# LangGraph Channels

**Version:** 1.0.0  
**Last Updated:** 2026-02-23

---

## Overview

Channels are LangGraph's mechanism for inter-node communication and state storage. Each channel is a typed container with specific semantics for how values are written and read.

---

## Channel Types

### From `channels/__init__.py`

```python
__all__ = [
    "BaseChannel",
    "LastValue",
    "AnyValue", 
    "Topic",
    "NamedBarrier",
    "BinOp",
    "EphemeralValue",
    "UntrackedValue",
]
```

---

## Channel Implementation Details

### 1. LastValue Channel

**File:** `channels/last_value.py`

**Behavior:** Most recent write wins. Reading returns the last value written.

```python
class LastValue(Generic[Value]):
    """Channel that keeps the last value written."""
    
    def __init__(self, typ: type[Value]):
        self.typ = typ
        self.value = None
        
    def get(self) -> Value:
        if self.value is None:
            raise EmptyChannelError()
        return self.value
    
    def update(self, values: Sequence[Value]) -> bool:
        if values:
            self.value = values[-1]  # Last wins
            return True
        return False
```

**Use Case:** Single-value state fields, like `counter`, `status`, `current_step`.

---

### 2. AnyValue Channel

**File:** `channels/any_value.py`

**Behavior:** First non-empty value wins. Reading returns the first value that was written and is still available.

```python
class AnyValue(Generic[Value]):
    """Channel that returns the first available value."""
    
    def get(self) -> Value:
        if self.value is None:
            raise EmptyChannelError()
        return self.value
    
    def update(self, values: Sequence[Value]) -> bool:
        if values and self.value is None:
            self.value = values[0]  # First wins
            return True
        return False
```

**Use Case:** Optional fields, fallback values.

---

### 3. Topic Channel

**File:** `channels/topic.py`

**Behavior:** Pub/sub. Nodes can publish to topics, subscribers receive all messages.

```python
class Topic(Generic[Value]):
    """Pub/sub channel for broadcasting."""
    
    def __init__(self, typ: type[Value], selector: Callable = None):
        self.typ = typ
        self.selector = selector or (lambda x: x)
        self.subscriptions: dict[str, set] = defaultdict(set)
        
    def get(self) -> list[Value]:
        # Return all values for subscribed topic
        ...
    
    def update(self, values: Sequence[Value]) -> bool:
        # Add values to topic
        ...
```

**Use Case:** Broadcasting to multiple nodes, event systems.

---

### 4. NamedBarrier Channel

**File:** `channels/named_barrier_value.py`

**Behavior:** Blocks until all named tasks complete. Used for synchronization.

```python
class NamedBarrier:
    """Synchronization point - blocks until all expected tasks arrive."""
    
    def get(self) -> None:
        # Block until all tasks arrive
        ...
    
    def update(self, values: Sequence[str]) -> bool:
        # Register task completion
        ...
```

**Use Case:** Wait for parallel branches to complete.

---

### 5. BinOp Channel

**File:** `channels/binop.py`

**Behavior:** Applies binary operation to combine values.

```python
class BinOp(Generic[Value]):
    """Binary operation channel."""
    
    def __init__(self, typ: type[Value], op: Callable[[Value, Value], Value]):
        self.op = op
        self.value = None
        
    def get(self) -> Value:
        return self.value
    
    def update(self, values: Sequence[Value]) -> bool:
        for v in values:
            if self.value is None:
                self.value = v
            else:
                self.value = self.op(self.value, v)
        return True
```

**Use Case:** Aggregations (sum, max, min, union).

---

### 6. EphemeralValue Channel

**File:** `channels/ephemeral_value.py`

**Behavior:** One-time use. Value is consumed after reading.

```python
class EphemeralValue:
    """One-time use value - consumed after read."""
    
    def get(self) -> Value:
        value = self.value
        self.value = None  # Consume
        return value
```

**Use Case:** One-time signals, commands.

---

### 7. UntrackedValue Channel

**File:** `channels/untracked_value.py`

**Behavior:** Value is not checkpointed. Used for transient data.

```python
class UntrackedValue:
    """Value that doesn't participate in checkpointing."""
    pass
```

**Use Case:** Temporary data, debugging info.

---

## Channel Configuration

### Declaring Channels

```python
from langgraph.graph import StateGraph
from typing import TypedDict

class GraphState(TypedDict):
    messages: list
    counter: int

graph = StateGraph(GraphState)

# Default channels:
# - list fields -> LastValue[list] 
# - other fields -> LastValue[type]
```

### Custom Channels

```python
from langgraph.channels import BaseChannel

class Accumulate(BaseChannel):
    def __init__(self, typ: type):
        self.typ = typ
        self.values = []
    
    def get(self) -> list:
        return self.values
    
    def update(self, values) -> bool:
        self.values.extend(values)
        return True
```

---

## Channel vs State

| Concept | Description |
|---------|-------------|
| **State** | TypedDict defining all fields |
| **Channel** | Storage mechanism per field |
| **Reducer** | How updates are merged |

---

## Checkpointing Channels

### What Gets Persisted

- All channel values are checkpointed
- Except `UntrackedValue` channels
- Checkpoint includes `channel_values` and `channel_versions`

### Checkpoint Format

```python
checkpoint = {
    "channel_values": {
        "messages": [...],
        "counter": 5,
    },
    "channel_versions": {
        "messages": 3,
        "counter": 5,
    },
    "metadata": {...}
}
```

---

*Generated from source code analysis*