drep/llm/client/mod.rs
1//! The LLM client.
2//!
3//! One boundary: `LlmClient::complete_json` takes a system prompt and a user
4//! payload, sends them to the configured OpenAI-compatible endpoint, and
5//! returns the JSON value the model produced. Cache and concurrency limiting
6//! live above this single-provider request boundary.
7//!
8//! ## What is deliberately delegated to the SDK
9//!
10//! - **Streaming.** `open-agent-sdk` parses the SSE stream; drep concatenates
11//! the `ContentBlock::Text` blocks it emits and ignores the rest. Since
12//! 0.10.0 those blocks are *fragments* - one event per delta, delivered
13//! while the stream is open, where 0.9.x emitted the whole response as a
14//! single block at the end. The types are identical either way, so nothing
15//! here failed to compile and nothing here changed: the join in
16//! `run_one_query` is what makes the assembled text independent of where
17//! the deltas fall. Reading one block as the whole answer would now return a
18//! prefix, and `src/llm/client/tests/streaming.rs` is what would notice.
19//! - **Transport retry.** `retry_with_backoff_conditional` decides per error
20//! whether to retry (5xx, timeout, stream error) or fail fast (4xx, config
21//! errors). drep adds no retry layer on top.
22//!
23//! ## What this module owns
24//!
25//! - **Parse retry.** The same prompt truncates the same way, so a parse
26//! failure does NOT retry. The retry closure returns `Ok(None)` for an
27//! unparseable body; the SDK's retry sees `Ok(...)` and stops.
28//! - **Attempt count floor.** `LlmConfig::max_retries` may be 0, but a
29//! "zero attempts loop" would skip the request and report a bogus "no
30//! exception was captured". The floor is 1.
31//! - **`max_tokens` pass-through.** The configured cap is forwarded only when
32//! the user set one. open-agent-sdk 0.7.0 omits the field entirely otherwise,
33//! so "unset" means the server decides - which is what a 256k-1M context
34//! model needs. (Before 0.7.0 the builder substituted 4096 and truncated
35//! reasoning models mid-thought; drep passed a large sentinel to work around
36//! it. That workaround is gone.)
37
38use std::collections::BTreeMap;
39use std::time::Duration;
40
41use futures::StreamExt;
42use open_agent::retry::{RetryConfig, retry_with_backoff_conditional};
43use open_agent::{AgentOptions, ApiProtocol, ContentBlock, FinishReason, StreamEvent, query};
44
45use crate::config::LlmConfig;
46use crate::llm::error::LlmError;
47use crate::llm::json_parsing::{Extracted, extract_json};
48use crate::text::excerpt;
49
50/// How much of a model response reaches an error message.
51///
52/// Generous: unlike a URL, the useful signal in a refusal or a prose preamble
53/// is often a sentence or two in.
54const RESPONSE_EXCERPT_MAX: usize = 200;
55
56/// How much of a transport error reaches the report.
57///
58/// For an HTTP failure the SDK's error carries the endpoint's whole response
59/// body, read without a bound, and that text is the endpoint's rather than
60/// drep's. 400 matches what the Codex backend keeps of its own reported error,
61/// so the two backends' failure blocks read alike.
62const TRANSPORT_EXCERPT_MAX: usize = 400;
63
64/// A configured LLM client ready to issue requests.
65///
66/// Built once per process from `LlmConfig`; `complete_json` is the only
67/// entry point the analyzer uses.
68///
69/// Fields are `pub(crate)` so the test submodules can construct clients
70/// with a non-default retry config (the production default sleeps 1s
71/// between attempts, which would make the retry tests take seconds). They
72/// are not part of the public API.
73pub struct LlmClient {
74 pub(crate) base_url: String,
75 pub(crate) model: String,
76 pub(crate) api_key: String,
77 /// The wire protocol this endpoint speaks. Selects the request path, the auth
78 /// header, the body shape and the streaming vocabulary together - the SDK
79 /// resolves all four from this one value.
80 pub(crate) protocol: ApiProtocol,
81 /// `None` sends no `temperature` at all. Two of the four models drep ships a
82 /// preset for reject the parameter outright, and a 400 neither fails over nor
83 /// retries, so "omit it" had to be expressible rather than approximated by a
84 /// low value.
85 pub(crate) temperature: Option<f32>,
86 /// `None` means "no ceiling": since open-agent-sdk 0.7.0 an unset
87 /// `max_tokens` is omitted from the request entirely and the server decides.
88 /// Before 0.7.0 the builder substituted 4096, which truncated reasoning
89 /// models mid-thought, and drep had to pass a large sentinel instead.
90 pub(crate) max_tokens: Option<u32>,
91 pub(crate) timeout_secs: u64,
92 /// Exactly the headers this client sends, default included.
93 ///
94 /// The effective set rather than the configured one, resolved once in
95 /// [`crate::config::effective_headers`]. Applying the default inside the
96 /// request instead left three readers disagreeing about the same question:
97 /// a config naming one header printed one here and in `doctor` while the
98 /// request carried two, and a config naming none printed an empty set while
99 /// the request still carried a `User-Agent`. That is the divergence
100 /// `auth::source_of` exists to prevent one module over.
101 pub(crate) headers: BTreeMap<String, String>,
102 /// Precomputed because every reviewed file asks for the same provider's
103 /// cache identity. It may depend on credential-bearing header values, so it
104 /// is deliberately omitted from `Debug`.
105 request_identity: String,
106 pub(crate) retry_config: RetryConfig,
107}
108
109/// Hand-written so the API key cannot reach a log.
110///
111/// A derived `Debug` prints every field, so any `{:?}`, `dbg!` or tracing line
112/// touching the client would emit a live credential. The base URL is one too
113/// when it carries `user:password@`, so it prints through
114/// [`crate::auth::display_endpoint`].
115impl std::fmt::Debug for LlmClient {
116 fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
117 f.debug_struct("LlmClient")
118 .field("base_url", &crate::auth::display_endpoint(&self.base_url))
119 .field("model", &self.model)
120 .field("api_key", &"<redacted>")
121 .field("protocol", &self.protocol.as_str())
122 .field("temperature", &self.temperature)
123 .field("max_tokens", &self.max_tokens)
124 .field("timeout_secs", &self.timeout_secs)
125 // Names only, spelled exactly as `LlmConfig`'s `Debug` spells it. A
126 // header value is as likely to be a credential as `api_key` is, and
127 // this impl exists precisely so no `{:?}` emits one.
128 .field(
129 "headers",
130 &self.headers.keys().map(String::as_str).collect::<Vec<_>>(),
131 )
132 .finish()
133 }
134}
135
136impl LlmClient {
137 /// The model this client asks for.
138 ///
139 /// An accessor rather than a second copy on the caller: the cache key is
140 /// computed from the model, and a struct holding its own `model` string is
141 /// exactly what lets a request go to one model while the key names
142 /// another.
143 pub fn model(&self) -> &str {
144 &self.model
145 }
146
147 /// The base URL this client talks to. For display - `doctor` and the
148 /// failover report name the endpoint a provider used.
149 pub fn endpoint(&self) -> &str {
150 &self.base_url
151 }
152
153 /// The sampling temperature, or `None` when none is sent. Part of the cache
154 /// key, for the same reason [`Self::model`] is - and `None` has to key
155 /// differently from any value, because the answers genuinely differ.
156 pub fn temperature(&self) -> Option<f32> {
157 self.temperature
158 }
159
160 /// Every HTTP request option that can change the answer while the endpoint
161 /// and model stay the same.
162 ///
163 /// Header names are canonicalised to lower case because HTTP compares them
164 /// case-insensitively. Values remain exact: an arbitrary header can select a
165 /// tenant, model route or feature variant, and drep cannot infer from its
166 /// name whether changing it changes the answer. The returned digest is fed
167 /// into the cache hash and is never logged.
168 pub fn request_identity(&self) -> &str {
169 &self.request_identity
170 }
171
172 /// The wire protocol this client speaks. For display, and for the cache key:
173 /// the same model at the same endpoint over two protocols is two requests.
174 pub fn protocol(&self) -> ApiProtocol {
175 self.protocol
176 }
177
178 /// Build a client from a validated `LlmConfig`.
179 ///
180 /// Returns [`LlmError::NotConfigured`] when the config does not name an
181 /// endpoint, a model, or has `enabled = false`. We do not default an
182 /// endpoint - "LLM was disabled" and "LLM is enabled but misconfigured"
183 /// are both fatal here, and inventing a value would mask a broken
184 /// install.
185 pub fn new(cfg: &LlmConfig) -> Result<Self, LlmError> {
186 if !cfg.enabled {
187 return Err(LlmError::NotConfigured(
188 "LLM is disabled in config (set `enabled = true`)".to_string(),
189 ));
190 }
191 let endpoint = cfg.endpoint.clone().ok_or_else(|| {
192 LlmError::NotConfigured("LLM endpoint is not set in config".to_string())
193 })?;
194 let model = cfg
195 .model
196 .clone()
197 .ok_or_else(|| LlmError::NotConfigured("LLM model is not set in config".to_string()))?;
198
199 // The SDK deliberately omits protocol authentication for an empty key.
200 // This is what lets a gateway authenticate entirely through a custom
201 // header rather than receiving a fabricated `Bearer not-needed` or
202 // `x-api-key: not-needed` beside its real credential.
203 let api_key = cfg.api_key.clone().unwrap_or_default();
204
205 // `config::load` already rejected an unknown name, so this cannot fail for a
206 // config that came through the loader. It is re-checked rather than unwrapped
207 // because `LlmClient::new` is also reachable from tests that build an
208 // `LlmConfig` directly, and a silent default here would post
209 // chat-completions bytes to a `/messages` endpoint.
210 let protocol = crate::config::parse_protocol(cfg.protocol.as_deref()).ok_or_else(|| {
211 LlmError::NotConfigured(format!(
212 "unknown protocol `{}`; expected `openai` or `anthropic`",
213 cfg.protocol.as_deref().unwrap_or_default()
214 ))
215 })?;
216
217 // max_retries is a total attempt count; the floor is 1 so a config of
218 // 0 still performs exactly one attempt. See the spec's note on the
219 // bogus "no exception was captured" failure.
220 let max_attempts = cfg.max_retries.max(1);
221
222 let headers = crate::config::effective_headers(&cfg.headers);
223 let request_identity = build_request_identity(protocol, cfg.max_tokens, &headers)?;
224
225 Ok(LlmClient {
226 base_url: endpoint,
227 model,
228 api_key,
229 protocol,
230 temperature: cfg.temperature,
231 max_tokens: cfg.max_tokens,
232 timeout_secs: cfg.timeout_secs,
233 headers,
234 request_identity,
235 retry_config: RetryConfig {
236 max_attempts,
237 initial_delay: Duration::from_secs(1),
238 max_delay: Duration::from_secs(60),
239 backoff_multiplier: 2.0,
240 jitter_factor: 0.1,
241 },
242 })
243 }
244
245 /// Send one prompt and return the extracted JSON.
246 ///
247 /// Concatenates `ContentBlock::Text` blocks in arrival order; other block
248 /// variants are ignored. An empty response body is **retried** as a
249 /// transport failure and, if it keeps coming back empty, surfaces as
250 /// [`LlmError::Transport`] - see `run_one_query` for why "the model
251 /// returned nothing" is not the deterministic outcome it looks like.
252 ///
253 /// A non-empty body that yields **no JSON at all** is retried up to
254 /// [`NO_JSON_ATTEMPTS`] times and then becomes [`LlmError::Unparseable`],
255 /// carrying an excerpt of what actually came back. A body that parsed only
256 /// after brace-balancing ([`Extracted::Truncated`]) is returned
257 /// immediately and never retried - that is the genuinely deterministic
258 /// case, and the one the "never retry" rule was written for.
259 pub async fn complete_json(
260 &self,
261 system_prompt: &str,
262 user_content: &str,
263 ) -> Result<Extracted, LlmError> {
264 // Build options per request. The SDK doesn't expose a way to set
265 // `system_prompt` after `build()`, and the retry closure needs to
266 // borrow the same options across attempts.
267 let builder = AgentOptions::builder()
268 .model(&self.model)
269 .base_url(&self.base_url)
270 .api_key(&self.api_key)
271 .system_prompt(system_prompt)
272 .protocol(self.protocol)
273 .timeout(self.timeout_secs);
274
275 // Only send a temperature when one was configured. An unset value means the
276 // field is omitted entirely, which is the only thing that works against a
277 // model that rejects the parameter.
278 let builder = match self.temperature {
279 Some(temperature) => builder.temperature(temperature),
280 None => builder,
281 };
282
283 // Only set a ceiling when the user asked for one. open-agent-sdk 0.7.0
284 // omits `max_tokens` from the request when the setter is never called,
285 // so "unset" genuinely means "let the server decide" rather than the
286 // implicit 4096 earlier versions substituted.
287 let builder = match self.max_tokens {
288 Some(limit) => builder.max_tokens(limit),
289 None => builder,
290 };
291
292 // No ordering rule here, and that is the point: `self.headers` is
293 // already the effective set, resolved once when the client was built, so
294 // this loop cannot get the precedence between drep's own `User-Agent`
295 // and an operator's replacement for it wrong.
296 let mut builder = builder;
297 for (name, value) in &self.headers {
298 builder = builder.header(name, value);
299 }
300
301 let options = builder
302 .build()
303 .map_err(|e| LlmError::NotConfigured(format!("AgentOptions build failed: {e}")))?;
304
305 let prompt = user_content.to_string();
306
307 // The no-JSON retry is drep's own loop, deliberately *outside* the
308 // SDK's. Handing "no JSON" to the SDK by returning `Err` would work,
309 // but it would surface as `LlmError::Transport` once the attempts ran
310 // out - and `Transport` fails over to the next provider and demotes
311 // this one for the whole run. A model that answered in prose has told
312 // us nothing about the endpoint: after these response retries the
313 // chain may ask a fallback for this file, but must not demote this
314 // provider.
315 //
316 // The SDK's own retry still runs inside each pass, so a transport
317 // failure is handled by the layer that classifies it.
318 let mut last_body = String::new();
319 for _ in 0..NO_JSON_ATTEMPTS {
320 let result: open_agent::Result<Answer> =
321 retry_with_backoff_conditional(self.retry_config.clone(), || {
322 self.run_one_query(&prompt, &options)
323 })
324 .await;
325
326 match result {
327 Ok(Answer::Parsed(extracted)) => return Ok(extracted),
328 // The server said why it stopped, and the reason rules out a
329 // retry: the request hit a limit, so the same request hits the
330 // same limit. This is the genuinely deterministic case the
331 // original "never retry a non-empty body" rule was reaching
332 // for - it just used "no JSON in the body" as the proxy, which
333 // is not the same question.
334 Ok(Answer::NoJson { text, finish }) if !worth_asking_again(&finish) => {
335 return Err(LlmError::ModelStopped {
336 finish: finish.as_str().to_owned(),
337 message: stopped_message(&finish, &text),
338 });
339 }
340 Ok(Answer::NoJson { text, .. }) => last_body = text,
341 Err(e) => {
342 // The SDK exposes the status code separately (via
343 // `status_code`); reading it before formatting means the
344 // number survives as a number, and a later caller can
345 // branch on it rather than parsing the message.
346 //
347 // The message goes through `excerpt` like every other
348 // piece of endpoint text. For a non-success status it is
349 // the response body verbatim: a hostile or compromised
350 // endpoint chooses every byte, and the failure block
351 // prints it to the terminal, once for every file the
352 // demoted provider then skips.
353 let status = e.status_code();
354 let message = excerpt(&e.to_string(), TRANSPORT_EXCERPT_MAX);
355 return Err(LlmError::Transport { status, message });
356 }
357 }
358 }
359
360 Err(LlmError::Unparseable(format!(
361 "no JSON in the response after {NO_JSON_ATTEMPTS} attempts; \
362 the model answered: {}",
363 excerpt(&last_body, RESPONSE_EXCERPT_MAX)
364 )))
365 }
366
367 /// One attempt: stream the response, concatenate text, parse.
368 ///
369 /// Returns [`Answer::NoJson`] carrying the raw text when the query
370 /// produced something we could not parse at all - the SDK's retry layer
371 /// sees `Ok` and stops, leaving the decision to `complete_json`. Returns
372 /// `Err(SdkError)` for a transport-level failure, including an unexplained
373 /// empty response. An empty response with a terminal `Length` or
374 /// `ContentFilter` reason stays [`Answer::NoJson`], because the reason says
375 /// the same request cannot benefit from a retry.
376 async fn run_one_query(
377 &self,
378 prompt: &str,
379 options: &AgentOptions,
380 ) -> open_agent::Result<Answer> {
381 let mut stream = query(prompt, options).await?;
382 let mut text = String::new();
383 // `Unspecified` is the right default rather than a panic-if-absent:
384 // several OpenAI-compatible servers never report a reason at all, and
385 // "no information" is a distinct answer from "stopped normally".
386 let mut finish = FinishReason::Unspecified;
387 while let Some(event) = stream.next().await {
388 match event? {
389 // Image, ToolUse, ToolResult are not used here.
390 StreamEvent::Block(ContentBlock::Text(t)) => text.push_str(&t.text),
391 StreamEvent::Finish(reason) => finish = reason,
392 // Everything else is discarded, and that is the contract:
393 // `text` holds assistant text and nothing else. It covers the
394 // non-text blocks drep has no use for, the `Reasoning` side
395 // channel (opt-in, and drep does not opt in - chain-of-thought
396 // must never reach the text drep parses as JSON), and any
397 // variant a later SDK adds, since `StreamEvent` is
398 // `#[non_exhaustive]`. Spelled as one arm because a separate
399 // `Reasoning(_) => {}` above it does the same nothing, and an
400 // arm indistinguishable from the wildcard is dead code.
401 _ => {}
402 }
403 }
404
405 // An empty body is a **transport** failure, not a parse failure.
406 //
407 // An empty response is provider flakiness, not a deterministic parse
408 // failure for the prompt. Repeating the same request can immediately
409 // succeed with findings.
410 //
411 // `Error::stream` is classified retryable by the SDK, which is both
412 // accurate (the stream completed carrying no content) and nearly free:
413 // a response with no output tokens cost nothing to produce, so asking
414 // again is cheap. A *non-empty* body we cannot parse still returns
415 // `Ok(None)` and still does not retry - that is the deterministic case
416 // the split was built for, and re-sending it burns a full reasoning
417 // call for the same answer.
418 if text.trim().is_empty() && worth_asking_again(&finish) {
419 return Err(open_agent::Error::stream(
420 "the model returned an empty response",
421 ));
422 }
423
424 Ok(match extract_json(&text) {
425 Some(extracted) => Answer::Parsed(extracted),
426 // The text is carried out rather than dropped. It was discarded
427 // behind the constant "response contained no parseable JSON",
428 // which made every occurrence of this failure look identical and
429 // left no way to tell a refusal from a prose preamble from
430 // reasoning that leaked into the content channel.
431 None => Answer::NoJson { text, finish },
432 })
433 }
434}
435
436/// Build the fixed digest nested inside the response-cache key.
437///
438/// Length-prefixing through the cache's own encoder handles arbitrary UTF-8
439/// header values without reserving an escaping byte. Only the digest is kept;
440/// the framed credential-bearing text is never stored or logged.
441fn build_request_identity(
442 protocol: ApiProtocol,
443 max_tokens: Option<u32>,
444 headers: &BTreeMap<String, String>,
445) -> Result<String, LlmError> {
446 use crate::llm::cache::write_field;
447
448 let mut identity = blake3::Hasher::new();
449 write_field(&mut identity, protocol.as_str().as_bytes());
450 match max_tokens {
451 Some(limit) => {
452 write_field(&mut identity, b"set");
453 write_field(&mut identity, &limit.to_be_bytes());
454 }
455 None => write_field(&mut identity, b"unset"),
456 }
457
458 let mut canonical_headers = headers
459 .iter()
460 .map(|(name, value)| {
461 let canonical =
462 reqwest::header::HeaderName::from_bytes(name.as_bytes()).map_err(|_| {
463 LlmError::NotConfigured(format!("header name `{name}` cannot be encoded"))
464 })?;
465 Ok((canonical, value))
466 })
467 .collect::<Result<Vec<_>, LlmError>>()?;
468 canonical_headers.sort_by(|left, right| left.0.as_str().cmp(right.0.as_str()));
469 let header_count = u64::try_from(canonical_headers.len())
470 .expect("the process cannot hold more than u64::MAX headers");
471 write_field(&mut identity, &header_count.to_be_bytes());
472 for (name, value) in canonical_headers {
473 write_field(&mut identity, name.as_str().as_bytes());
474 write_field(&mut identity, value.as_bytes());
475 }
476 Ok(identity.finalize().to_hex().to_string())
477}
478
479/// What one query produced, before the retry decision.
480///
481/// `NoJson` carries the body so the failure can be diagnosed and so
482/// `complete_json` can decide whether to ask again. The SDK's retry layer
483/// treats both variants as success and stops, which is what keeps the
484/// no-JSON decision here rather than inside it.
485enum Answer {
486 Parsed(Extracted),
487 /// No JSON at all, with why generation stopped. The reason decides whether
488 /// asking again can possibly help.
489 NoJson {
490 text: String,
491 finish: FinishReason,
492 },
493}
494
495/// How many times a response carrying no JSON at all is asked for again.
496///
497/// Not the same question as the SDK's transport retry, and deliberately a
498/// small number: each attempt is a full reasoning call. The rule this replaced
499/// never retried, justified as "the same prompt truncates the same way" - but
500/// that is [`Extracted::Truncated`], a different branch. A response with *no
501/// JSON at all* did not truncate an answer, it never produced one, and in
502/// practice it does not repeat: drep's own gated push failed on a different
503/// file each run, and each failing file analyzed cleanly when asked again.
504///
505/// Three total attempts, so two local retries before the provider chain may
506/// ask a fallback. Production output has been visibly garbled twice in a row
507/// and then parsed unchanged on a later run; the third attempt salvages that
508/// case without demoting an otherwise healthy provider.
509pub const NO_JSON_ATTEMPTS: u32 = 3;
510
511/// Whether asking the same question again could produce a different answer.
512///
513/// `false` for the reasons that are a property of the *request*: a token cap is
514/// hit identically every time, and a content filter that refused this payload
515/// refuses it again. `true` where the server told us nothing useful, because a
516/// model at temperature above zero can simply answer differently - which is
517/// what drep's own gated push demonstrated, failing on a different file each
518/// run with every failing file analyzing cleanly when asked again.
519fn worth_asking_again(finish: &FinishReason) -> bool {
520 // Written as a negated match on the two request-shaped reasons rather than
521 // as an enumeration of the rest. `FinishReason` is `#[non_exhaustive]`, so
522 // a wildcard arm is required either way - and an enumerated "everything
523 // else is retryable" arm sitting above it is behaviourally identical to the
524 // wildcard, which makes it undeletable-but-unobservable: exactly the dead
525 // code the mutation gate exists to find.
526 //
527 // The consequence of the wildcard is deliberate: a reason a later SDK adds
528 // defaults to retrying. The retry is bounded and cheap to be wrong about,
529 // whereas refusing to retry something transient fails a commit outright.
530 !matches!(
531 finish,
532 // A token cap is hit identically every time - drep sends no
533 // `max_tokens`, so the cap is the server's. A content filter that
534 // refused this payload refuses it again.
535 FinishReason::Length | FinishReason::ContentFilter
536 )
537}
538
539/// A sentence a user can act on, for the reasons that end the attempt.
540///
541/// The two cases want different actions - one is "this file is too big for this
542/// model in one pass", the other is "this provider refused the content" - so
543/// they do not share a message.
544fn stopped_message(finish: &FinishReason, text: &str) -> String {
545 match finish {
546 FinishReason::Length => format!(
547 "the model hit its output token limit before producing any JSON. \
548 This file is too large for this model to review in one request - \
549 split it, or use a provider with a larger output budget. \
550 It managed: {}",
551 excerpt(text, RESPONSE_EXCERPT_MAX)
552 ),
553 _ => format!(
554 "the model stopped ({}) before producing any JSON: {}",
555 finish.as_str(),
556 excerpt(text, RESPONSE_EXCERPT_MAX)
557 ),
558 }
559}
560
561#[cfg(test)]
562mod tests;