ChatG2IA
latest
Table of Content:
Workflow Diagram Explanation
The team
FineTuning
FineTuning using Ludwig
Pushing the adapter into HuggingFace
How to load an adapter and attach it to the model (GPU)
Domain specific dataset
Chainlit
RAG Application
Deploy to Replicate
ChatG2IA
FineTuning
Edit on GitHub
FineTuning
FineTuning using Ludwig
1. Traditional FineTuning Vs. Parameter Efficient FineTuning
1. Fine-tuning using Ludwig
1.1 Install Ludwig and Ludwig’s LLM related dependencies
1.2. Import The Code Generation Dataset
1.3. Setup Your HuggingFace Token 🤗
1.4. Fine-tuning
Pushing the adapter into HuggingFace
Ludwig API
How to load an adapter and attach it to the model (GPU)
1. Install Required Packages
2. Load and Configure the Model
3. Load adapters with 🤗 PEFT