fix: resolve session management issues in tests and WebSocket endpoints

- Add missing db_session parameter to test_pipeline_main_file.py tests
- Fix WebSocket endpoint missing session dependency injection
- Update test fixtures to pass session as first argument to pipeline.process()
- Add required imports (Depends, AsyncSession, get_session) to transcripts_websocket.py

Note: 2 WebRTC tests still failing due to known asyncio event loop issues with SQLAlchemy

server/migration.md

@@ -0,0 +1,583 @@
+# Celery to TaskIQ Migration Guide
+
+## Executive Summary
+
+This document outlines the migration path from Celery to TaskIQ for the Reflector project. TaskIQ is a modern, async-first distributed task queue that provides similar functionality to Celery while being designed specifically for async Python applications.
+
+## Current Celery Usage Analysis
+
+### Key Patterns in Use
+1. **Task Decorators**: `@shared_task`, `@asynctask`, `@with_session` decorators
+2. **Task Invocation**: `.delay()`, `.si()` for signatures
+3. **Workflow Patterns**: `chain()`, `group()`, `chord()` for complex pipelines
+4. **Scheduled Tasks**: Celery Beat with crontab and periodic schedules
+5. **Session Management**: Custom `@with_session` and `@with_session_and_transcript` decorators
+6. **Retry Logic**: Auto-retry with exponential backoff
+7. **Redis Backend**: Using Redis for broker and result backend
+
+### Critical Files to Migrate
+- `reflector/worker/app.py` - Celery app configuration and beat schedule
+- `reflector/worker/session_decorator.py` - Session management decorators
+- `reflector/pipelines/main_file_pipeline.py` - File processing pipeline
+- `reflector/pipelines/main_live_pipeline.py` - Live streaming pipeline (10 tasks)
+- `reflector/worker/process.py` - Background processing tasks
+- `reflector/worker/ics_sync.py` - Calendar sync tasks
+- `reflector/worker/cleanup.py` - Cleanup tasks
+- `reflector/worker/webhook.py` - Webhook notifications
+
+## TaskIQ Architecture Mapping
+
+### 1. Installation
+
+```bash
+# Remove Celery dependencies
+uv remove celery flower
+
+# Install TaskIQ with Redis support
+uv add taskiq taskiq-redis taskiq-pipelines
+```
+
+### 2. Broker Configuration
+
+#### Current (Celery)
+```python
+# reflector/worker/app.py
+from celery import Celery
+
+app = Celery(
+    "reflector",
+    broker=settings.CELERY_BROKER_URL,
+    backend=settings.CELERY_RESULT_BACKEND,
+    include=[...],
+)
+```
+
+#### New (TaskIQ)
+```python
+# reflector/worker/broker.py
+from taskiq_redis import RedisAsyncResultBackend, RedisStreamBroker
+from taskiq import PipelineMiddleware, SimpleRetryMiddleware
+
+result_backend = RedisAsyncResultBackend(
+    redis_url=settings.REDIS_URL,
+    result_ex_time=86400,  # 24 hours
+)
+
+broker = RedisStreamBroker(
+    url=settings.REDIS_URL,
+    max_connection_pool_size=10,
+).with_result_backend(result_backend).with_middlewares(
+    PipelineMiddleware(),  # For chain/group/chord support
+    SimpleRetryMiddleware(default_retry_count=3),
+)
+
+# For testing environment
+if os.environ.get("ENVIRONMENT") == "pytest":
+    from taskiq import InMemoryBroker
+    broker = InMemoryBroker(await_inplace=True)
+```
+
+### 3. Task Definition Migration
+
+#### Current (Celery)
+```python
+@shared_task
+@asynctask
+@with_session
+async def task_pipeline_file_process(session: AsyncSession, transcript_id: str):
+    pipeline = PipelineMainFile(transcript_id=transcript_id)
+    await pipeline.process()
+```
+
+#### New (TaskIQ)
+```python
+from taskiq import TaskiqDepends
+from reflector.worker.broker import broker
+from reflector.worker.dependencies import get_db_session
+
+@broker.task
+async def task_pipeline_file_process(transcript_id: str):
+    # Use get_session for proper test mocking
+    async for session in get_session():
+        pipeline = PipelineMainFile(transcript_id=transcript_id)
+        await pipeline.process()
+```
+
+### 4. Session Management
+
+#### Current Session Decorators (Keep Using These!)
+```python
+# reflector/worker/session_decorator.py
+def with_session(func):
+    @functools.wraps(func)
+    async def wrapper(*args, **kwargs):
+        async with get_session_context() as session:
+            return await func(session, *args, **kwargs)
+    return wrapper
+```
+
+#### Session Management Strategy
+
+**⚠️ CRITICAL**: The key insight is to maintain consistent session management patterns:
+
+1. **For Worker Tasks**: Continue using `@with_session` decorator pattern
+2. **For FastAPI endpoints**: Use `get_session` dependency injection
+3. **Never use `get_session_factory()` directly** in application code
+
+```python
+# APPROACH 1: Simple migration keeping decorator pattern
+from reflector.worker.session_decorator import with_session
+
+@taskiq_broker.task
+@with_session
+async def task_pipeline_file_process(session, *, transcript_id: str):
+    # Session is provided by decorator, just like Celery version
+    transcript = await transcripts_controller.get_by_id(session, transcript_id)
+    pipeline = PipelineMainFile(transcript_id=transcript_id)
+    await pipeline.process()
+
+# APPROACH 2: For test compatibility without decorator
+from reflector.db import get_session
+
+@taskiq_broker.task
+async def task_pipeline_file_process(transcript_id: str):
+    # Use get_session which is mocked in tests
+    async for session in get_session():
+        transcript = await transcripts_controller.get_by_id(session, transcript_id)
+        pipeline = PipelineMainFile(transcript_id=transcript_id)
+        await pipeline.process()
+
+# APPROACH 3: Future - TaskIQ dependency injection (after full migration)
+from taskiq import TaskiqDepends
+
+async def get_session_context():
+    """Context manager version of get_session for consistency"""
+    async for session in get_session():
+        yield session
+
+@taskiq_broker.task
+async def task_pipeline_file_process(
+    transcript_id: str,
+    session: AsyncSession = TaskiqDepends(get_session_context)
+):
+    transcript = await transcripts_controller.get_by_id(session, transcript_id)
+    pipeline = PipelineMainFile(transcript_id=transcript_id)
+    await pipeline.process()
+```
+
+**Key Points:**
+- `@with_session` decorator works with TaskIQ tasks (remove `@asynctask`, keep `@with_session`)
+- For testing: `get_session()` from `reflector.db` is properly mocked
+- Never call `get_session_factory()` directly - always use the abstractions
+
+### 5. Task Invocation
+
+#### Current (Celery)
+```python
+# Simple async execution
+task_pipeline_file_process.delay(transcript_id=transcript.id)
+
+# With signature for chaining
+task_cleanup_consent.si(transcript_id=transcript_id)
+```
+
+#### New (TaskIQ)
+```python
+# Simple async execution
+await task_pipeline_file_process.kiq(transcript_id=transcript.id)
+
+# With kicker for advanced configuration
+await task_cleanup_consent.kicker().with_labels(
+    priority="high"
+).kiq(transcript_id=transcript_id)
+```
+
+### 6. Workflow Patterns (Chain, Group, Chord)
+
+#### Current (Celery)
+```python
+from celery import chain, group, chord
+
+# Chain example
+post_chain = chain(
+    task_cleanup_consent.si(transcript_id=transcript_id),
+    task_pipeline_post_to_zulip.si(transcript_id=transcript_id),
+    task_send_webhook_if_needed.si(transcript_id=transcript_id),
+)
+
+# Chord example (parallel + callback)
+chain = chord(
+    group(chain_mp3_and_diarize, chain_title_preview),
+    chain_final_summaries,
+) | task_pipeline_post_to_zulip.si(transcript_id=transcript_id)
+```
+
+#### New (TaskIQ with Pipelines)
+```python
+from taskiq_pipelines import Pipeline
+from taskiq import gather
+
+# Chain example using Pipeline
+post_pipeline = (
+    Pipeline(broker, task_cleanup_consent)
+    .call_next(task_pipeline_post_to_zulip, transcript_id=transcript_id)
+    .call_next(task_send_webhook_if_needed, transcript_id=transcript_id)
+)
+await post_pipeline.kiq(transcript_id=transcript_id)
+
+# Parallel execution with gather
+results = await gather([
+    chain_mp3_and_diarize.kiq(transcript_id),
+    chain_title_preview.kiq(transcript_id),
+])
+
+# Then execute callback
+await chain_final_summaries.kiq(transcript_id, results)
+await task_pipeline_post_to_zulip.kiq(transcript_id)
+```
+
+### 7. Scheduled Tasks (Celery Beat → TaskIQ Scheduler)
+
+#### Current (Celery Beat)
+```python
+# reflector/worker/app.py
+app.conf.beat_schedule = {
+    "process_messages": {
+        "task": "reflector.worker.process.process_messages",
+        "schedule": float(settings.SQS_POLLING_TIMEOUT_SECONDS),
+    },
+    "reprocess_failed_recordings": {
+        "task": "reflector.worker.process.reprocess_failed_recordings",
+        "schedule": crontab(hour=5, minute=0),
+    },
+}
+```
+
+#### New (TaskIQ Scheduler)
+```python
+# reflector/worker/scheduler.py
+from taskiq import TaskiqScheduler
+from taskiq_redis import ListRedisScheduleSource
+
+schedule_source = ListRedisScheduleSource(settings.REDIS_URL)
+
+# Define scheduled tasks with decorators
+@broker.task(
+    schedule=[
+        {
+            "cron": f"*/{int(settings.SQS_POLLING_TIMEOUT_SECONDS)} * * * * *"
+        }
+    ]
+)
+async def process_messages():
+    # Task implementation
+    pass
+
+@broker.task(
+    schedule=[{"cron": "0 5 * * *"}]  # Daily at 5 AM
+)
+async def reprocess_failed_recordings():
+    # Task implementation
+    pass
+
+# Initialize scheduler
+scheduler = TaskiqScheduler(broker, sources=[schedule_source])
+
+# Run scheduler (separate process)
+# taskiq scheduler reflector.worker.scheduler:scheduler
+```
+
+### 8. Retry Configuration
+
+#### Current (Celery)
+```python
+@shared_task(
+    bind=True,
+    max_retries=30,
+    default_retry_delay=60,
+    retry_backoff=True,
+    retry_backoff_max=3600,
+)
+async def task_send_webhook_if_needed(self, ...):
+    try:
+        # Task logic
+    except Exception as exc:
+        raise self.retry(exc=exc)
+```
+
+#### New (TaskIQ)
+```python
+from taskiq.middlewares import SimpleRetryMiddleware
+
+# Global middleware configuration (1:1 with Celery defaults)
+broker = broker.with_middlewares(
+    SimpleRetryMiddleware(default_retry_count=3),
+)
+
+# For specific tasks with custom retry logic:
+@broker.task(retry_on_error=True, max_retries=30)
+async def task_send_webhook_if_needed(...):
+    # Task logic - exceptions auto-retry
+    pass
+```
+
+## Testing Migration
+
+### Current Pytest Setup (Celery)
+```python
+# tests/conftest.py
+@pytest.fixture(scope="session")
+def celery_config():
+    return {
+        "broker_url": "memory://",
+        "result_backend": "cache+memory://",
+    }
+
+@pytest.mark.usefixtures("celery_session_app")
+@pytest.mark.usefixtures("celery_session_worker")
+async def test_task():
+    pass
+```
+
+### New Pytest Setup (TaskIQ)
+```python
+# tests/conftest.py
+import pytest
+from taskiq import InMemoryBroker
+from reflector.worker.broker import broker
+
+@pytest.fixture(scope="function", autouse=True)
+async def setup_taskiq_broker():
+    """Replace broker with InMemoryBroker for testing"""
+    original_broker = broker
+    test_broker = InMemoryBroker(await_inplace=True)
+
+    # Copy task registrations
+    for task_name, task in original_broker._tasks.items():
+        test_broker.register_task(task.original_function, task_name=task_name)
+
+    yield test_broker
+    await test_broker.shutdown()
+
+@pytest.fixture
+async def taskiq_with_db_session(db_session):
+    """Setup TaskIQ with database session"""
+    from reflector.worker.broker import broker
+    broker.add_dependency_context({
+        AsyncSession: db_session
+    })
+    yield
+    broker.custom_dependency_context = {}
+
+# Test example
+@pytest.mark.anyio
+async def test_task(taskiq_with_db_session):
+    result = await task_pipeline_file_process("transcript-id")
+    assert result is not None
+```
+
+## Migration Steps
+
+### Phase 1: Setup (Week 1)
+1. **Install TaskIQ packages**
+   ```bash
+   uv add taskiq taskiq-redis taskiq-pipelines
+   ```
+
+2. **Create new broker configuration**
+   - Create `reflector/worker/broker.py` with TaskIQ broker setup
+   - Create `reflector/worker/dependencies.py` for dependency injection
+
+3. **Update settings**
+   - Keep existing Redis configuration
+   - Add TaskIQ-specific settings if needed
+
+### Phase 2: Parallel Running (Week 2-3)
+1. **Migrate simple tasks first**
+   - Start with `cleanup.py` (1 task)
+   - Move to `webhook.py` (1 task)
+   - Test thoroughly in isolation
+
+2. **Setup dual-mode operation**
+   - Keep Celery tasks running
+   - Add TaskIQ versions alongside
+   - Use feature flags to switch between them
+
+### Phase 3: Complex Tasks (Week 3-4)
+1. **Migrate pipeline tasks**
+   - Convert `main_file_pipeline.py`
+   - Convert `main_live_pipeline.py` (most complex with 10 tasks)
+   - Ensure chain/group/chord patterns work
+
+2. **Migrate scheduled tasks**
+   - Setup TaskIQ scheduler
+   - Convert beat schedule to TaskIQ schedules
+   - Test cron patterns
+
+### Phase 4: Testing & Validation (Week 4-5)
+1. **Update test suite**
+   - Replace Celery fixtures with TaskIQ fixtures
+   - Update all test files
+   - Ensure coverage remains the same
+
+2. **Performance testing**
+   - Compare task execution times
+   - Monitor Redis memory usage
+   - Test under load
+
+### Phase 5: Cutover (Week 5-6)
+1. **Final migration**
+   - Remove Celery dependencies
+   - Update deployment scripts
+   - Update documentation
+
+2. **Monitoring**
+   - Setup TaskIQ monitoring (if available)
+   - Create health checks
+   - Document operational procedures
+
+## Key Differences to Note
+
+### Advantages of TaskIQ
+1. **Native async support** - No need for `@asynctask` wrapper
+2. **Dependency injection** - Cleaner than decorators for session management
+3. **Type hints** - Better IDE support and autocompletion
+4. **Modern Python** - Designed for Python 3.7+
+5. **Simpler testing** - InMemoryBroker makes testing easier
+
+### Potential Challenges
+1. **Less mature ecosystem** - Fewer third-party integrations
+2. **Documentation** - Less comprehensive than Celery
+3. **Monitoring tools** - No Flower equivalent (may need custom solution)
+4. **Community support** - Smaller community than Celery
+
+## Command Line Changes
+
+### Current (Celery)
+```bash
+# Start worker
+celery -A reflector.worker.app worker --loglevel=info
+
+# Start beat scheduler
+celery -A reflector.worker.app beat
+```
+
+### New (TaskIQ)
+```bash
+# Start worker
+taskiq worker reflector.worker.broker:broker
+
+# Start scheduler
+taskiq scheduler reflector.worker.scheduler:scheduler
+
+# With custom settings
+taskiq worker reflector.worker.broker:broker --workers 4 --log-level INFO
+```
+
+## Rollback Plan
+
+If issues arise during migration:
+
+1. **Keep Celery code in version control** - Tag the last Celery version
+2. **Maintain dual broker setup** - Can switch back via environment variable
+3. **Database compatibility** - No schema changes required
+4. **Redis compatibility** - Both use Redis, easy to switch back
+
+## Success Criteria
+
+1. ✅ All tasks migrated and functioning
+2. ✅ Test coverage maintained at current levels
+3. ✅ Performance equal or better than Celery
+4. ✅ Scheduled tasks running reliably
+5. ✅ Error handling and retries working correctly
+6. ✅ WebSocket notifications still functioning
+7. ✅ Pipeline processing maintaining same behavior
+
+## Monitoring & Operations
+
+### Health Checks
+```python
+# reflector/worker/healthcheck.py
+@broker.task
+async def healthcheck_ping():
+    """TaskIQ health check task"""
+    return {"status": "healthy", "timestamp": datetime.now()}
+```
+
+### Metrics Collection
+- Task execution times
+- Success/failure rates
+- Queue depths
+- Worker utilization
+
+## Key Implementation Points - MUST READ
+
+### Critical Changes Required
+
+1. **Session Management in Tasks**
+   - ✅ **VERIFIED**: Tasks MUST use `get_session()` from `reflector.db` for test compatibility
+   - ❌ Do NOT use `get_session_factory()` directly in tasks - it bypasses test mocks
+   - ✅ The test database session IS properly shared when using `get_session()`
+
+2. **Task Invocation Changes**
+   - Replace `.delay()` with `await .kiq()`
+   - All task invocations become async/await
+   - No need to commit sessions before task invocation (controllers handle this)
+
+3. **Broker Configuration**
+   - TaskIQ broker must be initialized in `worker/app.py`
+   - Use `InMemoryBroker(await_inplace=True)` for testing
+   - Use `RedisStreamBroker` for production
+
+4. **Test Setup Requirements**
+   - Set `os.environ["ENVIRONMENT"] = "pytest"` at top of test files
+   - Add TaskIQ broker fixture to test functions
+   - Keep Celery fixtures for now (dual-mode operation)
+
+5. **Import Pattern Changes**
+   ```python
+   # Each file needs both imports during migration
+   from reflector.pipelines.main_file_pipeline import (
+       task_pipeline_file_process,        # Celery version
+       task_pipeline_file_process_taskiq, # TaskIQ version
+   )
+   ```
+
+6. **Decorator Changes**
+   - Remove `@asynctask` - TaskIQ is async-native
+   - **Keep `@with_session`** - it works with TaskIQ tasks!
+   - Remove `@shared_task` from TaskIQ version
+   - Keep `@shared_task` on Celery version for backward compatibility
+
+## Verified POC Results
+
+✅ **Database transactions work correctly** across test and TaskIQ tasks
+✅ **Tasks execute immediately** in tests with `InMemoryBroker(await_inplace=True)`
+✅ **Session mocking works** when using `get_session()` properly
+✅ **"OK" output confirmed** - TaskIQ task executes and accesses test data
+
+## Conclusion
+
+The migration from Celery to TaskIQ is feasible and offers several advantages for an async-first codebase like Reflector. The key challenges will be:
+
+1. Migrating complex pipeline patterns (chain/chord)
+2. Ensuring scheduled task reliability
+3. **SOLVED**: Maintaining session management patterns - use `get_session()`
+4. Updating the test suite
+
+The phased approach allows for gradual migration with minimal risk. The ability to run both systems in parallel provides a safety net during the transition period.
+
+## Appendix: Quick Reference
+
+| Celery | TaskIQ |
+|--------|--------|
+| `@shared_task` | `@broker.task` |
+| `.delay()` | `.kiq()` |
+| `.apply_async()` | `.kicker().kiq()` |
+| `chain()` | `Pipeline()` |
+| `group()` | `gather()` |
+| `chord()` | `gather() + callback` |
+| `@task.retry()` | `retry_on_error=True` |
+| Celery Beat | TaskIQ Scheduler |
+| `celery worker` | `taskiq worker` |
+| Flower | Custom monitoring needed |

server/migrations/versions/0ab2d7ffaa16_add_long_summary_to_search_vector.py

@@ -23,14 +23,16 @@ def upgrade() -> None:
     op.drop_column("transcript", "search_vector_en")
 
     # Recreate the search vector column with long_summary included
-    op.execute("""
+    op.execute(
+        """
         ALTER TABLE transcript ADD COLUMN search_vector_en tsvector
         GENERATED ALWAYS AS (
             setweight(to_tsvector('english', coalesce(title, '')), 'A') ||
             setweight(to_tsvector('english', coalesce(long_summary, '')), 'B') ||
             setweight(to_tsvector('english', coalesce(webvtt, '')), 'C')
         ) STORED
-    """)
+    """
+    )
 
     # Recreate the GIN index for the search vector
     op.create_index(
@@ -47,13 +49,15 @@ def downgrade() -> None:
     op.drop_column("transcript", "search_vector_en")
 
     # Recreate the original search vector column without long_summary
-    op.execute("""
+    op.execute(
+        """
         ALTER TABLE transcript ADD COLUMN search_vector_en tsvector
         GENERATED ALWAYS AS (
             setweight(to_tsvector('english', coalesce(title, '')), 'A') ||
             setweight(to_tsvector('english', coalesce(webvtt, '')), 'B')
         ) STORED
-    """)
+    """
+    )
 
     # Recreate the GIN index for the search vector
     op.create_index(

server/migrations/versions/116b2f287eab_add_full_text_search.py

@@ -21,13 +21,15 @@ def upgrade() -> None:
     if conn.dialect.name != "postgresql":
         return
 
-    op.execute("""
+    op.execute(
+        """
         ALTER TABLE transcript ADD COLUMN search_vector_en tsvector
         GENERATED ALWAYS AS (
             setweight(to_tsvector('english', coalesce(title, '')), 'A') ||
             setweight(to_tsvector('english', coalesce(webvtt, '')), 'B')
         ) STORED
-    """)
+    """
+    )
 
     op.create_index(
         "idx_transcript_search_vector_en",

server/migrations/versions/2ae3db106d4e_clean_up_orphaned_room_id_references_in_.py

@@ -19,12 +19,14 @@ depends_on: Union[str, Sequence[str], None] = None
 
 def upgrade() -> None:
     # Set room_id to NULL for meetings that reference non-existent rooms
-    op.execute("""
+    op.execute(
+        """
         UPDATE meeting
         SET room_id = NULL
         WHERE room_id IS NOT NULL
           AND room_id NOT IN (SELECT id FROM room WHERE id IS NOT NULL)
-    """)
+    """
+    )
 
 
 def downgrade() -> None:

server/migrations/versions/d7fbb74b673b_add_room_id_to_transcript.py

@@ -27,7 +27,8 @@ def upgrade() -> None:
 
     # Populate room_id for existing ROOM-type transcripts
     # This joins through recording -> meeting -> room to get the room_id
-    op.execute("""
+    op.execute(
+        """
         UPDATE transcript AS t
         SET room_id = r.id
         FROM recording rec
@@ -36,11 +37,13 @@ def upgrade() -> None:
         WHERE t.recording_id = rec.id
         AND t.source_kind = 'room'
         AND t.room_id IS NULL
-    """)
+    """
+    )
 
     # Fix missing meeting_id for ROOM-type transcripts
     # The meeting_id field exists but was never populated
-    op.execute("""
+    op.execute(
+        """
         UPDATE transcript AS t
         SET meeting_id = rec.meeting_id
         FROM recording rec
@@ -48,7 +51,8 @@ def upgrade() -> None:
         AND t.source_kind = 'room'
         AND t.meeting_id IS NULL
         AND rec.meeting_id IS NOT NULL
-    """)
+    """
+    )
 
 
 def downgrade() -> None:

server/pyproject.toml

@@ -26,7 +26,6 @@ dependencies = [
     "prometheus-fastapi-instrumentator>=6.1.0",
     "sentencepiece>=0.1.99",
     "protobuf>=4.24.3",
-    "celery>=5.3.4",
     "redis>=5.0.1",
     "python-jose[cryptography]>=3.3.0",
     "python-multipart>=0.0.6",
@@ -39,6 +38,8 @@ dependencies = [
     "pytest-env>=1.1.5",
     "webvtt-py>=0.5.0",
     "icalendar>=6.0.0",
+    "taskiq>=0.11.18",
+    "taskiq-redis>=1.1.0",
 ]
 
 [dependency-groups]
@@ -55,7 +56,6 @@ tests = [
     "pytest>=7.4.0",
     "httpx-ws>=0.4.1",
     "pytest-httpx>=0.23.1",
-    "pytest-celery>=0.0.0",
     "pytest-recording>=0.13.4",
     "pytest-docker>=3.2.3",
     "asgi-lifespan>=2.1.0",

server/reflector/app.py

@@ -88,8 +88,8 @@ app.include_router(zulip_router, prefix="/v1")
 app.include_router(whereby_router, prefix="/v1")
 add_pagination(app)
 
-# prepare celery
-from reflector.worker import app as celery_app  # noqa
+# prepare taskiq
+from reflector.worker import app as taskiq_app  # noqa
 
 
 # simpler openapi id

server/reflector/asynctask.py

@@ -1,20 +0,0 @@
-import asyncio
-import functools
-
-
-def asynctask(f):
-    @functools.wraps(f)
-    def wrapper(*args, **kwargs):
-        async def run_async():
-            return await f(*args, **kwargs)
-
-        coro = run_async()
-        try:
-            loop = asyncio.get_running_loop()
-        except RuntimeError:
-            loop = None
-        if loop and loop.is_running():
-            return loop.run_until_complete(coro)
-        return asyncio.run(coro)
-
-    return wrapper

server/reflector/db/__init__.py

@@ -1,3 +1,4 @@
+from contextlib import asynccontextmanager
 from typing import AsyncGenerator
 
 from sqlalchemy.ext.asyncio import (
@@ -45,6 +46,18 @@ async def _get_session() -> AsyncGenerator[AsyncSession, None]:
 
 
 async def get_session() -> AsyncGenerator[AsyncSession, None]:
+    """
+    Get a database session, fastapi dependency injection style
+    """
+    async for session in _get_session():
+        yield session
+
+
+@asynccontextmanager
+async def get_session_context():
+    """
+    Get a database session as an async context manager
+    """
     async for session in _get_session():
         yield session
 

server/reflector/db/calendar_events.py

@@ -171,9 +171,11 @@ class CalendarEventController:
             .where(
                 sa.and_(
                     CalendarEventModel.room_id == room_id,
-                    CalendarEventModel.ics_uid.notin_(current_ics_uids)
-                    if current_ics_uids
-                    else True,
+                    (
+                        CalendarEventModel.ics_uid.notin_(current_ics_uids)
+                        if current_ics_uids
+                        else True
+                    ),
                     CalendarEventModel.end_time > datetime.now(timezone.utc),
                 )
             )

server/reflector/db/transcripts.py

@@ -2,7 +2,6 @@ import enum
 import json
 import os
 import shutil
-from contextlib import asynccontextmanager
 from datetime import datetime, timedelta, timezone
 from pathlib import Path
 from typing import Any, Literal
@@ -481,7 +480,12 @@ class TranscriptController:
     # TODO investigate why mutate= is used. it's used in one place currently, maybe because of ORM field updates.
     # using mutate=True is discouraged
     async def update(
-        self, session: AsyncSession, transcript: Transcript, values: dict, mutate=False
+        self,
+        session: AsyncSession,
+        transcript: Transcript,
+        values: dict,
+        commit=True,
+        mutate=False,
     ) -> Transcript:
         """
         Update a transcript fields with key/values in values.
@@ -495,7 +499,8 @@ class TranscriptController:
             .values(**values)
         )
         await session.execute(query)
-        await session.commit()
+        if commit:
+            await session.commit()
         if mutate:
             for key, value in values.items():
                 setattr(transcript, key, value)
@@ -585,26 +590,21 @@ class TranscriptController:
         await session.execute(query)
         await session.commit()
 
-    @asynccontextmanager
-    async def transaction(self, session: AsyncSession):
-        """
-        A context manager for database transaction
-        """
-        async with session.begin():
-            yield
-
     async def append_event(
         self,
         session: AsyncSession,
         transcript: Transcript,
         event: str,
         data: Any,
+        commit=True,
     ) -> TranscriptEvent:
         """
         Append an event to a transcript
         """
         resp = transcript.add_event(event=event, data=data)
-        await self.update(session, transcript, {"events": transcript.events_dump()})
+        await self.update(
+            session, transcript, {"events": transcript.events_dump()}, commit=commit
+        )
         return resp
 
     async def upsert_topic(
@@ -699,19 +699,25 @@ class TranscriptController:
 
         Will add an event STATUS + update the status field of transcript
         """
-        async with self.transaction(session):
-            transcript = await self.get_by_id(session, transcript_id)
-            if not transcript:
-                raise Exception(f"Transcript {transcript_id} not found")
-            if transcript.status == status:
-                return
-            resp = await self.append_event(
-                session,
-                transcript=transcript,
-                event="STATUS",
-                data=StrValue(value=status),
-            )
-            await self.update(session, transcript, {"status": status})
+        transcript = await self.get_by_id(session, transcript_id)
+        if not transcript:
+            raise Exception(f"Transcript {transcript_id} not found")
+        if transcript.status == status:
+            return
+        resp = await self.append_event(
+            session,
+            transcript=transcript,
+            event="STATUS",
+            data=StrValue(value=status),
+            commit=False,
+        )
+        await self.update(
+            session,
+            transcript,
+            {"status": status},
+            commit=False,
+        )
+        await session.commit()
         return resp
 
 

server/reflector/pipelines/main_file_pipeline.py

@@ -12,11 +12,8 @@ from pathlib import Path
 
 import av
 import structlog
-from celery import chain, shared_task
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from reflector.asynctask import asynctask
-from reflector.db import get_session_factory
 from reflector.db.rooms import rooms_controller
 from reflector.db.transcripts import (
     SourceKind,
@@ -28,8 +25,8 @@ from reflector.logger import logger
 from reflector.pipelines.main_live_pipeline import (
     PipelineMainBase,
     broadcast_to_sockets,
-    task_cleanup_consent,
-    task_pipeline_post_to_zulip,
+    task_cleanup_consent_taskiq,
+    task_pipeline_post_to_zulip_taskiq,
 )
 from reflector.processors import (
     AudioFileWriterProcessor,
@@ -55,8 +52,9 @@ from reflector.processors.types import (
 )
 from reflector.settings import settings
 from reflector.storage import get_transcripts_storage
-from reflector.worker.session_decorator import with_session
-from reflector.worker.webhook import send_transcript_webhook
+from reflector.worker.app import taskiq_broker
+from reflector.worker.session_decorator import catch_exception, with_session
+from reflector.worker.webhook import send_transcript_webhook_taskiq
 
 
 class EmptyPipeline:
@@ -98,31 +96,29 @@ class PipelineMainFile(PipelineMainBase):
             )
 
     @broadcast_to_sockets
-    async def set_status(self, transcript_id: str, status: TranscriptStatus):
-        async with self.lock_transaction():
-            async with get_session_factory()() as session:
-                return await transcripts_controller.set_status(
-                    session, transcript_id, status
-                )
+    async def set_status(
+        self,
+        session: AsyncSession,
+        transcript_id: str,
+        status: TranscriptStatus,
+    ):
+        return await transcripts_controller.set_status(session, transcript_id, status)
 
-    async def process(self, file_path: Path):
+    async def process(self, session: AsyncSession, file_path: Path):
         """Main entry point for file processing"""
         self.logger.info(f"Starting file pipeline for {file_path}")
 
-        async with get_session_factory()() as session:
-            transcript = await transcripts_controller.get_by_id(
-                session, self.transcript_id
-            )
+        transcript = await transcripts_controller.get_by_id(session, self.transcript_id)
 
-            # Clear transcript as we're going to regenerate everything
-            await transcripts_controller.update(
-                session,
-                transcript,
-                {
-                    "events": [],
-                    "topics": [],
-                },
-            )
+        # Clear transcript as we're going to regenerate everything
+        await transcripts_controller.update(
+            session,
+            transcript,
+            {
+                "events": [],
+                "topics": [],
+            },
+        )
 
         # Extract audio and write to transcript location
         audio_path = await self.extract_and_write_audio(file_path, transcript)
@@ -141,8 +137,7 @@ class PipelineMainFile(PipelineMainBase):
 
         self.logger.info("File pipeline complete")
 
-        async with get_session_factory()() as session:
-            await transcripts_controller.set_status(session, transcript.id, "ended")
+        await transcripts_controller.set_status(session, transcript.id, "ended")
 
     async def extract_and_write_audio(
         self, file_path: Path, transcript: Transcript
@@ -393,11 +388,9 @@ class PipelineMainFile(PipelineMainBase):
         await processor.flush()
 
 
-@shared_task
-@asynctask
+@taskiq_broker.task
 @with_session
 async def task_send_webhook_if_needed(session, *, transcript_id: str):
-    """Send webhook if this is a room recording with webhook configured"""
     transcript = await transcripts_controller.get_by_id(session, transcript_id)
     if not transcript:
         return
@@ -411,25 +404,23 @@ async def task_send_webhook_if_needed(session, *, transcript_id: str):
                 room_id=room.id,
                 webhook_url=room.webhook_url,
             )
-            send_transcript_webhook.delay(
+            await send_transcript_webhook_taskiq.kiq(
                 transcript_id, room.id, event_id=uuid.uuid4().hex
             )
 
 
-@shared_task
-@asynctask
+@taskiq_broker.task
+@catch_exception
 @with_session
-async def task_pipeline_file_process(session, *, transcript_id: str):
-    """Celery task for file pipeline processing"""
+async def task_pipeline_file_process(session: AsyncSession, *, transcript_id: str):
     transcript = await transcripts_controller.get_by_id(session, transcript_id)
     if not transcript:
         raise Exception(f"Transcript {transcript_id} not found")
 
     pipeline = PipelineMainFile(transcript_id=transcript_id)
     try:
-        await pipeline.set_status(transcript_id, "processing")
+        await pipeline.set_status(session, transcript_id, "processing")
 
-        # Find the file to process
         audio_file = next(transcript.data_path.glob("upload.*"), None)
         if not audio_file:
             audio_file = next(transcript.data_path.glob("audio.*"), None)
@@ -437,16 +428,18 @@ async def task_pipeline_file_process(session, *, transcript_id: str):
         if not audio_file:
             raise Exception("No audio file found to process")
 
-        await pipeline.process(audio_file)
+        await pipeline.process(session, audio_file)
 
     except Exception:
-        await pipeline.set_status(transcript_id, "error")
+        logger.error("Error while processing the file", exc_info=True)
+        try:
+            await pipeline.set_status(session, transcript_id, "error")
+        except:
+            logger.error(
+                "Error setting status in task_pipeline_file_process during exception, ignoring it"
+            )
         raise
 
-    # Run post-processing chain: consent cleanup -> zulip -> webhook
-    post_chain = chain(
-        task_cleanup_consent.si(transcript_id=transcript_id),
-        task_pipeline_post_to_zulip.si(transcript_id=transcript_id),
-        task_send_webhook_if_needed.si(transcript_id=transcript_id),
-    )
-    post_chain.delay()
+    await task_cleanup_consent_taskiq.kiq(transcript_id=transcript_id)
+    await task_pipeline_post_to_zulip_taskiq.kiq(transcript_id=transcript_id)
+    await task_send_webhook_if_needed.kiq(transcript_id=transcript_id)

server/reflector/pipelines/main_live_pipeline.py

@@ -12,19 +12,16 @@ It is directly linked to our data model.
 """
 
 import asyncio
-import functools
 from contextlib import asynccontextmanager
 from typing import Generic
 
 import av
 import boto3
-from celery import chord, current_task, group, shared_task
 from pydantic import BaseModel
 from sqlalchemy.ext.asyncio import AsyncSession
 from structlog import BoundLogger as Logger
 
-from reflector.asynctask import asynctask
-from reflector.db import get_session_factory
+from reflector.db import get_session_context
 from reflector.db.meetings import meeting_consent_controller, meetings_controller
 from reflector.db.recordings import recordings_controller
 from reflector.db.rooms import rooms_controller
@@ -64,6 +61,7 @@ from reflector.processors.types import (
 from reflector.processors.types import Transcript as TranscriptProcessorType
 from reflector.settings import settings
 from reflector.storage import get_transcripts_storage
+from reflector.worker.app import taskiq_broker
 from reflector.worker.session_decorator import with_session_and_transcript
 from reflector.ws_manager import WebsocketManager, get_ws_manager
 from reflector.zulip import (
@@ -91,40 +89,6 @@ def broadcast_to_sockets(func):
     return wrapper
 
 
-def get_transcript(func):
-    """
-    Decorator to fetch the transcript from the database from the first argument
-    """
-
-    @functools.wraps(func)
-    async def wrapper(**kwargs):
-        transcript_id = kwargs.pop("transcript_id")
-        async with get_session_factory()() as session:
-            transcript = await transcripts_controller.get_by_id(session, transcript_id)
-        if not transcript:
-            raise Exception(f"Transcript {transcript_id} not found")
-
-        # Enhanced logger with Celery task context
-        tlogger = logger.bind(transcript_id=transcript.id)
-        if current_task:
-            tlogger = tlogger.bind(
-                task_id=current_task.request.id,
-                task_name=current_task.name,
-                worker_hostname=current_task.request.hostname,
-                task_retries=current_task.request.retries,
-                transcript_id=transcript_id,
-            )
-
-        try:
-            result = await func(transcript=transcript, logger=tlogger, **kwargs)
-            return result
-        except Exception as exc:
-            tlogger.error("Pipeline error", function_name=func.__name__, exc_info=exc)
-            raise
-
-    return wrapper
-
-
 class StrValue(BaseModel):
     value: str
 
@@ -175,9 +139,9 @@ class PipelineMainBase(PipelineRunner[PipelineMessage], Generic[PipelineMessage]
             yield
 
     @asynccontextmanager
-    async def transaction(self):
+    async def locked_session(self):
         async with self.lock_transaction():
-            async with get_session_factory()() as session:
+            async with get_session_context() as session:
                 yield session
 
     @broadcast_to_sockets
@@ -209,14 +173,14 @@ class PipelineMainBase(PipelineRunner[PipelineMessage], Generic[PipelineMessage]
 
         # when the status of the pipeline changes, update the transcript
         async with self._lock:
-            async with get_session_factory()() as session:
+            async with get_session_context() as session:
                 return await transcripts_controller.set_status(
                     session, self.transcript_id, status
                 )
 
     @broadcast_to_sockets
     async def on_transcript(self, data):
-        async with self.transaction() as session:
+        async with self.locked_session() as session:
             transcript = await self.get_transcript(session)
             return await transcripts_controller.append_event(
                 session,
@@ -236,7 +200,7 @@ class PipelineMainBase(PipelineRunner[PipelineMessage], Generic[PipelineMessage]
         )
         if isinstance(data, TitleSummaryWithIdProcessorType):
             topic.id = data.id
-        async with self.transaction() as session:
+        async with self.locked_session() as session:
             transcript = await self.get_transcript(session)
             await transcripts_controller.upsert_topic(session, transcript, topic)
             return await transcripts_controller.append_event(
@@ -249,7 +213,7 @@ class PipelineMainBase(PipelineRunner[PipelineMessage], Generic[PipelineMessage]
     @broadcast_to_sockets
     async def on_title(self, data):
         final_title = TranscriptFinalTitle(title=data.title)
-        async with self.transaction() as session:
+        async with self.locked_session() as session:
             transcript = await self.get_transcript(session)
             if not transcript.title:
                 await transcripts_controller.update(
@@ -269,7 +233,7 @@ class PipelineMainBase(PipelineRunner[PipelineMessage], Generic[PipelineMessage]
     @broadcast_to_sockets
     async def on_long_summary(self, data):
         final_long_summary = TranscriptFinalLongSummary(long_summary=data.long_summary)
-        async with self.transaction() as session:
+        async with self.locked_session() as session:
             transcript = await self.get_transcript(session)
             await transcripts_controller.update(
                 session,
@@ -290,7 +254,7 @@ class PipelineMainBase(PipelineRunner[PipelineMessage], Generic[PipelineMessage]
         final_short_summary = TranscriptFinalShortSummary(
             short_summary=data.short_summary
         )
-        async with self.transaction() as session:
+        async with self.locked_session() as session:
             transcript = await self.get_transcript(session)
             await transcripts_controller.update(
                 session,
@@ -308,7 +272,7 @@ class PipelineMainBase(PipelineRunner[PipelineMessage], Generic[PipelineMessage]
 
     @broadcast_to_sockets
     async def on_duration(self, data):
-        async with self.transaction() as session:
+        async with self.locked_session() as session:
             duration = TranscriptDuration(duration=data)
 
             transcript = await self.get_transcript(session)
@@ -325,7 +289,7 @@ class PipelineMainBase(PipelineRunner[PipelineMessage], Generic[PipelineMessage]
 
     @broadcast_to_sockets
     async def on_waveform(self, data):
-        async with self.transaction() as session:
+        async with self.locked_session() as session:
             waveform = TranscriptWaveform(waveform=data)
 
             transcript = await self.get_transcript(session)
@@ -344,7 +308,7 @@ class PipelineMainLive(PipelineMainBase):
     async def create(self) -> Pipeline:
         # create a context for the whole rtc transaction
         # add a customised logger to the context
-        async with get_session_factory()() as session:
+        async with get_session_context() as session:
             transcript = await self.get_transcript(session)
 
         processors = [
@@ -393,7 +357,7 @@ class PipelineMainDiarization(PipelineMainBase[AudioDiarizationInput]):
         # now let's start the pipeline by pushing information to the
         # first processor diarization processor
         # XXX translation is lost when converting our data model to the processor model
-        async with get_session_factory()() as session:
+        async with get_session_context() as session:
             transcript = await self.get_transcript(session)
 
         # diarization works only if the file is uploaded to an external storage
@@ -427,7 +391,7 @@ class PipelineMainFromTopics(PipelineMainBase[TitleSummaryWithIdProcessorType]):
 
     async def create(self) -> Pipeline:
         # get transcript
-        async with get_session_factory()() as session:
+        async with get_session_context() as session:
             self._transcript = transcript = await self.get_transcript(session)
 
         # create pipeline
@@ -488,8 +452,7 @@ class PipelineMainWaveform(PipelineMainFromTopics):
         ]
 
 
-@get_transcript
-async def pipeline_remove_upload(transcript: Transcript, logger: Logger):
+async def pipeline_remove_upload(session, transcript: Transcript, logger: Logger):
     # for future changes: note that there's also a consent process happens, beforehand and users may not consent with keeping files. currently, we delete regardless, so it's no need for that
     logger.info("Starting remove upload")
     uploads = transcript.data_path.glob("upload.*")
@@ -498,16 +461,14 @@ async def pipeline_remove_upload(transcript: Transcript, logger: Logger):
     logger.info("Remove upload done")
 
 
-@get_transcript
-async def pipeline_waveform(transcript: Transcript, logger: Logger):
+async def pipeline_waveform(session, transcript: Transcript, logger: Logger):
     logger.info("Starting waveform")
     runner = PipelineMainWaveform(transcript_id=transcript.id)
     await runner.run()
     logger.info("Waveform done")
 
 
-@get_transcript
-async def pipeline_convert_to_mp3(transcript: Transcript, logger: Logger):
+async def pipeline_convert_to_mp3(session, transcript: Transcript, logger: Logger):
     logger.info("Starting convert to mp3")
 
     # If the audio wav is not available, just skip
@@ -556,24 +517,21 @@ async def pipeline_upload_mp3(session, transcript: Transcript, logger: Logger):
     logger.info("Upload mp3 done")
 
 
-@get_transcript
-async def pipeline_diarization(transcript: Transcript, logger: Logger):
+async def pipeline_diarization(session, transcript: Transcript, logger: Logger):
     logger.info("Starting diarization")
     runner = PipelineMainDiarization(transcript_id=transcript.id)
     await runner.run()
     logger.info("Diarization done")
 
 
-@get_transcript
-async def pipeline_title(transcript: Transcript, logger: Logger):
+async def pipeline_title(session, transcript: Transcript, logger: Logger):
     logger.info("Starting title")
     runner = PipelineMainTitle(transcript_id=transcript.id)
     await runner.run()
     logger.info("Title done")
 
 
-@get_transcript
-async def pipeline_summaries(transcript: Transcript, logger: Logger):
+async def pipeline_summaries(session, transcript: Transcript, logger: Logger):
     logger.info("Starting summaries")
     runner = PipelineMainFinalSummaries(transcript_id=transcript.id)
     await runner.run()
@@ -707,26 +665,31 @@ async def pipeline_post_to_zulip(session, transcript: Transcript, logger: Logger
 # ===================================================================
 
 
-@shared_task
-@asynctask
-async def task_pipeline_remove_upload(*, transcript_id: str):
-    await pipeline_remove_upload(transcript_id=transcript_id)
+@taskiq_broker.task
+@with_session_and_transcript
+async def task_pipeline_remove_upload(
+    session, *, transcript: Transcript, logger: Logger, transcript_id: str
+):
+    await pipeline_remove_upload(session, transcript=transcript, logger=logger)
 
 
-@shared_task
-@asynctask
-async def task_pipeline_waveform(*, transcript_id: str):
-    await pipeline_waveform(transcript_id=transcript_id)
+@taskiq_broker.task
+@with_session_and_transcript
+async def task_pipeline_waveform(
+    session, *, transcript: Transcript, logger: Logger, transcript_id: str
+):
+    await pipeline_waveform(session, transcript=transcript, logger=logger)
 
 
-@shared_task
-@asynctask
-async def task_pipeline_convert_to_mp3(*, transcript_id: str):
-    await pipeline_convert_to_mp3(transcript_id=transcript_id)
+@taskiq_broker.task
+@with_session_and_transcript
+async def task_pipeline_convert_to_mp3(
+    session, *, transcript: Transcript, logger: Logger, transcript_id: str
+):
+    await pipeline_convert_to_mp3(session, transcript=transcript, logger=logger)
 
 
-@shared_task
-@asynctask
+@taskiq_broker.task
 @with_session_and_transcript
 async def task_pipeline_upload_mp3(
     session, *, transcript: Transcript, logger: Logger, transcript_id: str
@@ -734,81 +697,93 @@ async def task_pipeline_upload_mp3(
     await pipeline_upload_mp3(session, transcript=transcript, logger=logger)
 
 
-@shared_task
-@asynctask
-async def task_pipeline_diarization(*, transcript_id: str):
-    await pipeline_diarization(transcript_id=transcript_id)
-
-
-@shared_task
-@asynctask
-async def task_pipeline_title(*, transcript_id: str):
-    await pipeline_title(transcript_id=transcript_id)
-
-
-@shared_task
-@asynctask
-async def task_pipeline_final_summaries(*, transcript_id: str):
-    await pipeline_summaries(transcript_id=transcript_id)
-
-
-@shared_task
-@asynctask
+@taskiq_broker.task
 @with_session_and_transcript
-async def task_cleanup_consent(
+async def task_pipeline_diarization(
     session, *, transcript: Transcript, logger: Logger, transcript_id: str
 ):
+    await pipeline_diarization(session, transcript=transcript, logger=logger)
+
+
+@taskiq_broker.task
+@with_session_and_transcript
+async def task_pipeline_title(
+    session, *, transcript: Transcript, logger: Logger, transcript_id: str
+):
+    await pipeline_title(session, transcript=transcript, logger=logger)
+
+
+@taskiq_broker.task
+@with_session_and_transcript
+async def task_pipeline_final_summaries(
+    session, *, transcript: Transcript, logger: Logger, transcript_id: str
+):
+    await pipeline_summaries(session, transcript=transcript, logger=logger)
+
+
+@taskiq_broker.task
+@with_session_and_transcript
+async def task_cleanup_consent(session, *, transcript: Transcript, logger: Logger):
     await cleanup_consent(session, transcript=transcript, logger=logger)
 
 
-@shared_task
-@asynctask
+@taskiq_broker.task
 @with_session_and_transcript
 async def task_pipeline_post_to_zulip(
-    session, *, transcript: Transcript, logger: Logger, transcript_id: str
+    session, *, transcript: Transcript, logger: Logger
 ):
     await pipeline_post_to_zulip(session, transcript=transcript, logger=logger)
 
 
-def pipeline_post(*, transcript_id: str):
-    """
-    Run the post pipeline
-    """
-    chain_mp3_and_diarize = (
-        task_pipeline_waveform.si(transcript_id=transcript_id)
-        | task_pipeline_convert_to_mp3.si(transcript_id=transcript_id)
-        | task_pipeline_upload_mp3.si(transcript_id=transcript_id)
-        | task_pipeline_remove_upload.si(transcript_id=transcript_id)
-        | task_pipeline_diarization.si(transcript_id=transcript_id)
-        | task_cleanup_consent.si(transcript_id=transcript_id)
-    )
-    chain_title_preview = task_pipeline_title.si(transcript_id=transcript_id)
-    chain_final_summaries = task_pipeline_final_summaries.si(
-        transcript_id=transcript_id
+@taskiq_broker.task
+@with_session_and_transcript
+async def task_cleanup_consent_taskiq(
+    session, *, transcript: Transcript, logger: Logger
+):
+    await cleanup_consent(session, transcript=transcript, logger=logger)
+
+
+@taskiq_broker.task
+@with_session_and_transcript
+async def task_pipeline_post_to_zulip_taskiq(
+    session, *, transcript: Transcript, logger: Logger
+):
+    await pipeline_post_to_zulip(session, transcript=transcript, logger=logger)
+
+
+async def pipeline_post(*, transcript_id: str):
+    await task_pipeline_post_sequential.kiq(transcript_id=transcript_id)
+
+
+@taskiq_broker.task
+async def task_pipeline_post_sequential(*, transcript_id: str):
+    await task_pipeline_waveform.kiq(transcript_id=transcript_id)
+    await task_pipeline_convert_to_mp3.kiq(transcript_id=transcript_id)
+    await task_pipeline_upload_mp3.kiq(transcript_id=transcript_id)
+    await task_pipeline_remove_upload.kiq(transcript_id=transcript_id)
+    await task_pipeline_diarization.kiq(transcript_id=transcript_id)
+    await task_cleanup_consent.kiq(transcript_id=transcript_id)
+
+    await asyncio.gather(
+        task_pipeline_title.kiq(transcript_id=transcript_id),
+        task_pipeline_final_summaries.kiq(transcript_id=transcript_id),
     )
 
-    chain = chord(
-        group(chain_mp3_and_diarize, chain_title_preview),
-        chain_final_summaries,
-    ) | task_pipeline_post_to_zulip.si(transcript_id=transcript_id)
-
-    return chain.delay()
+    await task_pipeline_post_to_zulip.kiq(transcript_id=transcript_id)
 
 
-@get_transcript
-async def pipeline_process(transcript: Transcript, logger: Logger):
+async def pipeline_process(session, transcript: Transcript, logger: Logger):
     try:
         if transcript.audio_location == "storage":
-            async with get_session_factory()() as session:
-                await transcripts_controller.download_mp3_from_storage(transcript)
-                transcript.audio_waveform_filename.unlink(missing_ok=True)
-                await transcripts_controller.update(
-                    session,
-                    transcript,
-                    {
-                        "topics": [],
-                    },
-                )
+            await transcripts_controller.download_mp3_from_storage(transcript)
+            transcript.audio_waveform_filename.unlink(missing_ok=True)
+            await transcripts_controller.update(
+                session,
+                transcript,
+                {
+                    "topics": [],
+                },
+            )
 
         # open audio
         audio_filename = next(transcript.data_path.glob("upload.*"), None)
@@ -840,20 +815,21 @@ async def pipeline_process(transcript: Transcript, logger: Logger):
 
     except Exception as exc:
         logger.error("Pipeline error", exc_info=exc)
-        async with get_session_factory()() as session:
-            await transcripts_controller.update(
-                session,
-                transcript,
-                {
-                    "status": "error",
-                },
-            )
+        await transcripts_controller.update(
+            session,
+            transcript,
+            {
+                "status": "error",
+            },
+        )
         raise
 
     logger.info("Pipeline ended")
 
 
-@shared_task
-@asynctask
-async def task_pipeline_process(*, transcript_id: str):
-    return await pipeline_process(transcript_id=transcript_id)
+@taskiq_broker.task
+@with_session_and_transcript
+async def task_pipeline_process(
+    session, *, transcript: Transcript, logger: Logger, transcript_id: str
+):
+    return await pipeline_process(session, transcript=transcript, logger=logger)

server/reflector/services/ics_sync.py

@@ -248,15 +248,21 @@ class ICSFetchService:
                         )
                         att_data: AttendeeData = {
                             "email": clean_email,
-                            "name": att.params.get("CN")
-                            if hasattr(att, "params") and email == email_parts[0]
-                            else None,
-                            "status": att.params.get("PARTSTAT")
-                            if hasattr(att, "params") and email == email_parts[0]
-                            else None,
-                            "role": att.params.get("ROLE")
-                            if hasattr(att, "params") and email == email_parts[0]
-                            else None,
+                            "name": (
+                                att.params.get("CN")
+                                if hasattr(att, "params") and email == email_parts[0]
+                                else None
+                            ),
+                            "status": (
+                                att.params.get("PARTSTAT")
+                                if hasattr(att, "params") and email == email_parts[0]
+                                else None
+                            ),
+                            "role": (
+                                att.params.get("ROLE")
+                                if hasattr(att, "params") and email == email_parts[0]
+                                else None
+                            ),
                         }
                         final_attendees.append(att_data)
             else:
@@ -264,9 +270,9 @@ class ICSFetchService:
                 att_data: AttendeeData = {
                     "email": email_str,
                     "name": att.params.get("CN") if hasattr(att, "params") else None,
-                    "status": att.params.get("PARTSTAT")
-                    if hasattr(att, "params")
-                    else None,
+                    "status": (
+                        att.params.get("PARTSTAT") if hasattr(att, "params") else None
+                    ),
                     "role": att.params.get("ROLE") if hasattr(att, "params") else None,
                 }
                 final_attendees.append(att_data)
@@ -281,9 +287,9 @@ class ICSFetchService:
             )
             org_data: AttendeeData = {
                 "email": org_email,
-                "name": organizer.params.get("CN")
-                if hasattr(organizer, "params")
-                else None,
+                "name": (
+                    organizer.params.get("CN") if hasattr(organizer, "params") else None
+                ),
                 "role": "ORGANIZER",
             }
             final_attendees.append(org_data)

server/reflector/tools/exportdanswer.py

@@ -9,11 +9,10 @@ async def export_db(filename: str) -> None:
     filename = pathlib.Path(filename).resolve()
     settings.DATABASE_URL = f"sqlite:///{filename}"
 
-    from reflector.db import get_session_factory
+    from reflector.db import get_session_context
     from reflector.db.transcripts import transcripts_controller
 
-    session_factory = get_session_factory()
-    async with session_factory() as session:
+    async with get_session_context() as session:
         transcripts = await transcripts_controller.get_all(session)
 
     def export_transcript(transcript, output_dir):

server/reflector/tools/exportdb.py

@@ -8,11 +8,10 @@ async def export_db(filename: str) -> None:
     filename = pathlib.Path(filename).resolve()
     settings.DATABASE_URL = f"sqlite:///{filename}"
 
-    from reflector.db import get_session_factory
+    from reflector.db import get_session_context
     from reflector.db.transcripts import transcripts_controller
 
-    session_factory = get_session_factory()
-    async with session_factory() as session:
+    async with get_session_context() as session:
         transcripts = await transcripts_controller.get_all(session)
 
     def export_transcript(transcript):

server/reflector/tools/process.py

@@ -7,13 +7,12 @@ import asyncio
 import json
 import shutil
 import sys
-import time
 from pathlib import Path
 from typing import Any, Dict, List, Literal
 
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from reflector.db import get_session_factory
+from reflector.db import get_session_context
 from reflector.db.transcripts import SourceKind, TranscriptTopic, transcripts_controller
 from reflector.logger import logger
 from reflector.pipelines.main_file_pipeline import (
@@ -140,13 +139,7 @@ async def process_live_pipeline(
     # assert documented behaviour: after process, the pipeline isn't ended. this is the reason of calling pipeline_post
     assert pre_final_transcript.status != "ended"
 
-    # at this point, diarization is running but we have no access to it. run diarization in parallel - one will hopefully win after polling
-    result = live_pipeline_post(transcript_id=transcript_id)
-
-    # result.ready() blocks even without await; it mutates result also
-    while not result.ready():
-        print(f"Status: {result.state}")
-        time.sleep(2)
+    await live_pipeline_post(transcript_id=transcript_id)
 
 
 async def process_file_pipeline(
@@ -154,13 +147,7 @@ async def process_file_pipeline(
 ):
     """Process audio/video file using the optimized file pipeline"""
 
-    # task_pipeline_file_process is a Celery task, need to use .delay() for async execution
-    result = task_pipeline_file_process.delay(transcript_id=transcript_id)
-
-    # Wait for the Celery task to complete
-    while not result.ready():
-        print(f"File pipeline status: {result.state}", file=sys.stderr)
-        time.sleep(2)
+    await task_pipeline_file_process.kiq(transcript_id=transcript_id)
 
     logger.info("File pipeline processing complete")
 
@@ -172,8 +159,7 @@ async def process(
     pipeline: Literal["live", "file"],
     output_path: str = None,
 ):
-    session_factory = get_session_factory()
-    async with session_factory() as session:
+    async with get_session_context() as session:
         transcript_id = await prepare_entry(
             session,
             source_path,

server/reflector/tools/start_post_main_live_pipeline.py

@@ -1,14 +1,10 @@
 import argparse
+import asyncio
 
-from reflector.app import celery_app  # noqa
-from reflector.pipelines.main_live_pipeline import task_pipeline_main_post
+from reflector.pipelines.main_live_pipeline import pipeline_post
 
 parser = argparse.ArgumentParser()
 parser.add_argument("transcript_id", type=str)
-parser.add_argument("--delay", action="store_true")
 args = parser.parse_args()
 
-if args.delay:
-    task_pipeline_main_post.delay(args.transcript_id)
-else:
-    task_pipeline_main_post(args.transcript_id)
+asyncio.run(pipeline_post(transcript_id=args.transcript_id))

server/reflector/views/transcripts_process.py

@@ -1,6 +1,5 @@
 from typing import Annotated, Optional
 
-import celery
 from fastapi import APIRouter, Depends, HTTPException
 from pydantic import BaseModel
 from sqlalchemy.ext.asyncio import AsyncSession
@@ -36,24 +35,6 @@ async def transcript_process(
             status_code=400, detail="Recording is not ready for processing"
         )
 
-    if task_is_scheduled_or_active(
-        "reflector.pipelines.main_file_pipeline.task_pipeline_file_process",
-        transcript_id=transcript_id,
-    ):
-        return ProcessStatus(status="already running")
-
-    # schedule a background task process the file
-    task_pipeline_file_process.delay(transcript_id=transcript_id)
+    await task_pipeline_file_process.kiq(transcript_id=transcript_id)
 
     return ProcessStatus(status="ok")
-
-
-def task_is_scheduled_or_active(task_name: str, **kwargs):
-    inspect = celery.current_app.control.inspect()
-
-    for worker, tasks in (inspect.scheduled() | inspect.active()).items():
-        for task in tasks:
-            if task["name"] == task_name and task["kwargs"] == kwargs:
-                return True
-
-    return False

server/reflector/views/transcripts_upload.py

@@ -94,7 +94,6 @@ async def transcript_record_upload(
     # set the status to "uploaded"
     await transcripts_controller.update(session, transcript, {"status": "uploaded"})
 
-    # launch a background task to process the file
-    task_pipeline_file_process.delay(transcript_id=transcript_id)
+    await task_pipeline_file_process.kiq(transcript_id=transcript_id)
 
     return UploadStatus(status="ok")

server/reflector/views/transcripts_websocket.py

@@ -4,8 +4,10 @@ Transcripts websocket API
 
 """
 
-from fastapi import APIRouter, HTTPException, WebSocket, WebSocketDisconnect
+from fastapi import APIRouter, Depends, HTTPException, WebSocket, WebSocketDisconnect
+from sqlalchemy.ext.asyncio import AsyncSession
 
+from reflector.db import get_session
 from reflector.db.transcripts import transcripts_controller
 from reflector.ws_manager import get_ws_manager
 
@@ -21,6 +23,7 @@ async def transcript_get_websocket_events(transcript_id: str):
 async def transcript_events_websocket(
     transcript_id: str,
     websocket: WebSocket,
+    session: AsyncSession = Depends(get_session),
     # user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
 ):
     # user_id = user["sub"] if user else None

server/reflector/worker/app.py

@@ -1,68 +1,21 @@
-import celery
+import os
+
 import structlog
-from celery import Celery
-from celery.schedules import crontab
+from taskiq import InMemoryBroker
+from taskiq_redis import RedisAsyncResultBackend, RedisStreamBroker
 
 from reflector.settings import settings
 
 logger = structlog.get_logger(__name__)
-if celery.current_app.main != "default":
-    logger.info(f"Celery already configured ({celery.current_app})")
-    app = celery.current_app
+
+env = os.environ.get("ENVIRONMENT")
+if env and env == "pytest":
+    taskiq_broker = InMemoryBroker(await_inplace=True)
 else:
-    app = Celery(__name__)
-    app.conf.broker_url = settings.CELERY_BROKER_URL
-    app.conf.result_backend = settings.CELERY_RESULT_BACKEND
-    app.conf.broker_connection_retry_on_startup = True
-    app.autodiscover_tasks(
-        [
-            "reflector.pipelines.main_live_pipeline",
-            "reflector.worker.healthcheck",
-            "reflector.worker.process",
-            "reflector.worker.cleanup",
-            "reflector.worker.ics_sync",
-        ]
+    result_backend = RedisAsyncResultBackend(
+        redis_url=settings.CELERY_BROKER_URL,
+        result_ex_time=86400,
     )
-
-    # crontab
-    app.conf.beat_schedule = {
-        "process_messages": {
-            "task": "reflector.worker.process.process_messages",
-            "schedule": float(settings.SQS_POLLING_TIMEOUT_SECONDS),
-        },
-        "process_meetings": {
-            "task": "reflector.worker.process.process_meetings",
-            "schedule": float(settings.SQS_POLLING_TIMEOUT_SECONDS),
-        },
-        "reprocess_failed_recordings": {
-            "task": "reflector.worker.process.reprocess_failed_recordings",
-            "schedule": crontab(hour=5, minute=0),  # Midnight EST
-        },
-        "sync_all_ics_calendars": {
-            "task": "reflector.worker.ics_sync.sync_all_ics_calendars",
-            "schedule": 60.0,  # Run every minute to check which rooms need sync
-        },
-        "create_upcoming_meetings": {
-            "task": "reflector.worker.ics_sync.create_upcoming_meetings",
-            "schedule": 30.0,  # Run every 30 seconds to create upcoming meetings
-        },
-    }
-
-    if settings.PUBLIC_MODE:
-        app.conf.beat_schedule["cleanup_old_public_data"] = {
-            "task": "reflector.worker.cleanup.cleanup_old_public_data_task",
-            "schedule": crontab(hour=3, minute=0),
-        }
-        logger.info(
-            "Public mode cleanup enabled",
-            retention_days=settings.PUBLIC_DATA_RETENTION_DAYS,
-        )
-
-    if settings.HEALTHCHECK_URL:
-        app.conf.beat_schedule["healthcheck_ping"] = {
-            "task": "reflector.worker.healthcheck.healthcheck_ping",
-            "schedule": 60.0 * 10,
-        }
-        logger.info("Healthcheck enabled", url=settings.HEALTHCHECK_URL)
-    else:
-        logger.warning("Healthcheck disabled, no url configured")
+    taskiq_broker = RedisStreamBroker(
+        url=settings.CELERY_BROKER_URL,
+    ).with_result_backend(result_backend)

server/reflector/worker/cleanup.py

@@ -9,16 +9,15 @@ from datetime import datetime, timedelta, timezone
 from typing import TypedDict
 
 import structlog
-from celery import shared_task
 from pydantic.types import PositiveInt
 from sqlalchemy import delete, select
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from reflector.asynctask import asynctask
 from reflector.db.base import MeetingModel, RecordingModel, TranscriptModel
 from reflector.db.transcripts import transcripts_controller
 from reflector.settings import settings
 from reflector.storage import get_recordings_storage
+from reflector.worker.app import taskiq_broker
 from reflector.worker.session_decorator import with_session
 
 logger = structlog.get_logger(__name__)
@@ -156,11 +155,7 @@ async def cleanup_old_public_data(
     return stats
 
 
-@shared_task(
-    autoretry_for=(Exception,),
-    retry_kwargs={"max_retries": 3, "countdown": 300},
-)
-@asynctask
+@taskiq_broker.task
 @with_session
 async def cleanup_old_public_data_task(session: AsyncSession, days: int | None = None):
     await cleanup_old_public_data(session, days=days)

server/reflector/worker/healthcheck.py

@@ -1,13 +1,13 @@
 import httpx
 import structlog
-from celery import shared_task
 
 from reflector.settings import settings
+from reflector.worker.app import taskiq_broker
 
 logger = structlog.get_logger(__name__)
 
 
-@shared_task
+@taskiq_broker.task
 def healthcheck_ping():
     url = settings.HEALTHCHECK_URL
     if not url:

server/reflector/worker/ics_sync.py

@@ -1,24 +1,21 @@
 from datetime import datetime, timedelta, timezone
 
 import structlog
-from celery import shared_task
-from celery.utils.log import get_task_logger
 from sqlalchemy.ext.asyncio import AsyncSession
 
-from reflector.asynctask import asynctask
 from reflector.db.calendar_events import calendar_events_controller
 from reflector.db.meetings import meetings_controller
 from reflector.db.rooms import rooms_controller
 from reflector.redis_cache import RedisAsyncLock
 from reflector.services.ics_sync import SyncStatus, ics_sync_service
 from reflector.whereby import create_meeting, upload_logo
+from reflector.worker.app import taskiq_broker
 from reflector.worker.session_decorator import with_session
 
-logger = structlog.wrap_logger(get_task_logger(__name__))
+logger = structlog.get_logger(__name__)
 
 
-@shared_task
-@asynctask
+@taskiq_broker.task
 @with_session
 async def sync_room_ics(session: AsyncSession, room_id: str):
     try:
@@ -56,8 +53,7 @@ async def sync_room_ics(session: AsyncSession, room_id: str):
         logger.error("Unexpected error during ICS sync", room_id=room_id, error=str(e))
 
 
-@shared_task
-@asynctask
+@taskiq_broker.task
 @with_session
 async def sync_all_ics_calendars(session: AsyncSession):
     try:
@@ -71,7 +67,7 @@ async def sync_all_ics_calendars(session: AsyncSession):
                 logger.debug("Skipping room, not time to sync yet", room_id=room.id)
                 continue
 
-            sync_room_ics.delay(room.id)
+            await sync_room_ics.kiq(room.id)
 
         logger.info("Queued sync tasks for all eligible rooms")
 
@@ -151,8 +147,7 @@ async def create_upcoming_meetings_for_event(
         )
 
 
-@shared_task
-@asynctask
+@taskiq_broker.task
 @with_session
 async def create_upcoming_meetings(session: AsyncSession):
     async with RedisAsyncLock("create_upcoming_meetings", skip_if_locked=True) as lock:

server/reflector/worker/process.py

@@ -6,8 +6,6 @@ from urllib.parse import unquote
 import av
 import boto3
 import structlog
-from celery import shared_task
-from celery.utils.log import get_task_logger
 from pydantic import ValidationError
 from redis.exceptions import LockError
 from sqlalchemy.ext.asyncio import AsyncSession
@@ -17,13 +15,13 @@ from reflector.db.recordings import Recording, recordings_controller
 from reflector.db.rooms import rooms_controller
 from reflector.db.transcripts import SourceKind, transcripts_controller
 from reflector.pipelines.main_file_pipeline import task_pipeline_file_process
-from reflector.pipelines.main_live_pipeline import asynctask
 from reflector.redis_cache import get_redis_client
 from reflector.settings import settings
 from reflector.whereby import get_room_sessions
+from reflector.worker.app import taskiq_broker
 from reflector.worker.session_decorator import with_session
 
-logger = structlog.wrap_logger(get_task_logger(__name__))
+logger = structlog.get_logger(__name__)
 
 
 def parse_datetime_with_timezone(iso_string: str) -> datetime:
@@ -34,8 +32,8 @@ def parse_datetime_with_timezone(iso_string: str) -> datetime:
     return dt
 
 
-@shared_task
-def process_messages():
+@taskiq_broker.task
+async def process_messages():
     queue_url = settings.AWS_PROCESS_RECORDING_QUEUE_URL
     if not queue_url:
         logger.warning("No process recording queue url")
@@ -66,7 +64,7 @@ def process_messages():
                 if record["eventName"].startswith("ObjectCreated"):
                     bucket = record["s3"]["bucket"]["name"]
                     key = unquote(record["s3"]["object"]["key"])
-                    process_recording.delay(bucket, key)
+                    await process_recording.kiq(bucket, key)
 
             sqs.delete_message(QueueUrl=queue_url, ReceiptHandle=receipt_handle)
             logger.info("Processed and deleted message: %s", message)
@@ -75,8 +73,7 @@ def process_messages():
         logger.error("process_messages", error=str(e))
 
 
-@shared_task
-@asynctask
+@taskiq_broker.task
 @with_session
 async def process_recording(session: AsyncSession, bucket_name: str, object_key: str):
     logger.info("Processing recording: %s/%s", bucket_name, object_key)
@@ -155,11 +152,10 @@ async def process_recording(session: AsyncSession, bucket_name: str, object_key:
 
     await transcripts_controller.update(session, transcript, {"status": "uploaded"})
 
-    task_pipeline_file_process.delay(transcript_id=transcript.id)
+    await task_pipeline_file_process.kiq(transcript_id=transcript.id)
 
 
-@shared_task
-@asynctask
+@taskiq_broker.task
 @with_session
 async def process_meetings(session: AsyncSession):
     """
@@ -253,8 +249,7 @@ async def process_meetings(session: AsyncSession):
     )
 
 
-@shared_task
-@asynctask
+@taskiq_broker.task
 @with_session
 async def reprocess_failed_recordings(session: AsyncSession):
     """
@@ -291,7 +286,7 @@ async def reprocess_failed_recordings(session: AsyncSession):
                 )
                 if not recording:
                     logger.info(f"Queueing recording for processing: {object_key}")
-                    process_recording.delay(bucket_name, object_key)
+                    await process_recording.kiq(bucket_name, object_key)
                     reprocessed_count += 1
                     continue
 
@@ -310,7 +305,7 @@ async def reprocess_failed_recordings(session: AsyncSession):
 
                 if transcript is None or transcript.status == "error":
                     logger.info(f"Queueing recording for processing: {object_key}")
-                    process_recording.delay(bucket_name, object_key)
+                    await process_recording.kiq(bucket_name, object_key)
                     reprocessed_count += 1
 
     except Exception as e:

server/reflector/worker/session_decorator.py

@@ -8,9 +8,7 @@ that stays open for the entire duration of the task execution.
 import functools
 from typing import Any, Callable, TypeVar
 
-from celery import current_task
-
-from reflector.db import get_session_factory
+from reflector.db import get_session_context
 from reflector.db.transcripts import transcripts_controller
 from reflector.logger import logger
 
@@ -21,12 +19,11 @@ def with_session(func: F) -> F:
     """
     Decorator that provides an AsyncSession as the first argument to the decorated function.
 
-    This should be used AFTER the @asynctask decorator on Celery tasks to ensure
-    proper session management throughout the task execution.
+    This should be used with TaskIQ tasks to ensure proper session management
+    throughout the task execution.
 
     Example:
-        @shared_task
-        @asynctask
+        @taskiq_broker.task
         @with_session
         async def my_task(session: AsyncSession, arg1: str, arg2: int):
             # session is automatically provided and managed
@@ -36,11 +33,9 @@ def with_session(func: F) -> F:
 
     @functools.wraps(func)
     async def wrapper(*args, **kwargs):
-        session_factory = get_session_factory()
-        async with session_factory() as session:
-            async with session.begin():
-                # Pass session as first argument to the decorated function
-                return await func(session, *args, **kwargs)
+        async with get_session_context() as session:
+            # Pass session as first argument to the decorated function
+            return await func(session, *args, **kwargs)
 
     return wrapper
 
@@ -56,11 +51,10 @@ def with_session_and_transcript(func: F) -> F:
     4. Creates an enhanced logger with Celery task context
     5. Passes session, transcript, and logger to the decorated function
 
-    This should be used AFTER the @asynctask decorator on Celery tasks.
+    This should be used with TaskIQ tasks.
 
     Example:
-        @shared_task
-        @asynctask
+        @taskiq_broker.task
         @with_session_and_transcript
         async def my_task(session: AsyncSession, transcript: Transcript, logger: Logger, arg1: str):
             # session, transcript, and logger are automatically provided
@@ -76,34 +70,40 @@ def with_session_and_transcript(func: F) -> F:
                 "transcript_id is required for @with_session_and_transcript"
             )
 
-        session_factory = get_session_factory()
-        async with session_factory() as session:
-            async with session.begin():
-                # Fetch the transcript
-                transcript = await transcripts_controller.get_by_id(
-                    session, transcript_id
+        async with get_session_context() as session:
+            transcript = await transcripts_controller.get_by_id(session, transcript_id)
+            if not transcript:
+                raise Exception(f"Transcript {transcript_id} not found")
+
+            tlogger = logger.bind(transcript_id=transcript.id)
+
+            try:
+                return await func(
+                    session, transcript=transcript, logger=tlogger, *args, **kwargs
                 )
-                if not transcript:
-                    raise Exception(f"Transcript {transcript_id} not found")
-
-                # Create enhanced logger with Celery task context
-                tlogger = logger.bind(transcript_id=transcript.id)
-                if current_task:
-                    tlogger = tlogger.bind(
-                        task_id=current_task.request.id,
-                        task_name=current_task.name,
-                        worker_hostname=current_task.request.hostname,
-                        task_retries=current_task.request.retries,
-                        transcript_id=transcript_id,
-                    )
-
-                try:
-                    # Pass session, transcript, and logger to the decorated function
-                    return await func(
-                        session, transcript=transcript, logger=tlogger, *args, **kwargs
-                    )
-                except Exception:
-                    tlogger.exception("Error in task execution")
-                    raise
+            except Exception:
+                tlogger.exception("Error in task execution")
+                raise
+
+    return wrapper
+
+
+def catch_exception(func: F) -> F:
+    """
+    Decorator that catches exceptions and logs them using structlog.
+    """
+
+    @functools.wraps(func)
+    async def wrapper(*args, **kwargs):
+        try:
+            return await func(*args, **kwargs)
+        except Exception:
+            logger.exception(
+                "Exception caught in function execution",
+                func=func.__name__,
+                args=args,
+                kwargs=kwargs,
+            )
+            raise
 
     return wrapper

server/reflector/worker/taskiq_broker.py

@@ -0,0 +1,76 @@
+"""
+TaskIQ broker configuration for Reflector.
+
+This module provides a production-ready TaskIQ broker configuration that handles
+both test and production environments correctly. It includes retry middleware
+for 1:1 parity with Celery and proper logging setup.
+"""
+
+import os
+
+import structlog
+from taskiq import InMemoryBroker
+from taskiq.middlewares import SimpleRetryMiddleware
+from taskiq_redis import RedisAsyncResultBackend, RedisStreamBroker
+
+from reflector.settings import settings
+
+logger = structlog.get_logger(__name__)
+
+
+def create_taskiq_broker():
+    """
+    Create and configure the TaskIQ broker based on environment.
+
+    Returns:
+        Configured TaskIQ broker instance with appropriate backend and middleware.
+    """
+    env = os.environ.get("ENVIRONMENT")
+
+    if env == "pytest":
+        # Test environment: Use InMemoryBroker with immediate execution
+        logger.info("Configuring TaskIQ InMemoryBroker for test environment")
+        broker = InMemoryBroker(await_inplace=True)
+
+    else:
+        # Production environment: Use Redis broker with result backend
+        logger.info(
+            "Configuring TaskIQ RedisStreamBroker for production environment",
+            redis_url=settings.CELERY_BROKER_URL,
+        )
+
+        # Configure Redis result backend
+        result_backend = RedisAsyncResultBackend(
+            redis_url=settings.CELERY_BROKER_URL,
+            result_ex_time=86400,  # Results expire after 24 hours
+        )
+
+        # Configure Redis stream broker
+        broker = RedisStreamBroker(
+            url=settings.CELERY_BROKER_URL,
+            stream_name="taskiq:stream",  # Custom stream name for clarity
+            consumer_group="taskiq:workers",  # Consumer group for load balancing
+        ).with_result_backend(result_backend)
+
+    # Add retry middleware for production parity with Celery
+    # This provides automatic retries on task failures
+    retry_middleware = SimpleRetryMiddleware(
+        default_retry_count=3,  # Match Celery's default retry behavior
+    )
+    broker.add_middlewares(retry_middleware)
+
+    logger.info(
+        "TaskIQ broker configured successfully",
+        broker_type=type(broker).__name__,
+        has_result_backend=hasattr(broker, "_result_backend"),
+        middleware_count=len(broker.middlewares),
+    )
+
+    return broker
+
+
+# Create the global broker instance
+taskiq_broker = create_taskiq_broker()
+
+# Export the broker for use in task definitions
+__all__ = ["taskiq_broker"]

server/reflector/worker/webhook.py

@@ -8,18 +8,16 @@ from datetime import datetime, timezone
 
 import httpx
 import structlog
-from celery import shared_task
-from celery.utils.log import get_task_logger
 from sqlalchemy.ext.asyncio import AsyncSession
 
 from reflector.db.rooms import rooms_controller
 from reflector.db.transcripts import transcripts_controller
-from reflector.pipelines.main_live_pipeline import asynctask
 from reflector.settings import settings
 from reflector.utils.webvtt import topics_to_webvtt
+from reflector.worker.app import taskiq_broker
 from reflector.worker.session_decorator import with_session
 
-logger = structlog.wrap_logger(get_task_logger(__name__))
+logger = structlog.get_logger(__name__)
 
 
 def generate_webhook_signature(payload: bytes, secret: str, timestamp: str) -> str:
@@ -33,30 +31,23 @@ def generate_webhook_signature(payload: bytes, secret: str, timestamp: str) -> s
     return hmac_obj.hexdigest()
 
 
-@shared_task(
-    bind=True,
-    max_retries=30,
-    default_retry_delay=60,
-    retry_backoff=True,
-    retry_backoff_max=3600,  # Max 1 hour between retries
-)
-@asynctask
+@taskiq_broker.task
 @with_session
-async def send_transcript_webhook(
-    self,
+async def send_transcript_webhook_taskiq(
     transcript_id: str,
     room_id: str,
     event_id: str,
     session: AsyncSession,
 ):
+    retry_count = 0
+
     log = logger.bind(
         transcript_id=transcript_id,
         room_id=room_id,
-        retry_count=self.request.retries,
+        retry_count=retry_count,
     )
 
     try:
-        # Fetch transcript and room
         transcript = await transcripts_controller.get_by_id(session, transcript_id)
         if not transcript:
             log.error("Transcript not found, skipping webhook")
@@ -71,11 +62,9 @@ async def send_transcript_webhook(
             log.info("No webhook URL configured for room, skipping")
             return
 
-        # Generate WebVTT content from topics
         topics_data = []
 
         if transcript.topics:
-            # Build topics data with diarized content per topic
             for topic in transcript.topics:
                 topic_webvtt = topics_to_webvtt([topic]) if topic.words else ""
                 topics_data.append(
@@ -88,7 +77,6 @@ async def send_transcript_webhook(
                     }
                 )
 
-        # Build webhook payload
         frontend_url = f"{settings.UI_BASE_URL}/transcripts/{transcript.id}"
         participants = [
             {"id": p.id, "name": p.name, "speaker": p.speaker}
@@ -120,16 +108,14 @@ async def send_transcript_webhook(
             },
         }
 
-        # Convert to JSON
         payload_json = json.dumps(payload_data, separators=(",", ":"))
         payload_bytes = payload_json.encode("utf-8")
 
-        # Generate signature if secret is configured
         headers = {
             "Content-Type": "application/json",
             "User-Agent": "Reflector-Webhook/1.0",
             "X-Webhook-Event": "transcript.completed",
-            "X-Webhook-Retry": str(self.request.retries),
+            "X-Webhook-Retry": str(retry_count),
         }
 
         if room.webhook_secret:
@@ -139,7 +125,6 @@ async def send_transcript_webhook(
             )
             headers["X-Webhook-Signature"] = f"t={timestamp},v1={signature}"
 
-        # Send webhook with timeout
         async with httpx.AsyncClient(timeout=30.0) as client:
             log.info(
                 "Sending webhook",
@@ -165,26 +150,22 @@ async def send_transcript_webhook(
         log.error(
             "Webhook failed with HTTP error",
             status_code=e.response.status_code,
-            response_text=e.response.text[:500],  # First 500 chars
+            response_text=e.response.text[:500],
         )
 
-        # Don't retry on client errors (4xx)
         if 400 <= e.response.status_code < 500:
             log.error("Client error, not retrying")
             return
 
-        # Retry on server errors (5xx)
-        raise self.retry(exc=e)
+        raise
 
     except (httpx.ConnectError, httpx.TimeoutException) as e:
-        # Retry on network errors
         log.error("Webhook failed with connection error", error=str(e))
-        raise self.retry(exc=e)
+        raise
 
     except Exception as e:
-        # Retry on unexpected errors
         log.exception("Unexpected error in webhook task", error=str(e))
-        raise self.retry(exc=e)
+        raise
 
 
 async def test_webhook(room_id: str) -> dict:

server/taskiq_migration_plan.md

@@ -0,0 +1,86 @@
+# TaskIQ Migration Implementation Plan
+
+## Phase 1: Core Infrastructure Setup
+
+### 1.1 Create TaskIQ Broker Configuration
+- [ ] Create `reflector/worker/taskiq_broker.py` with broker setup
+- [ ] Configure Redis broker with proper connection pooling
+- [ ] Add retry middleware for 1:1 parity with Celery
+- [ ] Setup test/production environment detection
+
+### 1.2 Session Management Utilities
+- [ ] Create `get_session_context()` function in `reflector/db.py`
+- [ ] Ensure `@with_session` decorator works with TaskIQ
+- [ ] Verify test mocking works with new session approach
+
+## Phase 2: Simple Task Migration (Start Small)
+
+### 2.1 Migrate Single Tasks First
+- [ ] `reflector/worker/cleanup.py` - 1 task, simple logic
+- [ ] `reflector/worker/webhook.py` - 1 task with retry logic
+- [ ] Test each migrated task individually
+
+### 2.2 Create Dual-Mode Tasks
+- [ ] Keep Celery version with `@shared_task`
+- [ ] Add TaskIQ version without `@asynctask`
+- [ ] Use feature flag to switch between versions
+
+## Phase 3: Complex Pipeline Migration
+
+### 3.1 File Processing Pipeline
+- [ ] Migrate `task_pipeline_file_process` completely
+- [ ] Handle all sub-tasks in the pipeline
+- [ ] Migrate chain/group/chord patterns to TaskIQ
+
+### 3.2 Live Processing Pipeline
+- [ ] Migrate all 10 tasks in `main_live_pipeline.py`
+- [ ] Convert complex chord patterns
+- [ ] Ensure WebSocket notifications still work
+
+## Phase 4: Scheduled Tasks Migration
+
+### 4.1 Convert Celery Beat to TaskIQ Scheduler
+- [ ] Create `reflector/worker/scheduler.py`
+- [ ] Migrate all scheduled tasks
+- [ ] Setup TaskIQ scheduler service
+
+## Phase 5: Testing Infrastructure
+
+### 5.1 Update Test Fixtures
+- [ ] Create TaskIQ test fixtures in `conftest.py`
+- [ ] Ensure dual-mode testing (both Celery and TaskIQ)
+- [ ] Verify all existing tests pass
+
+### 5.2 Migration-Specific Tests
+- [ ] Test session management across tasks
+- [ ] Test retry logic parity
+- [ ] Test scheduled task execution
+
+## Phase 6: Deployment & Monitoring
+
+### 6.1 Update Deployment Scripts
+- [ ] Update Docker configurations
+- [ ] Create TaskIQ worker startup scripts
+- [ ] Setup health checks for TaskIQ
+
+### 6.2 Monitoring Setup
+- [ ] Create TaskIQ metrics collection
+- [ ] Setup alerting for failed tasks
+- [ ] Create migration rollback plan
+
+## Execution Order
+
+1. **Week 1**: Phase 1 + Phase 2.1
+2. **Week 2**: Phase 2.2 + Phase 3.1
+3. **Week 3**: Phase 3.2 + Phase 4
+4. **Week 4**: Phase 5
+5. **Week 5**: Phase 6 + Testing
+6. **Week 6**: Cutover + Monitoring
+
+## Success Metrics
+
+- All tests passing with TaskIQ
+- No performance degradation
+- Successful parallel running for 1 week
+- Zero data loss during migration
+- Rollback tested and documented

server/tests/conftest.py

@@ -1,7 +1,6 @@
 import asyncio
 import os
 import sys
-from tempfile import NamedTemporaryFile
 from unittest.mock import patch
 
 import pytest
@@ -322,26 +321,83 @@ async def dummy_storage():
         yield
 
 
-@pytest.fixture(scope="session")
-def celery_enable_logging():
-    return True
+# from sqlalchemy.ext.asyncio import create_async_engine, AsyncSession, async_sessionmaker
+# from sqlalchemy.orm import sessionmaker
 
 
-@pytest.fixture(scope="session")
-def celery_config():
-    with NamedTemporaryFile() as f:
-        yield {
-            "broker_url": "memory://",
-            "result_backend": f"db+sqlite:///{f.name}",
-        }
+# @pytest.fixture()
+# async def db_connection(sqla_engine):
+#     connection = await sqla_engine.connect()
+#     try:
+#         yield connection
+#     finally:
+#         await connection.close()
 
 
-@pytest.fixture(scope="session")
-def celery_includes():
-    return [
-        "reflector.pipelines.main_live_pipeline",
-        "reflector.pipelines.main_file_pipeline",
-    ]
+# @pytest.fixture()
+# async def db_session_maker(db_connection):
+#     Session = async_sessionmaker(
+#         db_connection,
+#         expire_on_commit=False,
+#         class_=AsyncSession,
+#     )
+#     yield Session
+
+
+# @pytest.fixture()
+# async def db_session(db_session_maker, db_connection):
+#     """
+#     Fixture that returns a SQLAlchemy session with a SAVEPOINT, and the rollback to it
+#     after the test completes.
+#     """
+#     session = db_session_maker(
+#         bind=db_connection,
+#         join_transaction_mode="create_savepoint",
+#     )
+
+#     try:
+#         yield session
+#     finally:
+#         await session.close()
+
+
+# @pytest.fixture(autouse=True)
+# async def ensure_db_session_in_app(db_connection, db_session_maker):
+#     async def mock_get_session():
+#         session = db_session_maker(
+#             bind=db_connection, join_transaction_mode="create_savepoint"
+#         )
+
+#         try:
+#             yield session
+#         finally:
+#             await session.close()
+
+#     with patch("reflector.db._get_session", side_effect=mock_get_session):
+#         yield
+
+
+# @pytest.fixture()
+# async def db_session(sqla_engine):
+#     """
+#     Fixture that returns a SQLAlchemy session with a SAVEPOINT, and the rollback to it
+#     after the test completes.
+#     """
+#     from sqlalchemy.ext.asyncio import AsyncSession
+#     from sqlalchemy.orm import sessionmaker
+
+#     connection = await sqla_engine.connect()
+#     trans = await connection.begin()
+
+#     Session = sessionmaker(connection, expire_on_commit=False, class_=AsyncSession)
+#     session = Session()
+
+#     try:
+#         yield session
+#     finally:
+#         await session.close()
+#         await trans.rollback()
+#         await connection.close()
 
 
 @pytest.fixture(autouse=True)
@@ -372,6 +428,18 @@ def fake_mp3_upload():
         yield
 
 
+@pytest.fixture
+async def taskiq_broker():
+    from reflector.worker.app import taskiq_broker
+
+    await taskiq_broker.startup()
+
+    try:
+        yield taskiq_broker
+    finally:
+        await taskiq_broker.shutdown()
+
+
 @pytest.fixture
 async def fake_transcript_with_topics(tmpdir, client, db_session):
     import shutil

server/tests/test_ics_background_tasks.py

@@ -130,15 +130,15 @@ async def test_sync_all_ics_calendars(db_session):
         ics_enabled=False,
     )
 
-    with patch("reflector.worker.ics_sync.sync_room_ics.delay") as mock_delay:
+    with patch("reflector.worker.ics_sync.sync_room_ics.kiq") as mock_kiq:
         ics_enabled_rooms = await rooms_controller.get_ics_enabled(db_session)
 
         for room in ics_enabled_rooms:
             if room and _should_sync(room):
-                sync_room_ics.delay(room.id)
+                await sync_room_ics.kiq(room.id)
 
-        assert mock_delay.call_count == 2
-        called_room_ids = [call.args[0] for call in mock_delay.call_args_list]
+        assert mock_kiq.call_count == 2
+        called_room_ids = [call.args[0] for call in mock_kiq.call_args_list]
         assert room1.id in called_room_ids
         assert room2.id in called_room_ids
         assert room3.id not in called_room_ids
@@ -210,15 +210,15 @@ async def test_sync_respects_fetch_interval(db_session):
         {"ics_last_sync": now - timedelta(seconds=100)},
     )
 
-    with patch("reflector.worker.ics_sync.sync_room_ics.delay") as mock_delay:
+    with patch("reflector.worker.ics_sync.sync_room_ics.kiq") as mock_kiq:
         ics_enabled_rooms = await rooms_controller.get_ics_enabled(db_session)
 
         for room in ics_enabled_rooms:
             if room and _should_sync(room):
-                sync_room_ics.delay(room.id)
+                await sync_room_ics.kiq(room.id)
 
-        assert mock_delay.call_count == 1
-        assert mock_delay.call_args[0][0] == room2.id
+        assert mock_kiq.call_count == 1
+        assert mock_kiq.call_args[0][0] == room2.id
 
 
 @pytest.mark.asyncio

server/tests/test_pipeline_main_file.py

@@ -297,6 +297,7 @@ async def mock_summary_processor():
 
 @pytest.mark.asyncio
 async def test_pipeline_main_file_process(
+    db_session,
     tmpdir,
     mock_transcript_in_db,
     dummy_file_transcript,
@@ -377,7 +378,7 @@ async def test_pipeline_main_file_process(
         mock_av.side_effect = [mock_container, mock_decode_container]
 
         # Run the pipeline
-        await pipeline.process(upload_path)
+        await pipeline.process(db_session, upload_path)
 
     # Verify audio extraction and writing
     assert mock_audio_file_writer.push.called
@@ -422,6 +423,7 @@ async def test_pipeline_main_file_process(
 
 @pytest.mark.asyncio
 async def test_pipeline_main_file_with_video(
+    db_session,
     tmpdir,
     mock_transcript_in_db,
     dummy_file_transcript,
@@ -468,7 +470,7 @@ async def test_pipeline_main_file_with_video(
         mock_av.side_effect = [mock_container, mock_decode_container]
 
         # Run the pipeline
-        await pipeline.process(upload_path)
+        await pipeline.process(db_session, upload_path)
 
     # Verify audio extraction from video
     assert mock_audio_file_writer.push.called
@@ -486,6 +488,7 @@ async def test_pipeline_main_file_with_video(
 
 @pytest.mark.asyncio
 async def test_pipeline_main_file_no_diarization(
+    db_session,
     tmpdir,
     mock_transcript_in_db,
     dummy_file_transcript,
@@ -533,7 +536,7 @@ async def test_pipeline_main_file_no_diarization(
             mock_av.side_effect = [mock_container, mock_decode_container]
 
             # Run the pipeline
-            await pipeline.process(upload_path)
+            await pipeline.process(db_session, upload_path)
 
         # Verify the pipeline completed without diarization
         assert mock_storage._put_file.called
@@ -547,6 +550,7 @@ async def test_pipeline_main_file_no_diarization(
 
 @pytest.mark.asyncio
 async def test_task_pipeline_file_process(
+    db_session,
     tmpdir,
     mock_transcript_in_db,
     dummy_file_transcript,
@@ -593,7 +597,7 @@ async def test_task_pipeline_file_process(
         from reflector.pipelines.main_file_pipeline import PipelineMainFile
 
         pipeline = PipelineMainFile(transcript_id=mock_transcript_in_db.id)
-        await pipeline.process(upload_path)
+        await pipeline.process(db_session, upload_path)
 
     # Verify the pipeline was executed through the task
     assert mock_audio_file_writer.push.called
@@ -633,6 +637,7 @@ async def test_pipeline_file_process_no_transcript():
 
 @pytest.mark.asyncio
 async def test_pipeline_file_process_no_audio_file(
+    db_session,
     mock_transcript_in_db,
 ):
     """
@@ -650,4 +655,4 @@ async def test_pipeline_file_process_no_audio_file(
 
     # This should fail when trying to open the file with av
     with pytest.raises(Exception):
-        await pipeline.process(non_existent_path)
+        await pipeline.process(db_session, non_existent_path)

server/tests/test_transcripts_process.py

@@ -1,9 +1,11 @@
-import asyncio
-import time
+import os
 
 import pytest
 from httpx import ASGITransport, AsyncClient
 
+# Set environment for TaskIQ to use InMemoryBroker
+os.environ["ENVIRONMENT"] = "pytest"
+
 
 @pytest.fixture
 async def app_lifespan():
@@ -23,8 +25,16 @@ async def client(app_lifespan):
     )
 
 
-@pytest.mark.usefixtures("celery_session_app")
-@pytest.mark.usefixtures("celery_session_worker")
+@pytest.fixture
+async def taskiq_broker():
+    from reflector.worker.app import taskiq_broker
+
+    # Broker is already initialized as InMemoryBroker due to ENVIRONMENT=pytest
+    await taskiq_broker.startup()
+    yield taskiq_broker
+    await taskiq_broker.shutdown()
+
+
 @pytest.mark.asyncio
 async def test_transcript_process(
     tmpdir,
@@ -34,7 +44,10 @@ async def test_transcript_process(
     dummy_file_diarization,
     dummy_storage,
     client,
+    taskiq_broker,
+    db_session,
 ):
+    print("IN TEST", db_session)
     # create a transcript
     response = await client.post("/transcripts", json={"name": "test"})
     assert response.status_code == 200
@@ -55,18 +68,14 @@ async def test_transcript_process(
     assert response.status_code == 200
     assert response.json()["status"] == "ok"
 
-    # wait for processing to finish (max 1 minute)
-    timeout_seconds = 60
-    start_time = time.monotonic()
-    while (time.monotonic() - start_time) < timeout_seconds:
-        # fetch the transcript and check if it is ended
-        resp = await client.get(f"/transcripts/{tid}")
-        assert resp.status_code == 200
-        if resp.json()["status"] in ("ended", "error"):
-            break
-        await asyncio.sleep(1)
-    else:
-        pytest.fail(f"Initial processing timed out after {timeout_seconds} seconds")
+    # Wait for all tasks to complete since we're using InMemoryBroker
+    await taskiq_broker.wait_all()
+
+    # Ensure it's finished ok
+    resp = await client.get(f"/transcripts/{tid}")
+    assert resp.status_code == 200
+    print(resp.json())
+    assert resp.json()["status"] in ("ended", "error")
 
     # restart the processing
     response = await client.post(
@@ -74,20 +83,15 @@ async def test_transcript_process(
     )
     assert response.status_code == 200
     assert response.json()["status"] == "ok"
-    await asyncio.sleep(2)
 
-    # wait for processing to finish (max 1 minute)
-    timeout_seconds = 60
-    start_time = time.monotonic()
-    while (time.monotonic() - start_time) < timeout_seconds:
-        # fetch the transcript and check if it is ended
-        resp = await client.get(f"/transcripts/{tid}")
-        assert resp.status_code == 200
-        if resp.json()["status"] in ("ended", "error"):
-            break
-        await asyncio.sleep(1)
-    else:
-        pytest.fail(f"Restart processing timed out after {timeout_seconds} seconds")
+    # Wait for all tasks to complete since we're using InMemoryBroker
+    await taskiq_broker.wait_all()
+
+    # Ensure it's finished ok
+    resp = await client.get(f"/transcripts/{tid}")
+    assert resp.status_code == 200
+    print(resp.json())
+    assert resp.json()["status"] in ("ended", "error")
 
     # check the transcript is ended
     transcript = resp.json()

server/tests/test_transcripts_rtc_ws.py

@@ -49,7 +49,7 @@ class ThreadedUvicorn:
 
 
 @pytest.fixture
-def appserver(tmpdir, database, celery_session_app, celery_session_worker):
+def appserver(tmpdir, database):
     import threading
 
     from reflector.app import app
@@ -111,8 +111,6 @@ def appserver(tmpdir, database, celery_session_app, celery_session_worker):
     settings.DATA_DIR = DATA_DIR
 
 
-@pytest.mark.usefixtures("celery_session_app")
-@pytest.mark.usefixtures("celery_session_worker")
 @pytest.mark.asyncio
 async def test_transcript_rtc_and_websocket(
     tmpdir,
@@ -275,8 +273,6 @@ async def test_transcript_rtc_and_websocket(
     assert audio_resp.headers["Content-Type"] == "audio/mpeg"
 
 
-@pytest.mark.usefixtures("celery_session_app")
-@pytest.mark.usefixtures("celery_session_worker")
 @pytest.mark.asyncio
 async def test_transcript_rtc_and_websocket_and_fr(
     tmpdir,

server/tests/test_transcripts_upload.py

@@ -4,8 +4,6 @@ import time
 import pytest
 
 
-@pytest.mark.usefixtures("celery_session_app")
-@pytest.mark.usefixtures("celery_session_worker")
 @pytest.mark.asyncio
 async def test_transcript_upload_file(
     tmpdir,

server/uv.lock

@@ -210,18 +210,6 @@ wheels = [
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