diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml index 8ef7372..a6da087 100644 --- a/.github/workflows/ci.yaml +++ b/.github/workflows/ci.yaml @@ -12,24 +12,17 @@ jobs: - name: Checkout repository uses: actions/checkout@v4 - - name: Set up Python ${{ matrix.python-version }} - uses: actions/setup-python@v5 - with: - python-version: ${{ matrix.python-version }} + - name: Install uv + uses: astral-sh/setup-uv@v4 - - name: Install Poetry - run: | - curl -sSL https://install.python-poetry.org | python3 - - poetry self update 1.8.5 - - - name: Verify Poetry installation - run: poetry --version + - name: Set up Python ${{ matrix.python-version }} + run: uv python install ${{ matrix.python-version }} - name: Install dependencies - run: poetry install --with dev + run: uv sync --group dev - name: Run tests - run: poetry run pytest -s -vv --cov-report=xml --cov-branch --cov=weni_cli + run: uv run pytest -s -vv --cov-report=xml --cov-branch --cov=weni_cli - name: Upload coverage reports to Codecov uses: codecov/codecov-action@v5 @@ -37,7 +30,7 @@ jobs: token: ${{ secrets.CODECOV_TOKEN }} - name: Run linters - run: poetry run flake8 weni_cli + run: uv run flake8 weni_cli - name: Run mypy - run: poetry run mypy . + run: uv run mypy . diff --git a/.github/workflows/publish.yaml b/.github/workflows/publish.yaml index fbcd90d..b1e28c9 100644 --- a/.github/workflows/publish.yaml +++ b/.github/workflows/publish.yaml @@ -13,27 +13,19 @@ jobs: - name: Checkout repository uses: actions/checkout@v4 - - name: Set up Python 3.12 - uses: actions/setup-python@v5 - with: - python-version: 3.12 + - name: Install uv + uses: astral-sh/setup-uv@v4 - - name: Install Poetry - run: | - curl -sSL https://install.python-poetry.org | python3 - - poetry self update 1.8.5 - - - name: Verify Poetry installation - run: poetry --version + - name: Set up Python 3.12 + run: uv python install 3.12 - name: Build package - run: poetry build + run: uv build - name: Publish to pypi - shell: bash - run: | - poetry config pypi-token.pypi ${{ secrets.PYPI_TOKEN }} - poetry publish + run: uv publish + env: + UV_PUBLISH_TOKEN: ${{ secrets.PYPI_TOKEN }} - name: Create GitHub release uses: softprops/action-gh-release@v1 @@ -43,4 +35,4 @@ jobs: body: | Release ${{ github.ref }} draft: false - prerelease: false \ No newline at end of file + prerelease: false diff --git a/.gitignore b/.gitignore index 88df4ae..28553b6 100644 --- a/.gitignore +++ b/.gitignore @@ -96,12 +96,10 @@ ipython_config.py # install all needed dependencies. #Pipfile.lock -# poetry -# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. -# This is especially recommended for binary packages to ensure reproducibility, and is more -# commonly ignored for libraries. -# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control -#poetry.lock +# uv +# uv.lock should be committed to version control for reproducible builds. +# https://docs.astral.sh/uv/concepts/projects/layout/#the-lockfile +#uv.lock # pdm # Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. @@ -162,8 +160,6 @@ cython_debug/ #.idea/ ### Python Patch ### -# Poetry local configuration file - https://python-poetry.org/docs/configuration/#local-configuration -poetry.toml # ruff .ruff_cache/ diff --git a/README.md b/README.md index 42989d7..58f788c 100644 --- a/README.md +++ b/README.md @@ -12,7 +12,7 @@ A command-line interface (CLI) tool to manage and interact with projects on the ## Requirements - Python >= 3.10 -- Poetry >= 1.8.5 +- [uv](https://docs.astral.sh/uv/) (recommended) or pip ## Installation @@ -22,6 +22,11 @@ You can install the CLI directly using pip: pip install weni-cli ``` +### Install via uv +```bash +uv tool install weni-cli +``` + ### Manual Installation 1. Clone the repository: @@ -32,8 +37,7 @@ pip install weni-cli 2. Install dependencies and make the CLI executable: ```bash - poetry shell - poetry install + uv sync ``` ## Quick Start [Step by Step] @@ -147,6 +151,7 @@ The agent will now be able to: - **Select project**: Set the project to be used by the CLI. - **Current project**: Display information about the currently selected project. - **Push project definition**: Upload the agents definition file to the selected project. +- **Agent evaluation**: Initialize and run agent evaluations with `weni eval`. ## Usage @@ -183,6 +188,35 @@ weni project push ``` Replace `` with the path to your YAML definition file. +### 6. Initialize an evaluation plan +Create an `agenteval.yml` test plan in the current directory: +```bash +weni eval init +``` + +You can also choose a directory: +```bash +weni eval init --plan-dir +``` + +### 7. Run agent evaluation +Run all tests from `agenteval.yml`: +```bash +weni eval run +``` + +Common options: +```bash +# Run only specific tests +weni eval run --filter "greeting,checkout_flow" + +# Verbose output with detailed reasoning +weni eval run --verbose + +# Custom plan directory +weni eval run --plan-dir +``` + ## Agent Definition File Structure Below is an example of a valid agent definition file structure: diff --git a/docs/contributing.md b/docs/contributing.md index 6e5d483..245597c 100644 --- a/docs/contributing.md +++ b/docs/contributing.md @@ -7,7 +7,7 @@ Thank you for your interest in contributing to Weni CLI! This guide will help yo ### Prerequisites - Python >= 3.12 -- Poetry >= 1.8.5 +- [uv](https://docs.astral.sh/uv/) - Git ### Setting Up Development Environment @@ -22,7 +22,7 @@ Thank you for your interest in contributing to Weni CLI! This guide will help yo 3. Install dependencies: ```bash - poetry install + uv sync --group dev ``` 4. Create a new branch: @@ -50,12 +50,12 @@ Thank you for your interest in contributing to Weni CLI! This guide will help yo 2. Run tests: ```bash - poetry run pytest + uv run pytest ``` 3. Check coverage: ```bash - poetry run pytest --cov + uv run pytest --cov ``` ### Documentation @@ -149,16 +149,16 @@ List documentation updates ```bash # Format code -poetry run black . +uv run black . # Run linter -poetry run flake8 +uv run flake8 # Run tests -poetry run pytest +uv run pytest # Build documentation -poetry run mkdocs serve +uv run --group docs mkdocs serve ``` ## Release Process diff --git a/docs/eval/evaluation.md b/docs/eval/evaluation.md new file mode 100644 index 0000000..e5aada8 --- /dev/null +++ b/docs/eval/evaluation.md @@ -0,0 +1,268 @@ +# Agent Evaluation + +Agent Evaluation allows you to automatically test your Weni agents by defining test plans with steps and expected results. An LLM evaluator interacts with your agent and judges whether the responses meet the expected criteria. + +## How it works + +The evaluation flow follows these stages: + +1. **Initialization**: The evaluator reads your test plan (`agent_evaluation.yml`) +2. **Test execution**: For each test case, the evaluator sends prompts to your agent and collects responses +3. **Judgment**: The evaluator (an LLM model via Amazon Bedrock) analyzes the conversation and determines if the expected results were observed +4. **Report**: Results are displayed in a summary table and a markdown report is saved + +## Getting started + +### Prerequisites + +Before running evaluations, make sure you have: + +- [x] Weni CLI installed and authenticated (`weni login`) +- [x] A project selected (`weni project use `) +- [x] An active agent configured in your Weni project + +### Initialize an evaluation plan + +Create a default `agent_evaluation.yml` file in the current directory: + +```bash +weni eval init +``` + +You can also specify a directory: + +```bash +weni eval init --plan-dir +``` + +This generates a starter plan like: + +```yaml title="agent_evaluation.yml" +evaluator: + model: claude-haiku-4_5-global + aws_region: us-east-1 + +target: + type: weni + +tests: + greeting: + steps: + - Send a greeting message to the agent + expected_results: + - Agent responds with a friendly greeting +``` + +## Plan file structure + +The `agent_evaluation.yml` file has three main sections: + +### `evaluator` + +Configures the LLM model used to judge the agent's responses. + +| Field | Type | Required | Description | +|-------|------|----------|-------------| +| `model` | string | Yes | The evaluator model. See [available models](#available-models) below. | +| `aws_region` | string | No | AWS region for Bedrock. Defaults to `us-east-1`. | + +#### Available models + +| Alias | Model | +|-------|-------| +| `claude-3` | Claude 3 Sonnet | +| `claude-3_5` | Claude 3.5 Sonnet | +| `claude-3_7-us` | Claude 3.7 Sonnet | +| `claude-haiku-3_5-us` | Claude 3.5 Haiku | +| `claude-sonnet-4_5-global` | Claude Sonnet 4.5 | +| `claude-haiku-4_5-global` | Claude Haiku 4.5 (default) | +| `llama-3_3-us` | Llama 3.3 70B | + +Models suffixed with `-us` use the USA cross-region inference profile. Models suffixed with `-global` use the global inference profile. + +### `target` + +Defines the agent being tested. + +| Field | Type | Required | Description | +|-------|------|----------|-------------| +| `type` | string | Yes | Must be `weni` for Weni agents. | + +When running through the Weni CLI, the authentication token and project UUID are automatically injected from your CLI session. No additional target configuration is needed. + +### `tests` + +Defines the test cases. Each test has a unique key and contains: + +| Field | Type | Required | Description | +|-------|------|----------|-------------| +| `steps` | list of strings | Yes | The sequence of actions/messages to send to the agent. | +| `expected_results` | list of strings | Yes | The criteria the evaluator uses to judge the agent's responses. | + +## Writing tests + +### Single-turn test + +A simple test with one message and one expected result: + +```yaml +tests: + greeting: + steps: + - Send a greeting "Hello!" + expected_results: + - Agent responds with a friendly greeting +``` + +### Multi-turn test + +A test with multiple messages to verify conversation context: + +```yaml +tests: + multi_turn_conversation: + steps: + - Ask "What are your business hours?" + - Follow up with "And on weekends?" + expected_results: + - Agent provides business hours for weekdays + - Agent maintains context and provides weekend hours +``` + +### Multiple expected results + +You can define multiple criteria that must all be met: + +```yaml +tests: + product_inquiry: + steps: + - Ask "What products do you offer?" + expected_results: + - Agent provides information about available products + - Response includes clear product descriptions + - Agent offers to help with specific product questions +``` + +### Error handling test + +Test how the agent handles unexpected inputs: + +```yaml +tests: + error_handling: + steps: + - Send an unclear message "xyz123 !!!" + expected_results: + - Agent handles the unclear input gracefully + - Agent asks for clarification or provides guidance +``` + +## Running evaluations + +### Run all tests + +```bash +weni eval run +``` + +### Run specific tests + +Use `--filter` to run only selected tests (comma-separated): + +```bash +weni eval run --filter "greeting,product_inquiry" +``` + +### Verbose output + +Use `--verbose` to see detailed reasoning for each test result: + +```bash +weni eval run --verbose +``` + +### Custom plan directory + +If your plan file is in a different directory: + +```bash +weni eval run --plan-dir +``` + +## Understanding results + +After running, the CLI displays a results table: + +| Test | Status | +|------|--------| +| greeting | PASS | +| product_inquiry | PASS | +| error_handling | FAIL | + +A markdown summary report is automatically saved to the `evaluation_results/` directory with a timestamp (e.g., `summary_20260326_190242.md`). + +When using `--verbose`, the reasoning column shows the evaluator's explanation for each test verdict. + +## Complete example + +```yaml title="agent_evaluation.yml" +evaluator: + model: claude-haiku-4_5-global + aws_region: us-east-1 + +target: + type: weni + +tests: + greeting: + steps: + - Send "Hello, good morning!" + expected_results: + - Agent responds with a friendly greeting + - Agent introduces itself or explains its capabilities + + product_inquiry: + steps: + - Ask "What products do you have available?" + expected_results: + - Agent provides information about available products + - Response includes clear product descriptions or categories + + multi_turn_conversation: + steps: + - Ask "What are your business hours?" + - Follow up with "And on weekends?" + expected_results: + - Agent provides business hours for weekdays + - Agent maintains context and provides weekend hours + - Responses are coherent and contextual + + error_handling: + steps: + - Send an unclear message "xyz123 !!!" + expected_results: + - Agent handles the unclear input gracefully + - Agent asks for clarification or provides guidance +``` + +## Troubleshooting + +**"Could not find agent_evaluation.yml"** + +- Make sure you ran `weni eval init` first, or specify the correct directory with `--plan-dir`. + +**Authentication errors (401)** + +- Run `weni login` to refresh your token. +- Verify you have a project selected with `weni project current`. + +**Evaluation timeout** + +- Your agent may need more time to respond. Check if the agent is active and properly configured in the Weni platform. + +**Tests failing unexpectedly** + +- Use `--verbose` to see the evaluator's reasoning. +- Make sure your `expected_results` are clear and specific. +- Verify your agent is responding correctly by testing it manually in the Weni platform first. diff --git a/docs/getting-started/installation.md b/docs/getting-started/installation.md index 627ff64..a28ec51 100644 --- a/docs/getting-started/installation.md +++ b/docs/getting-started/installation.md @@ -1,11 +1,11 @@ # Installation Guide -This guide will help you install the Weni CLI tool on your system. We provide two installation methods: a quick installation via pip and a manual installation using Poetry for development purposes. +This guide will help you install the Weni CLI tool on your system. We provide multiple installation methods: a quick installation via pip/uv and a manual installation for development purposes. ## Requirements - Python >= 3.10 -- Poetry >= 1.8.5 +- [uv](https://docs.astral.sh/uv/) (recommended) or pip ## Installation @@ -17,6 +17,12 @@ You can install the CLI directly using pip: pip install weni-cli ``` +### Install via uv + +```bash +uv tool install weni-cli +``` + ### Manual Installation 1. Clone the repository: @@ -27,8 +33,7 @@ cd weni-cli 2. Install dependencies and make the CLI executable: ```bash -poetry shell -poetry install +uv sync ``` ## Verifying Installation diff --git a/docs/index.md b/docs/index.md index a141f54..4bdbb35 100644 --- a/docs/index.md +++ b/docs/index.md @@ -12,4 +12,5 @@ With it, you can: - [x] Add custom tools to your agents - [x] Deploy agents - [x] Update agent configurations and behaviors -- [x] Manage multiple agents in your projects \ No newline at end of file +- [x] Manage multiple agents in your projects +- [x] Evaluate agents with automated test plans \ No newline at end of file diff --git a/docs/utils/commands-glossary.md b/docs/utils/commands-glossary.md index 9c4ab01..61f5b6e 100644 --- a/docs/utils/commands-glossary.md +++ b/docs/utils/commands-glossary.md @@ -15,4 +15,6 @@ These commands are fundamental for developing and deploying agents, allowing dir | `weni project push [agent_definition_file] [--force-update]` | Deploy/update your agents using the specified agent definition file. | | `weni run [agent_definition_file] [agent_key] [tool_key] [-f FILE] [-v]` | Run a specific tool from an agent locally. `-f/--file` lets you choose a test file; if omitted the CLI looks for `test_definition.yaml` in the tool folder. `-v` enables verbose logs. | | `weni logs --agent --tool [--start-time ISO8601] [--end-time ISO8601] [--pattern TEXT]` | Fetch tool execution logs. Supports pagination and ISO 8601 date formats (e.g. `2024-01-01T00:00:00`). | -| `weni channel create [channel_definition_file]` | Create a new communication channel from a YAML definition file. Allows you to configure external channels (E2) for your agents. | \ No newline at end of file +| `weni channel create [channel_definition_file]` | Create a new communication channel from a YAML definition file. Allows you to configure external channels (E2) for your agents. | +| `weni eval init [--plan-dir DIR]` | Create an `agent_evaluation.yml` test plan in the current directory (or in the specified directory). | +| `weni eval run [--filter TESTS] [--plan-dir DIR] [--verbose]` | Run agent evaluations from `agent_evaluation.yml`. Use `--filter` for specific tests, `--verbose` for detailed reasoning. | \ No newline at end of file diff --git a/mkdocs.yml b/mkdocs.yml index 76a0875..b7c15da 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -100,6 +100,8 @@ nav: - Run: - Tool Tests: run/tool-run.md - Logs: run/logs.md + - Eval: + - Agent Evaluation: eval/evaluation.md - Examples: - Example Gallery: examples/gallery.md - Utils: diff --git a/poetry.lock b/poetry.lock deleted file mode 100644 index 5c7502f..0000000 --- a/poetry.lock +++ /dev/null @@ -1,1508 +0,0 @@ -# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand. - -[[package]] -name = "babel" -version = "2.17.0" -description = "Internationalization utilities" -optional = false -python-versions = ">=3.8" -groups = ["docs"] -files = [ - {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"}, - {file = "babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d"}, -] - 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"requests-mock>=1.12.1", + "pytest-cov>=6.0.0", + "mypy>=1.15.0", +] +docs = [ + "mkdocs>=1.5.3", + "mkdocs-material>=9.5.3", + "mkdocstrings[python]>=0.24.0", +] + [build-system] -requires = ["poetry-core"] -build-backend = "poetry.core.masonry.api" +requires = ["hatchling"] +build-backend = "hatchling.build" [tool.black] line-length = 119 @@ -51,12 +49,12 @@ line-length = 119 [tool.mypy] disable_error_code = ["import-untyped"] -[tool.pytest] +[tool.pytest.ini_options] python_files = ["test_*.py"] python_classes = ["Test*"] python_functions = ["test_*"] testpaths = ["weni_cli"] -addopts = "--strict-markers -v" +addopts = ["--strict-markers", "-v"] [tool.coverage.run] source = ["weni_cli"] @@ -65,5 +63,5 @@ omit = [ "*/test_*.py", "*/__pycache__/*", "*/.pytest_cache/*", - "*/__init__.py" + "*/__init__.py", ] diff --git a/tests/test_eval.py b/tests/test_eval.py new file mode 100644 index 0000000..e14fb10 --- /dev/null +++ b/tests/test_eval.py @@ -0,0 +1,239 @@ +import json +import os +from unittest.mock import Mock, patch, MagicMock + +import yaml +from click.testing import CliRunner + +from weni_cli.cli import cli +from weni_cli.commands.eval_init import EvalInitHandler, PLAN_FILE_NAME, _DEFAULT_PLAN +from weni_cli.commands.eval_run import EvalRunHandler + + +# --- eval init tests (unchanged) --- + + +def test_eval_init_success(): + runner = CliRunner() + with runner.isolated_filesystem(): + result = runner.invoke(cli, ["eval", "init"]) + + assert result.exit_code == 0 + assert os.path.exists(PLAN_FILE_NAME) + + with open(PLAN_FILE_NAME) as f: + content = yaml.safe_load(f) + + assert content == _DEFAULT_PLAN + assert content["evaluator"]["model"] == "claude-haiku-4_5-global" + assert content["evaluator"]["aws_region"] == "us-east-1" + assert content["target"]["type"] == "weni" + + +def test_eval_init_plan_exists_returns_exit_code_2(): + runner = CliRunner() + with runner.isolated_filesystem(): + with open(PLAN_FILE_NAME, "w") as f: + f.write("existing plan") + + result = runner.invoke(cli, ["eval", "init"]) + + assert result.exit_code == EvalInitHandler.PLAN_ALREADY_EXISTS_EXIT_CODE + + +def test_eval_init_with_plan_dir(): + runner = CliRunner() + with runner.isolated_filesystem(): + os.makedirs("custom_dir") + result = runner.invoke(cli, ["eval", "init", "--plan-dir", "custom_dir"]) + + assert result.exit_code == 0 + assert os.path.exists(os.path.join("custom_dir", PLAN_FILE_NAME)) + + +# --- eval run tests (rewritten for backend flow) --- + + +def _create_plan_file(plan_dir=None): + """Helper to create a valid agent_evaluation.yml in the given directory.""" + plan = { + "evaluator": {"model": "claude-haiku-4_5-global", "aws_region": "us-east-1"}, + "target": {"type": "weni"}, + "tests": { + "greeting": { + "steps": ["Send a greeting message"], + "expected_results": ["Agent responds with a greeting"], + } + }, + } + path = os.path.join(plan_dir, PLAN_FILE_NAME) if plan_dir else PLAN_FILE_NAME + with open(path, "w") as f: + yaml.safe_dump(plan, f, sort_keys=False) + return plan + + +def _make_ndjson_events(pass_count=1, num_tests=1, summary_content="# Summary"): + """Build a list of NDJSON event dicts simulating a full evaluation.""" + return [ + { + "success": True, + "code": "EVALUATION_STARTED", + "data": {"num_tests": num_tests, "test_names": ["greeting"]}, + }, + { + "success": True, + "code": "EVALUATION_TEST_STARTED", + "data": {"test_name": "greeting", "test_index": 1, "num_tests": num_tests}, + }, + { + "success": True, + "code": "EVALUATION_TEST_COMPLETED", + "data": { + "test_name": "greeting", + "passed": pass_count > 0, + "result": "Test passed" if pass_count > 0 else "Test failed", + "reasoning": "The agent responded correctly.", + "conversation": [ + {"role": "user", "message": "Hello"}, + {"role": "agent", "message": "Hi there!"}, + ], + }, + }, + { + "success": True, + "code": "EVALUATION_COMPLETED", + "data": { + "pass_count": pass_count, + "num_tests": num_tests, + "summary_content": summary_content, + }, + }, + ] + + +def _patch_cli_client(monkeypatch, events): + """Patch CLIClient to simulate streaming NDJSON events.""" + + def fake_run_evaluation(self, plan_config, event_callback): + for event in events: + event_callback(event) + + monkeypatch.setattr( + "weni_cli.commands.eval_run.CLIClient.run_evaluation", + fake_run_evaluation, + ) + monkeypatch.setattr( + "weni_cli.commands.eval_run.CLIClient.__init__", + lambda self: None, + ) + + +def test_eval_run_success(monkeypatch): + runner = CliRunner() + with runner.isolated_filesystem(): + _create_plan_file() + events = _make_ndjson_events(pass_count=1, num_tests=1) + _patch_cli_client(monkeypatch, events) + + result = runner.invoke(cli, ["eval", "run"]) + + assert result.exit_code == 0 + assert os.path.exists("evaluation_results") + summary_files = os.listdir("evaluation_results") + assert len(summary_files) == 1 + assert summary_files[0].startswith("summary_") + assert summary_files[0].endswith(".md") + + +def test_eval_run_with_filter(monkeypatch): + runner = CliRunner() + with runner.isolated_filesystem(): + _create_plan_file() + events = _make_ndjson_events() + + captured_payloads = [] + original_init = lambda self: None + + def fake_run_evaluation(self, plan_config, event_callback): + captured_payloads.append(plan_config) + for event in events: + event_callback(event) + + monkeypatch.setattr("weni_cli.commands.eval_run.CLIClient.__init__", original_init) + monkeypatch.setattr("weni_cli.commands.eval_run.CLIClient.run_evaluation", fake_run_evaluation) + + result = runner.invoke(cli, ["eval", "run", "--filter", "greeting"]) + + assert result.exit_code == 0 + assert captured_payloads[0]["filter"] == "greeting" + + +def test_eval_run_plan_not_found(): + runner = CliRunner() + with runner.isolated_filesystem(): + result = runner.invoke(cli, ["eval", "run"]) + + assert result.exit_code == 1 + + +def test_eval_run_test_failure(monkeypatch): + runner = CliRunner() + with runner.isolated_filesystem(): + _create_plan_file() + events = _make_ndjson_events(pass_count=0, num_tests=1) + _patch_cli_client(monkeypatch, events) + + result = runner.invoke(cli, ["eval", "run"]) + + assert result.exit_code == 1 + + +def test_eval_run_saves_summary_with_timestamp(monkeypatch): + runner = CliRunner() + with runner.isolated_filesystem(): + _create_plan_file() + events = _make_ndjson_events(summary_content="# Test Summary Content") + _patch_cli_client(monkeypatch, events) + + with patch("weni_cli.commands.eval_run.datetime") as mock_datetime: + mock_datetime.now.return_value.strftime.return_value = "20260319_150000" + result = runner.invoke(cli, ["eval", "run"]) + + assert result.exit_code == 0 + + expected_file = os.path.join("evaluation_results", "summary_20260319_150000.md") + assert os.path.exists(expected_file) + + with open(expected_file) as f: + assert f.read() == "# Test Summary Content" + + +def test_eval_run_backend_error(monkeypatch): + runner = CliRunner() 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+def eval(): + """Agent evaluation commands""" + + +@eval.command("init") +@click.option( + "--plan-dir", + type=click.Path(exists=True, file_okay=False, dir_okay=True), + required=False, + help="Directory where the evaluation plan file will be created.", +) +def eval_init(plan_dir): + """Initialize an agent_evaluation.yml plan file""" + from weni_cli.commands.eval_init import EvalInitHandler + + exit_code = EvalInitHandler().execute(plan_dir=plan_dir) + if exit_code != 0: + raise click.exceptions.Exit(exit_code) + + +@eval.command("run") +@click.option( + "--filter", + "test_filter", + type=str, + required=False, + help="Comma-separated list of tests to run.", +) +@click.option( + "--plan-dir", + type=click.Path(exists=True, file_okay=False, dir_okay=True), + required=False, + help="Directory where agent_evaluation.yml is located.", +) +@click.option("--verbose", is_flag=True, default=False, help="Show detailed reasoning for each test result.") +def eval_run(test_filter, plan_dir, verbose): + """Run agent evaluations from agent_evaluation.yml""" + from weni_cli.commands.eval_run import EvalRunHandler + + exit_code = EvalRunHandler().execute( + filter=test_filter, + plan_dir=plan_dir, + verbose=verbose, + ) + if exit_code != 0: + raise click.exceptions.Exit(exit_code) + + if __name__ == "__main__": # pragma: no cover cli() diff --git a/weni_cli/clients/cli_client.py b/weni_cli/clients/cli_client.py index 47e452b..98d258a 100644 --- a/weni_cli/clients/cli_client.py +++ b/weni_cli/clients/cli_client.py @@ -83,6 +83,7 @@ def _streaming_request( method: str, endpoint: str, data: Optional[Dict] = None, + json_data: Optional[Dict] = None, files: Optional[Dict] = None, timeout: tuple = (10, None), ): @@ -92,7 +93,14 @@ def _streaming_request( response = None try: response = self.session.request( - method=method, url=url, headers=self.headers, data=data, files=files, stream=True, timeout=timeout + method=method, + url=url, + headers=self.headers, + data=data, + json=json_data, + files=files, + stream=True, + timeout=timeout, ) if response.status_code != 200: @@ -100,7 +108,10 @@ def _streaming_request( raise RequestError("Invalid authentication token. Please login again using 'weni login'") try: error_data = response.json() - message = error_data.get("message", f"Request failed with status code {response.status_code}") + message = error_data.get( + "message", + error_data.get("detail", f"Request failed with status code {response.status_code}"), + ) raise RequestError( message=message, status_code=response.status_code, @@ -285,6 +296,23 @@ def _handle_test_response( return test_logs + def run_evaluation( + self, + plan_config: Dict, + event_callback: Callable[[Dict], None], + ) -> None: + """Run an agent evaluation via the backend.""" + try: + with self._streaming_request( + method="POST", endpoint="api/v1/evaluations", json_data=plan_config + ) as response: + for line in response.iter_lines(): + if line: + resp = json.loads(line) + event_callback(resp) + except RequestError as e: + raise RequestError(f"Failed to run evaluation: {e.message}") + def get_tool_logs( self, agent: str, tool: str, start_time: str, end_time: str, pattern: str, next_token: str | None = None ) -> tuple[Any, ErrorMessage]: diff --git a/weni_cli/clients/response_handlers/__init__.py b/weni_cli/clients/response_handlers/__init__.py index 2f58268..6770af7 100644 --- a/weni_cli/clients/response_handlers/__init__.py +++ b/weni_cli/clients/response_handlers/__init__.py @@ -4,6 +4,10 @@ This module contains utilities for processing response data from Weni APIs. """ -from weni_cli.clients.response_handlers.handlers import process_push_display_step, process_test_progress +from weni_cli.clients.response_handlers.handlers import ( + process_evaluation_event, + process_push_display_step, + process_test_progress, +) -__all__ = ["process_push_display_step", "process_test_progress"] +__all__ = ["process_evaluation_event", "process_push_display_step", "process_test_progress"] diff --git a/weni_cli/clients/response_handlers/handlers.py b/weni_cli/clients/response_handlers/handlers.py index cc79d4f..547922e 100644 --- a/weni_cli/clients/response_handlers/handlers.py +++ b/weni_cli/clients/response_handlers/handlers.py @@ -26,6 +26,61 @@ def process_push_display_step(resp): return resp.get("message") + "." +def process_evaluation_event(resp): + """Process a streaming evaluation event from the backend. + + Args: + resp: Response object from server + + Returns: + Dictionary with event data if successful, None otherwise + """ + if not resp: + return None + + if not resp.get("success"): + error_data = resp.get("data", {}) + return { + "code": resp.get("code", "EVALUATION_ERROR"), + "error": error_data.get("error", resp.get("message", "Unknown evaluation error")), + } + + code = resp.get("code") + data = resp.get("data", {}) + + if code == "EVALUATION_STARTED": + return { + "code": code, + "num_tests": data.get("num_tests"), + "test_names": data.get("test_names"), + } + elif code == "EVALUATION_TEST_STARTED": + return { + "code": code, + "test_name": data.get("test_name"), + "test_index": data.get("test_index"), + "num_tests": data.get("num_tests"), + } + elif code == "EVALUATION_TEST_COMPLETED": + return { + "code": code, + "test_name": data.get("test_name"), + "passed": data.get("passed"), + "result": data.get("result"), + "reasoning": data.get("reasoning"), + "conversation": data.get("conversation"), + } + elif code == "EVALUATION_COMPLETED": + return { + "code": code, + "pass_count": data.get("pass_count"), + "num_tests": data.get("num_tests"), + "summary_content": data.get("summary_content"), + } + + return None + + def process_test_progress(resp, verbose): """Process response for test run display progress. diff --git a/weni_cli/commands/eval_init.py b/weni_cli/commands/eval_init.py new file mode 100644 index 0000000..2d0a8ff --- /dev/null +++ b/weni_cli/commands/eval_init.py @@ -0,0 +1,53 @@ +import os + +import yaml + +from weni_cli.formatter.formatter import Formatter +from weni_cli.handler import Handler + +PLAN_FILE_NAME = "agent_evaluation.yml" + +_DEFAULT_PLAN = { + "evaluator": { + "model": "claude-haiku-4_5-global", + "aws_region": "us-east-1", + }, + "target": { + "type": "weni", + }, + "tests": { + "greeting": { + "steps": ["Send a greeting message to the agent"], + "expected_results": ["Agent responds with a friendly greeting"], + } + }, +} + + +class EvalInitHandler(Handler): + PLAN_ALREADY_EXISTS_EXIT_CODE = 2 + + def execute(self, **kwargs): + plan_dir = kwargs.get("plan_dir") or os.getcwd() + formatter = Formatter() + + try: + plan_path = os.path.join(plan_dir, PLAN_FILE_NAME) + + if os.path.exists(plan_path): + raise FileExistsError + + with open(plan_path, "w") as stream: + yaml.safe_dump(_DEFAULT_PLAN, stream, sort_keys=False) + + formatter.print_success_panel(f"Evaluation plan created at: {plan_path}") + return 0 + except FileExistsError: + formatter.print_error_panel( + "An evaluation plan already exists in the selected directory.", + title="Plan Already Exists", + ) + return self.PLAN_ALREADY_EXISTS_EXIT_CODE + except Exception as error: + formatter.print_error_panel(str(error), title="Evaluation Init Error") + return 1 diff --git a/weni_cli/commands/eval_run.py b/weni_cli/commands/eval_run.py new file mode 100644 index 0000000..5a9da4e --- /dev/null +++ b/weni_cli/commands/eval_run.py @@ -0,0 +1,146 @@ +import os +from datetime import datetime + +import yaml +from rich.console import Console +from rich.table import Table +from rich.live import Live + +from weni_cli.clients.cli_client import CLIClient, RequestError +from weni_cli.clients.response_handlers import process_evaluation_event +from weni_cli.commands.eval_init import PLAN_FILE_NAME +from weni_cli.formatter.formatter import Formatter +from weni_cli.handler import Handler + +_RESULTS_DIR_NAME = "evaluation_results" + + +class EvalRunHandler(Handler): + TESTS_FAILED_EXIT_CODE = 1 + + def execute(self, **kwargs): + formatter = Formatter() + test_filter = kwargs.get("filter") + plan_dir = kwargs.get("plan_dir") or os.getcwd() + verbose = kwargs.get("verbose", False) + + try: + plan_path = os.path.join(plan_dir, PLAN_FILE_NAME) + if not os.path.exists(plan_path): + raise FileNotFoundError + + with open(plan_path) as f: + plan_config = yaml.safe_load(f) + + payload = { + "evaluator": plan_config.get("evaluator", {}), + "target": plan_config.get("target", {}), + "tests": plan_config.get("tests", {}), + } + if test_filter: + payload["filter"] = test_filter + + console = Console() + test_rows: list[dict] = [] + summary_content = "" + tests_failed = False + num_tests = 0 + pass_count = 0 + + def _build_table() -> Table: + table = Table(title="Evaluation Results", expand=True) + table.add_column("Test", justify="left") + table.add_column("Status", justify="center", width=8) + if verbose: + table.add_column("Reasoning", ratio=2) + for row in test_rows: + status = row.get("status", "⏳") + cols = [row["name"], status] + if verbose: + cols.append(row.get("reasoning", "")) + table.add_row(*cols) + return table + + def _handle_event(resp: dict) -> None: + nonlocal summary_content, tests_failed, num_tests, pass_count + + event = process_evaluation_event(resp) + if not event: + return + + code = event.get("code") + + if code == "EVALUATION_ERROR": + raise RequestError(event.get("error", "Unknown evaluation error")) + + if code == "EVALUATION_STARTED": + num_tests = event.get("num_tests", 0) + + elif code == "EVALUATION_TEST_STARTED": + test_rows.append({ + "name": event["test_name"], + "status": "⏳", + "reasoning": "", + }) + live.update(_build_table(), refresh=True) + + elif code == "EVALUATION_TEST_COMPLETED": + passed = event.get("passed", False) + row_idx = next( + (i for i, r in enumerate(test_rows) if r["name"] == event["test_name"]), + None, + ) + if row_idx is not None: + test_rows[row_idx]["status"] = "✅" if passed else "❌" + test_rows[row_idx]["reasoning"] = event.get("reasoning", "") or "" + live.update(_build_table(), refresh=True) + + elif code == "EVALUATION_COMPLETED": + pass_count = event.get("pass_count", 0) + num_tests = event.get("num_tests", num_tests) + summary_content = event.get("summary_content", "") + tests_failed = pass_count < num_tests + + client = CLIClient() + + with Live(_build_table(), console=console, refresh_per_second=4) as live: + client.run_evaluation(payload, _handle_event) + + if summary_content: + self._save_summary(summary_content) + + console.print(f"\n[bold]Results: {pass_count}/{num_tests} tests passed[/bold]\n") + + if tests_failed: + formatter.print_error_panel( + "One or more evaluation tests failed.", + title="Tests Failed", + ) + return self.TESTS_FAILED_EXIT_CODE + + formatter.print_success_panel("Evaluation finished successfully.") + return 0 + + except FileNotFoundError: + formatter.print_error_panel( + f"Could not find {PLAN_FILE_NAME} in the selected directory.", + title="Plan Not Found", + ) + return self.TESTS_FAILED_EXIT_CODE + except RequestError as error: + formatter.print_error_panel(str(error), title="Evaluation Run Error") + return self.TESTS_FAILED_EXIT_CODE + except Exception as error: + formatter.print_error_panel(str(error), title="Evaluation Run Error") + return self.TESTS_FAILED_EXIT_CODE + + @staticmethod + def _save_summary(summary_content: str) -> None: + results_dir = os.path.join(os.getcwd(), _RESULTS_DIR_NAME) + os.makedirs(results_dir, exist_ok=True) + + timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") + summary_path = os.path.join(results_dir, f"summary_{timestamp}.md") + + with open(summary_path, "w") as f: + f.write(summary_content) diff --git a/weni_cli/wsgi.py b/weni_cli/wsgi.py index 972679d..7c8b36a 100644 --- a/weni_cli/wsgi.py +++ b/weni_cli/wsgi.py @@ -13,7 +13,7 @@ @app.route("/sso-callback", methods=["GET"]) def sso_callback(): # pragma: no cover - global auth_queue + global auth_queue # noqa: F824 auth_queue.put(request.args.get("code")) return "Successfully logged in, you can close this window now"