Optimum CLI Commands. Compress, Quantize and Convert!
Generate detailed prompts for text-to-image AI
Greet a user by name
Enhance Google Sheets with Hugging Face AI
Generate task-specific instructions and responses from text
Generate text based on your input
A prompts generater
Generate customized content tailored for different age groups
Convert files to Markdown
Generate detailed prompts for Stable Diffusion
Generate text based on input prompts
Add results to model card from Open LLM Leaderboard
Transform AI text into human-like writing
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