DeepR reference documentation

Preprocessing, layers, metrics and learning jobs

Getting started

• Quickstart
  • Dataset
  • Prepro
  • Model
  • Trainer job
• Pipeline
  • 1. Custom Build Dataset Job
  • 2. Define a Pipeline
  • 3. Run on Yarn
• Config
  • Design Requirements
  • Arbitrary tree of objects
  • Macros
  • Dynamic Macros
  • Positional Arguments
  • Argument as config
  • References
• Hyper Parameter Tuning
  • Prepare config
  • Launch
• Advanced
  • Original TrainerJob
  • TrainSpec and EvalSpec
  • Metrics
  • Hooks
  • Exporters
  • Full TrainerJob
  • Cleanup Job
  • OptimizeSavedModel
  • ExportXlaModelMetadata
  • Predict Job
  • Full Pipeline

Examples

• MovieLens Example
  • Install
  • Download the dataset
  • Step 1 - Build TF Records
  • Step 2 - Training
  • Step 3 - Predict job
  • Step 4 - Evaluation job
  • Run the pipeline
  • Visualize embeddings with a KNN

Developper documentation

• DeepR: Build and Train Deep Learning Pipelines for Production
  • Why a Deep Learning Library based on TF1.x
  • Use DeepR
  • MovieLens Example
  • Installation
  • Test
  • Lint
  • Command Line Tools
  • Contributing
  • Change log
  • Main contributors
• Contributing
  • Testing and Coverage
  • Python Code Style
• Changelog
  • [2.13.0] - 2023-01-07
  • [2.12.0] - 2021-04-29
  • [2.11.0] - 2020-12-11
  • [2.10.0] - 2020-10-28
  • [2.9.1] - 2020-10-01
  • [2.9.0] - 2020-10-01
  • [2.8.2] - 2020-09-07
  • [2.8.1] - 2020-09-03
  • [2.8.0] - 2020-09-03
  • [2.7.0] - 2020-08-04
  • [2.6.0] - 2020-07-02
  • [2.5.1] - 2020-07-01
  • [2.5.0] - 2020-07-01
  • [2.4.2] - 2020-06-19
  • [2.4.1] - 2020-06-15
  • [2.4.0] - 2020-06-10
  • [2.3.0] - 2020-06-10
  • [2.2.0] - 2020-06-08
  • [2.1.1] - 2020-06-05
  • [2.1.0] - 2020-06-04
  • [2.0.0] - 2020-06-03
  • [1.2.1] - 2020-05-27
  • [1.2.0] - 2020-05-26
  • [1.1.0] - 2020-05-25
  • [1.0.0] - 2020-05-19

API documentation

• DeepR
  • Config
  • Exporter
  • Hook
  • Initializer
  • Io
  • Job
  • Layer
  • Macros
  • Metrics
  • Optimizer
  • Prepro
  • Reader
  • Utils
  • Vocab
  • Writer
• deepr
  • deepr package

Indices and tables

• Index

• Module Index

• Search Page