git: 26f7cf9a835e - main - misc/lbann: New port: Livermore Big Artificial Neural Network toolkit
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Date: Tue, 06 Dec 2022 05:50:24 UTC
The branch main has been updated by yuri:
URL: https://cgit.FreeBSD.org/ports/commit/?id=26f7cf9a835efc428c92acc060343a9ca62f1ded
commit 26f7cf9a835efc428c92acc060343a9ca62f1ded
Author: Yuri Victorovich <yuri@FreeBSD.org>
AuthorDate: 2022-12-06 05:43:32 +0000
Commit: Yuri Victorovich <yuri@FreeBSD.org>
CommitDate: 2022-12-06 05:50:20 +0000
misc/lbann: New port: Livermore Big Artificial Neural Network toolkit
---
misc/Makefile | 1 +
misc/lbann/Makefile | 56 +++
misc/lbann/distinfo | 11 +
misc/lbann/files/patch-CMakeLists.txt | 14 +
.../files/patch-cmake_modules_SetupProtobuf.cmake | 13 +
misc/lbann/pkg-descr | 16 +
misc/lbann/pkg-plist | 529 +++++++++++++++++++++
7 files changed, 640 insertions(+)
diff --git a/misc/Makefile b/misc/Makefile
index 7dc0f0b0f54d..e6f71973c56f 100644
--- a/misc/Makefile
+++ b/misc/Makefile
@@ -206,6 +206,7 @@
SUBDIR += lastools
SUBDIR += latex-mk
SUBDIR += lazyread
+ SUBDIR += lbann
SUBDIR += lc
SUBDIR += lesspipe
SUBDIR += lf
diff --git a/misc/lbann/Makefile b/misc/lbann/Makefile
new file mode 100644
index 000000000000..cf78ecb3e2ef
--- /dev/null
+++ b/misc/lbann/Makefile
@@ -0,0 +1,56 @@
+PORTNAME= lbann
+DISTVERSIONPREFIX= v
+DISTVERSION= 0.102-254
+DISTVERSIONSUFFIX= -g2e3012a9a
+CATEGORIES= misc # machine-learning
+
+MAINTAINER= yuri@FreeBSD.org
+COMMENT= Livermore Big Artificial Neural Network toolkit
+WWW= https://github.com/LLNL/lbann
+
+LICENSE= APACHE20
+
+BUILD_DEPENDS= cereal>0:devel/cereal \
+ dihydrogen>0:math/dihydrogen \
+ zstr>0:archivers/zstr
+LIB_DEPENDS= libconduit.so:science/conduit \
+ libhdf5.so:science/hdf5 \
+ libHydrogen_CXX.so:math/hydrogen \
+ libopenblas.so:math/openblas \
+ libprotobuf.so:devel/protobuf \
+ libsiloh5.so:science/silo
+
+USES= cmake:testing compiler:c++17-lang localbase pkgconfig
+
+USE_GITHUB= yes
+GH_ACCOUNT= LLNL
+GH_TUPLE= KIwabuchi:havoqgt:100f63b:havoqgt/applications/graph/node2vec/havoqgt \
+ samadejacobs:moses:28932ce:moses/applications/ATOM/moses \
+ snap-stanford:snap:58a1e6a:snap/applications/graph/node2vec/snap \
+ catchorg:Clara:2bfd8b2:clara
+
+CMAKE_ARGS= -DCLARA_INCLUDE_PATH=${WRKSRC_clara}/include
+CMAKE_OFF= LBANN_WITH_CNPY \
+ LBANN_WITH_CUDNN \
+ LBANN_WITH_HWLOC \
+ LBANN_WITH_PYTHON_FRONTEND \
+ LBANN_WITH_EMBEDDED_PYTHON \
+ LBANN_WITH_VISION \
+ LBANN_WITH_TBINF
+CMAKE_ON= LBANN_USE_PROTOBUF_MODULE
+CMAKE_TESTING_ON= LBANN_WITH_UNIT_TESTING # requires MPI cluster
+
+LDFLAGS+= -lexecinfo
+
+OPTIONS_SINGLE= MPI
+OPTIONS_SINGLE_MPI= MPICH OPENMPI
+OPTIONS_DEFAULT= MPICH # should be same as in conduit, hydrogen, dihydrogen
+
+MPICH_USES= mpi:mpich
+
+OPENMPI_USES= mpi:openmpi
+
+post-install: # remove unnecessary files
+ @${RM} -r ${STAGEDIR}${PREFIX}/share/doc
+
+.include <bsd.port.mk>
diff --git a/misc/lbann/distinfo b/misc/lbann/distinfo
new file mode 100644
index 000000000000..1d681fa7bd80
--- /dev/null
+++ b/misc/lbann/distinfo
@@ -0,0 +1,11 @@
+TIMESTAMP = 1669925855
+SHA256 (LLNL-lbann-v0.102-254-g2e3012a9a_GH0.tar.gz) = e2a956216207fd745ed4eed0bfe763c5807ad4ab1d27417d6678738d07c2db35
+SIZE (LLNL-lbann-v0.102-254-g2e3012a9a_GH0.tar.gz) = 7973922
+SHA256 (KIwabuchi-havoqgt-100f63b_GH0.tar.gz) = 5f1c1bc00606ae9b7bd17e06ba89f6201e4d60b68860473b2453f190e45a4bd2
+SIZE (KIwabuchi-havoqgt-100f63b_GH0.tar.gz) = 12691923
+SHA256 (samadejacobs-moses-28932ce_GH0.tar.gz) = 2ffa21181289f9eb186909afa329bcbbc5ca72a6e7312f0d66c588d0d394b395
+SIZE (samadejacobs-moses-28932ce_GH0.tar.gz) = 86729395
+SHA256 (snap-stanford-snap-58a1e6a_GH0.tar.gz) = 71f7f034a0fbec44aa266263f67fcc0dbdd35a1e5c4ed5b19215521d71d0184b
+SIZE (snap-stanford-snap-58a1e6a_GH0.tar.gz) = 8051667
+SHA256 (catchorg-Clara-2bfd8b2_GH0.tar.gz) = 679332a04a59d13517a6f56a14b70125a157e6cc7c49bb530b52521c38eef41d
+SIZE (catchorg-Clara-2bfd8b2_GH0.tar.gz) = 128573
diff --git a/misc/lbann/files/patch-CMakeLists.txt b/misc/lbann/files/patch-CMakeLists.txt
new file mode 100644
index 000000000000..dbdb2efaaa6e
--- /dev/null
+++ b/misc/lbann/files/patch-CMakeLists.txt
@@ -0,0 +1,14 @@
+- workaround for the clang crash: https://github.com/llvm/llvm-project/issues/59308
+- clang crashes in debug info generation
+
+--- CMakeLists.txt.orig 2022-12-06 02:37:48 UTC
++++ CMakeLists.txt
+@@ -725,7 +725,7 @@ if (LBANN_HAS_CUDA)
+ endif (LBANN_HAS_CUDA)
+
+ # Fix the -g issue with Clang on OSX
+-if (APPLE)
++if (TRUE OR APPLE)
+ # Remove -g from the options
+ string(REPLACE "-g" "" CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS}")
+ string(REPLACE "-g" "" CMAKE_CXX_FLAGS_DEBUG "${CMAKE_CXX_FLAGS_DEBUG}")
diff --git a/misc/lbann/files/patch-cmake_modules_SetupProtobuf.cmake b/misc/lbann/files/patch-cmake_modules_SetupProtobuf.cmake
new file mode 100644
index 000000000000..7ad9e788ca42
--- /dev/null
+++ b/misc/lbann/files/patch-cmake_modules_SetupProtobuf.cmake
@@ -0,0 +1,13 @@
+- https://gitlab.kitware.com/cmake/cmake/-/issues/24218
+
+--- cmake/modules/SetupProtobuf.cmake.orig 2022-12-02 19:45:09 UTC
++++ cmake/modules/SetupProtobuf.cmake
+@@ -65,7 +65,7 @@ else ()
+ PATH_SUFFIXES lib64/cmake/protobuf lib/cmake/protobuf
+ NO_DEFAULT_PATH)
+ if(NOT Protobuf_FOUND)
+- find_package(Protobuf "${PROTOBUF_MIN_VERSION}" CONFIG QUIET REQUIRED)
++ find_package(Protobuf "${PROTOBUF_MIN_VERSION}" QUIET REQUIRED)
+ endif ()
+ message(STATUS "Found Protobuf: ${Protobuf_DIR}")
+ endif ()
diff --git a/misc/lbann/pkg-descr b/misc/lbann/pkg-descr
new file mode 100644
index 000000000000..b39bdc21941f
--- /dev/null
+++ b/misc/lbann/pkg-descr
@@ -0,0 +1,16 @@
+The Livermore Big Artificial Neural Network toolkit (LBANN) is an open-source,
+HPC-centric, deep learning training framework that is optimized to compose
+multiple levels of parallelism.
+
+LBANN provides model-parallel acceleration through domain decomposition to
+optimize for strong scaling of network training. It also allows for composition
+of model-parallelism with both data parallelism and ensemble training methods
+for training large neural networks with massive amounts of data. LBANN is able
+to advantage of tightly-coupled accelerators, low-latency high-bandwidth
+networking, and high-bandwidth parallel file systems.
+
+LBANN supports state-of-the-art training algorithms such as unsupervised,
+self-supervised, and adversarial (GAN) training methods in addition to
+traditional supervised learning. It also supports recurrent neural networks via
+back propagation through time (BPTT) training, transfer learning, and
+multi-model and ensemble training methods.
diff --git a/misc/lbann/pkg-plist b/misc/lbann/pkg-plist
new file mode 100644
index 000000000000..5a057642eeaa
--- /dev/null
+++ b/misc/lbann/pkg-plist
@@ -0,0 +1,529 @@
+bin/generate_schema_and_sample_list
+bin/lbann
+bin/lbann-aecycgan
+bin/lbann-cycgan
+bin/lbann-gan
+bin/lbann-help
+bin/lbann-inf
+etc/modulefiles/lbann/0.103.0
+etc/modulefiles/lbann/0.103.0.lua
+include/callbacks.pb.h
+include/data_coordinator.pb.h
+include/datatype.pb.h
+include/layers.pb.h
+include/lbann.pb.h
+include/lbann/Elemental_extensions.hpp
+include/lbann/base.hpp
+include/lbann/callbacks/callback.hpp
+include/lbann/callbacks/check_dataset.hpp
+include/lbann/callbacks/check_gradients.hpp
+include/lbann/callbacks/check_init.hpp
+include/lbann/callbacks/check_metric.hpp
+include/lbann/callbacks/check_nan.hpp
+include/lbann/callbacks/check_small.hpp
+include/lbann/callbacks/checkpoint.hpp
+include/lbann/callbacks/compute_model_size.hpp
+include/lbann/callbacks/confusion_matrix.hpp
+include/lbann/callbacks/debug.hpp
+include/lbann/callbacks/debug_io.hpp
+include/lbann/callbacks/dump_error_signals.hpp
+include/lbann/callbacks/dump_gradients.hpp
+include/lbann/callbacks/dump_minibatch_sample_indices.hpp
+include/lbann/callbacks/dump_model_graph.hpp
+include/lbann/callbacks/dump_outputs.hpp
+include/lbann/callbacks/dump_weights.hpp
+include/lbann/callbacks/early_stopping.hpp
+include/lbann/callbacks/export_onnx.hpp
+include/lbann/callbacks/gpu_memory_usage.hpp
+include/lbann/callbacks/hang.hpp
+include/lbann/callbacks/imcomm.hpp
+include/lbann/callbacks/learning_rate.hpp
+include/lbann/callbacks/load_model.hpp
+include/lbann/callbacks/ltfb.hpp
+include/lbann/callbacks/mixup.hpp
+include/lbann/callbacks/monitor_io.hpp
+include/lbann/callbacks/perturb_adam.hpp
+include/lbann/callbacks/perturb_dropout.hpp
+include/lbann/callbacks/perturb_learning_rate.hpp
+include/lbann/callbacks/perturb_weights.hpp
+include/lbann/callbacks/print_model_description.hpp
+include/lbann/callbacks/print_statistics.hpp
+include/lbann/callbacks/profiler.hpp
+include/lbann/callbacks/replace_weights.hpp
+include/lbann/callbacks/save_images.hpp
+include/lbann/callbacks/save_model.hpp
+include/lbann/callbacks/save_topk_models.hpp
+include/lbann/callbacks/set_weights_value.hpp
+include/lbann/callbacks/summarize_images.hpp
+include/lbann/callbacks/summary.hpp
+include/lbann/callbacks/sync_layers.hpp
+include/lbann/callbacks/timeline.hpp
+include/lbann/callbacks/timer.hpp
+include/lbann/callbacks/variable_minibatch.hpp
+include/lbann/comm.hpp
+include/lbann/comm_impl.hpp
+include/lbann/data_coordinator/buffered_data_coordinator.hpp
+include/lbann/data_coordinator/buffered_data_coordinator_impl.hpp
+include/lbann/data_coordinator/data_coordinator.hpp
+include/lbann/data_coordinator/data_coordinator_metadata.hpp
+include/lbann/data_coordinator/data_packer.hpp
+include/lbann/data_coordinator/io_data_buffer.hpp
+include/lbann/data_coordinator/io_data_buffer_impl.hpp
+include/lbann/data_readers/compound_data_reader.hpp
+include/lbann/data_readers/data_reader.hpp
+include/lbann/data_readers/data_reader_HDF5.hpp
+include/lbann/data_readers/data_reader_cifar10.hpp
+include/lbann/data_readers/data_reader_csv.hpp
+include/lbann/data_readers/data_reader_hdf5_legacy.hpp
+include/lbann/data_readers/data_reader_image.hpp
+include/lbann/data_readers/data_reader_imagenet.hpp
+include/lbann/data_readers/data_reader_jag_conduit.hpp
+include/lbann/data_readers/data_reader_merge_features.hpp
+include/lbann/data_readers/data_reader_merge_samples.hpp
+include/lbann/data_readers/data_reader_mesh.hpp
+include/lbann/data_readers/data_reader_mnist.hpp
+include/lbann/data_readers/data_reader_nci.hpp
+include/lbann/data_readers/data_reader_node2vec.hpp
+include/lbann/data_readers/data_reader_npz_ras_lipid.hpp
+include/lbann/data_readers/data_reader_numpy.hpp
+include/lbann/data_readers/data_reader_numpy_npz.hpp
+include/lbann/data_readers/data_reader_numpy_npz_conduit.hpp
+include/lbann/data_readers/data_reader_pilot2_molecular.hpp
+include/lbann/data_readers/data_reader_python.hpp
+include/lbann/data_readers/data_reader_sample_list.hpp
+include/lbann/data_readers/data_reader_sample_list_impl.hpp
+include/lbann/data_readers/data_reader_smiles.hpp
+include/lbann/data_readers/data_reader_synthetic.hpp
+include/lbann/data_readers/sample_list.hpp
+include/lbann/data_readers/sample_list_conduit_io_handle.hpp
+include/lbann/data_readers/sample_list_hdf5.hpp
+include/lbann/data_readers/sample_list_ifstream.hpp
+include/lbann/data_readers/sample_list_impl.hpp
+include/lbann/data_readers/sample_list_open_files.hpp
+include/lbann/data_readers/sample_list_open_files_impl.hpp
+include/lbann/data_readers/utils/input_data_type.hpp
+include/lbann/data_store/data_store_conduit.hpp
+include/lbann/detect_El_mpi.hpp
+include/lbann/execution_algorithms/batch_functional_inference_algorithm.hpp
+include/lbann/execution_algorithms/execution_context.hpp
+include/lbann/execution_algorithms/factory.hpp
+include/lbann/execution_algorithms/kfac.hpp
+include/lbann/execution_algorithms/kfac/execution_context.hpp
+include/lbann/execution_algorithms/kfac/kfac_block.hpp
+include/lbann/execution_algorithms/kfac/kfac_block_bn.hpp
+include/lbann/execution_algorithms/kfac/kfac_block_fc_conv.hpp
+include/lbann/execution_algorithms/kfac/kfac_block_gru.hpp
+include/lbann/execution_algorithms/kfac/kfac_util.hpp
+include/lbann/execution_algorithms/ltfb.hpp
+include/lbann/execution_algorithms/ltfb/execution_context.hpp
+include/lbann/execution_algorithms/ltfb/meta_learning_strategy.hpp
+include/lbann/execution_algorithms/ltfb/mutation_strategy.hpp
+include/lbann/execution_algorithms/ltfb/random_pairwise_exchange.hpp
+include/lbann/execution_algorithms/ltfb/regularized_evolution.hpp
+include/lbann/execution_algorithms/ltfb/termination_criteria.hpp
+include/lbann/execution_algorithms/ltfb/truncation_selection_exchange.hpp
+include/lbann/execution_algorithms/sgd_execution_context.hpp
+include/lbann/execution_algorithms/sgd_training_algorithm.hpp
+include/lbann/execution_algorithms/training_algorithm.hpp
+include/lbann/io/file_io.hpp
+include/lbann/io/persist.hpp
+include/lbann/io/persist_impl.hpp
+include/lbann/layers/activations/activation_layer_builders.hpp
+include/lbann/layers/activations/elu.hpp
+include/lbann/layers/activations/identity.hpp
+include/lbann/layers/activations/leaky_relu.hpp
+include/lbann/layers/activations/log_softmax.hpp
+include/lbann/layers/activations/relu.hpp
+include/lbann/layers/activations/softmax.hpp
+include/lbann/layers/data_type_distconv_adapter.hpp
+include/lbann/layers/data_type_layer.hpp
+include/lbann/layers/distconv_adapter.hpp
+include/lbann/layers/image/bilinear_resize.hpp
+include/lbann/layers/image/composite_image_transformation.hpp
+include/lbann/layers/image/image_layer_builders.hpp
+include/lbann/layers/image/rotation.hpp
+include/lbann/layers/io/input_layer.hpp
+include/lbann/layers/layer.hpp
+include/lbann/layers/learning/base_convolution.hpp
+include/lbann/layers/learning/channelwise_fully_connected.hpp
+include/lbann/layers/learning/channelwise_scale_bias.hpp
+include/lbann/layers/learning/convolution.hpp
+include/lbann/layers/learning/deconvolution.hpp
+include/lbann/layers/learning/distconv/distconv_layers.hpp
+include/lbann/layers/learning/embedding.hpp
+include/lbann/layers/learning/entrywise_scale_bias.hpp
+include/lbann/layers/learning/fully_connected.hpp
+include/lbann/layers/learning/gru.hpp
+include/lbann/layers/loss/categorical_accuracy.hpp
+include/lbann/layers/loss/cross_entropy.hpp
+include/lbann/layers/loss/l1_norm.hpp
+include/lbann/layers/loss/l2_norm2.hpp
+include/lbann/layers/loss/loss_layer_builders.hpp
+include/lbann/layers/loss/mean_absolute_error.hpp
+include/lbann/layers/loss/mean_squared_error.hpp
+include/lbann/layers/loss/top_k_categorical_accuracy.hpp
+include/lbann/layers/math/math_builders.hpp
+include/lbann/layers/math/matmul.hpp
+include/lbann/layers/misc/argmax.hpp
+include/lbann/layers/misc/argmin.hpp
+include/lbann/layers/misc/channelwise_mean.hpp
+include/lbann/layers/misc/channelwise_softmax.hpp
+include/lbann/layers/misc/covariance.hpp
+include/lbann/layers/misc/dft_abs.hpp
+include/lbann/layers/misc/dist_embedding.hpp
+include/lbann/layers/misc/mini_batch_index.hpp
+include/lbann/layers/misc/mini_batch_size.hpp
+include/lbann/layers/misc/misc_builders.hpp
+include/lbann/layers/misc/one_hot.hpp
+include/lbann/layers/misc/rowwise_weights_norms.hpp
+include/lbann/layers/misc/rowwise_weights_norms_impl.hpp
+include/lbann/layers/misc/uniform_hash.hpp
+include/lbann/layers/misc/variance.hpp
+include/lbann/layers/operator_layer.hpp
+include/lbann/layers/operator_layer_impl.hpp
+include/lbann/layers/regularizers/batch_normalization.hpp
+include/lbann/layers/regularizers/dropout.hpp
+include/lbann/layers/regularizers/entrywise_batch_normalization.hpp
+include/lbann/layers/regularizers/instance_norm.hpp
+include/lbann/layers/regularizers/layer_norm.hpp
+include/lbann/layers/regularizers/local_response_normalization.hpp
+include/lbann/layers/regularizers/selu_dropout.hpp
+include/lbann/layers/transform/batchwise_reduce_sum.hpp
+include/lbann/layers/transform/bernoulli.hpp
+include/lbann/layers/transform/categorical_random.hpp
+include/lbann/layers/transform/concatenate.hpp
+include/lbann/layers/transform/constant.hpp
+include/lbann/layers/transform/crop.hpp
+include/lbann/layers/transform/cross_grid_sum.hpp
+include/lbann/layers/transform/cross_grid_sum_slice.hpp
+include/lbann/layers/transform/discrete_random.hpp
+include/lbann/layers/transform/dummy.hpp
+include/lbann/layers/transform/evaluation.hpp
+include/lbann/layers/transform/gather.hpp
+include/lbann/layers/transform/gaussian.hpp
+include/lbann/layers/transform/hadamard.hpp
+include/lbann/layers/transform/in_top_k.hpp
+include/lbann/layers/transform/permute.hpp
+include/lbann/layers/transform/pooling.hpp
+include/lbann/layers/transform/reduction.hpp
+include/lbann/layers/transform/reshape.hpp
+include/lbann/layers/transform/scatter.hpp
+include/lbann/layers/transform/slice.hpp
+include/lbann/layers/transform/sort.hpp
+include/lbann/layers/transform/split.hpp
+include/lbann/layers/transform/stop_gradient.hpp
+include/lbann/layers/transform/sum.hpp
+include/lbann/layers/transform/tessellate.hpp
+include/lbann/layers/transform/transform_builders.hpp
+include/lbann/layers/transform/uniform.hpp
+include/lbann/layers/transform/unpooling.hpp
+include/lbann/layers/transform/weighted_sum.hpp
+include/lbann/layers/transform/weights.hpp
+include/lbann/lbann.hpp
+include/lbann/macros/common_cereal_registration.hpp
+include/lbann/macros/instantiate.hpp
+include/lbann/macros/instantiate_device.hpp
+include/lbann/macros/register_class_with_cereal.hpp
+include/lbann/macros/register_layer_with_cereal.hpp
+include/lbann/macros/register_layer_with_cereal_data_parallel_cpu_only.hpp
+include/lbann/macros/register_layer_with_cereal_data_parallel_gpu_only.hpp
+include/lbann/macros/register_layer_with_cereal_data_parallel_only.hpp
+include/lbann/macros/register_layer_with_cereal_gpu_only.hpp
+include/lbann/macros/register_operator_with_cereal.hpp
+include/lbann/macros/register_template_class_with_cereal.hpp
+include/lbann/metrics/layer_metric.hpp
+include/lbann/metrics/metric.hpp
+include/lbann/models/model.hpp
+include/lbann/objective_functions/layer_term.hpp
+include/lbann/objective_functions/objective_function.hpp
+include/lbann/objective_functions/objective_function_term.hpp
+include/lbann/objective_functions/weight_regularization/l2.hpp
+include/lbann/operators/activations/activation_builders.hpp
+include/lbann/operators/activations/activation_builders_impl.hpp
+include/lbann/operators/activations/activations.hpp
+include/lbann/operators/builder_macros.hpp
+include/lbann/operators/declare_stateless_op.hpp
+include/lbann/operators/elementwise_operator.hpp
+include/lbann/operators/loss/entrywise.hpp
+include/lbann/operators/loss/loss_builders.hpp
+include/lbann/operators/loss/loss_builders_impl.hpp
+include/lbann/operators/math/abs.hpp
+include/lbann/operators/math/binary.hpp
+include/lbann/operators/math/binary_with_constant.hpp
+include/lbann/operators/math/clamp.hpp
+include/lbann/operators/math/math_builders.hpp
+include/lbann/operators/math/math_builders_impl.hpp
+include/lbann/operators/math/unary.hpp
+include/lbann/operators/operator.hpp
+include/lbann/optimizers/adagrad.hpp
+include/lbann/optimizers/adagrad_impl.hpp
+include/lbann/optimizers/adam.hpp
+include/lbann/optimizers/adam_impl.hpp
+include/lbann/optimizers/data_type_optimizer.hpp
+include/lbann/optimizers/data_type_optimizer_impl.hpp
+include/lbann/optimizers/hypergradient_adam.hpp
+include/lbann/optimizers/hypergradient_adam_impl.hpp
+include/lbann/optimizers/optimizer.hpp
+include/lbann/optimizers/rmsprop.hpp
+include/lbann/optimizers/rmsprop_impl.hpp
+include/lbann/optimizers/sgd.hpp
+include/lbann/optimizers/sgd_impl.hpp
+include/lbann/proto/datatype_helpers.hpp
+include/lbann/proto/factories.hpp
+include/lbann/proto/init_image_data_readers.hpp
+include/lbann/proto/operator_factory.hpp
+include/lbann/proto/operator_factory_impl.hpp
+include/lbann/proto/proto_common.hpp
+include/lbann/trainers/trainer.hpp
+include/lbann/transforms/normalize.hpp
+include/lbann/transforms/repack_HWC_to_CHW_layout.hpp
+include/lbann/transforms/sample_normalize.hpp
+include/lbann/transforms/scale.hpp
+include/lbann/transforms/scale_and_translate.hpp
+include/lbann/transforms/transform.hpp
+include/lbann/transforms/transform_pipeline.hpp
+include/lbann/transforms/vision/adjust_brightness.hpp
+include/lbann/transforms/vision/adjust_contrast.hpp
+include/lbann/transforms/vision/adjust_saturation.hpp
+include/lbann/transforms/vision/center_crop.hpp
+include/lbann/transforms/vision/color_jitter.hpp
+include/lbann/transforms/vision/colorize.hpp
+include/lbann/transforms/vision/cutout.hpp
+include/lbann/transforms/vision/grayscale.hpp
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