1use std::cell::RefCell;
2
3#[derive(Debug, Clone)]
5pub struct LlmTraceEntry {
6 pub model: String,
7 pub input_tokens: i64,
8 pub output_tokens: i64,
9 pub duration_ms: u64,
10}
11
12thread_local! {
13 static LLM_TRACE: RefCell<Vec<LlmTraceEntry>> = const { RefCell::new(Vec::new()) };
14 static LLM_TRACING_ENABLED: RefCell<bool> = const { RefCell::new(false) };
15}
16
17pub fn enable_tracing() {
19 LLM_TRACING_ENABLED.with(|v| *v.borrow_mut() = true);
20}
21
22pub fn take_trace() -> Vec<LlmTraceEntry> {
24 LLM_TRACE.with(|v| std::mem::take(&mut *v.borrow_mut()))
25}
26
27pub fn peek_trace() -> Vec<LlmTraceEntry> {
29 LLM_TRACE.with(|v| v.borrow().clone())
30}
31
32pub fn peek_trace_summary() -> (i64, i64, i64, i64) {
34 LLM_TRACE.with(|v| {
35 let entries = v.borrow();
36 let mut input = 0i64;
37 let mut output = 0i64;
38 let mut duration = 0i64;
39 let count = entries.len() as i64;
40 for e in entries.iter() {
41 input += e.input_tokens;
42 output += e.output_tokens;
43 duration += e.duration_ms as i64;
44 }
45 (input, output, duration, count)
46 })
47}
48
49pub(crate) fn reset_trace_state() {
51 LLM_TRACE.with(|v| v.borrow_mut().clear());
52 LLM_TRACING_ENABLED.with(|v| *v.borrow_mut() = false);
53}
54
55pub(crate) fn trace_llm_call(entry: LlmTraceEntry) {
56 LLM_TRACING_ENABLED.with(|enabled| {
57 if *enabled.borrow() {
58 LLM_TRACE.with(|v| v.borrow_mut().push(entry));
59 }
60 });
61}
62
63#[derive(Debug, Clone, serde::Serialize)]
68#[serde(tag = "type", rename_all = "snake_case")]
69pub enum AgentTraceEvent {
70 LlmCall {
71 call_id: String,
72 model: String,
73 input_tokens: i64,
74 output_tokens: i64,
75 cache_tokens: i64,
76 duration_ms: u64,
77 iteration: usize,
78 },
79 ToolExecution {
80 tool_name: String,
81 tool_use_id: String,
82 duration_ms: u64,
83 status: String,
84 classification: String,
85 iteration: usize,
86 },
87 ToolRejected {
88 tool_name: String,
89 reason: String,
90 iteration: usize,
91 },
92 LoopIntervention {
93 tool_name: String,
94 kind: String,
95 count: usize,
96 iteration: usize,
97 },
98 ContextCompaction {
99 archived_messages: usize,
100 new_summary_len: usize,
101 iteration: usize,
102 },
103 PhaseChange {
104 from_phase: String,
105 to_phase: String,
106 iteration: usize,
107 },
108 LoopComplete {
109 status: String,
110 iterations: usize,
111 total_duration_ms: u64,
112 tools_used: Vec<String>,
113 successful_tools: Vec<String>,
114 },
115 SchemaRetry {
126 attempt: usize,
127 errors: Vec<String>,
128 nudge_used: bool,
129 correction_prompt: String,
130 },
131 NativeToolFallback {
132 iteration: usize,
133 accepted: bool,
134 policy: String,
135 fallback_index: usize,
136 tool_call_count: usize,
137 },
138 EmptyCompletionRetry {
139 iteration: usize,
140 attempt: usize,
141 error: String,
142 },
143}
144
145thread_local! {
146 static AGENT_TRACE: RefCell<Vec<AgentTraceEvent>> = const { RefCell::new(Vec::new()) };
147}
148
149pub(crate) fn emit_agent_event(event: AgentTraceEvent) {
151 AGENT_TRACE.with(|v| v.borrow_mut().push(event));
152}
153
154pub fn take_agent_trace() -> Vec<AgentTraceEvent> {
156 AGENT_TRACE.with(|v| std::mem::take(&mut *v.borrow_mut()))
157}
158
159pub fn peek_agent_trace() -> Vec<AgentTraceEvent> {
161 AGENT_TRACE.with(|v| v.borrow().clone())
162}
163
164pub fn agent_trace_summary() -> serde_json::Value {
166 AGENT_TRACE.with(|v| {
167 let events = v.borrow();
168 let mut llm_calls = 0usize;
169 let mut tool_executions = 0usize;
170 let mut tool_rejections = 0usize;
171 let mut interventions = 0usize;
172 let mut compactions = 0usize;
173 let mut native_text_tool_fallbacks = 0usize;
174 let mut native_text_tool_fallback_rejections = 0usize;
175 let mut empty_completion_retries = 0usize;
176 let mut total_input_tokens = 0i64;
177 let mut total_output_tokens = 0i64;
178 let mut total_llm_duration_ms = 0u64;
179 let mut total_tool_duration_ms = 0u64;
180 let mut tools_used: Vec<String> = Vec::new();
181 let mut status = "unknown".to_string();
182 let mut iterations = 0usize;
183 let mut total_duration_ms = 0u64;
184
185 for event in events.iter() {
186 match event {
187 AgentTraceEvent::LlmCall {
188 input_tokens,
189 output_tokens,
190 duration_ms,
191 ..
192 } => {
193 llm_calls += 1;
194 total_input_tokens += input_tokens;
195 total_output_tokens += output_tokens;
196 total_llm_duration_ms += duration_ms;
197 }
198 AgentTraceEvent::ToolExecution {
199 tool_name,
200 duration_ms,
201 ..
202 } => {
203 tool_executions += 1;
204 total_tool_duration_ms += duration_ms;
205 if !tools_used.contains(tool_name) {
206 tools_used.push(tool_name.clone());
207 }
208 }
209 AgentTraceEvent::ToolRejected { .. } => {
210 tool_rejections += 1;
211 }
212 AgentTraceEvent::LoopIntervention { .. } => {
213 interventions += 1;
214 }
215 AgentTraceEvent::ContextCompaction { .. } => {
216 compactions += 1;
217 }
218 AgentTraceEvent::PhaseChange { .. } => {}
219 AgentTraceEvent::LoopComplete {
220 status: s,
221 iterations: i,
222 total_duration_ms: d,
223 ..
224 } => {
225 status = s.clone();
226 iterations = *i;
227 total_duration_ms = *d;
228 }
229 AgentTraceEvent::SchemaRetry { .. } => {}
230 AgentTraceEvent::NativeToolFallback { accepted, .. } => {
231 native_text_tool_fallbacks += 1;
232 if !accepted {
233 native_text_tool_fallback_rejections += 1;
234 }
235 }
236 AgentTraceEvent::EmptyCompletionRetry { .. } => {
237 empty_completion_retries += 1;
238 }
239 }
240 }
241
242 serde_json::json!({
243 "status": status,
244 "iterations": iterations,
245 "total_duration_ms": total_duration_ms,
246 "llm_calls": llm_calls,
247 "tool_executions": tool_executions,
248 "tool_rejections": tool_rejections,
249 "interventions": interventions,
250 "compactions": compactions,
251 "native_text_tool_fallbacks": native_text_tool_fallbacks,
252 "native_text_tool_fallback_rejections": native_text_tool_fallback_rejections,
253 "empty_completion_retries": empty_completion_retries,
254 "total_input_tokens": total_input_tokens,
255 "total_output_tokens": total_output_tokens,
256 "total_llm_duration_ms": total_llm_duration_ms,
257 "total_tool_duration_ms": total_tool_duration_ms,
258 "tools_used": tools_used,
259 })
260 })
261}
262
263pub(crate) fn reset_agent_trace_state() {
265 AGENT_TRACE.with(|v| v.borrow_mut().clear());
266}