3f0b4a2d4c
* SameDiff execution memory management improvements, round 1 Signed-off-by: AlexDBlack <blacka101@gmail.com> * Round 2 Signed-off-by: AlexDBlack <blacka101@gmail.com> * Round 3 Signed-off-by: AlexDBlack <blacka101@gmail.com> * Clear node outputs closed array references; Slight change to OpValidation internals to not rely on cached op outputs Signed-off-by: AlexDBlack <blacka101@gmail.com> * Next steps Signed-off-by: AlexDBlack <blacka101@gmail.com> * Next step Signed-off-by: AlexDBlack <blacka101@gmail.com> * Cleanup Signed-off-by: AlexDBlack <blacka101@gmail.com> * More polish Signed-off-by: AlexDBlack <blacka101@gmail.com> * Fix Signed-off-by: AlexDBlack <blacka101@gmail.com> * Add WeakIdentityHashmap Signed-off-by: AlexDBlack <blacka101@gmail.com> * Session fixes for control ops and next steps Signed-off-by: AlexDBlack <blacka101@gmail.com> * More fixes Signed-off-by: AlexDBlack <blacka101@gmail.com> * Fixes Signed-off-by: AlexDBlack <blacka101@gmail.com> * First steps for training session + in-line updating Signed-off-by: AlexDBlack <blacka101@gmail.com> * Next steps Signed-off-by: AlexDBlack <blacka101@gmail.com> * Fix losses and history during training Signed-off-by: AlexDBlack <blacka101@gmail.com> * More fixes Signed-off-by: AlexDBlack <blacka101@gmail.com> * BiasAdd and other fixes Signed-off-by: AlexDBlack <blacka101@gmail.com> * Don't use SDVariable.getArr() in TFGraphTestAllHelper (import tests) Signed-off-by: AlexDBlack <blacka101@gmail.com> * Small fix Signed-off-by: AlexDBlack <blacka101@gmail.com> * Cleanup Signed-off-by: AlexDBlack <blacka101@gmail.com> * First steps for new dependency tracking approach Signed-off-by: AlexDBlack <blacka101@gmail.com> * Start integrating dependency tracking for memory management Signed-off-by: AlexDBlack <blacka101@gmail.com> * Non-control op dependency tracking works/passes Signed-off-by: AlexDBlack <blacka101@gmail.com> * Switch/merge Signed-off-by: AlexDBlack <blacka101@gmail.com> * Next steps Signed-off-by: AlexDBlack <blacka101@gmail.com> * Cleanup and next steps Signed-off-by: AlexDBlack <blacka101@gmail.com> * Small fixes Signed-off-by: AlexDBlack <blacka101@gmail.com> * Fix issue dependency tracking for initial variables/constants Signed-off-by: AlexDBlack <blacka101@gmail.com> * Add check for aliases when determining if safe to close array Signed-off-by: AlexDBlack <blacka101@gmail.com> * First pass on new TF graph import class Signed-off-by: AlexDBlack <blacka101@gmail.com> * Import fixes, op fixes Signed-off-by: AlexDBlack <blacka101@gmail.com> * Cleanup and fixes for new TF import mapper Signed-off-by: AlexDBlack <blacka101@gmail.com> * More cleanup Signed-off-by: AlexDBlack <blacka101@gmail.com> * Partial implementation of new dependency tracker Signed-off-by: AlexDBlack <blacka101@gmail.com> * Next steps Signed-off-by: AlexDBlack <blacka101@gmail.com> * AbstractDependencyTracker for shared code Signed-off-by: AlexDBlack <blacka101@gmail.com> * Overhaul SameDiff graph execution (dependency tracking) Signed-off-by: AlexDBlack <blacka101@gmail.com> * More fixes, cleanup, next steps Signed-off-by: AlexDBlack <blacka101@gmail.com> * Ad no-op memory manager, cleanup, fixes Signed-off-by: AlexDBlack <blacka101@gmail.com> * Fix switch dependency tracking Signed-off-by: AlexDBlack <blacka101@gmail.com> * INDArray.toString: no exception on closed arrays, just note closed Signed-off-by: AlexDBlack <blacka101@gmail.com> * Fix enter and exit dependency tracking Signed-off-by: AlexDBlack <blacka101@gmail.com> * TensorArray memory management fixes Signed-off-by: AlexDBlack <blacka101@gmail.com> * Add unique ID for INDArray instances Signed-off-by: AlexDBlack <blacka101@gmail.com> * Fix memory management for NextIteration outputs in multi-iteration loops Signed-off-by: AlexDBlack <blacka101@gmail.com> * Remove (now unnecessary) special case handling for nested enters Signed-off-by: AlexDBlack <blacka101@gmail.com> * Cleanup Signed-off-by: AlexDBlack <blacka101@gmail.com> * Handle control dependencies during execution; javadoc for memory managers Signed-off-by: AlexDBlack <blacka101@gmail.com> * Cleanup, polish, code comments, javadoc Signed-off-by: AlexDBlack <blacka101@gmail.com> * Cleanup and more javadoc Signed-off-by: AlexDBlack <blacka101@gmail.com> * Add memory validation for all TF import tests - ensure all arrays (except outputs) are released Signed-off-by: AlexDBlack <blacka101@gmail.com> * Clean up arrays waiting on unexecuted ops at the end of execution Signed-off-by: AlexDBlack <blacka101@gmail.com> * Fixes for enter op memory managent in the context of multiple non-nested loops/frames Signed-off-by: AlexDBlack <blacka101@gmail.com> * Fix order of operation issues for dependency tracker Signed-off-by: AlexDBlack <blacka101@gmail.com> * Always clear op fields after execution to avoid leaks or unintended array reuse Signed-off-by: AlexDBlack <blacka101@gmail.com> * Small fixes Signed-off-by: AlexDBlack <blacka101@gmail.com> * Re-implement dtype conversion Signed-off-by: AlexDBlack <blacka101@gmail.com> * Fix for control dependencies execution (dependency tracking) Signed-off-by: AlexDBlack <blacka101@gmail.com> * Fix TF import overrides and filtering Signed-off-by: AlexDBlack <blacka101@gmail.com> * Fix for constant enter array dependency tracking Signed-off-by: AlexDBlack <blacka101@gmail.com> * DL4J Fixes Signed-off-by: AlexDBlack <blacka101@gmail.com> * More DL4J fixes Signed-off-by: AlexDBlack <blacka101@gmail.com> * Cleanup and polish Signed-off-by: AlexDBlack <blacka101@gmail.com> * More polish and javadoc Signed-off-by: AlexDBlack <blacka101@gmail.com> * More logging level tweaks, small DL4J fix Signed-off-by: AlexDBlack <blacka101@gmail.com> * Small fix to DL4J SameDiffLayer Signed-off-by: AlexDBlack <blacka101@gmail.com> * Fix empty array deserialization, add extra deserialization checks Signed-off-by: AlexDBlack <blacka101@gmail.com> * FlatBuffers control dep serialization fixes; test serialization as part of all TF import tests Signed-off-by: AlexDBlack <blacka101@gmail.com> * Variable control dependencies serialization fix Signed-off-by: AlexDBlack <blacka101@gmail.com> * Fix issue with removing inputs for ops Signed-off-by: AlexDBlack <blacka101@gmail.com> * FlatBuffers NDArray deserialization fix Signed-off-by: AlexDBlack <blacka101@gmail.com> * FlatBuffers NDArray deserialization fix Signed-off-by: AlexDBlack <blacka101@gmail.com> * Small fix Signed-off-by: AlexDBlack <blacka101@gmail.com> * Small fix Signed-off-by: AlexDBlack <blacka101@gmail.com> * Final cleanup/polish Signed-off-by: AlexDBlack <blacka101@gmail.com> |
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.github | ||
arbiter | ||
datavec | ||
deeplearning4j | ||
docs | ||
gym-java-client | ||
jumpy | ||
libnd4j | ||
nd4j | ||
nd4s | ||
pydatavec | ||
pydl4j | ||
rl4j | ||
scalnet | ||
.gitignore | ||
CONTRIBUTING.md | ||
Jenkinsfile | ||
LICENSE | ||
README.md | ||
change-cuda-versions.sh | ||
change-scala-versions.sh | ||
perform-release.sh | ||
pom.xml |
README.md
Monorepo of Deeplearning4j
Welcome to the new monorepo of Deeplearning4j that contains the source code for all the following projects, in addition to the original repository of Deeplearning4j moved to deeplearning4j:
- https://github.com/eclipse/deeplearning4j/tree/master/libnd4j
- https://github.com/eclipse/deeplearning4j/tree/master/nd4j
- https://github.com/eclipse/deeplearning4j/tree/master/datavec
- https://github.com/eclipse/deeplearning4j/tree/master/arbiter
- https://github.com/eclipse/deeplearning4j/tree/master/nd4s
- https://github.com/eclipse/deeplearning4j/tree/master/gym-java-client
- https://github.com/eclipse/deeplearning4j/tree/master/rl4j
- https://github.com/eclipse/deeplearning4j/tree/master/scalnet
- https://github.com/eclipse/deeplearning4j/tree/master/pydl4j
- https://github.com/eclipse/deeplearning4j/tree/master/jumpy
- https://github.com/eclipse/deeplearning4j/tree/master/pydatavec
To build everything, we can use commands like
./change-cuda-versions.sh x.x
./change-scala-versions.sh 2.xx
./change-spark-versions.sh x
mvn clean install -Dmaven.test.skip -Dlibnd4j.cuda=x.x -Dlibnd4j.compute=xx
or
mvn -B -V -U clean install -pl '!jumpy,!pydatavec,!pydl4j' -Dlibnd4j.platform=linux-x86_64 -Dlibnd4j.chip=cuda -Dlibnd4j.cuda=9.2 -Dlibnd4j.compute=<your GPU CC> -Djavacpp.platform=linux-x86_64 -Dmaven.test.skip=true
An example of GPU "CC" or compute capability is 61 for Titan X Pascal.
Want some examples?
We have separate repository with various examples available: https://github.com/eclipse/deeplearning4j-examples
In the examples repo, you'll also find a tutorial series in Zeppelin: https://github.com/eclipse/deeplearning4j-examples/tree/master/tutorials