Dasith Wijesiriwardena
8fb8cbec83
# Description This PR introduces a throughput benchmarking framework for Promptflow Serve which introduces tests for the following scenarios. - WSGI + Flask + DAG + Sync Nodes - ASGI + FastApi + DAG + Async Nodes - ASGI + FastApi + Flex Flow + Async Nodes It uses a minimum example that has a flow as shown below. The scenario covers 3 parallelly executing nodes (i.e. simulating guardrails) and upon completion of those, one other node that calls an http endpoint (i.e. simulating LLM or custom API).  The tests are controlled by the configuration parameters in the `benchmark/promptflow-serve/test_runner/settings.env` file. The makefile located at `benchmark/promptflow-serve/makefile` # All Promptflow Contribution checklist: - [x] **The pull request does not introduce [breaking changes].** - [x] **CHANGELOG is updated for new features, bug fixes or other significant changes.** - [x] **I have read the [contribution guidelines](../CONTRIBUTING.md).** - [x] **Create an issue and link to the pull request to get dedicated review from promptflow team. Learn more: [suggested workflow](../CONTRIBUTING.md#suggested-workflow).** ## General Guidelines and Best Practices - [x] Title of the pull request is clear and informative. - [x] There are a small number of commits, each of which have an informative message. This means that previously merged commits do not appear in the history of the PR. For more information on cleaning up the commits in your PR, [see this page](https://github.com/Azure/azure-powershell/blob/master/documentation/development-docs/cleaning-up-commits.md). ### Testing Guidelines - [ ] Pull request includes test coverage for the included changes. --------- Signed-off-by: Dasith Wijes <git@dasith.me>
Devcontainer for promptflow
To facilitate your promptflow project development and empower you to work on LLM projects using promptflow more effectively, we've configured the necessary environment for developing promptflow projects and utilizing flows through the dev container feature. You can seamlessly initiate your promptflow project development and start leveraging flows by simply using the dev container feature via VS Code or Codespaces.
Use Github Codespaces
Use codespaces to open promptflow repo, it will automatically build the dev containers environment and open promptflow with dev containers. You can just click: 
Use local devcontainer
Use vscode to open promptflow repo, and install vscode extension: Dev Containers and then open promptflow with dev containers.
About dev containers please refer to: dev containers