DeepRec
latest

Build & Install

  • DeepRec Build and Install
  • Estimator Build and Install
  • TFServing Build and Install

Embedding

  • Embedding Variable
  • Feature Eviction of EmbeddingVariable
  • Feature Filter of EmbeddingVariable
  • Adaptive Embedding
  • Multi-Hash Variable
  • Group Embedding

Distributed Training

  • GRPC++
  • StarServer
  • Distributed Synchronous Training-SOK

Graph Optimization

  • Embedding Subgraph Fusion
  • Pipeline-Stage
  • Pipline-SmartStage
  • Asynchronous Embedding Lookup
  • Sample-awared Graph Compression

Runtime Optimization

  • CPU Memory Optimization
  • GPU Memory Optimization
  • GPU Virtual Memory Optimization
  • Executor Optimization
  • GPU Multi-stream

Model Save & Restore

  • Incremental Checkpoint
  • Embedding Variable Export Format

Optimizer

  • AdamAsync Optimizer
  • AdagradDecay Optimizer
  • AdamW Optimizer

Operator & Hardware Acceleration

  • oneDNN
  • Optimization of Operator
  • NVIDIA TF32
  • Arm Compute Library

Model Quantification

  • Intel® AMX
  • BFloat16

Dataset and Processing

  • WorkQueue
  • KafkaDataset
  • KafkaGroupIODataset
  • ParquetDataset

Compiler

  • TensorRT
  • BladeDISC
  • XLA

Inference optimization

  • Processor
  • SessionGroup
  • Device Placement Optimization
DeepRec
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