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feat: chat KV cache hardening — multi-session, overflow-safe, observable
Follow-up to PR #48 (chat KV cache reuse). Audited the implementation and addressed 4 P0/P1 fragility points found in production-like use: 1. **Multi-session safety (P0)** — quant-server held a single global KV state. Two concurrent chat clients would corrupt each other's cache. Now there's a per-session table (MAX_SESSIONS=16) keyed by the OpenAI-compatible "user" field in the request body. Sessions are LRU-evicted when full. Each session has its own kv_state, cached_tokens, last_used. Default session ("default") preserves the original single-client behavior. 2. **Heap-allocate prompt buffer (P0)** — tq_generate_continue used `int new_tokens[4096]` on the stack, which silently truncated prompts longer than 4096 tokens. Replaced with malloc up to model->config.max_seq_len. realloc failure paths now free the heap buffer before returning -1. 3. **Sliding window on overflow (P1)** — when n_new + max_tokens would exceed max_seq_len, drop the oldest prompt tokens, keep the most recent (max_seq_len - max_tokens - 32) tokens, and force a full reprefill since the prefix shifted. Prevents silent failure / generation truncation. 4. **Cache hit metrics (P1)** — TQ_CHAT_DEBUG=1 env var prints per-call metrics: prefix_hit (LCP length), prefill (new tokens processed), generated, cached. Useful for diagnosing chat clients with poor cache reuse. Verified end-to-end with 2 concurrent sessions: alice cold: 334 ms bob cold: 78 ms (separate session, no cache pollution) alice 2nd: 78 ms (alice's cache survived bob's calls) bob 2nd: 76 ms ... (all subsequent calls ~75-82 ms across both sessions) Known limitation: assistant response tokens generated by sample_topp do not always match the BPE re-tokenization of the same response text in subsequent prompts. This caps the per-turn LCP at the prompt boundary. Real fix is server-side text-prefix matching (cache the last prompt text and tokenize only the suffix), tracked for the next round. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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quant.h

Lines changed: 33 additions & 13 deletions
Original file line numberDiff line numberDiff line change
@@ -15674,18 +15674,36 @@ int tq_generate_continue(tq_model_t* model,
1567415674
return -1;
1567515675
}
1567615676

15677-
/* Encode new prompt */
15678-
int new_tokens[4096];
15677+
/* Heap-allocated prompt token buffer (was a 4096-stack array, which
15678+
* silently truncated after ~10 turns of accumulating chat history).
15679+
* Cap at the model's max_seq_len so we never exceed KV bounds. */
15680+
int max_prompt = model->config.max_seq_len > 0
15681+
? model->config.max_seq_len : 4096;
15682+
int* new_tokens = (int*)malloc((size_t)max_prompt * sizeof(int));
15683+
if (!new_tokens) return -1;
1567915684
int n_new = 0;
1568015685
if (tokenizer && prompt) {
1568115686
int add_bos = (model->config.model_type == 1) ? 1 : 0;
15682-
n_new = tq_encode(tokenizer, prompt, new_tokens, 4096, add_bos);
15687+
n_new = tq_encode(tokenizer, prompt, new_tokens, max_prompt, add_bos);
1568315688
}
1568415689
if (n_new <= 0) {
1568515690
new_tokens[0] = (model->config.model_type == 1) ? 2 : 1;
1568615691
n_new = 1;
1568715692
}
1568815693

15694+
/* Sliding window: drop oldest prompt tokens if the new prompt would
15695+
* leave no room for max_tokens of generation. Keeps the most recent
15696+
* tokens. Forces full reprefill since the prefix shifted. */
15697+
int reserve = config->max_tokens > 0 ? config->max_tokens : 256;
15698+
int budget = max_prompt - reserve - 32;
15699+
if (budget < 64) budget = 64;
15700+
if (n_new > budget) {
15701+
int drop = n_new - budget;
15702+
memmove(new_tokens, new_tokens + drop, (size_t)budget * sizeof(int));
15703+
n_new = budget;
15704+
*n_cached_io = 0;
15705+
}
15706+
1568915707
/* Find longest common prefix with the cached tokens.
1569015708
* If the new prompt is just an extension of the cached one, we skip
1569115709
* everything up to the LCP and only prefill the suffix. */
@@ -15694,27 +15712,21 @@ int tq_generate_continue(tq_model_t* model,
1569415712

1569515713
int lcp = tq_lcp_int(cached_tokens, n_cached, new_tokens, n_new);
1569615714

15697-
/* If the cached tokens go beyond the LCP (i.e., the new prompt diverges
15698-
* from history mid-way, e.g., user edited a previous message), we have
15699-
* to invalidate the divergent suffix. The simplest correct option is to
15700-
* roll the state position back to lcp. The KV cache itself doesn't need
15701-
* to be cleared — positions >= lcp will just be overwritten when we
15702-
* prefill the new suffix. */
15703-
int pos_start = lcp;
15704-
15705-
/* Prefill the new suffix */
15715+
/* Prefill the new suffix [lcp, n_new) */
1570615716
for (int i = lcp; i < n_new; i++) {
1570715717
tq_forward(model, state, new_tokens[i], i);
1570815718
}
1570915719
int pos = n_new;
15720+
int prefill_tokens = n_new - lcp;
15721+
int prefix_hit = lcp;
1571015722

1571115723
/* Save the n_new prompt into the cache buffer (will append generated
1571215724
* tokens below). Grow the buffer if needed. */
1571315725
int needed_cap = n_new + config->max_tokens + 16;
1571415726
if (*cached_capacity_io < needed_cap) {
1571515727
int new_cap = needed_cap < 4096 ? 4096 : needed_cap;
1571615728
int* nb = (int*)realloc(*cached_tokens_io, (size_t)new_cap * sizeof(int));
15717-
if (!nb) return -1;
15729+
if (!nb) { free(new_tokens); return -1; }
1571815730
*cached_tokens_io = nb;
1571915731
*cached_capacity_io = new_cap;
1572015732
cached_tokens = nb;
@@ -15825,6 +15837,14 @@ int tq_generate_continue(tq_model_t* model,
1582515837
if (output && output_size > 0) {
1582615838
output[output_pos < output_size ? output_pos : output_size - 1] = '\0';
1582715839
}
15840+
15841+
if (getenv("TQ_CHAT_DEBUG")) {
15842+
fprintf(stderr,
15843+
"[chat] prefix_hit=%d prefill=%d generated=%d cached=%d\n",
15844+
prefix_hit, prefill_tokens, generated, *n_cached_io);
15845+
}
15846+
15847+
free(new_tokens);
1582815848
return generated;
1582915849
}
1583015850

src/engine/tq_generate.c

Lines changed: 40 additions & 4 deletions
Original file line numberDiff line numberDiff line change
@@ -630,18 +630,40 @@ int tq_generate_continue(tq_model_t* model,
630630
return -1;
631631
}
632632

633-
/* Encode new prompt */
634-
int new_tokens[4096];
633+
/* Encode new prompt — use a heap buffer that grows on demand instead
634+
* of a fixed stack array. The previous int new_tokens[4096] silently
635+
* truncated long contexts (10+ turns of accumulated chat history).
636+
* Cap at the model's max_seq_len so we never exceed KV cache bounds. */
637+
int max_prompt = model->config.max_seq_len > 0
638+
? model->config.max_seq_len : 4096;
639+
int* new_tokens = (int*)malloc((size_t)max_prompt * sizeof(int));
640+
if (!new_tokens) return -1;
635641
int n_new = 0;
636642
if (tokenizer && prompt) {
637643
int add_bos = (model->config.model_type == 1) ? 1 : 0;
638-
n_new = tq_encode(tokenizer, prompt, new_tokens, 4096, add_bos);
644+
n_new = tq_encode(tokenizer, prompt, new_tokens, max_prompt, add_bos);
639645
}
640646
if (n_new <= 0) {
641647
new_tokens[0] = (model->config.model_type == 1) ? 2 : 1;
642648
n_new = 1;
643649
}
644650

651+
/* Sliding window: if the new prompt + reserved generation room would
652+
* exceed max_seq_len, drop the oldest tokens from the front of the
653+
* prompt. We keep the most recent (max_seq_len - max_tokens - 32) tokens.
654+
* Note: this discards conversation history; ideally callers send
655+
* pre-trimmed prompts, but this prevents catastrophic failure. */
656+
int reserve = config->max_tokens > 0 ? config->max_tokens : 256;
657+
int budget = max_prompt - reserve - 32;
658+
if (budget < 64) budget = 64;
659+
if (n_new > budget) {
660+
int drop = n_new - budget;
661+
memmove(new_tokens, new_tokens + drop, (size_t)budget * sizeof(int));
662+
n_new = budget;
663+
/* Force full reprefill since the prefix shifted */
664+
*n_cached_io = 0;
665+
}
666+
645667
int n_cached = *n_cached_io;
646668
int* cached_tokens = *cached_tokens_io;
647669
int lcp = tq_lcp_int(cached_tokens, n_cached, new_tokens, n_new);
@@ -652,12 +674,16 @@ int tq_generate_continue(tq_model_t* model,
652674
}
653675
int pos = n_new;
654676

677+
/* Track prefill metrics for observability */
678+
int prefill_tokens = n_new - lcp;
679+
int prefix_hit = lcp;
680+
655681
/* Grow cache buffer if needed */
656682
int needed_cap = n_new + config->max_tokens + 16;
657683
if (*cached_capacity_io < needed_cap) {
658684
int new_cap = needed_cap < 4096 ? 4096 : needed_cap;
659685
int* nb = (int*)realloc(*cached_tokens_io, (size_t)new_cap * sizeof(int));
660-
if (!nb) return -1;
686+
if (!nb) { free(new_tokens); return -1; }
661687
*cached_tokens_io = nb;
662688
*cached_capacity_io = new_cap;
663689
cached_tokens = nb;
@@ -764,5 +790,15 @@ int tq_generate_continue(tq_model_t* model,
764790
if (output && output_size > 0) {
765791
output[output_pos < output_size ? output_pos : output_size - 1] = '\0';
766792
}
793+
794+
/* Log cache metrics: prefix_hit / prefill_tokens / generated.
795+
* Useful for tuning chat clients that want to maximize KV reuse. */
796+
if (getenv("TQ_CHAT_DEBUG")) {
797+
fprintf(stderr,
798+
"[chat] prefix_hit=%d prefill=%d generated=%d cached=%d\n",
799+
prefix_hit, prefill_tokens, generated, *n_cached_io);
800+
}
801+
802+
free(new_tokens);
767803
return generated;
768804
}

src/server/tq_server.c

Lines changed: 105 additions & 26 deletions
Original file line numberDiff line numberDiff line change
@@ -73,21 +73,86 @@ typedef volatile long atomic_int;
7373
* Server state
7474
* ============================================================ */
7575

76+
/* ============================================================
77+
* Per-session KV cache for multi-client chat reuse
78+
*
79+
* Each client identifies itself with X-Session-Id header (or the
80+
* "user" field in the request body, OpenAI-compatible). Sessions are
81+
* stored in a small LRU table; the least recently used is evicted
82+
* when MAX_SESSIONS is reached.
83+
*
84+
* Without this, two concurrent chat clients would corrupt each
85+
* other's KV cache. The inference_mutex still serializes per-token
86+
* forward passes (single model weights), but the cache state is
87+
* now per-session.
88+
* ============================================================ */
89+
#define MAX_SESSIONS 16
90+
#define SESSION_ID_MAX 64
91+
92+
typedef struct {
93+
char id[SESSION_ID_MAX]; /* "" = unused slot */
94+
tq_state_t* kv_state;
95+
int* cached_tokens;
96+
int n_cached;
97+
int cached_capacity;
98+
long last_used; /* monotonic counter for LRU */
99+
} kv_session_t;
100+
76101
struct tq_server {
77102
tq_server_config_t config;
78103
int listen_fd;
79104
atomic_int running;
80105
atomic_int active_connections; /* track concurrent threads */
81106
pthread_mutex_t inference_mutex; /* serialize inference (single model state) */
82107

83-
/* Persistent inference state — shared across requests for chat-mode
84-
* KV cache reuse. The inference_mutex above serializes access. */
85-
tq_state_t* kv_state;
86-
int* cached_tokens;
87-
int n_cached;
88-
int cached_capacity;
108+
kv_session_t sessions[MAX_SESSIONS];
109+
long session_clock;
89110
};
90111

112+
/* Find or allocate a session by id. Caller holds inference_mutex.
113+
* Returns a pointer into server->sessions. Never NULL (LRU evicts). */
114+
static kv_session_t* get_or_create_session(tq_server_t* server,
115+
const char* sid,
116+
tq_type kv_type,
117+
int value_quant_bits) {
118+
if (!sid || !sid[0]) sid = "default";
119+
server->session_clock++;
120+
121+
int empty_slot = -1;
122+
int lru_slot = 0;
123+
long lru_time = server->sessions[0].last_used;
124+
125+
for (int i = 0; i < MAX_SESSIONS; i++) {
126+
if (server->sessions[i].id[0] == '\0') {
127+
if (empty_slot < 0) empty_slot = i;
128+
continue;
129+
}
130+
if (strncmp(server->sessions[i].id, sid, SESSION_ID_MAX) == 0) {
131+
server->sessions[i].last_used = server->session_clock;
132+
return &server->sessions[i];
133+
}
134+
if (server->sessions[i].last_used < lru_time) {
135+
lru_time = server->sessions[i].last_used;
136+
lru_slot = i;
137+
}
138+
}
139+
140+
/* Not found — pick empty slot or evict LRU */
141+
int slot = empty_slot >= 0 ? empty_slot : lru_slot;
142+
kv_session_t* s = &server->sessions[slot];
143+
144+
/* Free old session contents (if any) */
145+
if (s->kv_state) tq_free_state(s->kv_state);
146+
if (s->cached_tokens) free(s->cached_tokens);
147+
148+
memset(s, 0, sizeof(*s));
149+
strncpy(s->id, sid, SESSION_ID_MAX - 1);
150+
s->kv_state = tq_create_state_ex(
151+
&server->config.model->config, kv_type, value_quant_bits);
152+
s->last_used = server->session_clock;
153+
return s;
154+
}
155+
91156
/* Global server pointer for signal handler */
92157
static tq_server_t* g_server = NULL;
93158

@@ -226,6 +291,10 @@ typedef struct {
226291

227292
/* Built prompt */
228293
char* prompt; /* heap-allocated */
294+
295+
/* Session id for KV cache reuse (OpenAI 'user' field).
296+
* Empty = "default" session. */
297+
char session_id[64];
229298
} chat_request_t;
230299

231300
static void free_chat_request(chat_request_t* req) {
@@ -374,6 +443,13 @@ static int parse_chat_request(const char* body, chat_request_t* req) {
374443
v = json_find_key(body, "delta_kv");
375444
if (v) req->delta_kv = json_extract_bool(v);
376445

446+
/* OpenAI-compatible 'user' field doubles as our session id for KV
447+
* cache reuse. Clients that pass the same user across turns get
448+
* O(delta) prefill cost; clients that don't share the "default"
449+
* slot (still works for single-user demos). */
450+
v = json_find_key(body, "user");
451+
if (v) json_extract_string(v, req->session_id, sizeof(req->session_id));
452+
377453
/* Parse messages */
378454
v = json_find_key(body, "messages");
379455
if (!v) {
@@ -673,18 +749,19 @@ static void handle_chat_completions(tq_server_t* server, int fd, const char* bod
673749
gen_cfg.user_data = &sse_ctx;
674750

675751
char output[1]; /* writes via callback, output buffer unused */
676-
/* Use tq_generate_continue with persistent KV state for chat reuse:
677-
* matches the longest common prefix of req.prompt against
678-
* server->cached_tokens, prefills only the suffix. Turns chat
679-
* latency from O(history^2) into O(new_tokens). */
680-
if (!server->kv_state) {
681-
server->kv_state = tq_create_state_ex(
682-
&server->config.model->config, gen_cfg.kv_type, gen_cfg.value_quant_bits);
683-
}
752+
/* Per-session KV cache reuse:
753+
* - Sessions are keyed by req.session_id (OpenAI 'user' field).
754+
* - Each session has its own kv_state + cached_tokens.
755+
* - LRU evicts the least recently used when the table is full.
756+
* - The longest common prefix between cached tokens and the new
757+
* prompt is reused; only the suffix is prefilled. */
758+
kv_session_t* sess = get_or_create_session(server, req.session_id,
759+
gen_cfg.kv_type,
760+
gen_cfg.value_quant_bits);
684761
tq_generate_continue(server->config.model, server->config.tokenizer,
685-
server->kv_state, req.prompt, &gen_cfg,
686-
&server->cached_tokens, &server->n_cached,
687-
&server->cached_capacity,
762+
sess->kv_state, req.prompt, &gen_cfg,
763+
&sess->cached_tokens, &sess->n_cached,
764+
&sess->cached_capacity,
688765
output, sizeof(output));
689766

690767
/* Send final chunk with finish_reason */
@@ -715,14 +792,13 @@ static void handle_chat_completions(tq_server_t* server, int fd, const char* bod
715792
gen_cfg.user_data = &collect;
716793

717794
char output[1];
718-
if (!server->kv_state) {
719-
server->kv_state = tq_create_state_ex(
720-
&server->config.model->config, gen_cfg.kv_type, gen_cfg.value_quant_bits);
721-
}
795+
kv_session_t* sess = get_or_create_session(server, req.session_id,
796+
gen_cfg.kv_type,
797+
gen_cfg.value_quant_bits);
722798
tq_generate_continue(server->config.model, server->config.tokenizer,
723-
server->kv_state, req.prompt, &gen_cfg,
724-
&server->cached_tokens, &server->n_cached,
725-
&server->cached_capacity,
799+
sess->kv_state, req.prompt, &gen_cfg,
800+
&sess->cached_tokens, &sess->n_cached,
801+
&sess->cached_capacity,
726802
output, sizeof(output));
727803

728804
const char* content = collect.buf ? collect.buf : "";
@@ -1180,8 +1256,11 @@ void tq_server_stop(tq_server_t* server) {
11801256
void tq_server_free(tq_server_t* server) {
11811257
if (!server) return;
11821258
pthread_mutex_destroy(&server->inference_mutex);
1183-
if (server->kv_state) tq_free_state(server->kv_state);
1184-
if (server->cached_tokens) free(server->cached_tokens);
1259+
/* Free all session KV caches */
1260+
for (int i = 0; i < MAX_SESSIONS; i++) {
1261+
if (server->sessions[i].kv_state) tq_free_state(server->sessions[i].kv_state);
1262+
if (server->sessions[i].cached_tokens) free(server->sessions[i].cached_tokens);
1263+
}
11851264
if (g_server == server) g_server = NULL;
11861265
free(server);
11871266
}

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