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MXNet
MXNet

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  2. Apache MXNet Home
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Proposals

  • Created by Naveen Swamy, last modified by Sheng Zha on Mar 04, 2019

  • Proposal: ImportExport module
  • The design of MKLDNN integration
  • Logging MXNet Data for Visualization in TensorBoard
  • Improved Exception Handling in MXNet - Phase 2
  • Thread-safety in MXNet
  • MXNet C++ package improvements
  • Parallel Inference in MXNet
  • Dynamic shape
  • Optimize dynamic neural network models with control flow operators
  • KVStore for Distributed Model Parallel FC(nsoftmax).
  • End2End Fixpoint Finetuning Plug-In
  • KVStore for Partial FC(nsoftmax) for Large Scale Data Training.
  • Unified integration with external backend libraries
  • Website Update Proposals
    • Website Redesign Information Architecture & Wireframe
    • Website Global Search Feature
    • MXNet Website 2.0 - Slow Site Speed in China
    • Merge beta.mxnet.io To MXNet Official Website
    • Merge numpy.mxnet.io to MXNet Official Website
  • Sparse Matrix Dot Product Parallel Algorithm Design
  • Automated Flaky Test Detector
    • Flaky Test Bot Integration Plan
  • SVRG Optimization in MXNet Python Module
  • Extend MXNet Distributed Training by MPI AllReduce
  • Single machine All Reduce Topology-aware Communication
  • Horovod-MXNet Integration
  • Runtime Integration with TensorRT
  • MXNet Java Inference API
  • MXNet nGraph integration using subgraph backend interface
  • Upstreaming of Mxnet HIP port
  • Data IO
    • Image Transforms and RecordIO file Creation
  • MXNet with Intel MKL-DNN - Performance Benchmarking
  • Benchmarking MXNet with different OpenMP implementations
  • Gluon API for Scala/ Clojure/ Java packages
  • MXNet end to end models
  • Extending MXNet Model save/load APIs
  • [WIP] LR Finder
    • [WIP] Differential Learning Rate
  • New Clojure NDArray/Symbol APIs
  • Archived Proposals
    • Improved Exception Handling in MXNet
    • Gluon Sparse Support
    • Make cmake default build system
    • Fused RNN Operators for CPU
    • Model Backwards Compatibility Check
    • Apache MXNet Design Proposal Template
    • PR Best Practices
    • Machine Learning Based GitHub Bot
    • Gluon - Audio
    • Label Prediction by the @mxnet-label-bot
  • MXNet Graph Optimization and Quantization based on subgraph and MKL-DNN
  • Enable Operator Level Parallelism under Subgraph
  • Higher Order Gradient Calculation
  • MXNet Memory Profiling Enhancements
  • Gluon Fit API - Tech Design
    • Callback Design for Fit Loop
  • Conversion from FP32 to Mixed Precision Models
  • MXNet Operator Benchmarks
  • MXVM: Operator graph 2.0
  • GPU Pointwise fusion
  • Fixing Duplication in Operator Profiling
  • Custom Operator Profiling Enhancement
  • Design of CNML/CNRT Integration
  • Make MXNet deploy it's own distribution
  • Bring your own Accelerator
  • Using TensorInspector to help debug operators
  • Pull Request review bot
  • Dynamic CustomOp Support
  • BytePS-MXNet Integration
  • Large Tensor Support
  • MXNet FFI for Operator Imperative Invocation

  • design
  • mxnet
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