Optimum CLI Commands. Compress, Quantize and Convert!
Generate text based on your input
Multi-Agent AI with crewAI
Generate test cases from a QA user story
Square a number using a slider
Generate text based on input prompts
Generate text with input prompts
Run AI web interface
Smart search tool that leverages LangChain, FAISS, OpenAI.
Generate optimized prompts for Stable Diffusion
Generate responses to text instructions
A powerful AI chatbot that runs locally in your browser
Generate text responses in a chat format
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