coremlprofiler

Name	coremlprofiler JSON
Version	0.4.0 JSON
	download
home_page	https://github.com/FL33TW00D/coremlprofiler
Summary	Profile your CoreML model directly from Python.
upload_time	2024-10-12 17:42:05
maintainer	None
docs_url	None
author	FL33TW00D
requires_python	<4.0,>=3.8
license	MIT
keywords	coreml profiler machine learning performance
VCS
bugtrack_url
requirements	No requirements were recorded.
Travis-CI	No Travis.
coveralls test coverage	No coveralls.

            # CoreML (Python) Profiler 🐍

Quick and easy profiling of CoreML models in Python!

## Quick Start ⚡️

```python
#convert model using guide: https://apple.github.io/coremltools/docs-guides/source/introductory-quickstart.html
#or download one from the 🤗 Hub 
from coremlprofiler import CoreMLProfiler
from huggingface_hub import snapshot_download

repo_path = snapshot_download(repo_id="FL33TW00D-HF/test-st", local_dir="./")
model_path = repo_path + "/sentence_transformer_all-MiniLM-L6-v2.mlpackage"

# Create the Profiler
profiler = CoreMLProfiler(model_path)

# Print your device usage
print(profiler.device_usage_summary_chart())
# Enjoy your nice plot!
```
![Python Profiling](https://github.com/user-attachments/assets/c9c7eb77-6a21-4ae7-a3a5-4f80ce8a1d8f)

## CLI

Profile a local model:

```bash
coremlprofile path/to/my/model.mlpackage
```

Download from Hugging Face and profile:

```bash
coremlprofile --hf_repo="FL33TW00D-HF/test-st" sentence_transformer_all-MiniLM-L6-v2.mlpackage
```


            

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