| # Google Colaboratory (Colab) Notebooks |
| |
| These [Colab](https://colab.google/) notebooks contain interactive sample |
| applications using IREE's Python bindings and ML framework integrations. |
| |
| ## Notebooks |
| |
| Framework | Notebook file | Description | Link |
| -------- | ------------- | ----------- | ---- |
| Generic | [low_level_invoke_function](low_level_invoke_function.ipynb) | Shows low level IREE python binding concepts | [](https://colab.research.google.com/github/iree-org/iree/blob/main/samples/colab/low_level_invoke_function.ipynb) |
| PyTorch | [pytorch_aot_advanced](pytorch_aot_advanced.ipynb) | Uses [Turbine](https://github.com/iree-org/iree-turbine) to export a PyTorch program | [](https://colab.research.google.com/github/iree-org/iree/blob/main/samples/colab/pytorch_aot_advanced.ipynb) |
| PyTorch | [pytorch_aot_simple](pytorch_aot_simple.ipynb) | Uses [Turbine](https://github.com/iree-org/iree-turbine) to export a simple PyTorch program | [](https://colab.research.google.com/github/iree-org/iree/blob/main/samples/colab/pytorch_aot_simple.ipynb) |
| PyTorch | [pytorch_jit](pytorch_jit.ipynb) | Uses [Turbine](https://github.com/iree-org/iree-turbine) for eager execution in a PyTorch session | [](https://colab.research.google.com/github/iree-org/iree/blob/main/samples/colab/pytorch_jit.ipynb) |
| PyTorch | [pytorch_huggingface_whisper](pytorch_huggingface_whisper.ipynb) | Imports the [Whisper](https://huggingface.co/openai/whisper-small) model from [Hugging Face](https://huggingface.co/) | [](https://colab.research.google.com/github/iree-org/iree/blob/main/samples/colab/pytorch_huggingface_whisper.ipynb) |
| TensorFlow | [tensorflow_edge_detection](tensorflow_edge_detection.ipynb) |Performs image edge detection | [](https://colab.research.google.com/github/iree-org/iree/blob/main/samples/colab/tensorflow_edge_detection.ipynb) |
| TensorFlow | [tensorflow_hub_import](tensorflow_hub_import.ipynb) | Imports a [MobileNet V2](https://tfhub.dev/google/tf2-preview/mobilenet_v2/classification) model from [TensorFlow Hub](https://tfhub.dev/) | [](https://colab.research.google.com/github/iree-org/iree/blob/main/samples/colab/tensorflow_hub_import.ipynb) |
| TensorFlow | [tensorflow_mnist_training](tensorflow_mnist_training.ipynb) | Compiles, trains, and executes a neural network | [](https://colab.research.google.com/github/iree-org/iree/blob/main/samples/colab/tensorflow_mnist_training.ipynb) |
| TensorFlow | [tensorflow_resnet](tensorflow_resnet.ipynb) | Runs a pretrained [ResNet50](https://www.tensorflow.org/api_docs/python/tf/keras/applications/ResNet50) model | [](https://colab.research.google.com/github/iree-org/iree/blob/main/samples/colab/tensorflow_resnet.ipynb) |
| TFLite | [tflite_text_classification](tflite_text_classification.ipynb) | Runs a pretrained [text classification](https://www.tensorflow.org/lite/examples/text_classification/overview) model | [](https://colab.research.google.com/github/iree-org/iree/blob/main/samples/colab/tflite_text_classification.ipynb) |
| |
| ## Working with GitHub |
| |
| Refer to |
| [Colab's GitHub demo](https://colab.research.google.com/github/googlecolab/colabtools/blob/main/notebooks/colab-github-demo.ipynb) |
| for general information about using Colab with GitHub. |
| |
| To make changes to a notebook in this repository, one possible workflow is: |
| |
| * Open or create the notebook in Colab |
| * Connect to a hosted or local runtime |
| * Make your changes, run the notebook, etc. |
| * Download the modified notebook using `File > Download .ipynb` |
| * Move the downloaded notebook file into a clone of this repository and submit |
| a pull request |
| |
| ## Testing |
| |
| This notebooks are tested continuously by the samples.yml CI job. |
