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DataChain
Wrangle unstructured data in Python using AI helpers at scale
DVC Studio
Track experiments and share insights from ML projects
VS Code Extension
Local ML model development and experiment tracking
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macOS Windows Linux Visual Studio Code Pre-release Version Shell Completion IDE Plugins

Data Pipelines Metrics, Parameters, and Plots

Experiment Management

Experiment Tracking Experimenting Using Pipelines

Add a model Manage models Use and deploy models

Versioning Data and Models

Tutorial 👩‍💻

CI/CD for Machine Learning Fast and Secure Data Caching Hub Experiment Tracking Model Registry Data Registry

Tutorial 👩‍💻

Project Structure

dvc.yaml Files .dvc Files .dvcignore Files Configuration Internal Files

Data Management

Amazon S3 Azure Blob Storage Google Cloud Storage Google Drive Aliyun OSS SSH & SFTP HDFS & WebHDFS HTTP WebDAV

Cloud Versioning Discovering and Accessing Data External Data Large Dataset Optimization Modifying Large Datasets

Defining Pipelines Running Pipelines Run Cache External Dependencies and Outputs

Experiment Management

Running Experiments Hydra Composition Comparing Experiments Visualizing Plots Sharing Experiments

Run DVC on Windows Stop Tracking Data Update Tracked Data Add Deps or Outs to a Stage Resolve Merge Conflicts Share a DVC Cache

ML Frameworks Amazon SageMaker Databricks Evidently Hugging Face

Environment Variables Troubleshooting Anonymized Usage Analytics Glossary Upgrading to DVC 3.0

Command Reference

cache dir cache migrate

check-ignore checkout commit config dag data status destroy diff doctor exp

exp apply exp branch exp clean exp diff exp list exp pull exp push exp remove exp rename exp run exp save exp show

fetch freeze gc get-url get import-db import-url import init install list-url list metrics

metrics show metrics diff

plots show plots diff plots templates

pull push queue

queue start queue stop queue status queue logs queue remove queue kill

remote add remote modify remote default remote list remote remove remote rename

remove repro root stage

stage add stage list

studio login studio logout studio token

unfreeze unprotect update version

Python API Reference

DVCFileSystem artifacts_show()exp_show()get_url()metrics_show()open()params_show()read()scm

DVC Core Project Docs and Website

Changelog VS Code Extension Studio

Create a Project Configure a Project Explore ML Experiments Visualize and Compare Run Experiments Live Metrics and Plots Share a Project

Add a Model Register Version Assign Stage View and Compare Models Use Models Remove a Model or Its Details

Team Collaboration Account Management Git Connections

Github App Custom Gitlab Server

Single Sign On OpenID Connect Troubleshooting

AWS AMI Kubernetes (Helm)

TLS certificates CA certificates Git Forges

GitHub GitLab Bitbucket

Troubleshooting

502 Service Unavailable Providing data to our support

Regular procedure Air-gap procedure

Create Project Download Model

Install How it Works API Reference

end()log_artifact()log_image()log_metric()log_param()log_params()log_plot()log_sklearn_plot()make_dvcyaml()make_report()make_summary()monitor_system()next_step()

Fast.ai Hugging Face Accelerate Hugging Face Transformers Keras LightGBM MMCV Optuna PyTorch PyTorch Lightning PyTorch Lightning Fabric Scikit-learn TensorFlow XGBoost Ultralytics YOLO v8

Environment Variables

Installation Get Started User Guide Command Reference

assign check-ref deprecate doctor history register show stages

Bitbucket integration

To be updated.

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