assay-core 3.0.0

High-performance evaluation framework for LLM agents (Core)
Documentation
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
use crate::errors::{diagnostic::codes, similarity::closest_prompt, Diagnostic};
use crate::model::LlmResponse;
use crate::providers::llm::LlmClient;
use async_trait::async_trait;
use serde_json as sj;
use std::collections::HashMap;
use std::sync::Arc;

#[path = "trace_next/mod.rs"]
mod trace_next;

#[derive(Clone)]
pub struct TraceClient {
    traces: Arc<HashMap<String, LlmResponse>>,
    fingerprint: String,
}

impl TraceClient {
    pub fn from_path<P: AsRef<std::path::Path>>(path: P) -> anyhow::Result<Self> {
        trace_next::from_path_impl(path)
    }
}

#[async_trait]
impl LlmClient for TraceClient {
    async fn complete(
        &self,
        prompt: &str,
        _context: Option<&[String]>,
    ) -> anyhow::Result<LlmResponse> {
        if let Some(resp) = self.traces.get(prompt) {
            Ok(resp.clone())
        } else {
            let closest = closest_prompt(prompt, self.traces.keys());

            let mut diag = Diagnostic::new(
                codes::E_TRACE_MISS,
                "Trace miss: prompt not found in loaded traces".to_string(),
            )
            .with_source("trace")
            .with_context(sj::json!({
                "prompt": prompt,
                "closest_match": closest
            }));

            if let Some(match_) = closest {
                diag = diag.with_fix_step(format!(
                    "Did you mean '{}'? (similarity: {:.2})",
                    match_.prompt, match_.similarity
                ));
                diag = diag.with_fix_step("Update your input prompt to match the trace exactly");
            } else {
                diag = diag.with_fix_step("No similar prompts found in trace file");
            }

            diag = diag.with_fix_step("Regenerate the trace file: assay trace ingest ...");

            Err(anyhow::Error::new(diag))
        }
    }

    fn provider_name(&self) -> &'static str {
        "trace"
    }

    fn fingerprint(&self) -> Option<String> {
        Some(self.fingerprint.clone())
    }
}
#[cfg(test)]
mod tests {
    use super::*;
    use std::io::Write;
    use tempfile::NamedTempFile;

    #[tokio::test]
    async fn test_trace_client_happy_path() -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        writeln!(
            tmp,
            r#"{{"prompt": "hello", "response": "world", "model": "gpt-4"}}"#
        )?;
        writeln!(tmp, r#"{{"prompt": "foo", "response": "bar"}}"#)?;

        let client = TraceClient::from_path(tmp.path())?;

        let resp1 = client.complete("hello", None).await?;
        assert_eq!(resp1.text, "world");
        assert_eq!(resp1.model, "gpt-4");

        let resp2 = client.complete("foo", None).await?;
        assert_eq!(resp2.text, "bar");
        assert_eq!(resp2.provider, "trace"); // default

        Ok(())
    }

    #[tokio::test]
    async fn test_trace_client_miss() -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        writeln!(tmp, r#"{{"prompt": "exists", "response": "yes"}}"#)?;

        let client = TraceClient::from_path(tmp.path())?;
        let result = client.complete("does not exist", None).await;
        assert!(result.is_err());
        Ok(())
    }

    #[tokio::test]
    async fn test_trace_client_duplicate_prompt() -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        writeln!(tmp, r#"{{"prompt": "dup", "response": "1"}}"#)?;
        writeln!(tmp, r#"{{"prompt": "dup", "response": "2"}}"#)?;

        let result = TraceClient::from_path(tmp.path());
        assert!(result.is_err());
        Ok(())
    }

    #[tokio::test]
    async fn test_trace_client_duplicate_request_id() -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        // different prompts, same ID
        writeln!(
            tmp,
            r#"{{"request_id": "id1", "prompt": "p1", "response": "1"}}"#
        )?;
        writeln!(
            tmp,
            r#"{{"request_id": "id1", "prompt": "p2", "response": "2"}}"#
        )?;

        let result = TraceClient::from_path(tmp.path());
        assert!(result.is_err());
        assert!(result
            .err()
            .unwrap()
            .to_string()
            .contains("Duplicate request_id"));
        Ok(())
    }

    #[tokio::test]
    async fn test_trace_schema_validation() -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        // Bad version (Legacy JSON with version but missing response should be skipped)
        writeln!(tmp, r#"{{"schema_version": 2, "prompt": "p"}}"#)?;
        let client = TraceClient::from_path(tmp.path())?;
        assert!(client.complete("p", None).await.is_err()); // Trace miss

        let mut tmp2 = NamedTempFile::new()?;
        // Bad type - should be ignored (Ok, empty) or Err depending on policy.
        // Current implementation ignores unknown types (forward compat).
        writeln!(
            tmp2,
            r#"{{"type": "wrong", "prompt": "p", "response": "r"}}"#
        )?;
        let client = TraceClient::from_path(tmp2.path())?;
        assert!(client.complete("p", None).await.is_err()); // "p" not found because line ignored

        let mut tmp3 = NamedTempFile::new()?;
        // Missing text/response
        writeln!(tmp3, r#"{{"prompt": "p"}}"#)?;
        // Valid legacy line but missing required response -> TraceClient skips it.
        // So client is empty, returns Ok.
        let client = TraceClient::from_path(tmp3.path())?;
        assert!(client.complete("p", None).await.is_err()); // Trace miss expected

        Ok(())
    }

    #[tokio::test]
    async fn test_trace_meta_preservation() -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        // Using verbatim JSON from trace.jsonl (simplified)
        let json = r#"{"schema_version":1,"type":"assay.trace","request_id":"test-1","prompt":"Say hello","response":"Hello world","meta":{"assay":{"embeddings":{"model":"text-embedding-3-small","response":[0.1],"reference":[0.1]}}}}"#;
        writeln!(tmp, "{}", json)?;

        let client = TraceClient::from_path(tmp.path())?;
        let resp = client.complete("Say hello", None).await?;

        println!("Meta from test: {}", resp.meta);
        assert!(
            resp.meta.pointer("/assay/embeddings/response").is_some(),
            "Meta embeddings missing!"
        );
        Ok(())
    }

    #[tokio::test]
    async fn test_v2_replay_precedence() -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        // Scenario: Input in Step Content should override nothing (it's first),
        // Output in 2nd Step should override 1st Step.

        let ep_start = r#"{"type":"episode_start","episode_id":"e1","timestamp":100,"input":null}"#;
        let step1 = r#"{"type":"step","episode_id":"e1","step_id":"s1","kind":"model","timestamp":101,"content":"{\"prompt\":\"original_prompt\",\"completion\":\"output_1\"}"}"#;
        // Step 2 has same prompt (ignored if input set) but new completion (should override)
        let step2 = r#"{"type":"step","episode_id":"e1","step_id":"s2","kind":"model","timestamp":102,"content":"{\"prompt\":\"ignored\",\"completion\":\"final_output\"}"}"#;
        // Step 3 has meta completion (should override content?) per our rule "last wins" for output
        let step3 = r#"{"type":"step","episode_id":"e1","step_id":"s3","kind":"model","timestamp":103,"content":null,"meta":{"gen_ai.completion":"meta_final"}}"#;

        let ep_end = r#"{"type":"episode_end","episode_id":"e1","timestamp":104}"#;

        writeln!(tmp, "{}", ep_start)?;
        writeln!(tmp, "{}", step1)?;
        writeln!(tmp, "{}", step2)?;
        writeln!(tmp, "{}", step3)?;
        writeln!(tmp, "{}", ep_end)?;

        let client = TraceClient::from_path(tmp.path())?;
        let resp = client.complete("original_prompt", None).await?; // Should find via Step 1

        // Output should be from Step 3 (last one)
        assert_eq!(resp.text, "meta_final");

        Ok(())
    }

    #[tokio::test]
    async fn test_eof_flush_partial_episode() -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        // No episode_end
        let ep_start = r#"{"type":"episode_start","episode_id":"e_flush","timestamp":100,"input":{"prompt":"flush_me"}}"#;
        let step1 = r#"{"type":"step","episode_id":"e_flush","step_id":"s1","kind":"model","timestamp":101,"content":"{\"completion\":\"flushed_output\"}"}"#;

        writeln!(tmp, "{}", ep_start)?;
        writeln!(tmp, "{}", step1)?;

        let client = TraceClient::from_path(tmp.path())?;
        let resp = client.complete("flush_me", None).await?;
        assert_eq!(resp.text, "flushed_output");

        Ok(())
    }

    #[tokio::test]
    async fn test_episode_end_with_null_meta_preserves_tool_calls() -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        let ep_start = r#"{"type":"episode_start","episode_id":"e_meta_null","timestamp":100,"input":{"prompt":"meta_null_prompt"},"meta":null}"#;
        let tool_call = r#"{"type":"tool_call","episode_id":"e_meta_null","step_id":"s1","timestamp":101,"tool_name":"fs.read","call_index":0,"args":{"path":"/tmp/demo.txt"}}"#;
        let ep_end = r#"{"type":"episode_end","episode_id":"e_meta_null","timestamp":102,"final_output":"done"}"#;

        writeln!(tmp, "{}", ep_start)?;
        writeln!(tmp, "{}", tool_call)?;
        writeln!(tmp, "{}", ep_end)?;

        let client = TraceClient::from_path(tmp.path())?;
        let resp = client.complete("meta_null_prompt", None).await?;
        assert_eq!(resp.text, "done");
        assert_eq!(
            resp.meta
                .pointer("/tool_calls")
                .and_then(|v| v.as_array())
                .map(|a| a.len()),
            Some(1)
        );
        assert_eq!(
            resp.meta
                .pointer("/tool_calls/0/tool_name")
                .and_then(|v| v.as_str()),
            Some("fs.read")
        );

        Ok(())
    }

    #[tokio::test]
    async fn test_episode_end_propagates_step_model_to_response() -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        let ep_start = r#"{"type":"episode_start","episode_id":"e_model","timestamp":100,"input":{"prompt":"model_prompt"}}"#;
        let step1 = r#"{"type":"step","episode_id":"e_model","step_id":"s1","kind":"model","timestamp":101,"content":"{\"completion\":\"model_output\",\"model\":\"gpt-4o-mini\"}"}"#;
        let ep_end = r#"{"type":"episode_end","episode_id":"e_model","timestamp":102}"#;

        writeln!(tmp, "{}", ep_start)?;
        writeln!(tmp, "{}", step1)?;
        writeln!(tmp, "{}", ep_end)?;

        let client = TraceClient::from_path(tmp.path())?;
        let resp = client.complete("model_prompt", None).await?;
        assert_eq!(resp.text, "model_output");
        assert_eq!(resp.model, "gpt-4o-mini");

        Ok(())
    }

    #[tokio::test]
    async fn test_eof_flush_preserves_tool_calls_in_meta() -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        let ep_start = r#"{"type":"episode_start","episode_id":"e_eof_tools","timestamp":100,"input":{"prompt":"eof_tools_prompt"}}"#;
        let tool_call = r#"{"type":"tool_call","episode_id":"e_eof_tools","step_id":"s1","timestamp":101,"tool_name":"fs.write","call_index":0,"args":{"path":"/tmp/out.txt"}}"#;
        let step1 = r#"{"type":"step","episode_id":"e_eof_tools","step_id":"s2","kind":"model","timestamp":102,"content":"{\"completion\":\"eof_output\"}"}"#;
        // Intentionally no episode_end: exercises EOF flush path.

        writeln!(tmp, "{}", ep_start)?;
        writeln!(tmp, "{}", tool_call)?;
        writeln!(tmp, "{}", step1)?;

        let client = TraceClient::from_path(tmp.path())?;
        let resp = client.complete("eof_tools_prompt", None).await?;
        assert_eq!(resp.text, "eof_output");
        assert_eq!(
            resp.meta
                .pointer("/tool_calls")
                .and_then(|v| v.as_array())
                .map(|a| a.len()),
            Some(1)
        );
        assert_eq!(
            resp.meta
                .pointer("/tool_calls/0/tool_name")
                .and_then(|v| v.as_str()),
            Some("fs.write")
        );

        Ok(())
    }

    #[tokio::test]
    async fn test_from_path_invalid_json_has_line_context() -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        writeln!(tmp, "not-json")?;

        let err = match TraceClient::from_path(tmp.path()) {
            Ok(_) => panic!("invalid JSON must fail"),
            Err(e) => e.to_string(),
        };
        assert!(err.contains("Invalid trace format"));
        assert!(err.contains("line 1"));
        assert!(err.contains("Content: not-json"));

        Ok(())
    }

    #[tokio::test]
    async fn test_legacy_tool_fields_promote_to_tool_calls_meta() -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        writeln!(
            tmp,
            r#"{{"prompt":"legacy_tool","response":"ok","tool":"fs.read","args":{{"path":"/tmp/demo.txt"}}}}"#
        )?;

        let client = TraceClient::from_path(tmp.path())?;
        let resp = client.complete("legacy_tool", None).await?;
        assert_eq!(resp.text, "ok");
        assert_eq!(
            resp.meta
                .pointer("/tool_calls")
                .and_then(|v| v.as_array())
                .map(|a| a.len()),
            Some(1)
        );
        assert_eq!(
            resp.meta
                .pointer("/tool_calls/0/tool_name")
                .and_then(|v| v.as_str()),
            Some("fs.read")
        );
        assert_eq!(
            resp.meta
                .pointer("/tool_calls/0/args/path")
                .and_then(|v| v.as_str()),
            Some("/tmp/demo.txt")
        );

        Ok(())
    }

    #[tokio::test]
    async fn test_legacy_preexisting_tool_calls_are_preserved_without_duplication(
    ) -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        writeln!(
            tmp,
            r#"{{"prompt":"legacy_with_calls","response":"ok","tool_calls":[{{"tool_name":"fs.read","args":{{"path":"/tmp/a"}}}},{{"tool_name":"fs.write","args":{{"path":"/tmp/b"}}}}]}}"#
        )?;

        let client = TraceClient::from_path(tmp.path())?;
        let resp = client.complete("legacy_with_calls", None).await?;
        assert_eq!(resp.text, "ok");
        assert_eq!(
            resp.meta
                .pointer("/tool_calls")
                .and_then(|v| v.as_array())
                .map(|a| a.len()),
            Some(2)
        );
        assert_eq!(
            resp.meta
                .pointer("/tool_calls/1/tool_name")
                .and_then(|v| v.as_str()),
            Some("fs.write")
        );

        Ok(())
    }

    #[tokio::test]
    async fn test_legacy_tool_only_record_uses_ignore_fallback_prompt() -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        writeln!(
            tmp,
            r#"{{"tool":"fs.read","args":{{"path":"/tmp/input.txt"}},"result":"ok"}}"#
        )?;

        let client = TraceClient::from_path(tmp.path())?;
        let resp = client.complete("ignore", None).await?;
        assert_eq!(resp.text, "ok");

        assert_eq!(
            resp.meta
                .pointer("/tool_calls/0/tool_name")
                .and_then(|v| v.as_str()),
            Some("fs.read")
        );
        assert_eq!(
            resp.meta
                .pointer("/tool_calls/0/args/path")
                .and_then(|v| v.as_str()),
            Some("/tmp/input.txt")
        );
        Ok(())
    }

    #[tokio::test]
    async fn test_v2_non_model_prompt_is_only_fallback() -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        let ep_start =
            r#"{"type":"episode_start","episode_id":"e_prio","timestamp":100,"input":null}"#;
        let step_tool = r#"{"type":"step","episode_id":"e_prio","step_id":"s_tool","kind":"tool","timestamp":101,"content":"{\"prompt\":\"fallback_prompt\",\"completion\":\"tool_out\"}","meta":{}}"#;
        let step_model = r#"{"type":"step","episode_id":"e_prio","step_id":"s_model","kind":"model","timestamp":102,"content":"{\"prompt\":\"authoritative_prompt\",\"completion\":\"model_out\"}","meta":{}}"#;
        let ep_end = r#"{"type":"episode_end","episode_id":"e_prio","timestamp":103}"#;

        writeln!(tmp, "{}", ep_start)?;
        writeln!(tmp, "{}", step_tool)?;
        writeln!(tmp, "{}", step_model)?;
        writeln!(tmp, "{}", ep_end)?;

        let client = TraceClient::from_path(tmp.path())?;
        let resp = client.complete("authoritative_prompt", None).await?;
        assert_eq!(resp.text, "model_out");
        assert!(
            client.complete("fallback_prompt", None).await.is_err(),
            "fallback prompt must not remain addressable after model prompt extraction"
        );

        Ok(())
    }

    #[tokio::test]
    async fn test_eof_flush_duplicate_prompt_key_keeps_first_entry() -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        // Duplicate key definition for TraceClient insertion is prompt string.
        // request_id differences do not allow overwriting an existing prompt key.
        writeln!(
            tmp,
            r#"{{"request_id":"r1","prompt":"dup_prompt","response":"first_response"}}"#
        )?;
        let ep_start = r#"{"type":"episode_start","episode_id":"e_dup","timestamp":100,"input":{"prompt":"dup_prompt"}}"#;
        let step1 = r#"{"type":"step","episode_id":"e_dup","step_id":"s1","kind":"model","timestamp":101,"content":"{\"completion\":\"second_response\"}"}"#;
        // No episode_end on purpose; this exercises EOF flush path.
        writeln!(tmp, "{}", ep_start)?;
        writeln!(tmp, "{}", step1)?;

        let client = TraceClient::from_path(tmp.path())?;
        let resp = client.complete("dup_prompt", None).await?;
        assert_eq!(resp.text, "first_response");

        Ok(())
    }

    #[tokio::test]
    async fn test_from_path_accepts_crlf_jsonl_lines() -> anyhow::Result<()> {
        let mut tmp = NamedTempFile::new()?;
        use std::io::Write as _;
        tmp.as_file_mut().write_all(
            b"{\"prompt\":\"crlf_prompt_1\",\"response\":\"ok1\"}\r\n{\"prompt\":\"crlf_prompt_2\",\"response\":\"ok2\"}\r\n",
        )?;

        let client = TraceClient::from_path(tmp.path())?;
        let resp1 = client.complete("crlf_prompt_1", None).await?;
        let resp2 = client.complete("crlf_prompt_2", None).await?;
        assert_eq!(resp1.text, "ok1");
        assert_eq!(resp2.text, "ok2");

        Ok(())
    }
}