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...

11 Commits

Author SHA1 Message Date
dependabot[bot]
7f9ce7f13a build(deps): bump the uv group across 2 directories with 16 updates (#886)
* build(deps): bump the uv group across 2 directories with 16 updates

---
updated-dependencies:
- dependency-name: aiohttp
  dependency-version: 3.13.3
  dependency-type: indirect
  dependency-group: uv
- dependency-name: filelock
  dependency-version: 3.20.3
  dependency-type: indirect
  dependency-group: uv
- dependency-name: fonttools
  dependency-version: 4.60.2
  dependency-type: indirect
  dependency-group: uv
- dependency-name: pillow
  dependency-version: 12.1.1
  dependency-type: indirect
  dependency-group: uv
- dependency-name: protobuf
  dependency-version: 6.33.5
  dependency-type: indirect
  dependency-group: uv
- dependency-name: python-multipart
  dependency-version: 0.0.22
  dependency-type: indirect
  dependency-group: uv
- dependency-name: starlette
  dependency-version: 0.49.1
  dependency-type: indirect
  dependency-group: uv
- dependency-name: urllib3
  dependency-version: 2.6.3
  dependency-type: indirect
  dependency-group: uv
- dependency-name: aiohttp
  dependency-version: 3.13.3
  dependency-type: indirect
  dependency-group: uv
- dependency-name: protobuf
  dependency-version: 6.33.5
  dependency-type: indirect
  dependency-group: uv
- dependency-name: python-multipart
  dependency-version: 0.0.22
  dependency-type: indirect
  dependency-group: uv
- dependency-name: filelock
  dependency-version: 3.20.3
  dependency-type: indirect
  dependency-group: uv
- dependency-name: pillow
  dependency-version: 12.1.1
  dependency-type: indirect
  dependency-group: uv
- dependency-name: starlette
  dependency-version: 0.49.1
  dependency-type: indirect
  dependency-group: uv
- dependency-name: urllib3
  dependency-version: 2.6.3
  dependency-type: indirect
  dependency-group: uv
- dependency-name: sentencepiece
  dependency-version: 0.2.1
  dependency-type: direct:production
  dependency-group: uv
- dependency-name: aiohttp
  dependency-version: 3.13.3
  dependency-type: direct:production
  dependency-group: uv
- dependency-name: filelock
  dependency-version: 3.20.3
  dependency-type: indirect
  dependency-group: uv
- dependency-name: pillow
  dependency-version: 12.1.1
  dependency-type: indirect
  dependency-group: uv
- dependency-name: protobuf
  dependency-version: 6.33.5
  dependency-type: direct:production
  dependency-group: uv
- dependency-name: python-multipart
  dependency-version: 0.0.22
  dependency-type: direct:production
  dependency-group: uv
- dependency-name: starlette
  dependency-version: 0.49.1
  dependency-type: indirect
  dependency-group: uv
- dependency-name: urllib3
  dependency-version: 2.6.3
  dependency-type: indirect
  dependency-group: uv
- dependency-name: aiohttp
  dependency-version: 3.13.3
  dependency-type: direct:production
  dependency-group: uv
- dependency-name: sentencepiece
  dependency-version: 0.2.1
  dependency-type: direct:production
  dependency-group: uv
- dependency-name: protobuf
  dependency-version: 6.33.5
  dependency-type: direct:production
  dependency-group: uv
- dependency-name: python-multipart
  dependency-version: 0.0.22
  dependency-type: direct:production
  dependency-group: uv
- dependency-name: llama-index
  dependency-version: 0.13.0
  dependency-type: direct:production
  dependency-group: uv
- dependency-name: black
  dependency-version: 24.3.0
  dependency-type: direct:development
  dependency-group: uv
- dependency-name: cryptography
  dependency-version: 46.0.5
  dependency-type: indirect
  dependency-group: uv
- dependency-name: filelock
  dependency-version: 3.20.3
  dependency-type: indirect
  dependency-group: uv
- dependency-name: llama-index-core
  dependency-version: 0.13.6
  dependency-type: indirect
  dependency-group: uv
- dependency-name: marshmallow
  dependency-version: 3.26.2
  dependency-type: indirect
  dependency-group: uv
- dependency-name: pillow
  dependency-version: 12.1.1
  dependency-type: indirect
  dependency-group: uv
- dependency-name: pyasn1
  dependency-version: 0.6.2
  dependency-type: indirect
  dependency-group: uv
- dependency-name: pypdf
  dependency-version: 6.7.3
  dependency-type: indirect
  dependency-group: uv
- dependency-name: starlette
  dependency-version: 0.49.1
  dependency-type: indirect
  dependency-group: uv
- dependency-name: urllib3
  dependency-version: 2.6.3
  dependency-type: indirect
  dependency-group: uv
...

Signed-off-by: dependabot[bot] <support@github.com>

* Upgrade fastapi-pagination and pydanti

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Sergey Mankovsky <sergey@mankovsky.dev>
2026-02-26 03:26:59 +01:00
dependabot[bot]
66772efbfe build(deps): bump the npm_and_yarn group across 1 directory with 11 updates (#887)
Bumps the npm_and_yarn group with 7 updates in the /www directory:

| Package | From | To |
| --- | --- | --- |
| [minimatch](https://github.com/isaacs/minimatch) | `3.1.2` | `3.1.5` |
| [ajv](https://github.com/ajv-validator/ajv) | `6.12.6` | `6.14.0` |
| [js-yaml](https://github.com/nodeca/js-yaml) | `3.14.1` | `3.14.2` |
| [mdast-util-to-hast](https://github.com/syntax-tree/mdast-util-to-hast) | `13.2.0` | `13.2.1` |
| [axios](https://github.com/axios/axios) | `1.11.0` | `1.13.5` |
| [next](https://github.com/vercel/next.js) | `15.5.9` | `15.5.10` |
| [next-auth](https://github.com/nextauthjs/next-auth) | `4.24.11` | `4.24.12` |

Updates `minimatch` from 3.1.2 to 3.1.5
- [Changelog](https://github.com/isaacs/minimatch/blob/main/changelog.md)
- [Commits](https://github.com/isaacs/minimatch/compare/v3.1.2...v3.1.5)

Updates `ajv` from 6.12.6 to 6.14.0
- [Release notes](https://github.com/ajv-validator/ajv/releases)
- [Commits](https://github.com/ajv-validator/ajv/compare/v6.12.6...v6.14.0)

Updates `diff` from 4.0.2 to 4.0.4
- [Changelog](https://github.com/kpdecker/jsdiff/blob/master/release-notes.md)
- [Commits](https://github.com/kpdecker/jsdiff/compare/v4.0.2...v4.0.4)

Updates `js-yaml` from 3.14.1 to 3.14.2
- [Changelog](https://github.com/nodeca/js-yaml/blob/master/CHANGELOG.md)
- [Commits](https://github.com/nodeca/js-yaml/compare/3.14.1...3.14.2)

Updates `mdast-util-to-hast` from 13.2.0 to 13.2.1
- [Release notes](https://github.com/syntax-tree/mdast-util-to-hast/releases)
- [Commits](https://github.com/syntax-tree/mdast-util-to-hast/compare/13.2.0...13.2.1)

Updates `axios` from 1.11.0 to 1.13.5
- [Release notes](https://github.com/axios/axios/releases)
- [Changelog](https://github.com/axios/axios/blob/v1.x/CHANGELOG.md)
- [Commits](https://github.com/axios/axios/compare/v1.11.0...v1.13.5)

Updates `next` from 15.5.9 to 15.5.10
- [Release notes](https://github.com/vercel/next.js/releases)
- [Changelog](https://github.com/vercel/next.js/blob/canary/release.js)
- [Commits](https://github.com/vercel/next.js/compare/v15.5.9...v15.5.10)

Updates `next-auth` from 4.24.11 to 4.24.12
- [Release notes](https://github.com/nextauthjs/next-auth/releases)
- [Commits](https://github.com/nextauthjs/next-auth/compare/next-auth@4.24.11...next-auth@4.24.12)

Updates `@sentry/node` from 10.11.0 to 10.40.0
- [Release notes](https://github.com/getsentry/sentry-javascript/releases)
- [Changelog](https://github.com/getsentry/sentry-javascript/blob/develop/CHANGELOG.md)
- [Commits](https://github.com/getsentry/sentry-javascript/compare/10.11.0...10.40.0)

Updates `preact` from 10.27.0 to 10.28.4
- [Release notes](https://github.com/preactjs/preact/releases)
- [Commits](https://github.com/preactjs/preact/compare/10.27.0...10.28.4)

Updates `rollup` from 4.50.1 to 4.59.0
- [Release notes](https://github.com/rollup/rollup/releases)
- [Changelog](https://github.com/rollup/rollup/blob/master/CHANGELOG.md)
- [Commits](https://github.com/rollup/rollup/compare/v4.50.1...v4.59.0)

---
updated-dependencies:
- dependency-name: minimatch
  dependency-version: 3.1.5
  dependency-type: indirect
  dependency-group: npm_and_yarn
- dependency-name: ajv
  dependency-version: 6.14.0
  dependency-type: indirect
  dependency-group: npm_and_yarn
- dependency-name: diff
  dependency-version: 4.0.4
  dependency-type: indirect
  dependency-group: npm_and_yarn
- dependency-name: js-yaml
  dependency-version: 3.14.2
  dependency-type: indirect
  dependency-group: npm_and_yarn
- dependency-name: mdast-util-to-hast
  dependency-version: 13.2.1
  dependency-type: indirect
  dependency-group: npm_and_yarn
- dependency-name: axios
  dependency-version: 1.13.5
  dependency-type: direct:production
  dependency-group: npm_and_yarn
- dependency-name: next
  dependency-version: 15.5.10
  dependency-type: direct:production
  dependency-group: npm_and_yarn
- dependency-name: next-auth
  dependency-version: 4.24.12
  dependency-type: direct:production
  dependency-group: npm_and_yarn
- dependency-name: "@sentry/node"
  dependency-version: 10.40.0
  dependency-type: indirect
  dependency-group: npm_and_yarn
- dependency-name: preact
  dependency-version: 10.28.4
  dependency-type: indirect
  dependency-group: npm_and_yarn
- dependency-name: rollup
  dependency-version: 4.59.0
  dependency-type: indirect
  dependency-group: npm_and_yarn
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2026-02-26 00:22:41 +01:00
Sergey Mankovsky
d79ec4149a Remove direct nltk dependency (#878) 2026-02-26 00:00:22 +01:00
Juan Diego García
69f7cce0fd fix trailing slash authentik (#885) 2026-02-25 17:58:13 -05:00
Sergey Mankovsky
4fb60955d4 Build frontend image for local compose (#884) 2026-02-25 23:34:33 +01:00
Sergey Mankovsky
f428b9e3f2 Fix sentry dsn on client (#882) 2026-02-25 23:34:17 +01:00
Juan Diego García
25bcdb16a8 chore(main): release 0.35.1 (#877) 2026-02-24 18:32:56 -06:00
5d547586ef fix: switch structured output to tool-call with reflection retry (#879)
* fix: switch structured output to tool-call with reflection retry

Replace the two-pass StructuredOutputWorkflow (TreeSummarize → acomplete)
with astructured_predict + reflection retry loop for structured LLM output.

- Enable function-calling mode (is_function_calling_model=True)
- Use astructured_predict with PromptTemplate for first attempt
- On ValidationError/parse failure, retry with reflection feedback
- Add min_length=10 to TopicResponse title/summary fields
- Remove dead StructuredOutputWorkflow class and its event types
- Rewrite tests to match new astructured_predict approach

* fix: include texts parameter in astructured_predict prompt

The switch to astructured_predict dropped the texts parameter entirely,
causing summary prompts (participants, subjects, action items) to be
sent without the transcript content. Combine texts with the prompt
before calling astructured_predict, mirroring what TreeSummarize did.

* fix: reduce TopicResponse min_length from 10 to 8 for title and summary

* ci: try fixing spawning job in github

* ci: fix for new arm64 builder
2026-02-24 18:28:11 -06:00
Juan Diego García
815e87056d add note about mac gpu acceleration on docker (#875) 2026-02-24 12:06:09 -05:00
Sergey Mankovsky
bc6bb63c32 fix: enable sentry on frontend (#876) 2026-02-24 17:55:14 +01:00
Juan Diego García
e7dd8b57d1 docs: update readme future plans (#874)
* update README

* improve readme

* readme
2026-02-23 12:49:55 -05:00
24 changed files with 3472 additions and 3259 deletions

View File

@@ -34,7 +34,7 @@ jobs:
uv run -m pytest -v tests
docker-amd64:
runs-on: linux-amd64
runs-on: [linux-amd64]
concurrency:
group: docker-amd64-${{ github.ref }}
cancel-in-progress: true
@@ -52,12 +52,14 @@ jobs:
github-token: ${{ secrets.GHA_CACHE_TOKEN }}
docker-arm64:
runs-on: linux-arm64
runs-on: [linux-arm64]
concurrency:
group: docker-arm64-${{ github.ref }}
cancel-in-progress: true
steps:
- uses: actions/checkout@v4
- name: Wait for Docker daemon
run: while ! docker version; do sleep 1; done
- name: Set up Docker Buildx
uses: docker/setup-buildx-action@v3
- name: Build ARM64

View File

@@ -6,7 +6,7 @@ repos:
- id: format
name: run format
language: system
entry: bash -c 'source "$HOME/.nvm/nvm.sh" && cd www && pnpm format'
entry: bash -c 'if [ -f "$HOME/.nvm/nvm.sh" ]; then source "$HOME/.nvm/nvm.sh"; fi; cd www && pnpm format'
pass_filenames: false
files: ^www/

View File

@@ -1,5 +1,13 @@
# Changelog
## [0.35.1](https://github.com/GreyhavenHQ/reflector/compare/v0.35.0...v0.35.1) (2026-02-25)
### Bug Fixes
* enable sentry on frontend ([#876](https://github.com/GreyhavenHQ/reflector/issues/876)) ([bc6bb63](https://github.com/GreyhavenHQ/reflector/commit/bc6bb63c32dc84be5d3b00388618d53f04f64e35))
* switch structured output to tool-call with reflection retry ([#879](https://github.com/GreyhavenHQ/reflector/issues/879)) ([5d54758](https://github.com/GreyhavenHQ/reflector/commit/5d547586ef0f54514d1d65aacca8e57869013a82))
## [0.35.0](https://github.com/Monadical-SAS/reflector/compare/v0.34.0...v0.35.0) (2026-02-23)

View File

@@ -34,6 +34,8 @@ Reflector is an AI-powered audio transcription and meeting analysis platform tha
</tr>
</table>
<p align="center" style="font-size: 1.5em; font-weight: bold;">By <a href="https://greyhaven.co">Greyhaven</a></p>
## What is Reflector?
Reflector is a web application that utilizes local models to process audio content, providing:
@@ -210,7 +212,13 @@ All new contributions should be made in a separate branch, and goes through a Pu
## Future Plans
- **Daily.co integration with multitrack processing**: Support for Daily.co live rooms with per-participant audio tracks for improved diarization and transcription quality.
- **Multi-language support enhancement**: Default language selection per room/user, automatic language detection improvements, multi-language diarization, and RTL language UI support
- **Jitsi integration**: Self-hosted video conferencing rooms with no external API keys, full control over video infrastructure, and enhanced privacy
- **Calendar integration**: Google Calendar and Microsoft Outlook synchronization, automatic meeting room creation, and post-meeting transcript delivery
- **Enhanced analytics**: Meeting insights dashboard, speaker participation metrics, topic trends over time, and team collaboration patterns
- **Advanced AI features**: Real-time sentiment analysis, emotion detection, meeting quality scores, and automated coaching suggestions
- **Integration ecosystem**: Slack/Teams notifications, CRM integration (Salesforce, HubSpot), project management tools (Jira, Asana), and knowledge bases (Notion, Confluence)
- **Performance improvements**: WebAssembly for client-side processing, edge computing support, and network optimization
## Legacy Documentation

View File

@@ -83,25 +83,21 @@ services:
ports:
- 6379:6379
web:
image: node:22-alpine
build:
context: ./www
dockerfile: Dockerfile
ports:
- "3000:3000"
command: sh -c "corepack enable && pnpm install && pnpm dev"
restart: unless-stopped
working_dir: /app
volumes:
- ./www:/app/
- /app/node_modules
- next_cache:/app/.next
env_file:
- ./www/.env.local
environment:
- NODE_ENV=development
- SERVER_API_URL=http://host.docker.internal:1250
NODE_ENV: development
SERVER_API_URL: http://host.docker.internal:1250
extra_hosts:
- "host.docker.internal:host-gateway"
depends_on:
- server
redis:
condition: service_started
postgres:
image: postgres:17

View File

@@ -39,7 +39,6 @@ Deploy Reflector on a single server with everything running in Docker. Transcrip
- **Any S3-compatible provider** (Backblaze B2, Cloudflare R2, DigitalOcean Spaces, etc.): same fields + custom endpoint URL
**Optional add-ons (configure after initial setup):**
- **Daily.co** (live meeting rooms): Requires a Daily.co account (https://www.daily.co/), API key, subdomain, and an AWS S3 bucket + IAM Role for recording storage. See [Enabling Daily.co Live Rooms](#enabling-dailyco-live-rooms) below.
- **Authentik** (user authentication): Requires an Authentik instance with an OAuth2/OIDC application configured for Reflector. See [Enabling Authentication](#enabling-authentication-authentik) below.
## Quick Start
@@ -86,6 +85,21 @@ Optionally add `--ollama-gpu` or `--ollama-cpu` for a **local Ollama instance**
| `--llm-model MODEL` | Choose which Ollama model to download (default: `qwen2.5:14b`) | `--ollama-gpu` or `--ollama-cpu` |
| *(omitted)* | User configures external LLM (OpenAI, Anthropic, etc.) | LLM API key |
### macOS / Apple Silicon
`--ollama-gpu` requires an NVIDIA GPU and **does not work on macOS**. Docker on macOS cannot access Apple GPU acceleration, so the containerized Ollama will run on CPU only regardless of the flag used.
For the best performance on Mac, we recommend running Ollama **natively outside Docker** (install from https://ollama.com) — this gives Ollama direct access to Apple Metal GPU acceleration. Then omit `--ollama-gpu`/`--ollama-cpu` from the setup script and point the backend to your local Ollama instance:
```env
# In server/.env
LLM_URL=http://host.docker.internal:11434/v1
LLM_MODEL=qwen2.5:14b
LLM_API_KEY=not-needed
```
`--ollama-cpu` does work on macOS but will be significantly slower than a native Ollama install with Metal acceleration.
### Choosing an Ollama model
The default model is `qwen2.5:14b` (~9GB download, good multilingual support and summary quality). Override with `--llm-model`:
@@ -339,23 +353,6 @@ By default, authentication is disabled (`AUTH_BACKEND=none`, `FEATURE_REQUIRE_LO
```
5. Restart: `docker compose -f docker-compose.selfhosted.yml down && ./scripts/setup-selfhosted.sh <same-flags>`
## Enabling Daily.co Live Rooms
Daily.co enables real-time meeting rooms with automatic recording and transcription.
1. Create a [Daily.co](https://www.daily.co/) account
2. Add to `server/.env`:
```env
DEFAULT_VIDEO_PLATFORM=daily
DAILY_API_KEY=your-daily-api-key
DAILY_SUBDOMAIN=your-subdomain
DAILY_WEBHOOK_SECRET=your-webhook-secret
DAILYCO_STORAGE_AWS_BUCKET_NAME=reflector-dailyco
DAILYCO_STORAGE_AWS_REGION=us-east-1
DAILYCO_STORAGE_AWS_ROLE_ARN=arn:aws:iam::role/DailyCoAccess
```
3. Restart the server: `docker compose -f docker-compose.selfhosted.yml restart server worker`
## Enabling Real Domain with Let's Encrypt
By default, Caddy uses self-signed certificates. For a real domain:
@@ -517,3 +514,9 @@ The setup script is idempotent — it won't overwrite existing secrets or env va
```
All services communicate over Docker's internal network. Only Caddy (if enabled) exposes ports to the internet.
## Future Plans for the Self-Hosted Script
The following features are supported by Reflector but are **not yet integrated into the self-hosted setup script** and require manual configuration:
- **Daily.co live rooms with multitrack processing**: Daily.co enables real-time meeting rooms with automatic recording and per-participant audio tracks for improved diarization. Requires a Daily.co account, API key, and an AWS S3 bucket for recording storage. Currently not automated in the script because the worker orchestration (hatchet) is not yet supported in the selfhosted compose setup.

400
gpu/self_hosted/uv.lock generated
View File

@@ -1,5 +1,5 @@
version = 1
revision = 2
revision = 3
requires-python = ">=3.12"
[[package]]
@@ -13,7 +13,7 @@ wheels = [
[[package]]
name = "aiohttp"
version = "3.12.15"
version = "3.13.3"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "aiohappyeyeballs" },
@@ -24,42 +24,76 @@ dependencies = [
{ name = "propcache" },
{ name = "yarl" },
]
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sdist = { url = "https://files.pythonhosted.org/packages/50/42/32cf8e7704ceb4481406eb87161349abb46a57fee3f008ba9cb610968646/aiohttp-3.13.3.tar.gz", hash = "sha256:a949eee43d3782f2daae4f4a2819b2cb9b0c5d3b7f7a927067cc84dafdbb9f88", size = 7844556, upload-time = "2026-01-03T17:33:05.204Z" }
wheels = [
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View File

@@ -17,9 +17,6 @@ WORKDIR /app
COPY pyproject.toml uv.lock README.md /app/
RUN uv sync --compile-bytecode --locked
# pre-download nltk packages
RUN uv run python -c "import nltk; nltk.download('punkt_tab'); nltk.download('averaged_perceptron_tagger_eng')"
# bootstrap
COPY alembic.ini runserver.sh /app/
COPY images /app/images

View File

@@ -18,11 +18,10 @@ dependencies = [
"fastapi[standard]>=0.100.1",
"sentry-sdk[fastapi]>=1.29.2",
"httpx>=0.24.1",
"fastapi-pagination>=0.12.6",
"fastapi-pagination>=0.14.2",
"databases[aiosqlite, asyncpg]>=0.7.0",
"sqlalchemy<1.5",
"alembic>=1.11.3",
"nltk>=3.8.1",
"prometheus-fastapi-instrumentator>=6.1.0",
"sentencepiece>=0.1.99",
"protobuf>=4.24.3",
@@ -40,6 +39,7 @@ dependencies = [
"webvtt-py>=0.5.0",
"icalendar>=6.0.0",
"hatchet-sdk>=0.47.0",
"pydantic>=2.12.5",
]
[dependency-groups]

View File

@@ -1,42 +1,23 @@
import logging
from contextvars import ContextVar
from typing import Generic, Type, TypeVar
from typing import Type, TypeVar
from uuid import uuid4
from llama_index.core import Settings
from llama_index.core.output_parsers import PydanticOutputParser
from llama_index.core.prompts import PromptTemplate
from llama_index.core.response_synthesizers import TreeSummarize
from llama_index.core.workflow import (
Context,
Event,
StartEvent,
StopEvent,
Workflow,
step,
)
from llama_index.llms.openai_like import OpenAILike
from pydantic import BaseModel, ValidationError
from workflows.errors import WorkflowTimeoutError
from reflector.utils.retry import retry
T = TypeVar("T", bound=BaseModel)
OutputT = TypeVar("OutputT", bound=BaseModel)
# Session ID for LiteLLM request grouping - set per processing run
llm_session_id: ContextVar[str | None] = ContextVar("llm_session_id", default=None)
logger = logging.getLogger(__name__)
STRUCTURED_RESPONSE_PROMPT_TEMPLATE = """
Based on the following analysis, provide the information in the requested JSON format:
Analysis:
{analysis}
{format_instructions}
"""
class LLMParseError(Exception):
"""Raised when LLM output cannot be parsed after retries."""
@@ -50,157 +31,6 @@ class LLMParseError(Exception):
)
class ExtractionDone(Event):
"""Event emitted when LLM JSON formatting completes."""
output: str
class ValidationErrorEvent(Event):
"""Event emitted when validation fails."""
error: str
wrong_output: str
class StructuredOutputWorkflow(Workflow, Generic[OutputT]):
"""Workflow for structured output extraction with validation retry.
This workflow handles parse/validation retries only. Network error retries
are handled internally by Settings.llm (OpenAILike max_retries=3).
The caller should NOT wrap this workflow in additional retry logic.
"""
def __init__(
self,
output_cls: Type[OutputT],
max_retries: int = 3,
**kwargs,
):
super().__init__(**kwargs)
self.output_cls: Type[OutputT] = output_cls
self.max_retries = max_retries
self.output_parser = PydanticOutputParser(output_cls)
@step
async def extract(
self, ctx: Context, ev: StartEvent | ValidationErrorEvent
) -> StopEvent | ExtractionDone:
"""Extract structured data from text using two-step LLM process.
Step 1 (first call only): TreeSummarize generates text analysis
Step 2 (every call): Settings.llm.acomplete formats analysis as JSON
"""
current_retries = await ctx.store.get("retries", default=0)
await ctx.store.set("retries", current_retries + 1)
if current_retries >= self.max_retries:
last_error = await ctx.store.get("last_error", default=None)
logger.error(
f"Max retries ({self.max_retries}) reached for {self.output_cls.__name__}"
)
return StopEvent(result={"error": last_error, "attempts": current_retries})
if isinstance(ev, StartEvent):
# First call: run TreeSummarize to get analysis, store in context
prompt = ev.get("prompt")
texts = ev.get("texts")
tone_name = ev.get("tone_name")
if not prompt or not isinstance(texts, list):
raise ValueError(
"StartEvent must contain 'prompt' (str) and 'texts' (list)"
)
summarizer = TreeSummarize(verbose=False)
analysis = await summarizer.aget_response(
prompt, texts, tone_name=tone_name
)
await ctx.store.set("analysis", str(analysis))
reflection = ""
else:
# Retry: reuse analysis from context
analysis = await ctx.store.get("analysis")
if not analysis:
raise RuntimeError("Internal error: analysis not found in context")
wrong_output = ev.wrong_output
if len(wrong_output) > 2000:
wrong_output = wrong_output[:2000] + "... [truncated]"
reflection = (
f"\n\nYour previous response could not be parsed:\n{wrong_output}\n\n"
f"Error:\n{ev.error}\n\n"
"Please try again. Return ONLY valid JSON matching the schema above, "
"with no markdown formatting or extra text."
)
# Step 2: Format analysis as JSON using LLM completion
format_instructions = self.output_parser.format(
"Please structure the above information in the following JSON format:"
)
json_prompt = STRUCTURED_RESPONSE_PROMPT_TEMPLATE.format(
analysis=analysis,
format_instructions=format_instructions + reflection,
)
# Network retries handled by OpenAILike (max_retries=3)
# response_format enables grammar-based constrained decoding on backends
# that support it (DMR/llama.cpp, vLLM, Ollama, OpenAI).
response = await Settings.llm.acomplete(
json_prompt,
response_format={
"type": "json_schema",
"json_schema": {
"name": self.output_cls.__name__,
"schema": self.output_cls.model_json_schema(),
},
},
)
return ExtractionDone(output=response.text)
@step
async def validate(
self, ctx: Context, ev: ExtractionDone
) -> StopEvent | ValidationErrorEvent:
"""Validate extracted output against Pydantic schema."""
raw_output = ev.output
retries = await ctx.store.get("retries", default=0)
try:
parsed = self.output_parser.parse(raw_output)
if retries > 1:
logger.info(
f"LLM parse succeeded on attempt {retries}/{self.max_retries} "
f"for {self.output_cls.__name__}"
)
return StopEvent(result={"success": parsed})
except (ValidationError, ValueError) as e:
error_msg = self._format_error(e, raw_output)
await ctx.store.set("last_error", error_msg)
logger.error(
f"LLM parse error (attempt {retries}/{self.max_retries}): "
f"{type(e).__name__}: {e}\nRaw response: {raw_output[:500]}"
)
return ValidationErrorEvent(
error=error_msg,
wrong_output=raw_output,
)
def _format_error(self, error: Exception, raw_output: str) -> str:
"""Format error for LLM feedback."""
if isinstance(error, ValidationError):
error_messages = []
for err in error.errors():
field = ".".join(str(loc) for loc in err["loc"])
error_messages.append(f"- {err['msg']} in field '{field}'")
return "Schema validation errors:\n" + "\n".join(error_messages)
else:
return f"Parse error: {str(error)}"
class LLM:
def __init__(
self, settings, temperature: float = 0.4, max_tokens: int | None = None
@@ -225,7 +55,7 @@ class LLM:
api_key=self.api_key,
context_window=self.context_window,
is_chat_model=True,
is_function_calling_model=False,
is_function_calling_model=True,
temperature=self.temperature,
max_tokens=self.max_tokens,
timeout=self.settings_obj.LLM_REQUEST_TIMEOUT,
@@ -248,36 +78,91 @@ class LLM:
tone_name: str | None = None,
timeout: int | None = None,
) -> T:
"""Get structured output from LLM with validation retry via Workflow."""
if timeout is None:
timeout = self.settings_obj.LLM_STRUCTURED_RESPONSE_TIMEOUT
"""Get structured output from LLM using tool-call with reflection retry.
async def run_workflow():
workflow = StructuredOutputWorkflow(
Uses astructured_predict (function-calling / tool-call mode) for the
first attempt. On ValidationError or parse failure the wrong output
and error are fed back as a reflection prompt and the call is retried
up to LLM_PARSE_MAX_RETRIES times.
The outer retry() wrapper handles transient network errors with
exponential back-off.
"""
max_retries = self.settings_obj.LLM_PARSE_MAX_RETRIES
async def _call_with_reflection():
# Build full prompt: instruction + source texts
if texts:
texts_block = "\n\n".join(texts)
full_prompt = f"{prompt}\n\n{texts_block}"
else:
full_prompt = prompt
prompt_tmpl = PromptTemplate("{user_prompt}")
last_error: str | None = None
for attempt in range(1, max_retries + 2): # +2: first try + retries
try:
if attempt == 1:
result = await Settings.llm.astructured_predict(
output_cls, prompt_tmpl, user_prompt=full_prompt
)
else:
reflection_tmpl = PromptTemplate(
"{user_prompt}\n\n{reflection}"
)
result = await Settings.llm.astructured_predict(
output_cls,
reflection_tmpl,
user_prompt=full_prompt,
reflection=reflection,
)
if attempt > 1:
logger.info(
f"LLM structured_predict succeeded on attempt "
f"{attempt}/{max_retries + 1} for {output_cls.__name__}"
)
return result
except (ValidationError, ValueError) as e:
wrong_output = str(e)
if len(wrong_output) > 2000:
wrong_output = wrong_output[:2000] + "... [truncated]"
last_error = self._format_validation_error(e)
reflection = (
f"Your previous response could not be parsed.\n\n"
f"Error:\n{last_error}\n\n"
"Please try again and return valid data matching the schema."
)
logger.error(
f"LLM parse error (attempt {attempt}/{max_retries + 1}): "
f"{type(e).__name__}: {e}\n"
f"Raw response: {wrong_output[:500]}"
)
raise LLMParseError(
output_cls=output_cls,
max_retries=self.settings_obj.LLM_PARSE_MAX_RETRIES + 1,
timeout=timeout,
error_msg=last_error or "Max retries exceeded",
attempts=max_retries + 1,
)
result = await workflow.run(
prompt=prompt,
texts=texts,
tone_name=tone_name,
)
if "error" in result:
error_msg = result["error"] or "Max retries exceeded"
raise LLMParseError(
output_cls=output_cls,
error_msg=error_msg,
attempts=result.get("attempts", 0),
)
return result["success"]
return await retry(run_workflow)(
return await retry(_call_with_reflection)(
retry_attempts=3,
retry_backoff_interval=1.0,
retry_backoff_max=30.0,
retry_ignore_exc_types=(WorkflowTimeoutError,),
retry_ignore_exc_types=(ConnectionError, TimeoutError, OSError),
)
@staticmethod
def _format_validation_error(error: Exception) -> str:
"""Format a validation/parse error for LLM reflection feedback."""
if isinstance(error, ValidationError):
error_messages = []
for err in error.errors():
field = ".".join(str(loc) for loc in err["loc"])
error_messages.append(f"- {err['msg']} in field '{field}'")
return "Schema validation errors:\n" + "\n".join(error_messages)
return f"Parse error: {str(error)}"

View File

@@ -14,10 +14,12 @@ class TopicResponse(BaseModel):
title: str = Field(
description="A descriptive title for the topic being discussed",
validation_alias=AliasChoices("title", "Title"),
min_length=8,
)
summary: str = Field(
description="A concise 1-2 sentence summary of the discussion",
validation_alias=AliasChoices("summary", "Summary"),
min_length=8,
)

View File

@@ -1,13 +1,11 @@
"""Tests for LLM parse error recovery using llama-index Workflow"""
"""Tests for LLM structured output with astructured_predict + reflection retry"""
from time import monotonic
from unittest.mock import AsyncMock, MagicMock, patch
from unittest.mock import AsyncMock, patch
import pytest
from pydantic import BaseModel, Field
from workflows.errors import WorkflowRuntimeError, WorkflowTimeoutError
from pydantic import BaseModel, Field, ValidationError
from reflector.llm import LLM, LLMParseError, StructuredOutputWorkflow
from reflector.llm import LLM, LLMParseError
from reflector.utils.retry import RetryException
@@ -19,51 +17,43 @@ class TestResponse(BaseModel):
confidence: float = Field(description="Confidence score", ge=0, le=1)
def make_completion_response(text: str):
"""Create a mock CompletionResponse with .text attribute"""
response = MagicMock()
response.text = text
return response
class TestLLMParseErrorRecovery:
"""Test parse error recovery with Workflow feedback loop"""
"""Test parse error recovery with astructured_predict reflection loop"""
@pytest.mark.asyncio
async def test_parse_error_recovery_with_feedback(self, test_settings):
"""Test that parse errors trigger retry with error feedback"""
"""Test that parse errors trigger retry with reflection prompt"""
llm = LLM(settings=test_settings, temperature=0.4, max_tokens=100)
with (
patch("reflector.llm.TreeSummarize") as mock_summarize,
patch("reflector.llm.Settings") as mock_settings,
):
mock_summarizer = MagicMock()
mock_summarize.return_value = mock_summarizer
# TreeSummarize returns plain text analysis (step 1)
mock_summarizer.aget_response = AsyncMock(
return_value="The analysis shows a test with summary and high confidence."
call_count = {"count": 0}
async def astructured_predict_handler(output_cls, prompt_tmpl, **kwargs):
call_count["count"] += 1
if call_count["count"] == 1:
# First call: raise ValidationError (missing fields)
raise ValidationError.from_exception_data(
title="TestResponse",
line_errors=[
{
"type": "missing",
"loc": ("summary",),
"msg": "Field required",
"input": {"title": "Test"},
}
],
)
else:
# Second call: should have reflection in the prompt
assert "reflection" in kwargs
assert "could not be parsed" in kwargs["reflection"]
assert "Error:" in kwargs["reflection"]
return TestResponse(title="Test", summary="Summary", confidence=0.95)
with patch("reflector.llm.Settings") as mock_settings:
mock_settings.llm.astructured_predict = AsyncMock(
side_effect=astructured_predict_handler
)
call_count = {"count": 0}
async def acomplete_handler(prompt, *args, **kwargs):
call_count["count"] += 1
if call_count["count"] == 1:
# First JSON formatting call returns invalid JSON
return make_completion_response('{"title": "Test"}')
else:
# Second call should have error feedback in prompt
assert "Your previous response could not be parsed:" in prompt
assert '{"title": "Test"}' in prompt
assert "Error:" in prompt
assert "Please try again" in prompt
return make_completion_response(
'{"title": "Test", "summary": "Summary", "confidence": 0.95}'
)
mock_settings.llm.acomplete = AsyncMock(side_effect=acomplete_handler)
result = await llm.get_structured_response(
prompt="Test prompt", texts=["Test text"], output_cls=TestResponse
)
@@ -71,8 +61,6 @@ class TestLLMParseErrorRecovery:
assert result.title == "Test"
assert result.summary == "Summary"
assert result.confidence == 0.95
# TreeSummarize called once, Settings.llm.acomplete called twice
assert mock_summarizer.aget_response.call_count == 1
assert call_count["count"] == 2
@pytest.mark.asyncio
@@ -80,56 +68,61 @@ class TestLLMParseErrorRecovery:
"""Test that parse error retry stops after max attempts"""
llm = LLM(settings=test_settings, temperature=0.4, max_tokens=100)
with (
patch("reflector.llm.TreeSummarize") as mock_summarize,
patch("reflector.llm.Settings") as mock_settings,
):
mock_summarizer = MagicMock()
mock_summarize.return_value = mock_summarizer
mock_summarizer.aget_response = AsyncMock(return_value="Some analysis")
# Always return invalid JSON from acomplete
mock_settings.llm.acomplete = AsyncMock(
return_value=make_completion_response(
'{"invalid": "missing required fields"}'
)
# Always raise ValidationError
async def always_fail(output_cls, prompt_tmpl, **kwargs):
raise ValidationError.from_exception_data(
title="TestResponse",
line_errors=[
{
"type": "missing",
"loc": ("summary",),
"msg": "Field required",
"input": {},
}
],
)
with patch("reflector.llm.Settings") as mock_settings:
mock_settings.llm.astructured_predict = AsyncMock(side_effect=always_fail)
with pytest.raises(LLMParseError, match="Failed to parse"):
await llm.get_structured_response(
prompt="Test prompt", texts=["Test text"], output_cls=TestResponse
)
expected_attempts = test_settings.LLM_PARSE_MAX_RETRIES + 1
# TreeSummarize called once, acomplete called max_retries times
assert mock_summarizer.aget_response.call_count == 1
assert mock_settings.llm.acomplete.call_count == expected_attempts
assert mock_settings.llm.astructured_predict.call_count == expected_attempts
@pytest.mark.asyncio
async def test_raw_response_logging_on_parse_error(self, test_settings, caplog):
"""Test that raw response is logged when parse error occurs"""
llm = LLM(settings=test_settings, temperature=0.4, max_tokens=100)
call_count = {"count": 0}
async def astructured_predict_handler(output_cls, prompt_tmpl, **kwargs):
call_count["count"] += 1
if call_count["count"] == 1:
raise ValidationError.from_exception_data(
title="TestResponse",
line_errors=[
{
"type": "missing",
"loc": ("summary",),
"msg": "Field required",
"input": {"title": "Test"},
}
],
)
return TestResponse(title="Test", summary="Summary", confidence=0.95)
with (
patch("reflector.llm.TreeSummarize") as mock_summarize,
patch("reflector.llm.Settings") as mock_settings,
caplog.at_level("ERROR"),
):
mock_summarizer = MagicMock()
mock_summarize.return_value = mock_summarizer
mock_summarizer.aget_response = AsyncMock(return_value="Some analysis")
call_count = {"count": 0}
async def acomplete_handler(*args, **kwargs):
call_count["count"] += 1
if call_count["count"] == 1:
return make_completion_response('{"title": "Test"}') # Invalid
return make_completion_response(
'{"title": "Test", "summary": "Summary", "confidence": 0.95}'
)
mock_settings.llm.acomplete = AsyncMock(side_effect=acomplete_handler)
mock_settings.llm.astructured_predict = AsyncMock(
side_effect=astructured_predict_handler
)
result = await llm.get_structured_response(
prompt="Test prompt", texts=["Test text"], output_cls=TestResponse
@@ -143,35 +136,45 @@ class TestLLMParseErrorRecovery:
@pytest.mark.asyncio
async def test_multiple_validation_errors_in_feedback(self, test_settings):
"""Test that validation errors are included in feedback"""
"""Test that validation errors are included in reflection feedback"""
llm = LLM(settings=test_settings, temperature=0.4, max_tokens=100)
with (
patch("reflector.llm.TreeSummarize") as mock_summarize,
patch("reflector.llm.Settings") as mock_settings,
):
mock_summarizer = MagicMock()
mock_summarize.return_value = mock_summarizer
mock_summarizer.aget_response = AsyncMock(return_value="Some analysis")
call_count = {"count": 0}
call_count = {"count": 0}
async def astructured_predict_handler(output_cls, prompt_tmpl, **kwargs):
call_count["count"] += 1
if call_count["count"] == 1:
# Missing title and summary
raise ValidationError.from_exception_data(
title="TestResponse",
line_errors=[
{
"type": "missing",
"loc": ("title",),
"msg": "Field required",
"input": {},
},
{
"type": "missing",
"loc": ("summary",),
"msg": "Field required",
"input": {},
},
],
)
else:
# Should have schema validation errors in reflection
assert "reflection" in kwargs
assert (
"Schema validation errors" in kwargs["reflection"]
or "error" in kwargs["reflection"].lower()
)
return TestResponse(title="Test", summary="Summary", confidence=0.95)
async def acomplete_handler(prompt, *args, **kwargs):
call_count["count"] += 1
if call_count["count"] == 1:
# Missing title and summary
return make_completion_response('{"confidence": 0.5}')
else:
# Should have schema validation errors in prompt
assert (
"Schema validation errors" in prompt
or "error" in prompt.lower()
)
return make_completion_response(
'{"title": "Test", "summary": "Summary", "confidence": 0.95}'
)
mock_settings.llm.acomplete = AsyncMock(side_effect=acomplete_handler)
with patch("reflector.llm.Settings") as mock_settings:
mock_settings.llm.astructured_predict = AsyncMock(
side_effect=astructured_predict_handler
)
result = await llm.get_structured_response(
prompt="Test prompt", texts=["Test text"], output_cls=TestResponse
@@ -185,17 +188,10 @@ class TestLLMParseErrorRecovery:
"""Test that no retry happens when first attempt succeeds"""
llm = LLM(settings=test_settings, temperature=0.4, max_tokens=100)
with (
patch("reflector.llm.TreeSummarize") as mock_summarize,
patch("reflector.llm.Settings") as mock_settings,
):
mock_summarizer = MagicMock()
mock_summarize.return_value = mock_summarizer
mock_summarizer.aget_response = AsyncMock(return_value="Some analysis")
mock_settings.llm.acomplete = AsyncMock(
return_value=make_completion_response(
'{"title": "Test", "summary": "Summary", "confidence": 0.95}'
with patch("reflector.llm.Settings") as mock_settings:
mock_settings.llm.astructured_predict = AsyncMock(
return_value=TestResponse(
title="Test", summary="Summary", confidence=0.95
)
)
@@ -206,195 +202,28 @@ class TestLLMParseErrorRecovery:
assert result.title == "Test"
assert result.summary == "Summary"
assert result.confidence == 0.95
assert mock_summarizer.aget_response.call_count == 1
assert mock_settings.llm.acomplete.call_count == 1
class TestStructuredOutputWorkflow:
"""Direct tests for the StructuredOutputWorkflow"""
@pytest.mark.asyncio
async def test_workflow_retries_on_validation_error(self):
"""Test workflow retries when validation fails"""
workflow = StructuredOutputWorkflow(
output_cls=TestResponse,
max_retries=3,
timeout=30,
)
with (
patch("reflector.llm.TreeSummarize") as mock_summarize,
patch("reflector.llm.Settings") as mock_settings,
):
mock_summarizer = MagicMock()
mock_summarize.return_value = mock_summarizer
mock_summarizer.aget_response = AsyncMock(return_value="Some analysis")
call_count = {"count": 0}
async def acomplete_handler(*args, **kwargs):
call_count["count"] += 1
if call_count["count"] < 2:
return make_completion_response('{"title": "Only title"}')
return make_completion_response(
'{"title": "Test", "summary": "Summary", "confidence": 0.9}'
)
mock_settings.llm.acomplete = AsyncMock(side_effect=acomplete_handler)
result = await workflow.run(
prompt="Extract data",
texts=["Some text"],
tone_name=None,
)
assert "success" in result
assert result["success"].title == "Test"
assert call_count["count"] == 2
@pytest.mark.asyncio
async def test_workflow_returns_error_after_max_retries(self):
"""Test workflow returns error after exhausting retries"""
workflow = StructuredOutputWorkflow(
output_cls=TestResponse,
max_retries=2,
timeout=30,
)
with (
patch("reflector.llm.TreeSummarize") as mock_summarize,
patch("reflector.llm.Settings") as mock_settings,
):
mock_summarizer = MagicMock()
mock_summarize.return_value = mock_summarizer
mock_summarizer.aget_response = AsyncMock(return_value="Some analysis")
# Always return invalid JSON
mock_settings.llm.acomplete = AsyncMock(
return_value=make_completion_response('{"invalid": true}')
)
result = await workflow.run(
prompt="Extract data",
texts=["Some text"],
tone_name=None,
)
assert "error" in result
# TreeSummarize called once, acomplete called max_retries times
assert mock_summarizer.aget_response.call_count == 1
assert mock_settings.llm.acomplete.call_count == 2
assert mock_settings.llm.astructured_predict.call_count == 1
class TestNetworkErrorRetries:
"""Test that network error retries are handled by OpenAILike, not Workflow"""
"""Test that network errors are retried by the outer retry() wrapper"""
@pytest.mark.asyncio
async def test_network_error_propagates_after_openai_retries(self, test_settings):
"""Test that network errors are retried by OpenAILike and then propagate.
Network retries are handled by OpenAILike (max_retries=3), not by our
StructuredOutputWorkflow. This test verifies that network errors propagate
up after OpenAILike exhausts its retries.
"""
llm = LLM(settings=test_settings, temperature=0.4, max_tokens=100)
with (
patch("reflector.llm.TreeSummarize") as mock_summarize,
patch("reflector.llm.Settings") as mock_settings,
):
mock_summarizer = MagicMock()
mock_summarize.return_value = mock_summarizer
mock_summarizer.aget_response = AsyncMock(return_value="Some analysis")
# Simulate network error from acomplete (after OpenAILike retries exhausted)
network_error = ConnectionError("Connection refused")
mock_settings.llm.acomplete = AsyncMock(side_effect=network_error)
# Network error wrapped in WorkflowRuntimeError
with pytest.raises(WorkflowRuntimeError, match="Connection refused"):
await llm.get_structured_response(
prompt="Test prompt", texts=["Test text"], output_cls=TestResponse
)
# acomplete called only once - network error propagates, not retried by Workflow
assert mock_settings.llm.acomplete.call_count == 1
@pytest.mark.asyncio
async def test_network_error_not_retried_by_workflow(self, test_settings):
"""Test that Workflow does NOT retry network errors (OpenAILike handles those).
This verifies the separation of concerns:
- StructuredOutputWorkflow: retries parse/validation errors
- OpenAILike: retries network errors (internally, max_retries=3)
"""
workflow = StructuredOutputWorkflow(
output_cls=TestResponse,
max_retries=3,
timeout=30,
)
with (
patch("reflector.llm.TreeSummarize") as mock_summarize,
patch("reflector.llm.Settings") as mock_settings,
):
mock_summarizer = MagicMock()
mock_summarize.return_value = mock_summarizer
mock_summarizer.aget_response = AsyncMock(return_value="Some analysis")
# Network error should propagate immediately, not trigger Workflow retry
mock_settings.llm.acomplete = AsyncMock(
side_effect=TimeoutError("Request timed out")
)
# Network error wrapped in WorkflowRuntimeError
with pytest.raises(WorkflowRuntimeError, match="Request timed out"):
await workflow.run(
prompt="Extract data",
texts=["Some text"],
tone_name=None,
)
# Only called once - Workflow doesn't retry network errors
assert mock_settings.llm.acomplete.call_count == 1
class TestWorkflowTimeoutRetry:
"""Test timeout retry mechanism in get_structured_response"""
@pytest.mark.asyncio
async def test_timeout_retry_succeeds_on_retry(self, test_settings):
"""Test that WorkflowTimeoutError triggers retry and succeeds"""
async def test_network_error_retried_by_outer_wrapper(self, test_settings):
"""Test that network errors trigger the outer retry wrapper"""
llm = LLM(settings=test_settings, temperature=0.4, max_tokens=100)
call_count = {"count": 0}
async def workflow_run_side_effect(*args, **kwargs):
async def astructured_predict_handler(output_cls, prompt_tmpl, **kwargs):
call_count["count"] += 1
if call_count["count"] == 1:
raise WorkflowTimeoutError("Operation timed out after 120 seconds")
return {
"success": TestResponse(
title="Test", summary="Summary", confidence=0.95
)
}
raise ConnectionError("Connection refused")
return TestResponse(title="Test", summary="Summary", confidence=0.95)
with (
patch("reflector.llm.StructuredOutputWorkflow") as mock_workflow_class,
patch("reflector.llm.TreeSummarize") as mock_summarize,
patch("reflector.llm.Settings") as mock_settings,
):
mock_workflow = MagicMock()
mock_workflow.run = AsyncMock(side_effect=workflow_run_side_effect)
mock_workflow_class.return_value = mock_workflow
mock_summarizer = MagicMock()
mock_summarize.return_value = mock_summarizer
mock_summarizer.aget_response = AsyncMock(return_value="Some analysis")
mock_settings.llm.acomplete = AsyncMock(
return_value=make_completion_response(
'{"title": "Test", "summary": "Summary", "confidence": 0.95}'
)
with patch("reflector.llm.Settings") as mock_settings:
mock_settings.llm.astructured_predict = AsyncMock(
side_effect=astructured_predict_handler
)
result = await llm.get_structured_response(
@@ -402,36 +231,16 @@ class TestWorkflowTimeoutRetry:
)
assert result.title == "Test"
assert result.summary == "Summary"
assert call_count["count"] == 2
@pytest.mark.asyncio
async def test_timeout_retry_exhausts_after_max_attempts(self, test_settings):
"""Test that timeout retry stops after max attempts"""
async def test_network_error_exhausts_retries(self, test_settings):
"""Test that persistent network errors exhaust retry attempts"""
llm = LLM(settings=test_settings, temperature=0.4, max_tokens=100)
call_count = {"count": 0}
async def workflow_run_side_effect(*args, **kwargs):
call_count["count"] += 1
raise WorkflowTimeoutError("Operation timed out after 120 seconds")
with (
patch("reflector.llm.StructuredOutputWorkflow") as mock_workflow_class,
patch("reflector.llm.TreeSummarize") as mock_summarize,
patch("reflector.llm.Settings") as mock_settings,
):
mock_workflow = MagicMock()
mock_workflow.run = AsyncMock(side_effect=workflow_run_side_effect)
mock_workflow_class.return_value = mock_workflow
mock_summarizer = MagicMock()
mock_summarize.return_value = mock_summarizer
mock_summarizer.aget_response = AsyncMock(return_value="Some analysis")
mock_settings.llm.acomplete = AsyncMock(
return_value=make_completion_response(
'{"title": "Test", "summary": "Summary", "confidence": 0.95}'
)
with patch("reflector.llm.Settings") as mock_settings:
mock_settings.llm.astructured_predict = AsyncMock(
side_effect=ConnectionError("Connection refused")
)
with pytest.raises(RetryException, match="Retry attempts exceeded"):
@@ -439,41 +248,129 @@ class TestWorkflowTimeoutRetry:
prompt="Test prompt", texts=["Test text"], output_cls=TestResponse
)
assert call_count["count"] == 3
# 3 retry attempts
assert mock_settings.llm.astructured_predict.call_count == 3
class TestTextsInclusion:
"""Test that texts parameter is included in the prompt sent to astructured_predict"""
@pytest.mark.asyncio
async def test_timeout_retry_with_backoff(self, test_settings):
"""Test that exponential backoff is applied between retries"""
async def test_texts_included_in_prompt(self, test_settings):
"""Test that texts content is appended to the prompt for astructured_predict"""
llm = LLM(settings=test_settings, temperature=0.4, max_tokens=100)
call_times = []
captured_prompts = []
async def workflow_run_side_effect(*args, **kwargs):
call_times.append(monotonic())
if len(call_times) < 3:
raise WorkflowTimeoutError("Operation timed out after 120 seconds")
return {
"success": TestResponse(
title="Test", summary="Summary", confidence=0.95
async def capture_prompt(output_cls, prompt_tmpl, **kwargs):
captured_prompts.append(kwargs.get("user_prompt", ""))
return TestResponse(title="Test", summary="Summary", confidence=0.95)
with patch("reflector.llm.Settings") as mock_settings:
mock_settings.llm.astructured_predict = AsyncMock(
side_effect=capture_prompt
)
await llm.get_structured_response(
prompt="Identify all participants",
texts=["Alice: Hello everyone", "Bob: Hi Alice"],
output_cls=TestResponse,
)
assert len(captured_prompts) == 1
prompt_sent = captured_prompts[0]
assert "Identify all participants" in prompt_sent
assert "Alice: Hello everyone" in prompt_sent
assert "Bob: Hi Alice" in prompt_sent
@pytest.mark.asyncio
async def test_empty_texts_uses_prompt_only(self, test_settings):
"""Test that empty texts list sends only the prompt"""
llm = LLM(settings=test_settings, temperature=0.4, max_tokens=100)
captured_prompts = []
async def capture_prompt(output_cls, prompt_tmpl, **kwargs):
captured_prompts.append(kwargs.get("user_prompt", ""))
return TestResponse(title="Test", summary="Summary", confidence=0.95)
with patch("reflector.llm.Settings") as mock_settings:
mock_settings.llm.astructured_predict = AsyncMock(
side_effect=capture_prompt
)
await llm.get_structured_response(
prompt="Identify all participants",
texts=[],
output_cls=TestResponse,
)
assert len(captured_prompts) == 1
assert captured_prompts[0] == "Identify all participants"
@pytest.mark.asyncio
async def test_texts_included_in_reflection_retry(self, test_settings):
"""Test that texts are included in the prompt even during reflection retries"""
llm = LLM(settings=test_settings, temperature=0.4, max_tokens=100)
captured_prompts = []
call_count = {"count": 0}
async def capture_and_fail_first(output_cls, prompt_tmpl, **kwargs):
call_count["count"] += 1
captured_prompts.append(kwargs.get("user_prompt", ""))
if call_count["count"] == 1:
raise ValidationError.from_exception_data(
title="TestResponse",
line_errors=[
{
"type": "missing",
"loc": ("summary",),
"msg": "Field required",
"input": {},
}
],
)
}
return TestResponse(title="Test", summary="Summary", confidence=0.95)
with (
patch("reflector.llm.StructuredOutputWorkflow") as mock_workflow_class,
patch("reflector.llm.TreeSummarize") as mock_summarize,
patch("reflector.llm.Settings") as mock_settings,
):
mock_workflow = MagicMock()
mock_workflow.run = AsyncMock(side_effect=workflow_run_side_effect)
mock_workflow_class.return_value = mock_workflow
with patch("reflector.llm.Settings") as mock_settings:
mock_settings.llm.astructured_predict = AsyncMock(
side_effect=capture_and_fail_first
)
mock_summarizer = MagicMock()
mock_summarize.return_value = mock_summarizer
mock_summarizer.aget_response = AsyncMock(return_value="Some analysis")
mock_settings.llm.acomplete = AsyncMock(
return_value=make_completion_response(
'{"title": "Test", "summary": "Summary", "confidence": 0.95}'
)
await llm.get_structured_response(
prompt="Summarize this",
texts=["The meeting covered project updates"],
output_cls=TestResponse,
)
# Both first attempt and reflection retry should include the texts
assert len(captured_prompts) == 2
for prompt_sent in captured_prompts:
assert "Summarize this" in prompt_sent
assert "The meeting covered project updates" in prompt_sent
class TestReflectionRetryBackoff:
"""Test the reflection retry timing behavior"""
@pytest.mark.asyncio
async def test_value_error_triggers_reflection(self, test_settings):
"""Test that ValueError (parse failure) also triggers reflection retry"""
llm = LLM(settings=test_settings, temperature=0.4, max_tokens=100)
call_count = {"count": 0}
async def astructured_predict_handler(output_cls, prompt_tmpl, **kwargs):
call_count["count"] += 1
if call_count["count"] == 1:
raise ValueError("Could not parse output")
assert "reflection" in kwargs
return TestResponse(title="Test", summary="Summary", confidence=0.95)
with patch("reflector.llm.Settings") as mock_settings:
mock_settings.llm.astructured_predict = AsyncMock(
side_effect=astructured_predict_handler
)
result = await llm.get_structured_response(
@@ -481,8 +378,20 @@ class TestWorkflowTimeoutRetry:
)
assert result.title == "Test"
if len(call_times) >= 2:
time_between_calls = call_times[1] - call_times[0]
assert (
time_between_calls >= 1.5
), f"Expected ~2s backoff, got {time_between_calls}s"
assert call_count["count"] == 2
@pytest.mark.asyncio
async def test_format_validation_error_method(self, test_settings):
"""Test _format_validation_error produces correct feedback"""
# ValidationError
try:
TestResponse(title="x", summary="y", confidence=5.0) # confidence > 1
except ValidationError as e:
result = LLM._format_validation_error(e)
assert "Schema validation errors" in result
assert "confidence" in result
# ValueError
result = LLM._format_validation_error(ValueError("bad input"))
assert "Parse error:" in result
assert "bad input" in result

3081
server/uv.lock generated

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View File

@@ -27,5 +27,5 @@ WEBSOCKET_URL=ws://127.0.0.1:1250
AUTH_CALLBACK_URL=http://localhost:3000/auth-callback
# Sentry
# SENTRY_DSN=https://your-dsn@sentry.io/project-id
# NEXT_PUBLIC_SENTRY_DSN=https://your-dsn@sentry.io/project-id
# SENTRY_IGNORE_API_RESOLUTION_ERROR=1

View File

@@ -50,4 +50,4 @@ AUTHENTIK_REFRESH_TOKEN_URL=
# =======================================================
# Sentry (Optional)
# =======================================================
# SENTRY_DSN=
# NEXT_PUBLIC_SENTRY_DSN=

View File

@@ -346,9 +346,10 @@ export const useWebSockets = (transcriptId: string | null): UseWebSockets => {
let intentionalClose = false;
const connect = () => {
const subprotocols = auth.accessToken
? ["bearer", auth.accessToken]
: undefined;
const subprotocols =
auth.status === "authenticated" && auth.accessToken
? ["bearer", auth.accessToken]
: undefined;
ws = new WebSocket(url, subprotocols);
ws.onopen = () => {

View File

@@ -0,0 +1,88 @@
// env vars must be set before any module imports
process.env.AUTHENTIK_REFRESH_TOKEN_URL =
"https://authentik.example.com/application/o/token/";
process.env.AUTHENTIK_ISSUER =
"https://authentik.example.com/application/o/reflector/";
process.env.AUTHENTIK_CLIENT_ID = "test-client-id";
process.env.AUTHENTIK_CLIENT_SECRET = "test-client-secret";
process.env.SERVER_API_URL = "http://localhost:1250";
process.env.FEATURE_REQUIRE_LOGIN = "true";
// must NOT be "credentials" so authOptions() returns the Authentik path
delete process.env.AUTH_PROVIDER;
jest.mock("../next", () => ({ isBuildPhase: false }));
jest.mock("../features", () => ({
featureEnabled: (name: string) => name === "requireLogin",
}));
jest.mock("../redisClient", () => ({
tokenCacheRedis: {},
redlock: {
using: jest.fn((_keys: string[], _ttl: number, fn: () => unknown) => fn()),
},
}));
jest.mock("../redisTokenCache", () => ({
getTokenCache: jest.fn().mockResolvedValue(null),
setTokenCache: jest.fn().mockResolvedValue(undefined),
deleteTokenCache: jest.fn().mockResolvedValue(undefined),
}));
const mockFetch = jest.fn();
global.fetch = mockFetch;
import { authOptions } from "../authBackend";
describe("Authentik token refresh", () => {
beforeEach(() => {
mockFetch.mockReset();
});
test("refresh request preserves trailing slash in token URL", async () => {
mockFetch.mockResolvedValue({
ok: true,
json: async () => ({
access_token: "new-access-token",
expires_in: 300,
refresh_token: "new-refresh-token",
}),
});
const options = authOptions();
const jwtCallback = options.callbacks!.jwt!;
// Simulate a returning user whose access token has expired (no account/user = not initial login)
const expiredToken = {
sub: "test-user-123",
accessToken: "expired-access-token",
accessTokenExpires: Date.now() - 60_000,
refreshToken: "old-refresh-token",
};
await jwtCallback({
token: expiredToken,
user: undefined as any,
account: null,
profile: undefined,
trigger: "update",
isNewUser: false,
session: undefined,
});
// The refresh POST must go to the exact URL from the env var (trailing slash included)
expect(mockFetch).toHaveBeenCalledWith(
"https://authentik.example.com/application/o/token/",
expect.objectContaining({
method: "POST",
body: expect.any(String),
}),
);
const body = new URLSearchParams(mockFetch.mock.calls[0][1].body);
expect(body.get("grant_type")).toBe("refresh_token");
expect(body.get("refresh_token")).toBe("old-refresh-token");
expect(body.get("client_id")).toBe("test-client-id");
expect(body.get("client_secret")).toBe("test-client-secret");
});
});

View File

@@ -53,7 +53,7 @@ const TOKEN_CACHE_TTL = REFRESH_ACCESS_TOKEN_BEFORE;
const getAuthentikClientId = () => getNextEnvVar("AUTHENTIK_CLIENT_ID");
const getAuthentikClientSecret = () => getNextEnvVar("AUTHENTIK_CLIENT_SECRET");
const getAuthentikRefreshTokenUrl = () =>
getNextEnvVar("AUTHENTIK_REFRESH_TOKEN_URL").replace(/\/+$/, "");
getNextEnvVar("AUTHENTIK_REFRESH_TOKEN_URL");
const getAuthentikIssuer = () => {
const stringUrl = getNextEnvVar("AUTHENTIK_ISSUER");
@@ -62,7 +62,7 @@ const getAuthentikIssuer = () => {
} catch (e) {
throw new Error("AUTHENTIK_ISSUER is not a valid URL: " + stringUrl);
}
return stringUrl.replace(/\/+$/, "");
return stringUrl;
};
export const authOptions = (): AuthOptions => {

View File

@@ -35,6 +35,7 @@ export type ClientEnvCommon = EnvFeaturePartial & {
API_URL: NonEmptyString;
WEBSOCKET_URL: NonEmptyString | null;
AUTH_PROVIDER: AuthProviderType;
SENTRY_DSN: string | null;
};
let clientEnv: ClientEnvCommon | null = null;
@@ -86,6 +87,9 @@ export const getClientEnvServer = (): ClientEnvCommon => {
API_URL: getNextEnvVar("API_URL"),
WEBSOCKET_URL: parseMaybeNonEmptyString(process.env.WEBSOCKET_URL ?? ""),
AUTH_PROVIDER: parseAuthProvider(),
SENTRY_DSN: parseMaybeNonEmptyString(
process.env.NEXT_PUBLIC_SENTRY_DSN ?? "",
),
...features,
};
}
@@ -94,6 +98,9 @@ export const getClientEnvServer = (): ClientEnvCommon => {
API_URL: getNextEnvVar("API_URL"),
WEBSOCKET_URL: parseMaybeNonEmptyString(process.env.WEBSOCKET_URL ?? ""),
AUTH_PROVIDER: parseAuthProvider(),
SENTRY_DSN: parseMaybeNonEmptyString(
process.env.NEXT_PUBLIC_SENTRY_DSN ?? "",
),
...features,
};
return clientEnv;

View File

@@ -3,8 +3,9 @@
// https://docs.sentry.io/platforms/javascript/guides/nextjs/
import * as Sentry from "@sentry/nextjs";
import { getClientEnv } from "./app/lib/clientEnv";
const SENTRY_DSN = process.env.SENTRY_DSN;
const SENTRY_DSN = getClientEnv().SENTRY_DSN;
if (SENTRY_DSN) {
Sentry.init({

View File

@@ -19,20 +19,20 @@
"@fortawesome/fontawesome-svg-core": "^6.4.0",
"@fortawesome/free-solid-svg-icons": "^6.4.0",
"@fortawesome/react-fontawesome": "^0.2.0",
"@sentry/nextjs": "^10.11.0",
"@sentry/nextjs": "^10.40.0",
"@tanstack/react-query": "^5.85.9",
"@types/ioredis": "^5.0.0",
"@whereby.com/browser-sdk": "^3.3.4",
"autoprefixer": "10.4.20",
"axios": "^1.8.2",
"axios": "^1.13.5",
"eslint": "^9.33.0",
"eslint-config-next": "^15.5.3",
"fontawesome": "^5.6.3",
"ioredis": "^5.7.0",
"jest-worker": "^29.6.2",
"lucide-react": "^0.525.0",
"next": "^15.5.9",
"next-auth": "^4.24.7",
"next": "^15.5.10",
"next-auth": "^4.24.12",
"next-themes": "^0.4.6",
"nuqs": "^2.4.3",
"openapi-fetch": "^0.14.0",

2149
www/pnpm-lock.yaml generated

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@@ -5,7 +5,7 @@
import * as Sentry from "@sentry/nextjs";
const SENTRY_DSN = process.env.SENTRY_DSN;
const SENTRY_DSN = process.env.NEXT_PUBLIC_SENTRY_DSN;
if (SENTRY_DSN) {
Sentry.init({

View File

@@ -4,7 +4,7 @@
import * as Sentry from "@sentry/nextjs";
const SENTRY_DSN = process.env.SENTRY_DSN;
const SENTRY_DSN = process.env.NEXT_PUBLIC_SENTRY_DSN;
if (SENTRY_DSN) {
Sentry.init({