|  | # Getting Started with Python | 
|  |  | 
|  | IREE has Python bindings geared towards lower level compiler interop that are | 
|  | not intended to be a public API, and integration with Python frontends such as | 
|  | TensorFlow. | 
|  |  | 
|  | We do not yet provide a pip package for easy installation, so to use IREE's | 
|  | Python bindings you must build from source. | 
|  |  | 
|  | ## Prerequisites | 
|  |  | 
|  | You should already have IREE cloned and building on your machine. See the other | 
|  | [getting started guides](.) for instructions. | 
|  |  | 
|  | > Note:<br> | 
|  | >     Support is best with Bazel. | 
|  | > For CMake (excluding TensorFlow), set the `IREE_BUILD_PYTHON_BINDINGS` option. | 
|  |  | 
|  | ## Python Setup | 
|  |  | 
|  | Install a recent version of [Python 3](https://www.python.org/downloads/) and | 
|  | [pip](https://pip.pypa.io/en/stable/installing/), if needed. | 
|  |  | 
|  | Install packages: | 
|  |  | 
|  | ```shell | 
|  | $ python3 -m pip install --upgrade pip | 
|  | $ python3 -m pip install numpy | 
|  |  | 
|  | # If using the TensorFlow integration | 
|  | $ python3 -m pip install tf-nightly | 
|  | ``` | 
|  |  | 
|  | ## Running Python Tests | 
|  |  | 
|  | To run tests for core Python bindings built with CMake: | 
|  |  | 
|  | ```shell | 
|  | $ cd build | 
|  | $ ctest -L bindings/python | 
|  | ``` | 
|  |  | 
|  | To run tests for core Python bindings built with Bazel: | 
|  |  | 
|  | ```shell | 
|  | $ bazel test bindings/python/... | 
|  | ``` | 
|  |  | 
|  | To run tests for the TensorFlow integration, which include end-to-end backend | 
|  | comparison tests: | 
|  |  | 
|  | ```shell | 
|  | # Exclude tests that are skipped in the Kokoro CI | 
|  | $ bazel test \ | 
|  | --build_tag_filters="-nokokoro" \ | 
|  | --test_tag_filters="-nokokoro" \ | 
|  | --define=iree_tensorflow=true \ | 
|  | integrations/tensorflow/... | 
|  | ``` | 
|  |  | 
|  | ## Using Colab | 
|  |  | 
|  | See | 
|  | [start_colab_kernel.py](https://github.com/google/iree/blob/main/colab/start_colab_kernel.py) | 
|  | and [Using Colab](https://github.com/google/iree/blob/main/docs/using_colab.md) | 
|  | for setup instructions, then take a look through the | 
|  | [Colab directory](https://github.com/google/iree/tree/main/colab) for some | 
|  | sample notebooks. |