195 lines
7.6 KiB
Markdown
195 lines
7.6 KiB
Markdown
# Caches
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OpenVINO uses caches to accelerate builds and tests while minimizing network usage.
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## Table of Contents
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* [Available Caches](#available-caches)
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* [GitHub Actions Cache](#github-actions-cache)
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* [Shared Drive Cache](#shared-drive-cache)
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* [Cloud Storage via Azure Blob Storage](#cloud-storage-via-azure-blob-storage)
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## Available Caches
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Three types of caches are available:
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* [GitHub Actions cache](https://docs.github.com/en/actions/using-workflows/caching-dependencies-to-speed-up-workflows)
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* Available for both GitHub-hosted and self-hosted runners.
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* Accessible by `actions/cache` action.
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* Limited to 10 GB per repository.
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* Suitable for small dependencies caches and reusable artifacts.
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* [Shared drive cache](#shared-drive-cache-usage-and-structure)
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* Available only to self-hosted runners.
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* Automatically available via a predefined path.
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* Large storage.
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* Suitable for large caches, such as build caches, models, and datasets.
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* Cloud storage via [Azure Blob Storage](https://azure.microsoft.com/en-us/products/storage/blobs)
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* Available only to self-hosted runners.
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* Used to cache and share build artifacts with [`sccache`](https://github.com/mozilla/sccache).
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Jobs in the workflows utilize these caches based on their requirements.
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## GitHub Actions Cache
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This cache is used for sharing small dependencies or artifacts between runs.
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Refer to the [GitHub Actions official documentation](https://docs.github.com/en/actions/using-workflows/caching-dependencies-to-speed-up-workflows)
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for a complete reference.
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The `CPU functional tests` job in the [`linux.yml`](./../../../../.github/workflows/linux.yml)
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workflow uses this cache for sharing test execution time to speed up the subsequent runs.
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First, the artifacts are saved with `actions/cache/save` with a particular
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key `${{ runner.os }}-${{ runner.arch }}-tests-functional-cpu-stamp-${{ github.sha }}`:
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```yaml
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CPU_Functional_Tests:
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name: CPU functional tests
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...
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steps:
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- name: Save tests execution time
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uses: actions/cache/save@v3
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if: github.ref_name == 'master'
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with:
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path: ${{ env.PARALLEL_TEST_CACHE }}
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key: ${{ runner.os }}-${{ runner.arch }}-tests-functional-cpu-stamp-${{ github.sha }}
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...
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```
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Then it appears in the [repository's cache](https://github.com/openvinotoolkit/openvino/actions/caches):
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The following runs can download the artifact from the repository's cache with `actions/cache/restore`
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and use it:
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```yaml
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CPU_Functional_Tests:
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name: CPU functional tests
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...
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steps:
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- name: Restore tests execution time
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uses: actions/cache/restore@v3
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with:
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path: ${{ env.PARALLEL_TEST_CACHE }}
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key: ${{ runner.os }}-${{ runner.arch }}-tests-functional-cpu-stamp-${{ github.sha }}
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restore-keys: |
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${{ runner.os }}-${{ runner.arch }}-tests-functional-cpu-stamp
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...
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```
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The `restore-keys` key is used to find the required cache entry. `actions/cache` searches for
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a full or partial match and downloads the located cache to the provided `path`.
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Refer to the [actions/cache documentation](https://github.com/actions/cache) for a complete syntax reference.
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## Shared Drive Cache
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This cache is used to store dependencies and large assets, such as models and datasets,
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that will be used by different workflow jobs.
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>**NOTE**: This cache is enabled for Linux [self-hosted runners](./runners.md) only.
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The drive is available on self-hosted machines. To make it available inside [Docker containers](./docker_images.md),
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add the mounting point under the `container`'s `volumes` key in a job configuration:
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```yaml
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Build:
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...
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runs-on: aks-linux-16-cores-32gb
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container:
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image: openvinogithubactions.azurecr.io/dockerhub/ubuntu:20.04
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volumes:
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- /mount:/mount
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options: -e SCCACHE_AZURE_BLOB_CONTAINER -e SCCACHE_AZURE_CONNECTION_STRING
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```
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In `- /mount:/mount`, the first `/mount` is the path on the runner, the second `/mount` is the
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path in the Docker container where the resources will be available.
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### Available Resources
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* `pip` cache
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* Accessible via the environment variable `PIP_CACHE_PATH: /mount/caches/pip/linux`, defined at the workflow level
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* Used in jobs that involve Python usage
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* onnx models for tests
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* Accessible at the path: `/mount/onnxtestdata`
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* Used in the `ONNX Models tests` job in the [`linux.yml`](./../../../../.github/workflows/linux.yml) workflow
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* Linux RISC-V with Conan build artifacts
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* Used in the [`linux_riscv.yml`](./../../../../.github/workflows/linux_riscv.yml) workflow
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To add new resources, contact a member of the CI team for assistance.
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## Cloud Storage via Azure Blob Storage
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This cache is used for sharing OpenVINO build artifacts between runs.
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The [`sccache`](https://github.com/mozilla/sccache) tool can cache, upload and download build files to/from [Azure Blob Storage](https://azure.microsoft.com/en-us/products/storage/blobs).
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>**NOTE**: This cache is enabled for [self-hosted runners](./runners.md) only.
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`sccache` requires several configurations to work:
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* Installation. Refer to the [sccache installation](#sccache-installation) section.
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* [Credential environment variables: `SCCACHE_AZURE_BLOB_CONTAINER`, `SCCACHE_AZURE_CONNECTION_STRING`](#passing-credential-environment-variables)
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* The variables are already set up on the self-hosted runners.
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* The variables can be passed to a Docker container via the `options` key under the `container` key.
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* [`SCCACHE_AZURE_KEY_PREFIX` environment variable](#providing-sccache-prefix) to specify the folder where the cache for the current OS/architecture will be saved.
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* [`CMAKE_CXX_COMPILER_LAUNCHER` and `CMAKE_C_COMPILER_LAUNCHER` environment variables](#enabling-sccache-for-cc-files) to enable `sccache` for caching C++/C build files
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### `sccache` Installation
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The installation is done via the community-provided `mozilla-actions/sccache-action` action:
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```yaml
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- name: Install sccache
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uses: mozilla-actions/sccache-action@v0.0.3
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with:
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version: "v0.5.4"
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```
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This step must be placed in the workflow **before** the build step.
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### Passing Credential Environment Variables
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The `SCCACHE_AZURE_BLOB_CONTAINER` and `SCCACHE_AZURE_CONNECTION_STRING` variables must be
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set in the environment to enable `sccache` communication with Azure Blob Storage.
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These variables are already set in the environment for jobs on self-hosted runners
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without a Docker container, requiring no further actions.
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If a job needs a [Docker container](./docker_images.md), pass the variables via the `options`
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key under the `container` key to make them accessible for `sccache` inside the container:
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```yaml
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Build:
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...
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runs-on: aks-linux-16-cores-32gb
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container:
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image: openvinogithubactions.azurecr.io/dockerhub/ubuntu:20.04
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volumes:
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- /mount:/mount
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options: -e SCCACHE_AZURE_BLOB_CONTAINER -e SCCACHE_AZURE_CONNECTION_STRING
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```
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### Providing `sccache` Prefix
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The folder on the remote storage where the cache for the OS/architecture will be saved is
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provided via the `SCCACHE_AZURE_KEY_PREFIX` environment variable under the job's `env` key:
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```yaml
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Build:
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...
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env:
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...
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CMAKE_CXX_COMPILER_LAUNCHER: sccache
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CMAKE_C_COMPILER_LAUNCHER: sccache
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...
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SCCACHE_AZURE_KEY_PREFIX: ubuntu20_x86_64_Release
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```
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### Enabling `sccache` for C++/C Files
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To instruct CMake to use the caching tool, set the `CMAKE_CXX_COMPILER_LAUNCHER`
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and `CMAKE_C_COMPILER_LAUNCHER` environment variables under the job's `env` key:
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```yaml
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Build:
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...
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env:
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...
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CMAKE_CXX_COMPILER_LAUNCHER: sccache
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CMAKE_C_COMPILER_LAUNCHER: sccache
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...
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SCCACHE_AZURE_KEY_PREFIX: ubuntu20_x86_64_Release
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```
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You can also set the options in the CMake configuration command.
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