feat: added structured-output extraction for llm and agent nodes

This commit is contained in:
2026-05-14 15:36:10 -06:00
parent 5847e59c78
commit eb4234f8f8
7 changed files with 512 additions and 28 deletions
+135 -12
View File
@@ -5,11 +5,12 @@
//! `docs/implementation/graph-agents/10.5-llm-nodes.md` for the design.
use super::state::StateManager;
use super::structured;
use super::types::LlmNode;
use crate::client::{Model, ModelType, call_chat_completions};
use crate::config::{RequestContext, Role, RoleLike};
use crate::utils::{create_abort_signal, dimmed_text};
use anyhow::{Context, Result, anyhow, bail, Error};
use anyhow::{Context, Error, Result, anyhow, bail};
use serde_json::Value;
use std::collections::HashSet;
use std::sync::Arc;
@@ -33,10 +34,22 @@ impl LlmNodeExecutor {
) -> Result<String> {
let result = run(node, state_manager, parent_ctx).await;
let (output, failed) = match result {
Ok(out) => (out, false),
Ok(raw) => match &node.output_schema {
Some(schema) => match structured::extract(&raw, schema, parent_ctx).await {
Ok(value) => (value, false),
Err(e) => {
warn!("llm node structured extraction failed: {e}");
(
Value::String(format!("LLM node structured-extraction failed: {e}")),
true,
)
}
},
None => (Value::String(raw), false),
},
Err(e) => {
warn!("llm node failed: {e}");
(format!("LLM node failed: {e}"), true)
(Value::String(format!("LLM node failed: {e}")), true)
}
};
apply_state_updates_with_output(node, state_manager, &output);
@@ -49,7 +62,7 @@ async fn run(
state_manager: &mut StateManager,
parent_ctx: &mut RequestContext,
) -> Result<String> {
let instructions: Option<String> = match &node.instructions {
let mut instructions: Option<String> = match &node.instructions {
Some(s) => Some(
state_manager
.interpolate(s)
@@ -57,10 +70,24 @@ async fn run(
),
None => None,
};
let prompt = state_manager
let mut prompt = state_manager
.interpolate(&node.prompt)
.context("Failed to interpolate llm node prompt")?;
if let Some(schema) = &node.output_schema {
let hint = format_schema_hint(schema);
match instructions.as_mut() {
Some(s) => {
s.push_str("\n\n");
s.push_str(&hint);
}
None => {
prompt.push_str("\n\n");
prompt.push_str(&hint);
}
}
}
let (regular_tools, mcp_servers) = categorize_tools(node.tools.as_deref());
validate_tools_subset(&regular_tools, &mcp_servers, parent_ctx)?;
@@ -291,14 +318,30 @@ fn next_for_llm_node(
/// of `state_updates` evaluation, then restore the prior value (or set
/// it to `Null` if there wasn't one). Same pattern as
/// `AgentNodeExecutor`'s `{{output}}` scoping.
fn apply_state_updates_with_output(node: &LlmNode, state_manager: &mut StateManager, output: &str) {
///
/// When `node.output_schema` is set AND the output is a JSON object, its
/// top-level keys are also auto-merged into state permanently (before
/// state_updates evaluation, so explicit state_updates can override).
fn apply_state_updates_with_output(
node: &LlmNode,
state_manager: &mut StateManager,
output: &Value,
) {
if node.output_schema.is_some()
&& let Some(obj) = output.as_object()
{
for (k, v) in obj {
state_manager.state_mut().set(k.clone(), v.clone());
}
}
let Some(updates) = &node.state_updates else {
return;
};
let prev_output = state_manager.state().get(OUTPUT_KEY).cloned();
state_manager
.state_mut()
.set(OUTPUT_KEY.into(), Value::String(output.to_string()));
.set(OUTPUT_KEY.into(), output.clone());
for (key, template) in updates {
let value = state_manager.interpolate_lenient(template);
@@ -317,6 +360,14 @@ fn apply_state_updates_with_output(node: &LlmNode, state_manager: &mut StateMana
}
}
fn format_schema_hint(schema: &Value) -> String {
let schema_json = serde_json::to_string_pretty(schema).unwrap_or_else(|_| schema.to_string());
format!(
"Respond with a JSON object that matches this schema. Output ONLY the JSON \
object with no surrounding prose or markdown fences.\n\nSchema:\n{schema_json}"
)
}
fn describe_tools_filter(tools: Option<&[String]>) -> String {
match tools {
None => "<inherit>".into(),
@@ -352,6 +403,7 @@ mod tests {
max_attempts: 1,
max_iterations: 10,
state_updates: updates,
output_schema: None,
timeout: None,
}
}
@@ -362,7 +414,7 @@ mod tests {
u.insert("response".into(), "{{output}}".into());
let node = node_with(Some(u));
let mut state = manager_with(&[]);
apply_state_updates_with_output(&node, &mut state, "the answer");
apply_state_updates_with_output(&node, &mut state, &json!("the answer"));
assert_eq!(state.state().get("response"), Some(&json!("the answer")));
}
@@ -372,7 +424,7 @@ mod tests {
u.insert("summary".into(), "{{topic}}: {{output}}".into());
let node = node_with(Some(u));
let mut state = manager_with(&[("topic", json!("LOINC"))]);
apply_state_updates_with_output(&node, &mut state, "abc");
apply_state_updates_with_output(&node, &mut state, &json!("abc"));
assert_eq!(state.state().get("summary"), Some(&json!("LOINC: abc")));
}
@@ -382,7 +434,7 @@ mod tests {
u.insert("k".into(), "{{output}}".into());
let node = node_with(Some(u));
let mut state = manager_with(&[]);
apply_state_updates_with_output(&node, &mut state, "anything");
apply_state_updates_with_output(&node, &mut state, &json!("anything"));
assert_eq!(state.state().get(OUTPUT_KEY), Some(&json!(null)));
}
@@ -392,7 +444,7 @@ mod tests {
u.insert("greeting".into(), "{{output}}".into());
let node = node_with(Some(u));
let mut state = manager_with(&[("output", json!("preserved"))]);
apply_state_updates_with_output(&node, &mut state, "new");
apply_state_updates_with_output(&node, &mut state, &json!("new"));
assert_eq!(state.state().get("greeting"), Some(&json!("new")));
assert_eq!(state.state().get(OUTPUT_KEY), Some(&json!("preserved")));
}
@@ -401,11 +453,82 @@ mod tests {
fn no_state_updates_is_a_noop() {
let node = node_with(None);
let mut state = manager_with(&[("k", json!("v"))]);
apply_state_updates_with_output(&node, &mut state, "x");
apply_state_updates_with_output(&node, &mut state, &json!("x"));
assert_eq!(state.state().get("k"), Some(&json!("v")));
assert!(state.state().get(OUTPUT_KEY).is_none());
}
fn node_with_schema(updates: Option<HashMap<String, String>>, schema: Value) -> LlmNode {
let mut n = node_with(updates);
n.output_schema = Some(schema);
n
}
#[test]
fn output_schema_auto_merges_top_level_keys() {
let node = node_with_schema(None, json!({"type": "object"}));
let mut state = manager_with(&[]);
let output = json!({"goal": "do X", "summary": "details"});
apply_state_updates_with_output(&node, &mut state, &output);
assert_eq!(state.state().get("goal"), Some(&json!("do X")));
assert_eq!(state.state().get("summary"), Some(&json!("details")));
}
#[test]
fn output_schema_preserves_nested_value_types() {
let node = node_with_schema(None, json!({"type": "object"}));
let mut state = manager_with(&[]);
let output = json!({
"tags": ["a", "b"],
"config": { "key": "value" },
"count": 42
});
apply_state_updates_with_output(&node, &mut state, &output);
assert_eq!(state.state().get("tags"), Some(&json!(["a", "b"])));
assert_eq!(state.state().get("config"), Some(&json!({"key": "value"})));
assert_eq!(state.state().get("count"), Some(&json!(42)));
}
#[test]
fn output_schema_explicit_state_updates_override_auto_merge() {
let mut u = HashMap::new();
u.insert("goal".into(), "renamed-{{output.goal}}".into());
let node = node_with_schema(Some(u), json!({"type": "object"}));
let mut state = manager_with(&[]);
let output = json!({"goal": "do X"});
apply_state_updates_with_output(&node, &mut state, &output);
assert_eq!(state.state().get("goal"), Some(&json!("renamed-do X")));
}
#[test]
fn output_schema_skips_auto_merge_for_non_object() {
let node = node_with_schema(None, json!({"type": "array"}));
let mut state = manager_with(&[]);
let output = json!([1, 2, 3]);
apply_state_updates_with_output(&node, &mut state, &output);
assert!(state.state().get("0").is_none());
assert!(state.state().get(OUTPUT_KEY).is_none());
}
#[test]
fn no_schema_does_not_auto_merge() {
let node = node_with(None);
let mut state = manager_with(&[]);
let output = json!({"goal": "do X"});
apply_state_updates_with_output(&node, &mut state, &output);
assert!(state.state().get("goal").is_none());
}
#[test]
fn format_schema_hint_includes_schema_and_instruction() {
let schema = json!({"type": "object", "properties": {"goal": {"type": "string"}}});
let hint = format_schema_hint(&schema);
assert!(hint.contains("Schema:"));
assert!(hint.contains("\"goal\""));
assert!(hint.contains("JSON"));
assert!(hint.contains("ONLY"));
}
#[test]
fn describe_tools_filter_renders_each_case() {
assert_eq!(describe_tools_filter(None), "<inherit>");