ParlAI
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About
ParlAI is a Python framework for sharing, training, and testing dialogue models across diverse applications, from open-domain chitchat to task-oriented dialogue and visual question answering. It provides researchers with over 100 popular datasets accessible via a unified API, a wide array of reference models (including Transformers), and a comprehensive zoo of pretrained models ready for immediate use. The platform also offers seamless integration with Amazon Mechanical Turk for efficient data collection and human evaluation, and supports connection with Facebook Messenger to facilitate human-agent interaction. Additionally, ParlAI includes extensive helpers for building custom agents, supports multitasking across various tasks, and features multimodality for handling both text and image data. It is detailed in the paper 'ParlAI: A Dialog Research Software Platform'.
Platform
Features
• comprehensive documentation and tutorials
• multimodality support for tasks using text and images
• helpers to create custom agents and train with multitasking
• integration with facebook messenger to connect agents with humans
• seamless integration with amazon mechanical turk for data collection and human evaluation
• large zoo of pretrained models ready to use off-the-shelf
• wide set of reference models, from retrieval baselines to transformers
• 100+ popular datasets with a unified api
FAQs
How do I install ParlAI?
You can install ParlAI by running "pip install parlai". A virtual environment is strongly recommended. For development, clone the repository and run "python setup.py develop".
What are the system requirements for ParlAI?
ParlAI works on Linux or macOS, requires Python 3.8+, and supports Pytorch 1.6+. Windows is not officially supported but users report success with Python 3.8.
Where can I find documentation and tutorials for ParlAI?
Extensive documentation is available, covering quick start guides, basic tutorials, creating new tasks, agent development, available tasks and agents, model zoo, and crowdsourcing.
How can I get support for ParlAI or contribute to the project?
For questions, bug reports, or feature requests, use the Github Issues page. You can also check the FAQ and Tips n Tricks. Contributions via PRs are welcome; see the Contributing document.
Pricing Plans
Free
Free Plan• 100+ popular datasets with unified API
• Wide set of reference models (e.g., Transformers)
• Large zoo of pretrained models
• Amazon Mechanical Turk integration
• Facebook Messenger integration
• Helpers for creating custom agents
• Multitasking support
• Multimodality support
Job Opportunities
There are currently no job postings for this AI tool.
Ratings & Reviews
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