├── .gitignore ├── .gitmodules ├── LICENSE.md ├── README.md ├── assets ├── banner.png └── figure2.png ├── notebooks ├── program_transformer_scaffolding.ipynb └── test_data.ipynb ├── setup.py └── zoology ├── __init__.py ├── analysis ├── __init__.py ├── mqar_d_model.py ├── mqar_taylor.py ├── mqar_taylor_kv.py ├── num_kv.py ├── paper │ ├── based_figure1.py │ ├── based_wall_clock.py │ ├── results.png │ ├── zoology_figure2.py │ └── zoology_results.png ├── sabri │ ├── 01-25_num_kv.py │ ├── 01-26_tradeoff.py │ └── 01-27_traeoff.py └── utils.py ├── config.py ├── data ├── __init__.py ├── ar_extrapolate.py ├── associative_recall.py ├── circuits.py └── utils.py ├── experiments ├── 030325_new_arch │ └── configs.py ├── __init__.py ├── arxiv24_based_appendix │ ├── configs.py │ └── plot.py ├── arxiv24_based_figure2 │ ├── README.md │ ├── configs.py │ ├── figure.png │ └── plot.py ├── arxiv24_based_figure3 │ ├── configs.py │ └── plot.py ├── arxiv24_based_rebuttal_circuits │ ├── binary_majority.py │ ├── configs.py │ ├── majority.py │ ├── parity.py │ ├── plot-majority.pdf │ ├── plot-parity.pdf │ └── plot.ipynb ├── examples │ ├── __init__.py │ ├── basic.py │ └── basic_sweep.py ├── iclr24_zoology_figure2 │ ├── README.md │ ├── configs.py │ └── plot.py ├── models_repo.py ├── mqar_dmodel.py ├── mqar_taylor.py ├── mqar_taylor_kv.py └── sabri │ ├── 01-26_extrap.py │ ├── 01-27_feature_map.py │ ├── 01-27_tradeoff.py │ ├── 01-28_taylor_low.py │ ├── 01-31_tradeoff.py │ ├── 02-01_sliding.py │ ├── 02-09_harder_yet.py │ ├── 02-09_new_feature_maps.py │ ├── __init__.py │ └── mqar_taylor_kv.py ├── launch.py ├── logger.py ├── mixers ├── __init__.py ├── attention.py ├── base_conv.py ├── based.py ├── bigbird.py ├── convolution.py ├── deepseek │ ├── local_attention.py │ └── rotary.py ├── deepseek_nsa.py ├── delta_net.py ├── feature_maps │ ├── __init__.py │ ├── all_poly.py │ ├── base.py │ ├── cosformer.py │ ├── exp_dim.py │ ├── performer.py │ └── taylor.py ├── gated_delta_net.py ├── gla.py ├── h3 │ ├── __init__.py │ ├── dplr.py │ ├── h3.py │ ├── hippo.py │ ├── ops │ │ ├── __init__.py │ │ ├── fftconv.py │ │ ├── krylov.py │ │ ├── toeplitz.py │ │ └── vandermonde.py │ ├── ss_kernel.py │ ├── ss_kernel_diag.py │ ├── ss_kernel_shift.py │ └── ssm_utils.py ├── hybrid.py ├── hyena.py ├── listing.py ├── mamba.py ├── mamba2.py ├── mamba_ssm │ ├── __init__.py │ ├── ops │ │ ├── __init__.py │ │ ├── selective_scan_interface.py │ │ └── triton │ │ │ ├── __init__.py │ │ │ ├── k_activations.py │ │ │ ├── layer_norm.py │ │ │ ├── layernorm.py │ │ │ ├── layernorm_gated.py │ │ │ ├── selective_state_update.py │ │ │ ├── softplus.py │ │ │ ├── ssd_bmm.py │ │ │ ├── ssd_chunk_scan.py │ │ │ ├── ssd_chunk_state.py │ │ │ ├── ssd_combined.py │ │ │ └── ssd_state_passing.py │ ├── selective_scan_interface.py │ └── triton │ │ ├── __init__.py │ │ ├── layernorm.py │ │ └── selective_state_update.py ├── mlp.py ├── mra │ ├── __init__.py │ ├── attention.py │ ├── autograd_function.py │ ├── cuda │ │ ├── cuda_kernel.cu │ │ ├── cuda_kernel.h │ │ ├── cuda_launch.cu │ │ ├── cuda_launch.h │ │ └── torch_extension.cpp │ ├── kernel.py │ └── mra.py ├── nysfromformer.py ├── nystromformer │ ├── __init__.py │ ├── attn.py │ ├── attn_mask.py │ ├── core.py │ ├── nystromformer.py │ ├── ops.py │ └── utils.py ├── rwkv.py ├── rwkv │ ├── v4 │ │ ├── wkv_cuda.cu │ │ └── wkv_op.cpp │ └── v5 │ │ ├── wkv5_cuda.cu │ │ └── wkv5_op.cpp ├── rwkv5.py ├── rwkv7.py ├── scatterbrain │ ├── __init__.py │ ├── attn.py │ ├── feature_maps_sb.py │ ├── masking.py │ ├── projection_utils.py │ └── scatterbrain_utils.py ├── scatterbrain_new.py ├── selective.py └── slide_attn.py ├── model.py ├── train.py └── utils.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HazyResearch/zoology/HEAD/.gitignore -------------------------------------------------------------------------------- /.gitmodules: -------------------------------------------------------------------------------- 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