├── .circleci └── config.yml ├── .gitignore ├── .gitmodules ├── CHANGELOG.md ├── CMakeLists.txt ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── FlexFlow.mk ├── INSTALL.md ├── LICENSE ├── README.md ├── bootcamp_demo ├── ff_alexnet_cifar10.py ├── keras_cnn_cifar10.py └── torch_alexnet_cifar10.py ├── cmake ├── cuda.cmake ├── cudnn.cmake ├── legion.cmake ├── nccl.cmake ├── utils.cmake └── zlib.cmake ├── conda ├── build.sh └── meta.yaml ├── config ├── config.inc └── config.linux ├── docker └── Dockerfile ├── docs ├── Makefile ├── make.bat └── source │ ├── cmd.rst │ ├── conf.py │ ├── index.rst │ ├── installation.rst │ ├── keras.rst │ ├── onnx.rst │ ├── python │ ├── create.rst │ ├── dataloader.rst │ ├── init.rst │ ├── layers.rst │ ├── models.rst │ └── train.rst │ ├── pytorch.rst │ └── tutorial.rst ├── examples ├── cpp │ ├── AlexNet │ │ ├── CMakeLists.txt │ │ ├── Makefile │ │ ├── alexnet.cc │ │ ├── alexnet.cu │ │ └── alexnet.h │ ├── DLRM │ │ ├── CMakeLists.txt │ │ ├── Makefile │ │ ├── Makefile.devgpu │ │ ├── Makefile.ec2 │ │ ├── dlrm.cc │ │ ├── dlrm.cu │ │ ├── dlrm.h │ │ ├── preprocess_hdf.py │ │ ├── run_criteo_kaggle.sh │ │ ├── run_dlrm_kaggle_day1.sh │ │ ├── run_random.sh │ │ ├── run_summit.sh │ │ ├── run_summit_large.sh │ │ └── strategies │ │ │ ├── dlrm_strategy.cc │ │ │ ├── dlrm_strategy.py │ │ │ ├── dlrm_strategy_16embs_16gpus.pb │ │ │ ├── dlrm_strategy_16embs_8gpus.pb │ │ │ ├── dlrm_strategy_8embs_8gpus.pb │ │ │ ├── dlrm_strategy_hetero.cc │ │ │ └── gen_strategy.sh │ ├── InceptionV3 │ │ ├── CMakeLists.txt │ │ ├── Makefile │ │ ├── inception.cc │ │ ├── inception.cu │ │ └── inception.h │ ├── ResNet │ │ ├── CMakeLists.txt │ │ ├── Makefile │ │ ├── resnet.cc │ │ ├── resnet.cu │ │ └── resnet.h │ ├── Transformer │ │ ├── CMakeLists.txt │ │ ├── Makefile │ │ ├── transformer.cc │ │ ├── transformer.cu │ │ └── transformer.h │ ├── candle_uno │ │ ├── CMakeLists.txt │ │ ├── Makefile │ │ ├── candle_uno.cc │ │ ├── candle_uno.cu │ │ └── candle_uno.h │ └── mixture_of_experts │ │ ├── CMakeLists.txt │ │ ├── Makefile │ │ ├── moe.cc │ │ ├── moe.cu │ │ └── moe.h └── python │ ├── keras │ ├── __init__.py │ ├── accuracy.py │ ├── callback.py │ ├── candle_uno │ │ ├── candle_uno.py │ │ ├── default_utils.py │ │ ├── file_utils.py │ │ ├── generic_utils.py │ │ ├── uno.py │ │ ├── uno_data.py │ │ └── uno_default_model.txt │ ├── func_cifar10_alexnet.py │ ├── func_cifar10_cnn.py │ ├── func_cifar10_cnn_concat.py │ ├── func_cifar10_cnn_concat_model.py │ ├── func_cifar10_cnn_concat_seq_model.py │ ├── func_cifar10_cnn_nested.py │ ├── func_cifar10_cnn_net2net.py │ ├── func_mnist_cnn.py │ ├── func_mnist_cnn_concat.py │ ├── func_mnist_mlp.py │ ├── func_mnist_mlp_concat.py │ ├── func_mnist_mlp_concat2.py │ ├── func_mnist_mlp_net2net.py │ ├── reshape.py │ ├── seq_cifar10_cnn.py │ ├── seq_mnist_cnn.py │ ├── seq_mnist_cnn_nested.py │ ├── seq_mnist_cnn_net2net.py │ ├── seq_mnist_mlp.py │ ├── seq_mnist_mlp_net2net.py │ ├── seq_reuters_mlp.py │ └── unary.py │ ├── keras_exp │ ├── func_cifar10_cnn.py │ ├── func_cifar10_cnn_concat.py │ ├── func_cifar10_cnn_nested.py │ ├── func_mnist_mlp.py │ └── func_mnist_mlp_concat.py │ ├── native │ ├── __init__.py │ ├── accuracy.py │ ├── alexnet.py │ ├── bert_proxy_native.py │ ├── bert_proxy_run_script.sh │ ├── cifar10_cnn.py │ ├── cifar10_cnn_attach.py │ ├── cifar10_cnn_concat.py │ ├── dlrm.py │ ├── inception.py │ ├── mnist_cnn.py │ ├── mnist_mlp.py │ ├── mnist_mlp_attach.py │ ├── multi_head_attention.py │ ├── print_input.py │ ├── print_layers.py │ ├── resnet.py │ ├── split.py │ └── tensor_attach.py │ ├── onnx │ ├── accuracy.py │ ├── alexnet.py │ ├── alexnet_pt.py │ ├── cifar10_cnn.py │ ├── cifar10_cnn_keras.py │ ├── cifar10_cnn_pt.py │ ├── mnist_mlp.py │ ├── mnist_mlp_keras.py │ ├── mnist_mlp_pt.py │ ├── resnet.py │ └── resnet_pt.py │ └── pytorch │ ├── cifar10_cnn.py │ ├── cifar10_cnn_torch.py │ ├── export_regnet_fx.py │ ├── mnist_mlp.py │ ├── mnist_mlp_torch.py │ ├── mnist_mlp_torch2.py │ ├── regnet.py │ ├── resnet.py │ ├── resnet152_DDP_training.py │ ├── resnet152_training.py │ ├── resnet_torch.py │ ├── torch_vision.py │ └── torch_vision_torch.py ├── flexflow ├── include ├── accessor.h ├── config.h ├── cuda_helper.h ├── ffconst.h ├── initializer.h ├── loss_functions.h ├── mapper.h ├── metrics_functions.h ├── model.h ├── optimizer.h ├── random_utils.h ├── recompile.h ├── simulator.h ├── tensor.h └── test_utils.h ├── machine_config_example ├── nmt ├── Makefile ├── embed.cu ├── linear.cu ├── lstm.cu ├── nmt.cc ├── ops.h ├── rnn.cu ├── rnn.h ├── rnn_mapper.cc ├── rnn_mapper.h └── softmax_data_parallel.cu ├── python ├── CMakeLists.txt ├── Makefile ├── bindings.cc ├── flexflow.py ├── flexflow │ ├── __init__.py │ ├── core │ │ ├── __init__.py │ │ ├── flexflow_cffi.py │ │ ├── flexflow_logger.py │ │ ├── flexflow_pybind11.py │ │ ├── flexflow_top.py │ │ └── flexflow_type.py │ ├── keras │ │ ├── __init__.py │ │ ├── backend │ │ │ ├── __init__.py │ │ │ └── flexflow_backend.py │ │ ├── callbacks.py │ │ ├── datasets │ │ │ ├── __init__.py │ │ │ ├── cifar.py │ │ │ ├── cifar10.py │ │ │ ├── mnist.py │ │ │ └── reuters.py │ │ ├── initializers.py │ │ ├── layers │ │ │ ├── __init__.py │ │ │ ├── base_layer.py │ │ │ ├── convolutional.py │ │ │ ├── core.py │ │ │ ├── input_layer.py │ │ │ ├── merge.py │ │ │ ├── normalization.py │ │ │ └── pool.py │ │ ├── losses.py │ │ ├── metrics.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── base_model.py │ │ │ ├── model.py │ │ │ ├── sequential.py │ │ │ └── tensor.py │ │ ├── optimizers.py │ │ ├── preprocessing │ │ │ ├── __init__.py │ │ │ ├── sequence.py │ │ │ └── text.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── data_utils.py │ │ │ ├── generic_utils.py │ │ │ └── np_utils.py │ ├── keras_exp │ │ ├── __init__.py │ │ └── models │ │ │ ├── __init__.py │ │ │ ├── model.py │ │ │ └── tensor.py │ ├── onnx │ │ ├── __init__.py │ │ └── model.py │ └── torch │ │ ├── __init__.py │ │ ├── fx.py │ │ ├── model.py │ │ └── nn │ │ ├── __init__.py │ │ └── modules │ │ ├── __init__.py │ │ └── module.py ├── flexflow_c.cc ├── flexflow_c.h ├── flexflow_dataloader.cc ├── flexflow_dataloader.cu ├── flexflow_dataloader.h ├── legion_cffi.py.in ├── legion_cffi_build.py ├── main.cc ├── requirements.txt ├── setup.py └── test.sh ├── scripts ├── FC_env_setup.sh ├── FC_setup.sh ├── FC_setup.txt ├── Makefile ├── cnn.h ├── compile_protobuf.sh ├── simulator.cc └── test_run.sh ├── src ├── loss_functions │ └── loss_functions.cu ├── mapper │ └── mapper.cc ├── metrics_functions │ ├── metrics_functions.cc │ └── metrics_functions.cu ├── ops │ ├── aggregate.cu │ ├── aggregate_spec.cu │ ├── attention.cu │ ├── batch_matmul.cu │ ├── batch_norm.cu │ ├── cache.cu │ ├── concat.cu │ ├── conv_2d.cu │ ├── dropout.cu │ ├── element_binary.cu │ ├── element_unary.cu │ ├── embedding.cc │ ├── embedding.cu │ ├── flat.cu │ ├── fused.cu │ ├── group_by.cu │ ├── linear.cu │ ├── pool_2d.cu │ ├── reshape.cu │ ├── reverse.cu │ ├── softmax.cu │ ├── split.cu │ ├── topk.cu │ └── transpose.cu ├── recompile │ └── recompile_state.cc └── runtime │ ├── accessor_kernel.cu │ ├── compile.sh │ ├── cpp_driver.cc │ ├── cuda_helper.cu │ ├── initializer.cc │ ├── initializer_kernel.cu │ ├── machine_model.cc │ ├── model.cc │ ├── model.cu │ ├── optimizer.cc │ ├── optimizer_kernel.cu │ ├── simulator.cc │ ├── simulator.cu │ └── strategy.cc └── tests ├── AlexNet_newapi ├── CMakeLists.txt ├── Makefile └── alexnet.cc ├── PCA ├── CMakeLists.txt ├── Makefile └── pca.cc ├── accuracy_tests.sh ├── alexnet_c ├── Makefile └── alexnet.cc ├── inception_c ├── Makefile └── inception.cc ├── multi_gpu_tests.sh ├── onnx └── test_onnx_import.py ├── ops ├── batch_matmul_test.cc ├── batch_matmul_test.cu ├── concat_test.cc ├── concat_test.cu ├── flat_test.cc ├── flat_test.cu ├── linear_test.cc ├── linear_test.cu ├── reshape_test.cc ├── reshape_test.cu ├── tanh_test.cc ├── tanh_test.cu ├── test_bootstrap.sh ├── test_build_all.sh ├── test_harness.py ├── test_readme.md ├── test_run.sh ├── test_run_FF_target.sh ├── test_utils.cc ├── transpose_test.cc 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