# Jupyter Backend Implementation Status

## Branch
`feature/real-jupyter-backend`

## Architecture Decision

**Decision**: 1:1 mapping - one container per session, one kernel per container

**Rationale**:
- Strongest isolation (processes, namespaces, resources)
- Easier debugging and resource tracking
- Clean lifecycle management
- Optional shared volumes for file exchange between sessions

**Components**:
- `jupyter-client`: Runs on host (MCP-Forge server)
- `ipykernel`: Runs in containers
- Communication: ZMQ protocol via Jupyter message protocol

## Implementation Progress

### ✅ Completed

1. **Core Architecture** ([kernel.py](../src/mcp_forge/execution/jupyter/kernel.py))
   - Replaced mock exec() implementation with real Jupyter protocol
   - `JupyterKernelManager` class with proper ZMQ communication
   - `KernelInfo` dataclass with connection info and client
   - Connection file generation
   - Jupyter message protocol for code execution (execute_request, stream, execute_result)

2. **Kernel Lifecycle**
   - `start_kernel()`: Container creation, kernel startup, client connection
   - `shutdown_kernel()`: Graceful shutdown, container cleanup, connection file removal
   - `restart_kernel()`: Stub implementation (needs KernelManager integration)

3. **Code Execution**
   - `execute_code()`: Proper message protocol execution
   - Output collection (stdout, stderr, result)
   - Error handling with traceback capture
   - Activity timestamp tracking

4. **Namespace Introspection**
   - `inspect_namespace()`: List variables via introspection code
   - `get_variable_info()`: Type, size, shape, repr extraction

5. **Resource Management**
   - `cleanup_idle_kernels()`: Time-based cleanup
   - Activity timestamp updates

6. **Dependencies**
   - `jupyter-client>=8.8.0` added to server dependencies
   - `ipykernel` removed from server (will be in container image)
   - `pyzmq>=27.1.0` for ZMQ support

7. **Documentation**
   - [architecture1.md](../docs/architecture1.md) updated with Jupyter Backend section
   - [todo.md](../docs/todo.md) Phase 2.2.1 updated with architecture details
   - Architecture flow diagram and session mapping explanation

### 🚧 In Progress / TODO

1. **Container Configuration**
   - [ ] Port mappings for ZMQ sockets (shell, iopub, stdin, control, hb)
   - [ ] Mount connection file into container at `/tmp/kernel-{id}.json`
   - [ ] Proper network configuration for host-container ZMQ communication

2. **Kernel Readiness**
   - [ ] Replace `time.sleep(2)` with proper readiness check
   - [ ] Poll kernel status messages
   - [ ] Implement retry logic with timeout

3. **Restart Implementation**
   - [ ] Use `KernelManager` instead of just `BlockingKernelClient`
   - [ ] Proper restart via `KernelManager.restart_kernel()`
   - [ ] Handle restart failures gracefully

4. **Container Image**
   - [ ] Add `ipykernel` to `mcp-forge/jupyter:latest` image
   - [ ] Configure kernel to accept ZMQ connections
   - [ ] Test kernel startup in isolation

5. **Testing**
   - [ ] Update tests in `tests/execution/jupyter/test_kernel.py`
   - [ ] Mock ZMQ connection and Jupyter messages
   - [ ] Mock container manager for unit tests
   - [ ] Integration tests with real containers
   - [ ] Test port conflict handling
   - [ ] Test connection file cleanup

6. **Error Handling**
   - [ ] Port conflict resolution
   - [ ] Kernel crash detection and recovery
   - [ ] Connection timeout handling
   - [ ] Invalid connection file handling

7. **Performance**
   - [ ] Connection pooling/reuse consideration
   - [ ] Batch message processing
   - [ ] Async execution option

## Test Status

Current test results: **20 failed, 2 passed**

**Failure Reason**: Tests attempt to start real Jupyter kernels, but implementation is missing:
- Port mappings for ZMQ
- Connection file mounting
- Proper readiness check

**Required Actions**:
1. Complete container configuration (ports, volumes)
2. Update container image to include ipykernel
3. Mock ZMQ connections in unit tests
4. Create integration test suite with real containers

## Known Issues

1. **Port Assignment**: Currently using `port: 0` (let ZMQ assign), but need to:
   - Get assigned ports after socket binding
   - Map container ports to host ports
   - Update connection info with actual ports

2. **Connection File**: Generated on host, but needs to be:
   - Mounted into container at known path
   - Have correct host-accessible addresses

3. **Network Mode**: Need to determine:
   - Host network mode (simpler, less isolated)
   - Bridge network with port mapping (more isolated, more complex)

4. **Restart Logic**: `restart_kernel()` only updates timestamp:
   - Need KernelManager integration
   - Or implement shutdown + start approach

## Next Steps

1. **Immediate** (Core functionality):
   ```
   1. Implement port mapping in ContainerConfig
   2. Mount connection file into container
   3. Test kernel startup with real container
   ```

2. **Short-term** (Stability):
   ```
   4. Implement proper readiness check
   5. Update container image with ipykernel
   6. Mock tests for unit testing
   ```

3. **Medium-term** (Production-ready):
   ```
   7. Implement restart via KernelManager
   8. Integration test suite
   9. Error handling improvements
   10. Performance testing
   ```

## Architecture Diagrams

### Communication Flow
```
┌─────────────────────┐
│  MCP-Forge Server   │
│  (Host Process)     │
│                     │
│ ┌─────────────────┐ │
│ │ jupyter-client  │ │
│ │                 │ │
│ │ BlockingKernel  │ │
│ │ Client          │ │
│ └────────┬────────┘ │
│          │          │
│          │ ZMQ      │
│          │ (shell,  │
│          │  iopub,  │
│          │  stdin,  │
│          │  control,│
│          │  hb)     │
└──────────┼──────────┘
           │
           │ TCP ports
           │ (mapped)
           │
┌──────────┼──────────┐
│ Container│          │
│          ▼          │
│ ┌─────────────────┐ │
│ │   ipykernel     │ │
│ │                 │ │
│ │ Python REPL     │ │
│ │ + ZMQ Server    │ │
│ └─────────────────┘ │
│                     │
│ Connection file:    │
│ /tmp/kernel-X.json  │
└─────────────────────┘
```

### Session-to-Kernel Mapping
```
Session A ──> Container A ──> Kernel A ──> Namespace A
Session B ──> Container B ──> Kernel B ──> Namespace B
Session C ──> Container C ──> Kernel C ──> Namespace C

Optional: Shared volume for file exchange
Container A ──┐
              ├──> /shared/session-group-1
Container B ──┘

Container C ──> /shared/session-group-2 (independent)
```

## References

- [Jupyter Client Documentation](https://jupyter-client.readthedocs.io/)
- [Jupyter Message Protocol](https://jupyter-client.readthedocs.io/en/stable/messaging.html)
- [ZMQ Guide](https://zeromq.org/socket-api/)
- [IPykernel Documentation](https://ipykernel.readthedocs.io/)

## Commit History

- `244a3e5` - Implement real Jupyter backend with jupyter-client
  - Replaced mock exec() with real Jupyter protocol
  - Added ZMQ communication
  - Kernel lifecycle management
  - Backed up old implementation

## Old Implementation

The previous mock implementation using `exec()` is preserved in:
- `src/mcp_forge/execution/jupyter/kernel_old.py`

This can be used for reference or comparison.