nextgen-kernels-api 0.8.0

Next-generation Jupyter kernel management with decoupled client connections

nextgen-kernels-api

A next-generation Jupyter kernel client architecture that enables shared kernel connections and centralized message routing.

Motivation

In the upstream Jupyter Server implementation, each WebSocket connection establishes its own set of ZMQ sockets to the kernel:

graph LR
    WS1[WebSocket 1] --> ZMQ1[ZMQ Client 1]
    WS2[WebSocket 2] --> ZMQ2[ZMQ Client 2]
    WS3[WebSocket 3] --> ZMQ3[ZMQ Client 3]
    ZMQ1 --> K[Kernel]
    ZMQ2 --> K
    ZMQ3 --> K

Problems:

• Resource overhead: Multiple redundant ZMQ connections per kernel
• State fragmentation: No centralized view of kernel execution state
• Lost messages: No way to route kernel messages to server-side consumers (YDocs, etc.)

Architecture

This project introduces a Client Manager that manages a single shared kernel client per kernel:

graph TB
    subgraph Consumers
        WS1[WebSocket 1]
        WS2[WebSocket 2]
        WS3[WebSocket 3]
        YD[YDoc / Server Documents]
    end

    subgraph "Client Manager"
        KC[Shared Kernel Client]
    end

    WS1 -->|register as listener| KC
    WS2 -->|register as listener| KC
    WS3 -->|register as listener| KC
    YD -.->|route messages directly| KC

    KC <-->|single ZMQ connection| K[Kernel]

    style YD stroke-dasharray: 5 5

Client Lifecycle

sequenceDiagram
    participant WS as WebSocket
    participant CM as Client Manager
    participant KC as Kernel Client
    participant K as Kernel

    WS->>CM: WebSocket connects
    CM->>CM: get_or_create_client(kernel_id)
    CM->>KC: add_listener(websocket_callback)
    KC-->>WS: broadcast current state

    par Background Connection
        CM->>K: wait for kernel ready
        CM->>KC: connect channels
        KC->>K: test communication
        KC->>KC: mark connection ready
        KC->>KC: process queued messages
    end

    WS->>KC: send message to kernel
    K-->>KC: kernel response
    KC-->>WS: route to all listeners
    KC-->>YD: route to YDoc (if registered)

Key Design Principles

1. Single Client per Kernel: One shared ZMQ connection per kernel, used by all consumers
2. Listener Pattern: WebSockets and server-side components register as message listeners
3. Centralized State: Track execution state, activity, and lifecycle from one place
4. Message Queuing: Queue messages during startup, deliver when connection ready
5. Server-Side Routing: Enable direct message flow to YDocs for accurate state tracking

Features

• Shared Kernel Client: Single ZMQ connection per kernel, shared across all consumers
• Message Listener API: Register callbacks to receive kernel messages from all channels
• Message Filtering: Filter messages by type and channel when adding listeners (see docs)
• Configurable WebSocket Filtering: Configure message filtering for WebSocket connections via Jupyter Server config (see docs)
• Connection Management: Robust connect/disconnect/reconnect with health checks
• State Tracking: Monitor execution state (idle, busy, starting) via status messages
• Message Queuing: Queue messages during connection setup, deliver when ready
• Message Cache: Track outgoing requests and map responses to source channels

Integration with Jupyter Server Documents

This architecture is designed to work seamlessly with jupyter-server-documents, enabling server-side YDocs to receive kernel messages directly:

Benefits:

• Accurate execution state: YDoc always knows if kernel is busy/idle
• No lost outputs: Cell outputs flow directly to YDoc, even if no WebSocket connected
• Real-time collaboration: All clients (WebSockets + YDoc) see kernel state simultaneously

To integrate, simply register the YDoc as a listener on the shared kernel client:

# In your YDoc initialization
client_manager = app.settings["client_manager"]
client = client_manager.get_client(kernel_id)

# Listen to all messages
client.add_listener(ydoc.handle_kernel_message)

# Or filter to only specific message types
client.add_listener(
    ydoc.handle_kernel_message,
    msg_types=[("execute_result", "iopub"), ("stream", "iopub")]
)

Installation

pip install nextgen-kernels-api

Enable the extension:

jupyter server extension enable nextgen_kernels_api

This extension will automatically override the default Jupyter Server kernel APIs when the server starts.

License

BSD-3-Clause