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Turn Valve 7 12 Main Act
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Turn Valve 7 12 Main Act

huggingface.co·Infrastructure

Turn Valve 7 12 Main Act is a robotics policy model available on Hugging Face, designed for use with the LeRobot library. It implements Action Chunking with Transformers (ACT), an imitation-learning approach that predicts short sequences of actions—referred to as action chunks—rather than individual steps. This method is trained from teleoperated data and is intended to achieve high success rates in robotic control tasks.

The model is delivered in the safetensors format and can be integrated with various libraries, inference providers, notebooks, and local applications. Specific instructions are provided for using the model with LeRobot, as well as for running it in environments such as Google Colab and Kaggle. Documentation and training guides are referenced for users seeking a complete walkthrough on training from scratch or running evaluation and inference.

Turn Valve 7 12 Main Act is released under the Apache 2.0 license, making it available for open-source use and modification. The model is suited for those working in robotics who are interested in applying imitation learning techniques to control tasks, particularly where learning from teleoperated examples is desired.

Open Source
WebCLI
T
Turn Valve 7 12 Main Act preview
Visit huggingface.co↗

Overview

5 features

In the Other AI space, Turn Valve 7 12 Main Act takes a focused approach. It provides a pre-trained robotics policy for automating valve-turning tasks using imitation learning. Turn Valve 7 12 Main Act is an open-source project aimed at robotics developers and researchers. The project is open source (Open Source). It runs on the web and the command line.

It is developed by hzlama, and the product first shipped in 2023. Among its 5 catalogued features are robotics policy, imitation learning, and leRobot integration.

  • ✓Robotics policy
  • ✓Imitation learning
  • ✓LeRobot integration
  • ✓Python support
  • ✓Open source

Tags

robotics-policyimitation-learninglerobotvalve-turninghuggingface-model

AI capabilities

Weights: Open

Built with & integrations

Hosting
aws
AI providers
openai
Runs on
BrowserCLI

Trust & compliance

LicenseOpen Source
Verified signals
✓ HTTPS✓ Privacy Policy✓ Terms of Service✓ Open Source✓ Free tier
Legal
Privacy Policy →Terms of Service →

Recent events

Latest indexed changes and source events

  1. IndexedJul 12, 10:20 PM

    hzlama/turn_valve_7_12_main_act verified by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about Turn Valve 7 12 Main Act

What is Turn Valve 7 12 Main Act?
Turn Valve 7 12 Main Act provides a pre-trained robotics policy for automating valve-turning tasks using imitation learning. It is catalogued under Other AI on PulseGate.
Who should use Turn Valve 7 12 Main Act?
Turn Valve 7 12 Main Act is an open-source project built for robotics developers and researchers.
Does Turn Valve 7 12 Main Act have a free plan?
Yes — Turn Valve 7 12 Main Act is open source under the Open Source license and free to use.
What platforms does Turn Valve 7 12 Main Act run on?
Turn Valve 7 12 Main Act runs on the web and the command line.
Is Turn Valve 7 12 Main Act still active?
PulseGate's automated liveness checks currently classify Turn Valve 7 12 Main Act as active.
What tools are similar to Turn Valve 7 12 Main Act?
Similar tools tracked by PulseGate include Turn Valve 7 12 Main Dp, Act Task1, and Act Policy Bimanual.Turn Valve 7 12 Main DpAct Task1Act Policy Bimanual
Who develops Turn Valve 7 12 Main Act?
Turn Valve 7 12 Main Act is developed by hzlama.
How long has Turn Valve 7 12 Main Act been around?
Turn Valve 7 12 Main Act first shipped in 2023.

At a glance

Pricing
Open Source
Platforms
Web
Languages
English
License
Open Source
First seen
Jan 24, 2023
Activity
🟢 Active
Status
🟢 Active
Built for
robotics developers and researchers
Model
Open source
Solves
Provides a pre-trained robotics policy for automating valve-turning tasks using imitation learning.

Developer

hzlama

Live coverage

Confidence
Medium · 70
Indexed
Jul 12, 2026
Lifecycle
Alive
Activity
Active
First seen
Jan 2023
Last seen
4d ago
Identity audit (9)
Entity ID
cmricycv400w883wnzwrlab2l
Slug
hzlama-turn-valve-7-12-main-act-huggingface-co
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 13, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 13, 2026
Canonical URL
https://huggingface.co/hzlama/turn_valve_7_12_main_act

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Other apps tracked under the same category.

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  • Act Policy Bimanual
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  • Urban Vla Left Turn Smolvla
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  • Act Policy Test4
    huggingface.co
  • Policy Test1
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