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//
// dbmem-rembed.c
// sqlitememory
//
// Created by Marco Bambini on 09/02/26.
//
#include "dbmem-embed.h"
#include "sqlite-memory.h"
#ifndef DBMEM_OMIT_CURL
#include "curl/curl.h"
#else
#include "dbmem-http.h"
#endif
#include "jsmn.h"
#include <string.h>
#include <stdlib.h>
#if defined(__ANDROID__) && !defined(DBMEM_OMIT_CURL)
#include "cacert.h"
static size_t cacert_len = sizeof(cacert_pem) - 1;
#endif
#define API_URL "https://api.vectors.space/v1/embeddings"
#define DEFAULT_BUFFER_SIZE (100*1024) //100KB, enough for 4096 embedding dimension without reallocation
#ifndef DBMEM_OMIT_CURL
static size_t dbmem_remote_receive_data(void *contents, size_t size, size_t nmemb, void *xdata);
static struct curl_slist *dbmem_remote_build_headers (const char *api_key);
#endif
struct dbmem_remote_engine_t {
dbmem_context *context;
#ifndef DBMEM_OMIT_CURL
CURL *curl;
struct curl_slist *headers;
#else
char *api_key;
#endif
char *provider;
char *model;
// data buffer
char *data;
size_t data_capacity;
size_t data_size;
// request buffer
char *request;
size_t request_capacity;
// embedding buffer
float *embedding;
size_t embedding_capacity;
// json tokens buffer
jsmntok_t *tokens;
int tokens_capacity;
// statistics
int64_t total_tokens_processed; // Cumulative tokens processed across all calls
int64_t total_embeddings_generated; // Cumulative embeddings generated
};
// MARK: -
#include <stdbool.h>
#include <stddef.h>
#ifndef DBMEM_OMIT_CURL
static struct curl_slist *dbmem_remote_build_headers (const char *api_key) {
char auth_header[512];
struct curl_slist *headers = NULL;
struct curl_slist *next = NULL;
snprintf(auth_header, sizeof(auth_header), "Authorization: Bearer %s", api_key);
headers = curl_slist_append(headers, auth_header);
if (!headers) return NULL;
next = curl_slist_append(headers, "Content-Type: application/json");
if (!next) {
curl_slist_free_all(headers);
return NULL;
}
headers = next;
return headers;
}
#endif
static bool text_needs_json_escape (const char *text, size_t *len) {
size_t original_len = *len;
size_t required_len = 0;
bool needs_escape = false;
for (size_t i = 0; i < original_len; i++) {
unsigned char c = (unsigned char)text[i];
switch (c) {
case '"':
case '\\':
case '\b':
case '\f':
case '\n':
case '\r':
case '\t':
required_len += 2; // e.g. \" or \n
needs_escape = true;
break;
default:
if (c < 0x20) {
required_len += 6; // \u00XX
needs_escape = true;
} else {
required_len += 1;
}
}
}
*len = required_len;
return needs_escape;
}
static size_t text_encode_json (char *buffer, size_t buffer_size, const char *text, size_t text_len) {
// caller guarantees enough space
UNUSED_PARAM(buffer_size);
char *p = buffer;
for (size_t i = 0; i < text_len; i++) {
unsigned char c = (unsigned char)text[i];
switch (c) {
case '"':
*p++ = '\\';
*p++ = '"';
break;
case '\\':
*p++ = '\\';
*p++ = '\\';
break;
case '\b':
*p++ = '\\';
*p++ = 'b';
break;
case '\f':
*p++ = '\\';
*p++ = 'f';
break;
case '\n':
*p++ = '\\';
*p++ = 'n';
break;
case '\r':
*p++ = '\\';
*p++ = 'r';
break;
case '\t':
*p++ = '\\';
*p++ = 't';
break;
default:
if (c < 0x20) {
/* encode as \u00XX */
static const char hex[] = "0123456789abcdef";
*p++ = '\\';
*p++ = 'u';
*p++ = '0';
*p++ = '0';
*p++ = hex[(c >> 4) & 0xF];
*p++ = hex[c & 0xF];
} else {
*p++ = c;
}
}
}
*p = '\0';
return (size_t)(p - buffer);
}
static int set_json_error_message (dbmem_remote_engine_t *engine) {
// try to extract "message" from {"error":{"message":"..."}}
const char *errmsg = "Unknown API error";
jsmn_parser parser;
jsmntok_t tokens[16];
jsmn_init(&parser);
int ntokens = jsmn_parse(&parser, engine->data, engine->data_size, tokens, 16);
for (int i = 0; i < ntokens - 1; i++) {
if (tokens[i].type == JSMN_STRING && tokens[i].end - tokens[i].start == 7 && memcmp(engine->data + tokens[i].start, "message", 7) == 0) {
jsmntok_t *val = &tokens[i + 1];
engine->data[val->end] = '\0';
errmsg = engine->data + val->start;
break;
}
}
dbmem_context_set_error(engine->context, errmsg);
return -1;
}
static int dbmem_json_skip_token (const jsmntok_t *tokens, int index) {
int next = index + 1;
if (tokens[index].type == JSMN_ARRAY) {
for (int i = 0; i < tokens[index].size; i++) {
next = dbmem_json_skip_token(tokens, next);
}
return next;
}
if (tokens[index].type == JSMN_OBJECT) {
for (int i = 0; i < tokens[index].size; i++) {
next += 1; // skip key token
next = dbmem_json_skip_token(tokens, next);
}
return next;
}
return next;
}
static bool dbmem_json_token_equals (const char *json, const jsmntok_t *token, const char *text) {
size_t len = strlen(text);
size_t token_len = (size_t)(token->end - token->start);
return token_len == len && memcmp(json + token->start, text, len) == 0;
}
static int dbmem_json_object_find (const char *json, const jsmntok_t *tokens, int object_index, const char *key) {
if (object_index < 0 || tokens[object_index].type != JSMN_OBJECT) return -1;
int index = object_index + 1;
for (int i = 0; i < tokens[object_index].size; i++) {
int key_index = index;
int value_index = key_index + 1;
if (tokens[key_index].type != JSMN_STRING) return -1;
if (dbmem_json_token_equals(json, &tokens[key_index], key)) return value_index;
index = dbmem_json_skip_token(tokens, value_index);
}
return -1;
}
static bool dbmem_json_parse_bool (const char *json, const jsmntok_t *token) {
size_t len = (size_t)(token->end - token->start);
return token->type == JSMN_PRIMITIVE && len == 4 && memcmp(json + token->start, "true", 4) == 0;
}
#if ENABLE_DBMEM_DEBUG_EMBEDDING
static void dbmem_remote_debug_log_response(dbmem_remote_engine_t *engine, long http_code) {
const char *response = engine->data ? engine->data : "";
DEBUG_DBMEM_ALWAYS("[dbmem-rembed] vectors.space response (HTTP %ld): %s", http_code, response);
}
#endif
// MARK: -
dbmem_remote_engine_t *dbmem_remote_engine_init (void *ctx, const char *provider, const char *model, char err_msg[DBMEM_ERRBUF_SIZE]) {
const char *api_key = dbmem_context_apikey((dbmem_context *)ctx);
if (!api_key) {
snprintf(err_msg, DBMEM_ERRBUF_SIZE, "memory_set_apikey must be called before requesting remote embedding");
return NULL;
}
dbmem_remote_engine_t *engine = (dbmem_remote_engine_t *)dbmemory_zeroalloc(sizeof(dbmem_remote_engine_t));
if (!engine) {
snprintf(err_msg, DBMEM_ERRBUF_SIZE, "Unable to allocate memory for the remote embedding engine");
return NULL;
}
// init internal buffers (data and request)
char *data = dbmemory_alloc(DEFAULT_BUFFER_SIZE);
if (!data) {
snprintf(err_msg, DBMEM_ERRBUF_SIZE, "Unable to allocate memory for the default buffer (1)");
dbmem_remote_engine_free(engine);
return NULL;
}
char *request = dbmemory_alloc(DEFAULT_BUFFER_SIZE);
if (!request) {
snprintf(err_msg, DBMEM_ERRBUF_SIZE, "Unable to allocate memory for the default buffer (2)");
dbmem_remote_engine_free(engine);
dbmemory_free(data);
return NULL;
}
// duplicate provider and model
char *_provider = dbmem_strdup(provider);
if (!_provider) {
snprintf(err_msg, DBMEM_ERRBUF_SIZE, "Unable to duplicate provider name (insufficient memory)");
dbmem_remote_engine_free(engine);
dbmemory_free(request);
dbmemory_free(data);
return NULL;
}
char *_model = dbmem_strdup(model);
if (!_model) {
snprintf(err_msg, DBMEM_ERRBUF_SIZE, "Unable to duplicate model name (insufficient memory)");
dbmem_remote_engine_free(engine);
dbmemory_free(request);
dbmemory_free(data);
dbmemory_free(_provider);
return NULL;
}
#ifndef DBMEM_OMIT_CURL
// set up curl
CURL *curl = curl_easy_init();
if (!curl) {
snprintf(err_msg, DBMEM_ERRBUF_SIZE, "Failed to initialize curl");
dbmemory_free(data);
dbmemory_free(request);
dbmemory_free(_provider);
dbmemory_free(_model);
dbmem_remote_engine_free(engine);
return NULL;
}
// set PEM
#ifdef __ANDROID__
struct curl_blob pem_blob = {
.data = (void *)cacert_pem,
.len = cacert_len,
.flags = CURL_BLOB_NOCOPY
};
curl_easy_setopt(curl, CURLOPT_CAINFO_BLOB, &pem_blob);
#endif
// set up headers
struct curl_slist *headers = dbmem_remote_build_headers(api_key);
if (!headers) {
snprintf(err_msg, DBMEM_ERRBUF_SIZE, "Failed to allocate HTTP headers");
curl_easy_cleanup(curl);
dbmemory_free(data);
dbmemory_free(request);
dbmemory_free(_provider);
dbmemory_free(_model);
dbmem_remote_engine_free(engine);
return NULL;
}
engine->curl = curl;
engine->headers = headers;
#else
// NSURLSession path: just store the API key
char *_api_key = dbmem_strdup(api_key);
if (!_api_key) {
snprintf(err_msg, DBMEM_ERRBUF_SIZE, "Unable to duplicate API key (insufficient memory)");
dbmemory_free(data);
dbmemory_free(request);
dbmemory_free(_provider);
dbmemory_free(_model);
dbmem_remote_engine_free(engine);
return NULL;
}
engine->api_key = _api_key;
#endif
engine->context = (dbmem_context *)ctx;
engine->provider = _provider;
engine->model = _model;
engine->data = data;
engine->request = request;
engine->data_capacity = DEFAULT_BUFFER_SIZE;
engine->request_capacity = DEFAULT_BUFFER_SIZE;
#ifndef DBMEM_OMIT_CURL
// set static curl options (only POSTFIELDS changes per call)
curl_easy_setopt(curl, CURLOPT_URL, API_URL);
curl_easy_setopt(curl, CURLOPT_HTTPHEADER, headers);
curl_easy_setopt(curl, CURLOPT_WRITEFUNCTION, dbmem_remote_receive_data);
curl_easy_setopt(curl, CURLOPT_WRITEDATA, (void *)engine);
curl_easy_setopt(curl, CURLOPT_CONNECTTIMEOUT, 10L);
curl_easy_setopt(curl, CURLOPT_TIMEOUT, 30L);
#endif
return engine;
}
#ifndef DBMEM_OMIT_CURL
static size_t dbmem_remote_receive_data (void *contents, size_t size, size_t nmemb, void *xdata) {
dbmem_remote_engine_t *engine = (dbmem_remote_engine_t *)xdata;
size_t real_size = size * nmemb;
// grow buffer if needed (+1 for null terminator)
size_t required = engine->data_size + real_size + 1;
if (required > engine->data_capacity) {
size_t new_capacity = required * 2;
char *new_data = dbmemory_alloc(new_capacity);
if (!new_data) return 0;
memcpy(new_data, engine->data, engine->data_size);
dbmemory_free(engine->data);
engine->data = new_data;
engine->data_capacity = new_capacity;
}
memcpy(engine->data + engine->data_size, contents, real_size);
engine->data_size += real_size;
engine->data[engine->data_size] = '\0';
return real_size;
}
#endif
int dbmem_remote_compute_embedding (dbmem_remote_engine_t *engine, const char *text, int text_len, embedding_result_t *result) {
// reset data buffer
engine->data_size = 0;
// check if text needs to be encoded
size_t len = (size_t)text_len;
bool encoding_needed = text_needs_json_escape(text, &len);
// check if request buffer is big enough
size_t provider_len = strlen(engine->provider);
size_t model_len = strlen(engine->model);
if (engine->request_capacity < len + provider_len + model_len + 128) {
size_t new_size = len + provider_len + model_len + 1024;
char *new_request = dbmemory_alloc(new_size);
if (!new_request) {
dbmem_context_set_error(engine->context, "Unable to allocate request buffer");
return -1;
}
dbmemory_free(engine->request);
engine->request = new_request;
engine->request_capacity = new_size;
}
// build request
if (encoding_needed) {
int seek = snprintf(engine->request, engine->request_capacity, "{\"provider\": \"%s\", \"model\": \"%s\", \"input\": \"", engine->provider, engine->model);
if (seek < 0 || (size_t)seek >= engine->request_capacity) {
dbmem_context_set_error(engine->context, "Request buffer too small for provider/model header");
return -1;
}
size_t seek2 = text_encode_json(engine->request + seek, engine->request_capacity - (size_t)seek, text, text_len);
snprintf(engine->request + seek + seek2, engine->request_capacity - (size_t)seek - seek2, "\",\"strategy\": {\"type\": \"truncate\"}}");
} else {
snprintf(engine->request, engine->request_capacity,
"{"
"\"provider\": \"%s\","
"\"model\": \"%s\","
"\"input\": \"%s\","
"\"strategy\": {\"type\": \"truncate\"}"
"}",
engine->provider, engine->model, text
);
}
// perform REST API request
#ifndef DBMEM_OMIT_CURL
curl_easy_setopt(engine->curl, CURLOPT_POSTFIELDS, engine->request);
CURLcode res = curl_easy_perform(engine->curl);
if (res != CURLE_OK) {
dbmem_context_set_error(engine->context, curl_easy_strerror(res));
return -1;
}
// check HTTP response code
long http_code = 0;
curl_easy_getinfo(engine->curl, CURLINFO_RESPONSE_CODE, &http_code);
#else
void *response_data = NULL;
size_t response_size = 0;
long http_code = 0;
char http_err[DBMEM_ERRBUF_SIZE];
int rc = dbmem_http_post(API_URL, engine->api_key, engine->request,
&response_data, &response_size, &http_code,
http_err, sizeof(http_err));
if (rc != 0) {
dbmem_context_set_error(engine->context, http_err);
return -1;
}
// copy response into engine's data buffer
if (response_size + 1 > engine->data_capacity) {
size_t new_capacity = (response_size + 1) * 2;
char *new_data = dbmemory_alloc(new_capacity);
if (!new_data) {
sqlite3_free(response_data);
dbmem_context_set_error(engine->context, "Unable to allocate response buffer");
return -1;
}
dbmemory_free(engine->data);
engine->data = new_data;
engine->data_capacity = new_capacity;
}
memcpy(engine->data, response_data, response_size);
engine->data_size = response_size;
engine->data[engine->data_size] = '\0';
sqlite3_free(response_data);
#endif
#if ENABLE_DBMEM_DEBUG_EMBEDDING
dbmem_remote_debug_log_response(engine, http_code);
#endif
if (http_code != 200) {
return set_json_error_message(engine);
}
// parse successful response (two-pass: count tokens, then parse)
jsmn_parser parser;
jsmn_init(&parser);
int ntokens = jsmn_parse(&parser, engine->data, engine->data_size, NULL, 0);
if (ntokens < 1) {
dbmem_context_set_error(engine->context, "Failed to parse API response");
return -1;
}
// grow tokens buffer if needed
if (engine->tokens_capacity < ntokens) {
if (engine->tokens) dbmemory_free(engine->tokens);
engine->tokens = (jsmntok_t *)dbmemory_alloc(sizeof(jsmntok_t) * ntokens);
if (!engine->tokens) {
dbmem_context_set_error(engine->context, "Unable to allocate JSON tokens");
return -1;
}
engine->tokens_capacity = ntokens;
}
jsmn_init(&parser);
jsmn_parse(&parser, engine->data, engine->data_size, engine->tokens, ntokens);
jsmntok_t *tokens = engine->tokens;
// extract fields
int n_embd = 0;
int request_tokens = 0;
bool truncated = false;
int emb_start = -1;
size_t emb_count = 0;
if (tokens[0].type != JSMN_OBJECT) {
dbmem_context_set_error(engine->context, "Invalid API response shape");
return -1;
}
int output_dimension_index = dbmem_json_object_find(engine->data, tokens, 0, "output_dimension");
if (output_dimension_index >= 0 && tokens[output_dimension_index].type == JSMN_PRIMITIVE) {
n_embd = atoi(engine->data + tokens[output_dimension_index].start);
}
int data_index = dbmem_json_object_find(engine->data, tokens, 0, "data");
if (data_index < 0 || tokens[data_index].type != JSMN_ARRAY || tokens[data_index].size <= 0) {
dbmem_context_set_error(engine->context, "Missing embedding data in API response");
return -1;
}
int item_index = data_index + 1;
if (tokens[item_index].type != JSMN_OBJECT) {
dbmem_context_set_error(engine->context, "Invalid embedding item in API response");
return -1;
}
int embedding_index = dbmem_json_object_find(engine->data, tokens, item_index, "embedding");
if (embedding_index < 0 || tokens[embedding_index].type != JSMN_ARRAY) {
dbmem_context_set_error(engine->context, "Missing embedding data in API response");
return -1;
}
if (tokens[embedding_index].size <= 0) {
dbmem_context_set_error(engine->context, "Invalid embedding array size in API response");
return -1;
}
emb_count = (size_t)tokens[embedding_index].size;
emb_start = embedding_index + 1;
int truncated_index = dbmem_json_object_find(engine->data, tokens, item_index, "truncated");
if (truncated_index >= 0) {
truncated = dbmem_json_parse_bool(engine->data, &tokens[truncated_index]);
}
int usage_index = dbmem_json_object_find(engine->data, tokens, 0, "usage");
if (usage_index >= 0 && tokens[usage_index].type == JSMN_OBJECT) {
int request_tokens_index = dbmem_json_object_find(engine->data, tokens, usage_index, "request_tokens");
if (request_tokens_index >= 0 && tokens[request_tokens_index].type == JSMN_PRIMITIVE) {
request_tokens = atoi(engine->data + tokens[request_tokens_index].start);
}
}
// Some providers do not return output_dimension; fallback to embedding array length.
if (n_embd == 0 && emb_count > 0) {
n_embd = (int)emb_count;
}
if (emb_start < 0 || emb_count == 0 || n_embd == 0) {
dbmem_context_set_error(engine->context, "Missing embedding data in API response");
return -1;
}
// allocate/grow embedding buffer
if (engine->embedding_capacity < emb_count) {
if (engine->embedding) dbmemory_free(engine->embedding);
engine->embedding = (float *)dbmemory_alloc(sizeof(float) * emb_count);
if (!engine->embedding) {
dbmem_context_set_error(engine->context, "Unable to allocate embedding buffer");
return -1;
}
engine->embedding_capacity = emb_count;
}
// parse embedding floats
for (size_t i = 0; i < emb_count; i++) {
engine->embedding[i] = strtof(engine->data + tokens[emb_start + i].start, NULL);
}
// Fill result
result->n_embd = n_embd;
result->n_tokens = request_tokens;
result->truncated = truncated;
result->embedding = engine->embedding;
// Update statistics
engine->total_tokens_processed += result->n_tokens;
engine->total_embeddings_generated++;
return 0;
}
int dbmem_remote_engine_set_apikey (dbmem_remote_engine_t *engine, const char *api_key, char err_msg[DBMEM_ERRBUF_SIZE]) {
if (!engine || !api_key) {
if (err_msg) snprintf(err_msg, DBMEM_ERRBUF_SIZE, "Invalid remote engine or API key");
return SQLITE_MISUSE;
}
#ifndef DBMEM_OMIT_CURL
struct curl_slist *headers = dbmem_remote_build_headers(api_key);
if (!headers) {
if (err_msg) snprintf(err_msg, DBMEM_ERRBUF_SIZE, "Failed to allocate HTTP headers");
return SQLITE_NOMEM;
}
curl_easy_setopt(engine->curl, CURLOPT_HTTPHEADER, headers);
if (engine->headers) curl_slist_free_all(engine->headers);
engine->headers = headers;
#else
char *copy = dbmem_strdup(api_key);
if (!copy) {
if (err_msg) snprintf(err_msg, DBMEM_ERRBUF_SIZE, "Unable to duplicate API key (insufficient memory)");
return SQLITE_NOMEM;
}
if (engine->api_key) dbmemory_free(engine->api_key);
engine->api_key = copy;
#endif
return SQLITE_OK;
}
void dbmem_remote_engine_free (dbmem_remote_engine_t *engine) {
if (!engine) return;
#ifndef DBMEM_OMIT_CURL
if (engine->headers) curl_slist_free_all(engine->headers);
if (engine->curl) curl_easy_cleanup(engine->curl);
#else
if (engine->api_key) dbmemory_free(engine->api_key);
#endif
if (engine->provider) dbmemory_free(engine->provider);
if (engine->model) dbmemory_free(engine->model);
if (engine->data) dbmemory_free(engine->data);
if (engine->request) dbmemory_free(engine->request);
if (engine->embedding) dbmemory_free(engine->embedding);
if (engine->tokens) dbmemory_free(engine->tokens);
dbmemory_free(engine);
}