├── IMPLEMENTING.md ├── INSTALLING.md ├── LICENSE ├── README.md ├── TRAINING.md ├── create-grace-env-tf1.15.sh ├── environment.yml ├── examples ├── dist │ └── CIFAR10-dawndist │ │ ├── LICENSE │ │ ├── README.md │ │ ├── compression.py │ │ ├── core.py │ │ ├── dawn.py │ │ ├── net.svg │ │ └── torch_backend.py ├── tensorflow │ ├── tensorflow2_keras_mnist.py │ ├── tensorflow2_mnist.py │ ├── tensorflow_keras_mnist.py │ └── tensorflow_mnist.py └── torch │ └── pytorch_mnist.py ├── grace_dl ├── __init__.py ├── dist │ ├── __init__.py │ ├── communicator │ │ ├── all_to_all.py │ │ ├── allgather.py │ │ ├── allreduce.py │ │ └── broadcast.py │ ├── compressor │ │ ├── cnat_cuda │ │ │ ├── cnat.cpp │ │ │ ├── cnat_cuda.cu │ │ │ └── setup.py │ │ ├── dgc.py │ │ ├── efsignsgd.py │ │ ├── fp16.py │ │ ├── natural.py │ │ ├── none.py │ │ ├── onebit.py │ │ ├── powersgd.py │ │ ├── qsgd.py │ │ ├── qsgd_cuda │ │ │ ├── example.py │ │ │ ├── qsgd.cpp │ │ │ ├── qsgd_cuda.cu │ │ │ └── setup.py │ │ ├── radixtopk_cuda │ │ │ ├── cub │ │ │ │ ├── agent │ │ │ │ │ ├── agent_histogram.cuh │ │ │ │ │ ├── agent_radix_sort_downsweep.cuh │ │ │ │ │ ├── agent_radix_sort_upsweep.cuh │ │ │ │ │ ├── agent_reduce.cuh │ │ │ │ │ ├── agent_reduce_by_key.cuh │ │ │ │ │ ├── agent_rle.cuh │ │ │ │ │ ├── agent_scan.cuh │ │ │ │ │ ├── agent_segment_fixup.cuh │ │ │ │ │ ├── agent_select_if.cuh │ │ │ │ │ ├── agent_spmv_orig.cuh │ │ │ │ │ └── single_pass_scan_operators.cuh │ │ │ │ ├── block │ │ │ │ │ ├── block_adjacent_difference.cuh │ │ │ │ │ ├── block_discontinuity.cuh │ │ │ │ │ ├── block_exchange.cuh │ │ │ │ │ ├── block_histogram.cuh │ │ │ │ │ ├── block_load.cuh │ │ │ │ │ ├── block_radix_rank.cuh │ │ │ │ │ ├── block_radix_sort.cuh │ │ │ │ │ ├── block_raking_layout.cuh │ │ │ │ │ ├── block_reduce.cuh │ │ │ │ │ ├── block_scan.cuh │ │ │ │ │ ├── block_shuffle.cuh │ │ │ │ │ ├── block_store.cuh │ │ │ │ │ └── specializations │ │ │ │ │ │ ├── block_histogram_atomic.cuh │ │ │ │ │ │ ├── block_histogram_sort.cuh │ │ │ │ │ │ ├── block_reduce_raking.cuh │ │ │ │ │ │ ├── block_reduce_raking_commutative_only.cuh │ │ │ │ │ │ ├── block_reduce_warp_reductions.cuh │ │ │ │ │ │ ├── block_scan_raking.cuh │ │ │ │ │ │ ├── block_scan_warp_scans.cuh │ │ │ │ │ │ ├── block_scan_warp_scans2.cuh │ │ │ │ │ │ └── block_scan_warp_scans3.cuh │ │ │ │ ├── cub.cuh │ │ │ │ ├── device │ │ │ │ │ ├── device_histogram.cuh │ │ │ │ │ ├── device_partition.cuh │ │ │ │ │ ├── device_radix_sort.cuh │ │ │ │ │ ├── device_reduce.cuh │ │ │ │ │ ├── device_run_length_encode.cuh │ │ │ │ │ ├── device_scan.cuh │ │ │ │ │ ├── device_segmented_radix_sort.cuh │ │ │ │ │ ├── device_segmented_reduce.cuh │ │ │ │ │ ├── device_select.cuh │ │ │ │ │ ├── device_spmv.cuh │ │ │ │ │ └── dispatch │ │ │ │ │ │ ├── dispatch_histogram.cuh │ │ │ │ │ │ ├── dispatch_radix_sort.cuh │ │ │ │ │ │ ├── dispatch_reduce.cuh │ │ │ │ │ │ ├── dispatch_reduce_by_key.cuh │ │ │ │ │ │ ├── dispatch_rle.cuh │ │ │ │ │ │ ├── dispatch_scan.cuh │ │ │ │ │ │ ├── dispatch_select_if.cuh │ │ │ │ │ │ └── dispatch_spmv_orig.cuh │ │ │ │ ├── grid │ │ │ │ │ ├── grid_barrier.cuh │ │ │ │ │ ├── grid_even_share.cuh │ │ │ │ │ ├── grid_mapping.cuh │ │ │ │ │ └── grid_queue.cuh │ │ │ │ ├── host │ │ │ │ │ └── mutex.cuh │ │ │ │ ├── iterator │ │ │ │ │ ├── arg_index_input_iterator.cuh │ │ │ │ │ ├── cache_modified_input_iterator.cuh │ │ │ │ │ ├── cache_modified_output_iterator.cuh │ │ │ │ │ ├── constant_input_iterator.cuh │ │ │ │ │ ├── counting_input_iterator.cuh │ │ │ │ │ ├── discard_output_iterator.cuh │ │ │ │ │ ├── tex_obj_input_iterator.cuh │ │ │ │ │ ├── tex_ref_input_iterator.cuh │ │ │ │ │ └── transform_input_iterator.cuh │ │ │ │ ├── thread │ │ │ │ │ ├── thread_load.cuh │ │ │ │ │ ├── thread_operators.cuh │ │ │ │ │ ├── thread_reduce.cuh │ │ │ │ │ ├── thread_scan.cuh │ │ │ │ │ ├── thread_search.cuh │ │ │ │ │ └── thread_store.cuh │ │ │ │ ├── util_allocator.cuh │ │ │ │ ├── util_arch.cuh │ │ │ │ ├── util_debug.cuh │ │ │ │ ├── util_device.cuh │ │ │ │ ├── util_macro.cuh │ │ │ │ ├── util_namespace.cuh │ │ │ │ ├── util_ptx.cuh │ │ │ │ ├── util_type.cuh │ │ │ │ └── warp │ │ │ │ │ ├── specializations │ │ │ │ │ ├── warp_reduce_shfl.cuh │ │ │ │ │ ├── warp_reduce_smem.cuh │ │ │ │ │ ├── warp_scan_shfl.cuh │ │ │ │ │ └── warp_scan_smem.cuh │ │ │ │ │ ├── warp_reduce.cuh │ │ │ │ │ └── warp_scan.cuh │ │ │ ├── example.py │ │ │ ├── rdxtopk.cpp │ │ │ ├── rdxtopk_cuda.cu │ │ │ └── setup.py │ │ ├── randomk.py │ │ ├── signsgd.py │ │ ├── signum.py │ │ ├── terngrad.py │ │ ├── threshold.py │ │ └── topk.py │ ├── helper.py │ └── memory │ │ ├── dgc.py │ │ ├── efsignsgd.py │ │ ├── none.py │ │ ├── powersgd.py │ │ └── residual.py ├── tensorflow │ ├── __init__.py │ ├── communicator │ │ ├── allgather.py │ │ ├── allreduce.py │ │ └── broadcast.py │ ├── compressor │ │ ├── adaq.py │ │ ├── dgc.py │ │ ├── efsignsgd.py │ │ ├── fp16.py │ │ ├── inceptionn.py │ │ ├── natural.py │ │ ├── none.py │ │ ├── onebit.py │ │ ├── packing.py │ │ ├── powersgd.py │ │ ├── qsgd.py │ │ ├── randomk.py │ │ ├── signsgd.py │ │ ├── signum.py │ │ ├── sketch.py │ │ ├── terngrad.py │ │ ├── threshold.py │ │ ├── topk.py │ │ └── u8bit.py │ ├── helper.py │ └── memory │ │ ├── dgc.py │ │ ├── efsignsgd.py │ │ ├── none.py │ │ ├── powersgd.py │ │ └── residual.py └── torch │ ├── __init__.py │ ├── communicator │ ├── allgather.py │ ├── allreduce.py │ └── broadcast.py │ ├── compressor │ ├── dgc.py │ ├── efsignsgd.py │ ├── fp16.py │ ├── natural.py │ ├── none.py │ ├── onebit.py │ ├── powersgd.py │ ├── qsgd.py │ ├── randomk.py │ ├── signsgd.py │ ├── signum.py │ ├── terngrad.py │ ├── threshold.py │ └── topk.py │ ├── helper.py │ └── memory │ ├── dgc.py │ ├── efsignsgd.py │ ├── none.py │ ├── powersgd.py │ └── residual.py ├── patch_files └── horovod │ ├── _keras │ └── __init__.py │ ├── keras │ └── __init__.py │ ├── tensorflow │ ├── __init__.py │ └── keras │ │ └── __init__.py │ └── torch │ ├── __init__.py │ ├── mpi_ops.py │ └── optimizer.py ├── requirements.txt ├── setup.py └── update_patch_files.sh /IMPLEMENTING.md: 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