Expand description
§LangSmith Observability for Wesichain
Enable LangSmith tracing with either callback handlers (core callbacks) or the graph observer integration.
§Callback handler
use std::collections::BTreeMap;
use std::sync::Arc;
use futures::StreamExt;
use secrecy::SecretString;
use wesichain_core::{CallbackManager, RunConfig, Runnable, WesichainError};
use wesichain_graph::{ExecutionOptions, GraphBuilder, GraphState, StateSchema, StateUpdate};
use wesichain_langsmith::{LangSmithCallbackHandler, LangSmithConfig};
#[derive(Clone, Default, Debug, serde::Serialize, serde::Deserialize)]
struct DemoState {
value: usize,
}
impl StateSchema for DemoState {
type Update = Self;
fn apply(_: &Self, update: Self) -> Self {
update
}
}
struct IncrNode;
#[async_trait::async_trait]
impl Runnable<GraphState<DemoState>, StateUpdate<DemoState>> for IncrNode {
async fn invoke(
&self,
input: GraphState<DemoState>,
) -> Result<StateUpdate<DemoState>, WesichainError> {
Ok(StateUpdate::new(DemoState {
value: input.data.value + 1,
}))
}
fn stream(
&self,
_input: GraphState<DemoState>,
) -> futures::stream::BoxStream<'_, Result<wesichain_core::StreamEvent, WesichainError>> {
futures::stream::empty().boxed()
}
}
#[tokio::main]
async fn main() -> Result<(), Box<dyn std::error::Error>> {
let config = LangSmithConfig::new(SecretString::new("ls-api-key".to_string()), "demo");
let handler = Arc::new(LangSmithCallbackHandler::new(config));
let manager = CallbackManager::new(vec![handler]);
let options = ExecutionOptions {
run_config: Some(RunConfig {
callbacks: Some(manager),
tags: vec!["example".to_string()],
metadata: BTreeMap::new(),
name_override: Some("demo-graph".to_string()),
}),
..Default::default()
};
let graph = GraphBuilder::new()
.add_node("incr", IncrNode)
.set_entry("incr")
.build();
let _ = graph
.invoke_with_options(GraphState::new(DemoState::default()), options)
.await?;
Ok(())
}§Graph observer
use std::sync::Arc;
use std::time::Duration;
use secrecy::SecretString;
use wesichain_graph::{ExecutionOptions, ExecutableGraph, GraphState, StateSchema};
use wesichain_langsmith::{LangSmithConfig, LangSmithObserver};
#[derive(Clone, Default, Debug, serde::Serialize, serde::Deserialize)]
struct DemoState;
impl StateSchema for DemoState {
type Update = Self;
fn apply(_: &Self, update: Self) -> Self {
update
}
}
#[tokio::main]
async fn main() {
let config = LangSmithConfig::new(SecretString::new("key".to_string()), "example");
let observer = Arc::new(LangSmithObserver::new(config));
let options = ExecutionOptions {
observer: Some(observer.clone()),
..Default::default()
};
let graph: ExecutableGraph<DemoState> = todo!("build with GraphBuilder");
let state = GraphState::new(DemoState::default());
let _ = graph.invoke_with_options(state, options).await;
let _ = observer.flush(Duration::from_secs(5)).await;
}Structs§
- Flush
Stats - Lang
Smith Callback Handler - Lang
Smith Client - Lang
Smith Config - Configuration for LangSmith observability.
- Lang
Smith Exporter - Lang
Smith Observer - Observer implementation that emits LangSmith run events.
- Probability
Sampler - RunContext
Store - RunMetadata
- RunUpdate
Decision