Optimum CLI Commands. Compress, Quantize and Convert!
Generate responses to text prompts using LLM
Turn any ebook into audiobook, 1107+ languages supported!
Generate text based on your input
Send queries and receive responses using Gemini models
Pick a text splitter => visualize chunks. Great for RAG.
Train GPT-2 and generate text using custom datasets
Generate SQL queries from natural language input
Multi-Agent AI with crewAI
Generate optimized prompts for Stable Diffusion
Enhance Google Sheets with Hugging Face AI
Find and summarize astronomy papers based on queries
Generate responses to text instructions
The Optimum-CLI-Tool is a command-line interface designed to optimize machine learning models through compression, quantization, and conversion. It streamlines the process of preparing models for deployment, focusing on efficiency and performance. This tool is particularly useful for users working with Text Generation tasks and aims to simplify model optimization workflows.
optimum-cli convert --input-model your_model.pb --output-model optimized_model.xml
What is model quantization?
Quantization reduces the numerical precision of model weights, decreasing model size and improving inference speed without significant loss in accuracy.
Which frameworks does Optimum-CLI-Tool support?
The tool supports TensorFlow, PyTorch, and OpenVINO, allowing seamless conversion between these formats.
How do I convert a model to OpenVINO format?
Run the tool with the conversion option, specifying the input model and desired output format. For example:
optimum-cli convert --input-model your_model.pb --output-model optimized_model.xml --target-framework openvino