Trinity-RFT is a versatile framework within ModelScope enabling seamless integration of retrieval modules into fine-tuning pipelines for text, image, and video tasks. It simplifies building retrieval-augmented models by providing index construction, retrievers, and evaluation tools out of the box.
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Document Processing
Healthcare
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#retrieval fine-tuning
#multi-modal retrieval
#Open Source Framework
#model accuracy
#efficiency improvement
#evaluation metrics
#data indexing
#text image video
#model deployment
#contextual training
#machine learning pipeline
#AI Frameworks
#Rapid Prototyping
#large corpus handling
#vector store integration
#data preparation
#community support
#deployment scripts
#model training
#Automated Workflows
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Trinity-RFT
Trinity-RFT is a versatile framework within ModelScope enabling seamless integration of retrieval modules into fine-tuning pipelines for text, image, and video tasks. It simplifies building retrieval-augmented models by providing index construction, retrievers, and evaluation tools out of the box.
AI Platforms & Frameworks
Document Processing
Healthcare
Recommendation Systems
#retrieval fine-tuning
#multi-modal retrieval
#Open Source Framework
#model accuracy
#efficiency improvement
#evaluation metrics
#data indexing
#text image video
#model deployment
#contextual training
#machine learning pipeline
#AI Frameworks
#Rapid Prototyping
#large corpus handling
#vector store integration
#data preparation
#community support
#deployment scripts
#model training
#Automated Workflows
...
Featured
What is Trinity-RFT?
Trinity-RFT (Retrieval Fine-Tuning) is a unified open-source framework designed to enhance model accuracy and efficiency by combining retrieval and fine-tuning workflows. Users can prepare a corpus, build a retrieval index, and plug the retrieved context directly into training loops. It supports multi-modal retrieval for text, images, and video, integrates with popular vector stores, and offers evaluation metrics and deployment scripts for rapid prototyping and production deployment.
Who will use Trinity-RFT?
- Machine learning engineers
- Data scientists
- AI researchers
- NLP developers
- Multimedia retrieval specialists
How to use the Trinity-RFT?
- Step1: Install ModelScope and Trinity-RFT via pip.
- Step2: Prepare and preprocess your text, image, or video corpus.
- Step3: Configure retrieval settings (vector store, encoder) in the YAML config.
- Step4: Run the retrieval index builder to generate embeddings and index files.
- Step5: Launch the fine-tuning script with retrieval integration enabled.
- Step6: Evaluate performance using provided metrics and visualizations.
- Step7: Deploy the retrieval-augmented model on ModelScope or export for serving.
Platform
- mac
- windows
- linux
Trinity-RFT's Core Features & Benefits
The Core Features
- Multi-modal retrieval index construction
- Retrieval-augmented fine-tuning pipeline
- Integration with FAISS and other vector stores
- Configurable retriever and encoder modules
- Built-in evaluation and analysis tools
- Deployment scripts for ModelScope platform
The Benefits
- Improves model accuracy with relevant context
- Reduces development time with ready-made modules
- Scales to large corpora via efficient indexing
- Supports text, image, and video modalities
- Open-source with active community support
Trinity-RFT's Main Use Cases & Applications
- Semantic search engines with text, image, video support
- Question-answering systems using retrieved context
- Recommendation systems leveraging retrieval signals
- Cross-modal retrieval tasks in multimedia applications
- Document understanding with external knowledge
Trinity-RFT's Pros & Cons
The Pros
Supports unified and flexible reinforcement fine-tuning modes including on-policy, off-policy, synchronous, asynchronous, and hybrid training.
Designed with decoupled architecture separating explorer and trainer for scalable distributed deployments.
Robust agent-environment interaction handling delayed rewards, failures, and long latencies.
Optimized systematic data processing pipelines for diverse and messy data.
Supports human-in-the-loop training and integration with major datasets and models from Huggingface and ModelScope.
Open-source with active development and comprehensive documentation.
The Cons
Currently under active development, which might limit stability and production readiness.
Requires significant computational resources (Python >=3.10, CUDA >=12.4, and at least 2 GPUs).
Installation and setup process might be complex for users unfamiliar with reinforcement learning frameworks and distributed system management.
FAQs of Trinity-RFT
Trinity-RFT Company Information
- ModelScope (Alibaba)
Trinity-RFT Reviews
5/5
Trinity-RFT's Main Competitors and alternatives?
- Haystack
- LangChain
- LlamaIndex
- OpenAI RAG
- Pinecone Retrieval Toolkit
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