SQLFlow v0.4 Documentation
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2021-12-30 22:00:47
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SQLFlow Language Guide
Quick Start
Export Trained Models
Run with command-line tool
Installation
Develop, Release, and Use SQLFlow-in-a-VM
Install SQLFlow Playground on Your Kubernetes Cluster
Contributes
SQLFlow: Code Walkthrough
Build from Source in a Docker Container
Design
SQLFlow Code Generator
Intermediate Representation
Redesign the Numeric Column Clause in SQLFlow
SQL Program Dependency Analyze
Training and Validation
Auto Hyperparameter Tuning
Extend the SPARSE Column Transformer to Load Sparse Vectors in Different Data Formats
Explain the Machine Learning Model in SQLFlow
Clustering in SQLFlow to Analyze Patterns in Data
Feature Derivation
Submitter
Model Zoo
Diagnostic Attribute Error
XGBoost on SQLFlow
SQLFlow Command Line Interface
SQLFlow Syntax Extension: TO RUN
Model Market
SQLFlow Overall Design
Model Metadata Storage
Comparisons of How to Contribute Models Designs
SQLFlow Playground Server
Get the Model Metadata When Generating Prediction Workflow Codes
Information Necessary for Code Generators in SQLFlow
Define Models for SQLFlow
Workflow Package
Mathematical Programming Solver with SQLFlow
Argo Workflow on SQLFLow
Feature Column Support in SQLFlow XGBoost models
Piping Responses
SQLFlow Parser
Show Train Statement in SQLFlow
SQLFlow Authentication and Authorization
SQLFlow Command-line Support Model Zoo Commands
ALPS Submitter
ElasticDL on SQLFlow
Closing the Producer Goroutine from the Consumer
Logs in SQLFlow
Compatibility with Various SQL Engines
Examples
Time Series Model on SQLFlow Tutorial
Use SQLFlow to Solve Optimization Problems
The Credit Card Fraud Detection Example
Clustering the Active Power Consumption Using Clustering model in SQLFlow
Predict the Car Price using XGBoost in SQLFlow
Train and Predict Titanic Dataset Using DNNClassifer in SQLFlow
Training a Text Classification Model Using SQLFlow
Explaining Model on SQLFlow Tutorial
Classify Cora Dataset Using GCN
Classify Iris Dataset Using DNNClassifer
Customize Data Analysis on SQLFlow Tutorial
XGBoost on SQLFlow Tutorial
Credit ScoreCard Model on SQLFlow
ElasticDL
Design Overview for ElasticDL on SQLFlow
Design Doc: Distributed Embedding Layer
Targeted Users
Dynamic Data Sharding Design
Design to Support Custom Callback Using Keras API
ElasticDL Overall Design
Data Analysis and Tranformation
High Performance Parameter Server Design
ElasticDL Training Checkpoints Design
Design for Allreduce-based Training Support
Getting Started with ElasticDL
Data IO Pipeline Design
Design Doc: Synchronous SGD
ElasticDL Parameter Server Design
Serving Design
Concepts Design Doc
Design Doc: Asynchronous SGD
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