feat(local-agent-v2): step 4 — journey produces structured AgentConfig JSON
Replace freeform prompt_template output with validated AgentConfig JSON: - agent_setup.py: new system prompt (journey_system_v2), AGENT_CONFIG_START/END markers, _extract_agent_config() with Pydantic validation, updated handlers returning agent_config key; import AgentConfig from schemas - tests/test_journey_v2.py: 6 unit tests + 5 parametrized LLM eval cases following test_agent_runner_v2.py pattern; _run_journey uses set_client_executor/clear_client_executor mirroring device_ws - tests/fixtures/journey_v2/: cases.yaml + email_action.html + email_info.html - tests/conftest.py: add --journey-dir CLI option; remove S3/plugin fixtures (cleanup from microservices migration, already present in working tree) Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
This commit is contained in:
@@ -6,26 +6,21 @@ a per-test session, and a FastAPI ``TestClient`` wired to use it.
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from __future__ import annotations
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import json
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import os
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import time
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import uuid
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from collections.abc import AsyncGenerator, Generator
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from unittest.mock import patch
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import boto3
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import pytest
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import pytest_asyncio
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from fastapi.testclient import TestClient
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from jose import jwt
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from moto import mock_aws
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from sqlalchemy import StaticPool, event
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from sqlalchemy.ext.asyncio import AsyncSession, async_sessionmaker, create_async_engine
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from app.config.settings import settings
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from app.db import Base, get_session
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from app.main import app
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from app.models import Plugin, Subscription, User
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from app.models import Subscription, User
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# ── Fixed test user IDs (one per tier) ───────────────────────────────
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@@ -109,79 +104,6 @@ def client(db_session: AsyncSession) -> Generator[TestClient, None, None]: # n
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app.dependency_overrides.pop(get_session, None)
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# ── Seed data helpers ────────────────────────────────────────────────
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_SEED_PLUGINS = [
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Plugin(
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id="plugin-github-sync",
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name="GitHub Sync",
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description="Sync tasks with GitHub Issues and pull requests.",
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version="1.0.0",
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author_name="Adiuva",
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category="productivity",
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price_cents=0,
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permissions=json.dumps(["read:tasks", "write:tasks"]),
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status="approved",
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s3_package_key="plugins/plugin-github-sync/1.0.0/package.zip",
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install_count=0,
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avg_rating=0.0,
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),
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Plugin(
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id="plugin-slack-notify",
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name="Slack Notifier",
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description="Post task and timeline updates to Slack channels.",
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version="1.2.0",
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author_name="Adiuva",
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category="communication",
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price_cents=499,
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permissions=json.dumps(["read:tasks", "read:timelines"]),
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status="approved",
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s3_package_key="plugins/plugin-slack-notify/1.2.0/package.zip",
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install_count=0,
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avg_rating=0.0,
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),
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Plugin(
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id="plugin-time-tracker",
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name="Time Tracker",
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description="Track time spent on tasks with automatic reporting.",
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version="0.9.1",
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author_name="Third Party",
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category="productivity",
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price_cents=999,
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permissions=json.dumps(["read:tasks", "write:tasks"]),
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status="approved",
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s3_package_key="plugins/plugin-time-tracker/0.9.1/package.zip",
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install_count=0,
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avg_rating=0.0,
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),
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]
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@pytest_asyncio.fixture
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async def seed_plugins(db_session: AsyncSession) -> list[Plugin]:
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"""Insert the 3 default approved plugins and return them."""
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plugins = []
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for template in _SEED_PLUGINS:
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p = Plugin(
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id=template.id,
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name=template.name,
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description=template.description,
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version=template.version,
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author_name=template.author_name,
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category=template.category,
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price_cents=template.price_cents,
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permissions=template.permissions,
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status=template.status,
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s3_package_key=template.s3_package_key,
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install_count=template.install_count,
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avg_rating=template.avg_rating,
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)
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db_session.add(p)
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plugins.append(p)
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await db_session.commit()
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return plugins
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# ── JWT helpers ──────────────────────────────────────────────────────
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@@ -212,29 +134,6 @@ def auth_header(tier: str = "power", user_id: str | None = None) -> dict[str, st
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return {"Authorization": f"Bearer {make_jwt(tier, user_id)}"}
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# ── S3 mock fixture ──────────────────────────────────────────────────
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S3_TEST_BUCKET = "test-bucket"
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S3_TEST_REGION = "us-east-1"
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@pytest.fixture
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def s3_bucket():
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"""Create a mocked S3 bucket via moto and patch BlobStore settings."""
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with mock_aws():
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os.environ.setdefault("AWS_ACCESS_KEY_ID", "testing")
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os.environ.setdefault("AWS_SECRET_ACCESS_KEY", "testing")
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os.environ.setdefault("AWS_DEFAULT_REGION", S3_TEST_REGION)
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client = boto3.client("s3", region_name=S3_TEST_REGION)
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client.create_bucket(Bucket=S3_TEST_BUCKET)
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with patch("app.storage.blob_store.settings") as mock_settings:
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mock_settings.S3_BUCKET = S3_TEST_BUCKET
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mock_settings.S3_REGION = S3_TEST_REGION
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mock_settings.AWS_ACCESS_KEY_ID = "testing"
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mock_settings.AWS_SECRET_ACCESS_KEY = "testing"
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yield S3_TEST_BUCKET
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# ── CLI options ───────────────────────────────────────────────────────
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def pytest_addoption(parser):
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@@ -243,3 +142,13 @@ def pytest_addoption(parser):
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default=None,
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help="Override fixture folder for preprocessor tests (must contain cases.yaml + data/)",
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)
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parser.addoption(
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"--runner-dir",
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default=None,
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help="Override fixture folder for agent_runner_v2 eval tests (must contain cases.yaml + data/)",
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)
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parser.addoption(
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"--journey-dir",
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default=None,
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help="Override fixture folder for journey_v2 eval tests (must contain cases.yaml + data/)",
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)
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87
tests/fixtures/journey_v2/cases.yaml
vendored
Normal file
87
tests/fixtures/journey_v2/cases.yaml
vendored
Normal file
@@ -0,0 +1,87 @@
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# Journey V2 eval test cases — Step 4
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#
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# Each case simulates a complete journey session:
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# 1. handle_journey_start is called with directory + data_types
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# 2. handle_journey_message is called for each entry in user_messages
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# 3. Assertions are evaluated on the final reply
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#
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# directory_files: list of {path, content_file} — content_file is relative to data/
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#
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# Assertion keys:
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# expect_question: true → first reply must contain "?"
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# expect_done: true → final reply must have done=True
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# expect_valid_config: true → agent_config must be parseable as AgentConfig with content_types > 0
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# expect_content_type_id: <str> → AgentConfig.content_types must contain an entry with this id
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# expect_extraction_contains: <str> → first content_type extraction_prompt must contain this word
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# expect_global_rules: true → AgentConfig.global_rules must be non-empty
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- id: "4.1"
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description: "Journey start explores directory, first reply contains a question"
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directory: "/test/emails"
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data_types: ["tasks", "notes", "timelines"]
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directory_files:
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- path: "/test/emails/outlook_export_2024.html"
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content_file: "email_action.html"
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user_messages: []
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score_name: "journey.start"
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expect_question: true
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- id: "4.2"
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description: "Full 3-turn conversation produces a valid AgentConfig JSON"
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directory: "/test/emails"
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data_types: ["tasks", "notes", "timelines"]
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directory_files:
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- path: "/test/emails/email_backup.html"
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content_file: "email_action.html"
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user_messages:
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- "These are email exports from Outlook in HTML format"
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- "Create tasks for emails with direct action requests, notes for informational emails"
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- "Yes, that looks correct. No other rules."
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score_name: "journey.valid_json"
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expect_done: true
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expect_valid_config: true
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- id: "4.3"
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description: "Journey detects email_html content type from directory exploration"
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directory: "/test/emails"
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data_types: ["tasks", "notes"]
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directory_files:
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- path: "/test/emails/message.html"
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content_file: "email_action.html"
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user_messages:
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- "HTML email backups from my mail client, exported from Outlook"
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- "Create tasks from emails that contain assignments or direct action items"
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- "Correct, no other rules needed"
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score_name: "journey.detect_email"
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expect_done: true
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expect_content_type_id: "email_html"
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- id: "4.4"
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description: "Custom user rule (only notes, no tasks) reflected in extraction_prompt"
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directory: "/test/emails"
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data_types: ["notes"]
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directory_files:
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- path: "/test/emails/email.html"
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content_file: "email_info.html"
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user_messages:
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- "HTML emails from my work inbox"
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- "Create only notes from all emails — I do not want tasks or timelines to be created"
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- "Yes, exactly"
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score_name: "journey.custom_rules"
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expect_done: true
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expect_extraction_contains: "note"
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- id: "4.5"
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description: "Global rule (no project = no entity) appears in AgentConfig.global_rules"
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directory: "/test/emails"
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data_types: ["tasks", "notes"]
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directory_files:
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- path: "/test/emails/email.html"
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content_file: "email_action.html"
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user_messages:
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- "Email backups from Outlook"
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- "Create tasks from action request emails, notes from informational emails"
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- "If the email cannot be matched to any project, do not create any entity at all"
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score_name: "journey.global_rules"
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expect_done: true
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expect_global_rules: true
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23
tests/fixtures/journey_v2/data/email_action.html
vendored
Normal file
23
tests/fixtures/journey_v2/data/email_action.html
vendored
Normal file
@@ -0,0 +1,23 @@
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<!DOCTYPE html>
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<html>
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<head>
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<meta charset="UTF-8">
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<title>Email: Fix the login bug</title>
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<style>body { font-family: Arial; } .header { color: #666; }</style>
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</head>
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<body>
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<div class="header">
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<p><strong>From:</strong> boss@company.com</p>
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<p><strong>To:</strong> dev@company.com</p>
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<p><strong>Subject:</strong> Fix the login bug</p>
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<p><strong>Date:</strong> Mon, 7 Apr 2026 09:15:00 +0000</p>
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</div>
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<div class="body">
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<p>Hi,</p>
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<p>Please fix the login bug in Project Alpha as soon as possible.
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Users are reporting that they can't log in with their Google accounts.
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This is blocking the whole team. Please resolve it by Friday.</p>
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<p>Thanks,<br>Boss</p>
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</div>
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</body>
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</html>
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23
tests/fixtures/journey_v2/data/email_info.html
vendored
Normal file
23
tests/fixtures/journey_v2/data/email_info.html
vendored
Normal file
@@ -0,0 +1,23 @@
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<!DOCTYPE html>
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<html>
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<head>
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<meta charset="UTF-8">
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<title>Email: New policy update</title>
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<style>body { font-family: Arial; }</style>
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</head>
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<body>
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<div class="header">
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<p><strong>From:</strong> hr@company.com</p>
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<p><strong>To:</strong> all@company.com</p>
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<p><strong>Subject:</strong> FYI: New remote work policy effective May 1</p>
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<p><strong>Date:</strong> Tue, 8 Apr 2026 10:00:00 +0000</p>
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</div>
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<div class="body">
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<p>Hi everyone,</p>
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<p>Just a heads-up that starting May 1, 2026 the company will be moving to
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a hybrid work model. You will be expected to come into the office at least
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two days per week. More details will follow in the employee handbook.</p>
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<p>Best,<br>HR Team</p>
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</div>
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</body>
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</html>
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349
tests/test_journey_v2.py
Normal file
349
tests/test_journey_v2.py
Normal file
@@ -0,0 +1,349 @@
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"""Tests for Local Agent V2 journey setup (Step 4).
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Covers the chatbot journey that produces a structured AgentConfig JSON
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instead of a freeform prompt_template string.
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Unit tests (no LLM)
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--------------------
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4.6a _extract_agent_config: valid JSON → returns serialised config
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4.6b _extract_agent_config: invalid JSON → returns None
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4.6c _extract_agent_config: markers absent → returns None
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4.6d _extract_agent_config: only START marker → returns None
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4.6e Session not found → done=True, agent_config=None
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4.6f Nudge uses AGENT_CONFIG_START/END markers (not old PROMPT_TEMPLATE)
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Eval tests (real LLM + Langfuse scoring)
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-----------------------------------------
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Cases are defined in tests/fixtures/journey_v2/cases.yaml.
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Email HTML files live in tests/fixtures/journey_v2/data/.
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Use --journey-dir to point at a custom folder (same structure required).
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|
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Run:
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pytest tests/test_journey_v2.py -v
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pytest tests/test_journey_v2.py -v -k "4_6" # unit only
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pytest tests/test_journey_v2.py -v -k "eval" # LLM evals only
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pytest tests/test_journey_v2.py -v --journey-dir /p # custom fixtures
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"""
|
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|
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from __future__ import annotations
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|
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import uuid
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from contextlib import nullcontext
|
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from pathlib import Path
|
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from typing import Any
|
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from unittest.mock import patch
|
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|
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import pytest
|
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import yaml
|
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|
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from app.api.routes.agent_setup import (
|
||||
_CONFIG_END,
|
||||
_CONFIG_START,
|
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_MAX_TURNS,
|
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_extract_agent_config,
|
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_sessions,
|
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handle_journey_message,
|
||||
handle_journey_start,
|
||||
)
|
||||
from app.core.langfuse_client import get_langfuse
|
||||
from app.core.ws_context import clear_client_executor, set_client_executor
|
||||
from app.schemas import AgentConfig
|
||||
from tests.conftest import TEST_USER_IDS
|
||||
|
||||
# ── Constants ─────────────────────────────────────────────────────────────
|
||||
|
||||
_USER_ID = TEST_USER_IDS["power"]
|
||||
|
||||
_DEFAULT_FIXTURE_DIR = Path(__file__).parent / "fixtures" / "journey_v2"
|
||||
|
||||
# ── Fixture loading ───────────────────────────────────────────────────────
|
||||
|
||||
|
||||
def _fixtures_dir(config) -> Path:
|
||||
override = config.getoption("--journey-dir")
|
||||
return Path(override) if override else _DEFAULT_FIXTURE_DIR
|
||||
|
||||
|
||||
def _load_cases(config) -> list[dict]:
|
||||
return yaml.safe_load(
|
||||
(_fixtures_dir(config) / "cases.yaml").read_text(encoding="utf-8")
|
||||
)
|
||||
|
||||
|
||||
def _read_data_file(filename: str, fixtures_dir: Path) -> str:
|
||||
return (fixtures_dir / "data" / filename).read_text(encoding="utf-8")
|
||||
|
||||
|
||||
# ── pytest_generate_tests ─────────────────────────────────────────────────
|
||||
|
||||
|
||||
def pytest_generate_tests(metafunc):
|
||||
if "journey_case" not in metafunc.fixturenames:
|
||||
return
|
||||
cases = _load_cases(metafunc.config)
|
||||
metafunc.parametrize("journey_case", cases, ids=[c["id"] for c in cases])
|
||||
|
||||
|
||||
# ── Executor builder ──────────────────────────────────────────────────────
|
||||
|
||||
|
||||
def _make_fs_executor(directory_files: list[dict], fixtures_dir: Path):
|
||||
"""Return an async callback that simulates filesystem tool responses.
|
||||
|
||||
Matches the signature expected by ``set_client_executor`` / ``execute_on_client``:
|
||||
receives the full ``payload`` dict and returns a result dict.
|
||||
|
||||
``directory_files`` is a list of ``{path, content_file}`` dicts;
|
||||
``content_file`` is relative to ``fixtures_dir/data/``.
|
||||
"""
|
||||
file_map: dict[str, str] = {
|
||||
entry["path"]: _read_data_file(entry["content_file"], fixtures_dir)
|
||||
for entry in directory_files
|
||||
}
|
||||
|
||||
async def _executor(payload: dict) -> dict:
|
||||
action = payload.get("action", "")
|
||||
data = payload.get("data") or {}
|
||||
|
||||
if action == "list_directory":
|
||||
return {"entries": [
|
||||
{"type": "file", "name": p.split("/")[-1], "path": p}
|
||||
for p in file_map
|
||||
]}
|
||||
|
||||
if action == "read_file_content":
|
||||
path = data.get("path", "")
|
||||
return {"content": file_map.get(path, "")}
|
||||
|
||||
if action == "get_file_metadata":
|
||||
path = data.get("path", "")
|
||||
name = path.split("/")[-1]
|
||||
ext = "." + name.rsplit(".", 1)[-1] if "." in name else ""
|
||||
return {"name": name, "extension": ext, "size": 1024,
|
||||
"createdAt": None, "modifiedAt": None}
|
||||
|
||||
return {}
|
||||
|
||||
return _executor
|
||||
|
||||
|
||||
# ── Journey runner helper ─────────────────────────────────────────────────
|
||||
|
||||
|
||||
async def _run_journey(user_id: str, case: dict, executor) -> dict[str, Any]:
|
||||
"""Drive start + all user_messages for a case. Returns the final reply dict.
|
||||
|
||||
Mirrors ``device_ws._handle_journey_start/message``: sets the client
|
||||
executor (so filesystem tools work) before each handler call.
|
||||
"""
|
||||
session_id = str(uuid.uuid4())
|
||||
try:
|
||||
set_client_executor(executor)
|
||||
reply = await handle_journey_start(user_id, {
|
||||
"agent_type": "local",
|
||||
"directory": case["directory"],
|
||||
"data_types": case["data_types"],
|
||||
"session_id": session_id,
|
||||
})
|
||||
|
||||
for msg in case.get("user_messages", []):
|
||||
if reply.get("done"):
|
||||
break
|
||||
set_client_executor(executor)
|
||||
reply = await handle_journey_message(user_id, {
|
||||
"session_id": reply["session_id"],
|
||||
"message": msg,
|
||||
})
|
||||
finally:
|
||||
clear_client_executor()
|
||||
_sessions.pop(session_id, None)
|
||||
|
||||
return reply
|
||||
|
||||
|
||||
# ── Assertion helper ──────────────────────────────────────────────────────
|
||||
|
||||
|
||||
def _evaluate_case(case: dict, reply: dict) -> tuple[float, str]:
|
||||
"""Return (score, comment) for a journey case given the final reply dict."""
|
||||
if case.get("expect_question"):
|
||||
has_q = "?" in reply.get("message", "")
|
||||
return (1.0 if has_q else 0.0), f"first_reply_has_question={has_q}"
|
||||
|
||||
if case.get("expect_done") and not reply.get("done"):
|
||||
return 0.0, "expected done=True but journey did not complete"
|
||||
|
||||
agent_config_raw = reply.get("agent_config")
|
||||
|
||||
if case.get("expect_valid_config"):
|
||||
if not agent_config_raw:
|
||||
return 0.0, "agent_config is None"
|
||||
try:
|
||||
parsed = AgentConfig.model_validate_json(agent_config_raw)
|
||||
valid = len(parsed.content_types) > 0
|
||||
return (1.0 if valid else 0.0), f"content_types={len(parsed.content_types)}"
|
||||
except Exception as exc:
|
||||
return 0.0, f"parse error: {exc}"
|
||||
|
||||
if case.get("expect_content_type_id"):
|
||||
expected_id = case["expect_content_type_id"]
|
||||
if not agent_config_raw:
|
||||
return 0.0, "agent_config is None"
|
||||
try:
|
||||
parsed = AgentConfig.model_validate_json(agent_config_raw)
|
||||
ids = [ct.id for ct in parsed.content_types]
|
||||
found = expected_id in ids
|
||||
return (1.0 if found else 0.0), f"content_type_ids={ids}, expected={expected_id}"
|
||||
except Exception as exc:
|
||||
return 0.0, f"parse error: {exc}"
|
||||
|
||||
if case.get("expect_extraction_contains"):
|
||||
keyword = case["expect_extraction_contains"].lower()
|
||||
if not agent_config_raw:
|
||||
return 0.0, "agent_config is None"
|
||||
try:
|
||||
parsed = AgentConfig.model_validate_json(agent_config_raw)
|
||||
if not parsed.content_types:
|
||||
return 0.0, "no content_types in config"
|
||||
prompt = parsed.content_types[0].extraction_prompt.lower()
|
||||
found = keyword in prompt
|
||||
return (1.0 if found else 0.0), f"keyword='{keyword}' in extraction_prompt={found}"
|
||||
except Exception as exc:
|
||||
return 0.0, f"parse error: {exc}"
|
||||
|
||||
if case.get("expect_global_rules"):
|
||||
if not agent_config_raw:
|
||||
return 0.0, "agent_config is None"
|
||||
try:
|
||||
parsed = AgentConfig.model_validate_json(agent_config_raw)
|
||||
has_rules = len(parsed.global_rules) > 0
|
||||
return (1.0 if has_rules else 0.0), f"global_rules={parsed.global_rules}"
|
||||
except Exception as exc:
|
||||
return 0.0, f"parse error: {exc}"
|
||||
|
||||
return 1.0, "no specific assertion"
|
||||
|
||||
|
||||
# ── Unit tests ────────────────────────────────────────────────────────────
|
||||
|
||||
|
||||
def test_4_6a_extract_valid_json():
|
||||
"""_extract_agent_config: valid JSON between markers → returns serialised config."""
|
||||
config = AgentConfig(
|
||||
content_types=[],
|
||||
global_rules=["No project = no entity"],
|
||||
data_types=["tasks"],
|
||||
)
|
||||
text = f"Some preamble\n{_CONFIG_START}\n{config.model_dump_json()}\n{_CONFIG_END}\nTrailing"
|
||||
result = _extract_agent_config(text)
|
||||
assert result is not None
|
||||
parsed = AgentConfig.model_validate_json(result)
|
||||
assert parsed.global_rules == ["No project = no entity"]
|
||||
|
||||
|
||||
def test_4_6b_extract_invalid_json():
|
||||
"""_extract_agent_config: malformed JSON between markers → returns None."""
|
||||
text = f"{_CONFIG_START}\n{{not: valid json\n{_CONFIG_END}"
|
||||
assert _extract_agent_config(text) is None
|
||||
|
||||
|
||||
def test_4_6c_extract_markers_absent():
|
||||
"""_extract_agent_config: no markers at all → returns None."""
|
||||
assert _extract_agent_config("No markers here at all") is None
|
||||
|
||||
|
||||
def test_4_6d_extract_only_start_marker():
|
||||
"""_extract_agent_config: START without END → returns None."""
|
||||
assert _extract_agent_config(f"text {_CONFIG_START} no end marker") is None
|
||||
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_4_6e_session_not_found():
|
||||
"""4.6e Session not found → done=True, agent_config=None, informative message."""
|
||||
reply = await handle_journey_message(_USER_ID, {
|
||||
"session_id": "nonexistent-session-id",
|
||||
"message": "Hello",
|
||||
})
|
||||
assert reply["done"] is True
|
||||
assert reply["agent_config"] is None
|
||||
assert "not found" in reply["message"].lower() or "expired" in reply["message"].lower()
|
||||
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_4_6f_nudge_uses_new_markers():
|
||||
"""4.6f Nudge injected after max turns uses AGENT_CONFIG markers, not PROMPT_TEMPLATE."""
|
||||
session_id = str(uuid.uuid4())
|
||||
captured_histories: list[list[dict]] = []
|
||||
|
||||
async def _mock_llm(system_prompt, history, tools, **kwargs) -> str:
|
||||
captured_histories.append(list(history))
|
||||
# Return plain text — no markers — to trigger the nudge path.
|
||||
return "I still need more information from you."
|
||||
|
||||
from app.api.routes.agent_setup import JourneySession
|
||||
|
||||
fake_session = JourneySession(
|
||||
session_id=session_id,
|
||||
user_id=_USER_ID,
|
||||
agent_type="local",
|
||||
directory="/test",
|
||||
data_types=["tasks"],
|
||||
system_prompt="system",
|
||||
langfuse_prompt=None,
|
||||
)
|
||||
# Fill history to the turn limit so the next message triggers the nudge.
|
||||
for i in range(_MAX_TURNS):
|
||||
fake_session.history.append({"role": "user", "content": f"msg {i}"})
|
||||
fake_session.history.append({"role": "assistant", "content": "ok"})
|
||||
_sessions[session_id] = fake_session
|
||||
|
||||
try:
|
||||
with patch("app.api.routes.agent_setup._call_llm_with_tools", side_effect=_mock_llm):
|
||||
await handle_journey_message(_USER_ID, {
|
||||
"session_id": session_id,
|
||||
"message": "one more message to trigger nudge",
|
||||
})
|
||||
finally:
|
||||
_sessions.pop(session_id, None)
|
||||
|
||||
# Second LLM call receives the nudge appended to history.
|
||||
assert len(captured_histories) >= 2, "Expected ≥ 2 LLM calls (main reply + nudge)"
|
||||
nudge_history = captured_histories[1]
|
||||
user_msgs = " ".join(t["content"] for t in nudge_history if t["role"] == "user")
|
||||
assert _CONFIG_START in user_msgs, f"Nudge must reference {_CONFIG_START}"
|
||||
assert _CONFIG_END in user_msgs, f"Nudge must reference {_CONFIG_END}"
|
||||
assert "PROMPT_TEMPLATE" not in user_msgs, "Old PROMPT_TEMPLATE markers must not appear in nudge"
|
||||
|
||||
|
||||
# ── Eval tests (real LLM + Langfuse) ─────────────────────────────────────
|
||||
|
||||
|
||||
@pytest.mark.asyncio
|
||||
@pytest.mark.eval
|
||||
async def test_eval_journey(journey_case, pytestconfig):
|
||||
"""Parametrized eval test — one invocation per YAML case."""
|
||||
case: dict = journey_case
|
||||
fixtures_dir = _fixtures_dir(pytestconfig)
|
||||
executor = _make_fs_executor(case.get("directory_files", []), fixtures_dir)
|
||||
|
||||
lf = get_langfuse()
|
||||
obs_ctx = lf.start_as_current_observation(
|
||||
name=f"eval-journey-{case['id']}-{case.get('score_name', 'unknown').replace('.', '-')}",
|
||||
metadata={"step": "4", "case_id": case["id"]},
|
||||
) if lf else nullcontext()
|
||||
|
||||
with obs_ctx as obs:
|
||||
reply = await _run_journey(_USER_ID, case, executor)
|
||||
score, comment = _evaluate_case(case, reply)
|
||||
|
||||
if obs is not None:
|
||||
obs.score(
|
||||
name=case.get("score_name", f"journey.case_{case['id']}"),
|
||||
value=score,
|
||||
comment=comment,
|
||||
)
|
||||
|
||||
if lf:
|
||||
lf.flush()
|
||||
|
||||
assert score == 1.0, f"[{case['id']}] {case.get('description', '')} — {comment}"
|
||||
Reference in New Issue
Block a user