{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Route based on previous annotator\n", "\n", "This example demonstrates how to set up an agent to automatically route a task depending on which annotator it was annotated by. This allows for more complicated flows where you track the performance of an annotator and can conditionally route based on that.\n", "\n", "### Example Workflow\n", "\n", "This workflow allows for conditional routing of tasks, note the Agent stage follows the Annotate stage and has multiple pathways. To use this example effectively, ensure your workflow matches or closely resembles the one shown. Without the previous stage, we will have no such field and without pathways, we have no option for dynamic routing\n", "\n", "[📖 Here](https://docs.encord.com/platform-documentation/Annotate/annotate-projects/annotate-workflows-and-templates#creating-workflows) is the documentation for creating a workflow with Encord.\n", "\n", "The code in this notebook is for the **annotator name routing** agent." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Screenshot 2025-05-20 at 18.05.25.png](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Installation\n", "\n", "Ensure that you have the `encord-agents` library installed." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!python -m pip install encord-agents" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Encord Authentication\n", "\n", "Encord uses ssh-keys for authentication. The following is a code cell for setting the `ENCORD_SSH_KEY` environment variable. It contains the raw content of your private ssh key file.\n", "\n", "If you have not setup an ssh key, see our [documentation](https://agents-docs.encord.com/authentication/).\n", "\n", "> 💡 In colab, you can set the key once in the secrets in the left sidebar and load it in new notebooks. IF YOU ARE NOT RUNNING THE CODE IN THE COLLAB NOTEBOOK, you must set the environment variable directly.\n", "> ```python\n", "> os.environ[\"ENCORD_SSH_KEY\"] = \"\"\"paste-private-key-here\"\"\"\n", "> ```" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "os.environ[\"ENCORD_SSH_KEY\"] = \"private_key_file_content\"\n", "# or you can set a path to a file\n", "# os.environ[\"ENCORD_SSH_KEY_FILE\"] = \"/path/to/your/private/key\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### [Alternative] Temporary Key\n", "There's also the option of generating a temporary (fresh) ssh key pair via the code cell below.\n", "Please follow the instructions printed when executing the code." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ⚠️ Safe to skip if you have authenticated already\n", "import os\n", "\n", "from encord_agents.utils.colab import generate_public_private_key_pair_with_instructions\n", "\n", "private_key_path, public_key_path = generate_public_private_key_pair_with_instructions()\n", "os.environ[\"ENCORD_SSH_KEY_FILE\"] = private_key_path.as_posix()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define the Agent\n", "\n", "In the following code cell, we define the custom code that routes based on prior annotator name.\n", "\n", "Ensure that you add:\n", "- ``: You obtain it from the Project page in the Encord platform.\n", "- ``: Can be found from the workflow graph or the agent name can be used\n", "- ``: It will be listed when you expand the agent node of the Workflow on the Project page. (You can also use the pathway name that you gave it)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from encord.workflow.stages.agent import AgentTask\n", "\n", "from encord_agents.tasks import Runner\n", "\n", "runner = Runner(project_hash=\"\")\n", "\n", "\n", "@runner.stage(\"\")\n", "def by_file_name(task: AgentTask) -> str:\n", " last_annotated_by = task.last_annotated_by\n", " if \"expert\" in last_annotated_by:\n", " return \"Expert\"\n", " else:\n", " return \"Novice\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **Task Runner:** The code initializes a runner to process tasks.\n", "- **Task Routing:** It defines a stage implementation that:\n", " - Extracts the last annotated by\n", " - Identifies whether expert is in the email i.e: john+expert@acme.org\n", " - Routes the task onto further review dependant whether it's an expert" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Running the Agent\n", "\n", "The `runner` object is callable which means that you can just call it to route your tasks." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Run the agent\n", "runner()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Outcome\n", "\n", "Your agent now routes tasks based on the previous annotator and routes them appropriately through the Workflow.\n", "\n", "> 💡 To run this as a command-line interface, save the code in an `agents.py` file and replace: \n", "> ```python\n", "> runner()\n", "> ``` \n", "> with: \n", "> ```python\n", "> if __name__ == \"__main__\":\n", "> runner.run()\n", "> ``` \n", "> This lets you set parameters like the project hash from the command line: \n", "> ```bash\n", "> python agent.py --project-hash \"...\"\n", "> ```\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "colab": { "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": "encord-agents-Cw_LL1Rx-py3.11", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3" } }, "nbformat": 4, "nbformat_minor": 0 }