0034.jpg │ │ ├── 0035.jpg │ │ ├── 0036.jpg │ │ ├── 0037.jpg │ │ ├── 0038.jpg │ │ ├── 0039.jpg │ │ ├── 0040.jpg │ │ ├── 0041.jpg │ │ ├── 0042.jpg │ │ ├── 0043.jpg │ │ ├── 0044.jpg │ │ ├── 0045.jpg │ │ ├── 0046.jpg │ │ ├── 0047.jpg │ │ ├── 0048.jpg │ │ ├── 0049.jpg │ │ ├── 0050.jpg │ │ ├── 0051.jpg │ │ ├── 0052.jpg │ │ ├── 0053.jpg │ │ ├── 0054.jpg │ │ ├── 0055.jpg │ │ ├── 0056.jpg │ │ ├── 0057.jpg │ │ ├── 0058.jpg │ │ ├── 0059.jpg │ │ ├── 0060.jpg │ │ ├── 0061.jpg │ │ ├── 0062.jpg │ │ ├── 0063.jpg │ │ ├── 0064.jpg │ │ ├── 0065.jpg │ │ ├── 0066.jpg │ │ ├── 0067.jpg │ │ ├── 0068.jpg │ │ ├── 0069.jpg │ │ ├── 0070.jpg │ │ ├── 0071.jpg │ │ ├── 0072.jpg │ │ ├── 0073.jpg │ │ ├── 0074.jpg │ │ ├── 0075.jpg │ │ ├── 0076.jpg │ │ ├── 0077.jpg │ │ ├── 0078.jpg │ │ ├── 0079.jpg │ │ ├── 0080.jpg │ │ ├── 0081.jpg │ │ ├── 0082.jpg │ │ ├── 0083.jpg │ │ ├── 0084.jpg │ │ ├── 0085.jpg │ │ ├── 0086.jpg │ │ ├── 0087.jpg │ │ ├── 0088.jpg │ │ ├── 0089.jpg │ │ ├── 0090.jpg │ │ ├── 0091.jpg │ │ ├── 0092.jpg │ │ └── 0093.jpg ├── Test_GT │ └── 0004 │ │ ├── 0001.png │ │ ├── 0002.png │ │ ├── 0003.png │ │ ├── 0004.png │ │ ├── 0005.png │ │ ├── 0006.png │ │ ├── 0007.png │ │ ├── 0008.png │ │ ├── 0009.png │ │ ├── 0010.png │ │ ├── 0011.png │ │ ├── 0012.png │ │ ├── 0013.png │ │ ├── 0014.png │ │ ├── 0015.png │ │ ├── 0016.png │ │ ├── 0017.png │ │ ├── 0018.png │ │ ├── 0019.png │ │ ├── 0020.png │ │ ├── 0021.png │ │ ├── 0022.png │ │ ├── 0023.png │ │ ├── 0024.png │ │ ├── 0025.png │ │ ├── 0026.png │ │ ├── 0027.png │ │ ├── 0028.png │ │ ├── 0029.png │ │ ├── 0030.png │ │ ├── 0031.png │ │ ├── 0032.png │ │ ├── 0033.png │ │ ├── 0034.png │ │ ├── 0035.png │ │ ├── 0036.png │ │ ├── 0037.png │ │ ├── 0038.png │ │ ├── 0039.png │ │ ├── 0040.png │ │ ├── 0041.png │ │ ├── 0042.png │ │ ├── 0043.png │ │ ├── 0044.png │ │ ├── 0045.png │ │ ├── 0046.png │ │ ├── 0047.png │ │ ├── 0048.png │ │ ├── 0049.png │ │ ├── 0050.png │ │ ├── 0051.png │ │ ├── 0052.png │ │ ├── 0053.png │ │ ├── 0054.png │ │ ├── 0055.png │ │ ├── 0056.png │ │ ├── 0057.png │ │ ├── 0058.png │ │ ├── 0059.png │ │ ├── 0060.png │ │ ├── 0061.png │ │ ├── 0062.png │ │ ├── 0063.png │ │ ├── 0064.png │ │ ├── 0065.png │ │ ├── 0066.png │ │ ├── 0067.png │ │ ├── 0068.png │ │ ├── 0069.png │ │ ├── 0070.png │ │ ├── 0071.png │ │ ├── 0072.png │ │ ├── 0073.png │ │ ├── 0074.png │ │ ├── 0075.png │ │ ├── 0076.png │ │ ├── 0077.png │ │ ├── 0078.png │ │ ├── 0079.png │ │ ├── 0080.png │ │ ├── 0081.png │ │ ├── 0082.png │ │ ├── 0083.png │ │ ├── 0084.png │ │ ├── 0085.png │ │ ├── 0086.png │ │ ├── 0087.png │ │ ├── 0088.png │ │ ├── 0089.png │ │ ├── 0090.png │ │ ├── 0091.png │ │ ├── 0092.png │ │ └── 0093.png ├── Train │ └── 0002 │ │ ├── 0001.jpg │ │ ├── 0002.jpg │ │ ├── 0003.jpg │ │ ├── 0004.jpg │ │ ├── 0005.jpg │ │ ├── 0006.jpg │ │ ├── 0007.jpg │ │ ├── 0008.jpg │ │ ├── 0009.jpg │ │ ├── 0010.jpg │ │ ├── 0011.jpg │ │ ├── 0012.jpg │ │ ├── 0013.jpg │ │ ├── 0014.jpg │ │ ├── 0015.jpg │ │ ├── 0016.jpg │ │ ├── 0017.jpg │ │ ├── 0018.jpg │ │ ├── 0019.jpg │ │ ├── 0020.jpg │ │ ├── 0021.jpg │ │ ├── 0022.jpg │ │ ├── 0023.jpg │ │ ├── 0024.jpg │ │ ├── 0025.jpg │ │ ├── 0026.jpg │ │ ├── 0027.jpg │ │ ├── 0028.jpg │ │ ├── 0029.jpg │ │ ├── 0030.jpg │ │ ├── 0031.jpg │ │ ├── 0032.jpg │ │ ├── 0033.jpg │ │ ├── 0034.jpg │ │ ├── 0035.jpg │ │ ├── 0036.jpg │ │ ├── 0037.jpg │ │ ├── 0038.jpg │ │ ├── 0039.jpg │ │ ├── 0040.jpg │ │ ├── 0041.jpg │ │ ├── 0042.jpg │ │ ├── 0043.jpg │ │ ├── 0044.jpg │ │ ├── 0045.jpg │ │ ├── 0046.jpg │ │ ├── 0047.jpg │ │ ├── 0048.jpg │ │ ├── 0049.jpg │ │ ├── 0050.jpg │ │ ├── 0051.jpg │ │ ├── 0052.jpg │ │ ├── 0053.jpg │ │ ├── 0054.jpg │ │ ├── 0055.jpg │ │ ├── 0056.jpg │ │ ├── 0057.jpg │ │ ├── 0058.jpg │ │ ├── 0059.jpg │ │ ├── 0060.jpg │ │ ├── 0061.jpg │ │ ├── 0062.jpg │ │ ├── 0063.jpg │ │ ├── 0064.jpg │ │ ├── 0065.jpg │ │ ├── 0066.jpg │ │ ├── 0067.jpg │ │ ├── 0068.jpg │ │ ├── 0069.jpg │ │ ├── 0070.jpg │ │ ├── 0071.jpg │ │ ├── 0072.jpg │ │ ├── 0073.jpg │ │ ├── 0074.jpg │ │ ├── 0075.jpg │ │ ├── 0076.jpg │ │ ├── 0077.jpg │ │ ├── 0078.jpg │ │ ├── 0079.jpg │ │ ├── 0080.jpg │ │ ├── 0081.jpg │ │ ├── 0082.jpg │ │ ├── 0083.jpg │ │ ├── 0084.jpg │ │ ├── 0085.jpg │ │ ├── 0086.jpg │ │ ├── 0087.jpg │ │ ├── 0088.jpg │ │ ├── 0089.jpg │ │ ├── 0090.jpg │ │ └── 0091.jpg └── Train_GT │ └── 0002 │ ├── 0001.png │ ├── 0002.png │ ├── 0003.png │ ├── 0004.png │ ├── 0005.png │ ├── 0006.png │ ├── 0007.png │ ├── 0008.png │ ├── 0009.png │ ├── 0010.png │ ├── 0011.png │ ├── 0012.png │ ├── 0013.png │ ├── 0014.png │ ├── 0015.png │ ├── 0016.png │ ├── 0017.png │ ├── 0018.png │ ├── 0019.png │ ├── 0020.png │ ├── 0021.png │ ├── 0022.png │ ├── 0023.png │ ├── 0024.png │ ├── 0025.png │ ├── 0026.png │ ├── 0027.png │ ├── 0028.png │ ├── 0029.png │ ├── 0030.png │ ├── 0031.png │ ├── 0032.png │ ├── 0033.png │ ├── 0034.png │ ├── 0035.png │ ├── 0036.png │ ├── 0037.png │ ├── 0038.png │ ├── 0039.png │ ├── 0040.png │ ├── 0041.png │ ├── 0042.png │ ├── 0043.png │ ├── 0044.png │ ├── 0045.png │ ├── 0046.png │ ├── 0047.png │ ├── 0048.png │ ├── 0049.png │ ├── 0050.png │ ├── 0051.png │ ├── 0052.png │ ├── 0053.png │ ├── 0054.png │ ├── 0055.png │ ├── 0056.png │ ├── 0057.png │ ├── 0058.png │ ├── 0059.png │ ├── 0060.png │ ├── 0061.png │ ├── 0062.png │ ├── 0063.png │ ├── 0064.png │ ├── 0065.png │ ├── 0066.png │ ├── 0067.png │ ├── 0068.png │ ├── 0069.png │ ├── 0070.png │ ├── 0071.png │ ├── 0072.png │ ├── 0073.png │ ├── 0074.png │ ├── 0075.png │ ├── 0076.png │ ├── 0077.png │ ├── 0078.png │ ├── 0079.png │ ├── 0080.png │ ├── 0081.png │ ├── 0082.png │ ├── 0083.png │ ├── 0084.png │ ├── 0085.png │ ├── 0086.png │ ├── 0087.png │ ├── 0088.png │ ├── 0089.png │ ├── 0090.png │ └── 0091.png ├── assets ├── framework.png ├── framework1.png └── visualization.png ├── causal-conv1d ├── AUTHORS ├── LICENSE ├── README.md ├── causal_conv1d │ ├── __init__.py │ └── causal_conv1d_interface.py ├── csrc │ ├── causal_conv1d.cpp │ ├── causal_conv1d.h │ ├── causal_conv1d_bwd.cu │ ├── causal_conv1d_common.h │ ├── causal_conv1d_fwd.cu │ ├── causal_conv1d_update.cu │ └── static_switch.h ├── setup.py └── tests │ └── test_causal_conv1d.py ├── data_polyp.py ├── environment.yml ├── loss.py ├── mamba ├── AUTHORS ├── LICENSE ├── README.md ├── assets │ └── selection.png ├── benchmarks │ └── benchmark_generation_mamba_simple.py ├── csrc │ └── selective_scan │ │ ├── reverse_scan.cuh │ │ ├── selective_scan.cpp │ │ ├── selective_scan.h │ │ ├── selective_scan_bwd_bf16_complex.cu │ │ ├── selective_scan_bwd_bf16_real.cu │ │ ├── selective_scan_bwd_fp16_complex.cu │ │ ├── selective_scan_bwd_fp16_real.cu │ │ ├── selective_scan_bwd_fp32_complex.cu │ │ ├── selective_scan_bwd_fp32_real.cu │ │ ├── selective_scan_bwd_kernel.cuh │ │ ├── selective_scan_common.h │ │ ├── selective_scan_fwd_bf16.cu │ │ ├── selective_scan_fwd_fp16.cu │ │ ├── selective_scan_fwd_fp32.cu │ │ ├── selective_scan_fwd_kernel.cuh │ │ ├── static_switch.h │ │ └── uninitialized_copy.cuh ├── evals │ └── lm_harness_eval.py ├── mamba_ssm │ ├── __init__.py │ ├── models │ │ ├── __init__.py │ │ └── mixer_seq_simple.py │ ├── modules │ │ ├── __init__.py │ │ └── mamba_simple.py │ ├── ops │ │ ├── __init__.py │ │ ├── selective_scan_interface.py │ │ └── triton │ │ │ ├── __init__.py │ │ │ ├── layernorm.py │ │ │ └── selective_state_update.py │ └── utils │ │ ├── __init__.py │ │ ├── generation.py │ │ └── hf.py ├── setup.py ├── test_mamba_module.py └── tests │ └── ops │ ├── test_selective_scan.py │ └── triton │ └── 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