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 {
120 attempt: usize,
121 errors: Vec<String>,
122 nudge_used: bool,
123 },
124 NativeToolFallback {
125 iteration: usize,
126 accepted: bool,
127 policy: String,
128 fallback_index: usize,
129 tool_call_count: usize,
130 },
131 EmptyCompletionRetry {
132 iteration: usize,
133 attempt: usize,
134 error: String,
135 },
136}
137
138thread_local! {
139 static AGENT_TRACE: RefCell<Vec<AgentTraceEvent>> = const { RefCell::new(Vec::new()) };
140}
141
142pub(crate) fn emit_agent_event(event: AgentTraceEvent) {
144 AGENT_TRACE.with(|v| v.borrow_mut().push(event));
145}
146
147pub fn take_agent_trace() -> Vec<AgentTraceEvent> {
149 AGENT_TRACE.with(|v| std::mem::take(&mut *v.borrow_mut()))
150}
151
152pub fn peek_agent_trace() -> Vec<AgentTraceEvent> {
154 AGENT_TRACE.with(|v| v.borrow().clone())
155}
156
157pub fn agent_trace_summary() -> serde_json::Value {
159 AGENT_TRACE.with(|v| {
160 let events = v.borrow();
161 let mut llm_calls = 0usize;
162 let mut tool_executions = 0usize;
163 let mut tool_rejections = 0usize;
164 let mut interventions = 0usize;
165 let mut compactions = 0usize;
166 let mut native_text_tool_fallbacks = 0usize;
167 let mut native_text_tool_fallback_rejections = 0usize;
168 let mut empty_completion_retries = 0usize;
169 let mut total_input_tokens = 0i64;
170 let mut total_output_tokens = 0i64;
171 let mut total_llm_duration_ms = 0u64;
172 let mut total_tool_duration_ms = 0u64;
173 let mut tools_used: Vec<String> = Vec::new();
174 let mut status = "unknown".to_string();
175 let mut iterations = 0usize;
176 let mut total_duration_ms = 0u64;
177
178 for event in events.iter() {
179 match event {
180 AgentTraceEvent::LlmCall {
181 input_tokens,
182 output_tokens,
183 duration_ms,
184 ..
185 } => {
186 llm_calls += 1;
187 total_input_tokens += input_tokens;
188 total_output_tokens += output_tokens;
189 total_llm_duration_ms += duration_ms;
190 }
191 AgentTraceEvent::ToolExecution {
192 tool_name,
193 duration_ms,
194 ..
195 } => {
196 tool_executions += 1;
197 total_tool_duration_ms += duration_ms;
198 if !tools_used.contains(tool_name) {
199 tools_used.push(tool_name.clone());
200 }
201 }
202 AgentTraceEvent::ToolRejected { .. } => {
203 tool_rejections += 1;
204 }
205 AgentTraceEvent::LoopIntervention { .. } => {
206 interventions += 1;
207 }
208 AgentTraceEvent::ContextCompaction { .. } => {
209 compactions += 1;
210 }
211 AgentTraceEvent::PhaseChange { .. } => {}
212 AgentTraceEvent::LoopComplete {
213 status: s,
214 iterations: i,
215 total_duration_ms: d,
216 ..
217 } => {
218 status = s.clone();
219 iterations = *i;
220 total_duration_ms = *d;
221 }
222 AgentTraceEvent::SchemaRetry { .. } => {}
223 AgentTraceEvent::NativeToolFallback { accepted, .. } => {
224 native_text_tool_fallbacks += 1;
225 if !accepted {
226 native_text_tool_fallback_rejections += 1;
227 }
228 }
229 AgentTraceEvent::EmptyCompletionRetry { .. } => {
230 empty_completion_retries += 1;
231 }
232 }
233 }
234
235 serde_json::json!({
236 "status": status,
237 "iterations": iterations,
238 "total_duration_ms": total_duration_ms,
239 "llm_calls": llm_calls,
240 "tool_executions": tool_executions,
241 "tool_rejections": tool_rejections,
242 "interventions": interventions,
243 "compactions": compactions,
244 "native_text_tool_fallbacks": native_text_tool_fallbacks,
245 "native_text_tool_fallback_rejections": native_text_tool_fallback_rejections,
246 "empty_completion_retries": empty_completion_retries,
247 "total_input_tokens": total_input_tokens,
248 "total_output_tokens": total_output_tokens,
249 "total_llm_duration_ms": total_llm_duration_ms,
250 "total_tool_duration_ms": total_tool_duration_ms,
251 "tools_used": tools_used,
252 })
253 })
254}
255
256pub(crate) fn reset_agent_trace_state() {
258 AGENT_TRACE.with(|v| v.borrow_mut().clear());
259}