ferrox_api/usage.rs
1//! OpenAI-convention token accounting plus llama.cpp-style timings.
2//!
3//! Counted from the exact token ids the generation loop processed
4//! (prompt after BOS insertion, and every generated id), not
5//! re-tokenized after the fact -- re-tokenizing decoded text is not
6//! guaranteed to round-trip to the same count.
7//!
8//! Why the server reports timings at all, when a client can hold a
9//! stopwatch: the client's stopwatch measures the network, the proxy's
10//! buffer and its own event loop. More importantly it cannot separate
11//! **prefill from decode**, and a UI that divides total tokens by total
12//! wall time reports a 50 tok/s model as 5 tok/s whenever the prompt is
13//! long. Every downstream number built on that is then wrong in the
14//! same direction. So the phases are reported separately and the client
15//! is never asked to infer one from the other.
16//!
17//! Every timing is optional: a cached response, a batched decode, or an
18//! engine path that does not time itself must be able to answer
19//! honestly rather than emit a plausible zero.
20
21use serde::{Deserialize, Serialize};
22
23#[derive(Debug, Clone, PartialEq, Serialize, Deserialize)]
24pub struct Usage {
25 pub prompt_tokens: usize,
26 pub completion_tokens: usize,
27 pub total_tokens: usize,
28 /// Prefill throughput (prompt tokens / prefill seconds), when timed.
29 #[serde(skip_serializing_if = "Option::is_none")]
30 pub prompt_per_second: Option<f64>,
31 /// Decode throughput (completion tokens / decode seconds), when timed.
32 #[serde(skip_serializing_if = "Option::is_none")]
33 pub predicted_per_second: Option<f64>,
34 /// Wall time spent processing the prompt, in milliseconds.
35 #[serde(skip_serializing_if = "Option::is_none")]
36 pub prompt_eval_duration_ms: Option<f64>,
37 /// Wall time spent in the decode loop, in milliseconds. Kept
38 /// separate from `prompt_eval_duration_ms` on purpose (see the
39 /// module docs).
40 #[serde(skip_serializing_if = "Option::is_none")]
41 pub generation_duration_ms: Option<f64>,
42 /// Time to first token: from the start of prefill to the moment the
43 /// first token was produced. `None` when no token was produced at
44 /// all (an immediate EOS), because a zero there would read as an
45 /// instantaneous response.
46 #[serde(skip_serializing_if = "Option::is_none")]
47 pub time_to_first_token_ms: Option<f64>,
48 /// Prompt tokens served from the KV prefix cache instead of being
49 /// recomputed. `Some(0)` means "the cache was consulted and missed";
50 /// `None` means "no prefix cache is configured" -- a distinction the
51 /// UI needs to decide whether to show the row at all.
52 #[serde(skip_serializing_if = "Option::is_none")]
53 pub cached_tokens: Option<usize>,
54 /// Completion tokens per verification step when speculative
55 /// decoding ran: the published *acceptance length*. `None` means
56 /// speculation did not run, which is not the same as an acceptance
57 /// length of 1.0 (speculation ran and never helped).
58 #[serde(skip_serializing_if = "Option::is_none")]
59 pub acceptance_length: Option<f64>,
60 /// Draft tokens the target actually evaluated. Positions after a
61 /// rejection are not counted, so the ratio below tracks the
62 /// drafter's accuracy rather than its block size.
63 #[serde(skip_serializing_if = "Option::is_none")]
64 pub draft_tokens: Option<usize>,
65 /// Draft tokens accepted.
66 #[serde(skip_serializing_if = "Option::is_none")]
67 pub accepted_draft_tokens: Option<usize>,
68 /// Accept rate at each position within the draft block, each
69 /// conditional on that position having been reached.
70 ///
71 /// Reported alongside the mean and not folded into it: a drafter
72 /// that is right at position 0 and useless by position 7 has the
73 /// same mean as one that is uniformly mediocre, and the two want
74 /// opposite block sizes. Suffix decay is only visible per position.
75 #[serde(skip_serializing_if = "Option::is_none")]
76 pub draft_accept_rate_per_position: Option<Vec<f64>>,
77}
78
79impl Usage {
80 pub fn new(prompt_tokens: usize, completion_tokens: usize) -> Self {
81 Usage {
82 prompt_tokens,
83 completion_tokens,
84 total_tokens: prompt_tokens + completion_tokens,
85 prompt_per_second: None,
86 predicted_per_second: None,
87 prompt_eval_duration_ms: None,
88 generation_duration_ms: None,
89 time_to_first_token_ms: None,
90 cached_tokens: None,
91 acceptance_length: None,
92 draft_tokens: None,
93 accepted_draft_tokens: None,
94 draft_accept_rate_per_position: None,
95 }
96 }
97
98 /// Records the two phase durations, in seconds, and the rates they
99 /// imply. A zero-length phase leaves the rate unset rather than
100 /// dividing by zero into infinity.
101 pub fn with_timings(mut self, prompt_secs: f64, predicted_secs: f64) -> Self {
102 self.prompt_eval_duration_ms = Some(prompt_secs * 1000.0);
103 self.generation_duration_ms = Some(predicted_secs * 1000.0);
104 if prompt_secs > 0.0 && self.prompt_tokens > 0 {
105 self.prompt_per_second = Some(self.prompt_tokens as f64 / prompt_secs);
106 }
107 if predicted_secs > 0.0 && self.completion_tokens > 0 {
108 self.predicted_per_second = Some(self.completion_tokens as f64 / predicted_secs);
109 }
110 self
111 }
112
113 /// Time-to-first-token, in seconds, measured from the start of
114 /// prefill. Ignored when no token was generated.
115 pub fn with_ttft(mut self, secs: f64) -> Self {
116 if self.completion_tokens > 0 {
117 self.time_to_first_token_ms = Some(secs * 1000.0);
118 }
119 self
120 }
121
122 /// Prompt tokens that came from the prefix cache. Call this only
123 /// when a prefix cache actually exists (see `cached_tokens`).
124 pub fn with_cached_tokens(mut self, cached: usize) -> Self {
125 self.cached_tokens = Some(cached);
126 self
127 }
128
129 /// Records what speculative decoding actually achieved for this
130 /// request. Call this only when speculation ran: leaving the fields
131 /// unset is how a non-speculative request says so, and a zero would
132 /// read as "speculation ran and failed".
133 ///
134 /// `accepted` and `drafted` are token counts, `per_position` the
135 /// accept rate at each position inside the draft block. A zero
136 /// `verification_steps` leaves `acceptance_length` unset rather
137 /// than dividing by zero.
138 pub fn with_speculation(
139 mut self,
140 verification_steps: usize,
141 accepted: usize,
142 drafted: usize,
143 per_position: Vec<f64>,
144 ) -> Self {
145 if verification_steps > 0 {
146 self.acceptance_length =
147 Some(self.completion_tokens as f64 / verification_steps as f64);
148 }
149 self.accepted_draft_tokens = Some(accepted);
150 self.draft_tokens = Some(drafted);
151 self.draft_accept_rate_per_position = Some(per_position);
152 self
153 }
154}
155
156#[cfg(test)]
157mod tests {
158 use super::*;
159
160 #[test]
161 fn totals_are_the_sum_of_the_two_phases() {
162 let usage = Usage::new(7, 3);
163 assert_eq!(usage.total_tokens, 10);
164 }
165
166 #[test]
167 fn phase_durations_stay_separate() {
168 // 100 prompt tokens in 1s, 10 generated in 1s. A client that
169 // conflated the phases would report 110/2 = 55 tok/s for both.
170 let usage = Usage::new(100, 10).with_timings(1.0, 1.0);
171 assert_eq!(usage.prompt_per_second, Some(100.0));
172 assert_eq!(usage.predicted_per_second, Some(10.0));
173 assert_eq!(usage.prompt_eval_duration_ms, Some(1000.0));
174 assert_eq!(usage.generation_duration_ms, Some(1000.0));
175 }
176
177 #[test]
178 fn zero_length_phases_do_not_become_infinite_rates() {
179 let usage = Usage::new(5, 5).with_timings(0.0, 0.0);
180 assert_eq!(usage.prompt_per_second, None);
181 assert_eq!(usage.predicted_per_second, None);
182 assert_eq!(usage.prompt_eval_duration_ms, Some(0.0));
183 }
184
185 #[test]
186 fn ttft_is_unset_when_nothing_was_generated() {
187 let usage = Usage::new(5, 0).with_ttft(0.25);
188 assert_eq!(usage.time_to_first_token_ms, None);
189 assert_eq!(
190 Usage::new(5, 1).with_ttft(0.25).time_to_first_token_ms,
191 Some(250.0)
192 );
193 }
194
195 #[test]
196 fn untimed_usage_serializes_to_the_plain_openai_shape() {
197 // Older clients must not start seeing null-valued extras.
198 let json = serde_json::to_string(&Usage::new(2, 3)).unwrap();
199 assert_eq!(
200 json,
201 "{\"prompt_tokens\":2,\"completion_tokens\":3,\"total_tokens\":5}"
202 );
203 }
204
205 #[test]
206 fn a_non_speculative_request_reports_no_acceptance_length_at_all() {
207 // `None` and `1.0` mean different things: "speculation did not
208 // run" and "speculation ran and never helped". A UI that saw a
209 // zero or a one on every plain request would report a
210 // speculative decoder that does not exist.
211 let plain = Usage::new(10, 5);
212 assert_eq!(plain.acceptance_length, None);
213 assert_eq!(plain.draft_tokens, None);
214 let json = serde_json::to_value(&plain).unwrap();
215 assert!(json.get("acceptance_length").is_none());
216 assert!(json.get("draft_accept_rate_per_position").is_none());
217 }
218
219 #[test]
220 fn acceptance_length_is_completion_tokens_per_verification_step() {
221 // 12 tokens out of 5 verification steps is an acceptance length
222 // of 2.4 -- the published metric. Dividing by forward passes
223 // including prefill, or by drafted tokens, gives a different
224 // and incomparable number.
225 let usage = Usage::new(20, 12).with_speculation(5, 7, 10, vec![0.9, 0.6, 0.2]);
226 assert_eq!(usage.acceptance_length, Some(2.4));
227 assert_eq!(usage.accepted_draft_tokens, Some(7));
228 assert_eq!(usage.draft_tokens, Some(10));
229 assert_eq!(
230 usage.draft_accept_rate_per_position,
231 Some(vec![0.9, 0.6, 0.2])
232 );
233 }
234
235 #[test]
236 fn speculation_that_verified_nothing_reports_no_length_rather_than_infinity() {
237 let usage = Usage::new(20, 0).with_speculation(0, 0, 0, Vec::new());
238 assert_eq!(usage.acceptance_length, None);
239 // The counters are still reported: speculation was configured,
240 // it just never got to verify anything.
241 assert_eq!(usage.draft_tokens, Some(0));
242 }
243
244 #[test]
245 fn a_prefix_cache_miss_is_distinguishable_from_no_prefix_cache() {
246 assert_eq!(Usage::new(2, 3).cached_tokens, None);
247 assert_eq!(
248 Usage::new(2, 3).with_cached_tokens(0).cached_tokens,
249 Some(0)
250 );
251 }
252}