Interactively explore safetensors and onnx networks in your CLI.

Get nnli 🎉

From Cargo

cargo install nnli

From Github

git clone https://github.com/drbh/nnli.git
cd nnli
cargo install --path .

Check version

nnli --version

Print a local model

nnli print --path <PATH TO MODEL FILE OR MODEL ID>

# if the model is in your HF cache
nnli print --path microsoft/Phi-3-mini-4k-instruct
# when there is more than one revision, specify the revision
nnli print --path microsoft/Phi-3-mini-4k-instruct@d269012bea6fbe38ce7752c8940fea010eea3383
# or the full path
nnli print --path ~/.cache/huggingface/hub/models--microsoft--Phi-3-mini-4k-instruct/snapshots/d269012bea6fbe38ce7752c8940fea010eea3383/

This app is a work in progress, and there is a lot of room for improvement on both the code and user experience (UX) fronts.

features

• read onnx models via candle-onnx
• display nodes in tui via ratatui
• extract and display node details in pane
• improve color schema and ui layout
• improve navigation
• upload to crates.io
• better install instructs
• build releases
• improve details output to show all relevant data
• highligh I/O of node on left
• add command to show only unique operations
• add commands to see other useful stats
• support safetensors files
• support file or directory input as --path