File size: 22,406 Bytes
3fd1a35 | 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 | #include "ling3/service.h"
#include "ling3/decoder.h"
#include "ling3/model_package.h"
#include "ling3/tokenizer.h"
#include <algorithm>
#include <atomic>
#include <cctype>
#include <charconv>
#include <chrono>
#include <cmath>
#include <cstddef>
#include <cstdint>
#include <cstring>
#include <cstdlib>
#include <functional>
#include <iomanip>
#include <iostream>
#include <limits>
#include <mutex>
#include <sstream>
#include <span>
#include <stdexcept>
#include <string>
#include <string_view>
#include <thread>
#include <utility>
#include <vector>
#if defined(__linux__)
#include <arpa/inet.h>
#include <cerrno>
#include <csignal>
#include <netinet/in.h>
#include <sys/socket.h>
#include <unistd.h>
#endif
namespace ling3 {
namespace {
using Clock = std::chrono::steady_clock;
double Milliseconds(Clock::time_point begin, Clock::time_point end) {
return std::chrono::duration<double, std::milli>(end - begin).count();
}
template <typename T>
std::span<const T> TensorSpan(const TensorView & tensor) {
if (tensor.entry->data_bytes % sizeof(T) != 0) {
throw std::runtime_error(std::string(tensor.name) + " has an incompatible byte count");
}
return {
reinterpret_cast<const T *>(tensor.data),
static_cast<std::size_t>(tensor.entry->data_bytes / sizeof(T)),
};
}
Tokenizer PackageTokenizer(const ModelPackage & package) {
const auto & asset = package.tensor("tokenizer");
if (asset.entry->role != static_cast<std::uint32_t>(TensorRole::kTokenizer)) {
throw std::runtime_error("tokenizer tensor has the wrong role");
}
return Tokenizer(TensorSpan<std::byte>(asset));
}
std::string JsonEscape(std::string_view input) {
std::string output;
output.reserve(input.size() + 8);
constexpr char hex[] = "0123456789abcdef";
for (const unsigned char value : input) {
switch (value) {
case '"': output += "\\\""; break;
case '\\': output += "\\\\"; break;
case '\b': output += "\\b"; break;
case '\f': output += "\\f"; break;
case '\n': output += "\\n"; break;
case '\r': output += "\\r"; break;
case '\t': output += "\\t"; break;
default:
if (value < 0x20) {
output += "\\u00";
output.push_back(hex[value >> 4U]);
output.push_back(hex[value & 0x0FU]);
} else {
output.push_back(static_cast<char>(value));
}
}
}
return output;
}
std::string JsonNumber(double value) {
std::ostringstream stream;
stream << std::fixed << std::setprecision(3) << value;
return stream.str();
}
class SessionEngine {
public:
SessionEngine(
const ModelPackage & package,
const Tokenizer & tokenizer,
Decoder & decoder,
double initialization_ms)
: package_(package),
tokenizer_(tokenizer),
decoder_(decoder),
logits_(package.header().vocab_size),
initialization_ms_(initialization_ms) {}
bool active() const noexcept { return active_.load(std::memory_order_relaxed); }
std::size_t position() const noexcept {
return position_.load(std::memory_order_relaxed);
}
std::size_t turns() const noexcept { return turns_.load(std::memory_order_relaxed); }
double initialization_ms() const noexcept { return initialization_ms_; }
bool Cancel() noexcept {
if (!active()) return false;
cancel_requested_.store(true, std::memory_order_relaxed);
return true;
}
void Reset() {
cancel_requested_.store(true, std::memory_order_relaxed);
std::lock_guard lock(inference_mutex_);
decoder_.Reset();
position_.store(0, std::memory_order_relaxed);
turns_.store(0, std::memory_order_relaxed);
cancel_requested_.store(false, std::memory_order_relaxed);
}
void Chat(
std::string_view user_text,
std::size_t maximum_new_tokens,
const std::function<bool(std::string_view)> & emit) {
const auto request_begin = Clock::now();
std::unique_lock lock(inference_mutex_);
const auto lock_acquired = Clock::now();
cancel_requested_.store(false, std::memory_order_relaxed);
active_.store(true, std::memory_order_relaxed);
struct ActiveGuard {
std::atomic_bool & active;
~ActiveGuard() { active.store(false, std::memory_order_relaxed); }
} guard {active_};
if (user_text.empty()) throw std::invalid_argument("request body must contain user text");
if (maximum_new_tokens == 0 || maximum_new_tokens > 2048) {
throw std::invalid_argument("max_tokens must be in [1, 2048]");
}
const bool first_turn = decoder_.position() == 0;
const std::string prompt = first_turn
? "<role>SYSTEM</role>detailed thinking off<|role_end|>"
"<role>HUMAN</role>" + std::string(user_text) +
"<|role_end|><role>ASSISTANT</role>\n<think></think>"
: "<|role_end|><role>HUMAN</role>" + std::string(user_text) +
"<|role_end|><role>ASSISTANT</role>\n<think></think>";
const auto prompt_tokens = tokenizer_.Encode(prompt);
if (prompt_tokens.empty() ||
decoder_.position() + prompt_tokens.size() + maximum_new_tokens >
package_.header().max_context) {
throw std::runtime_error("request would exceed the package context capacity");
}
const std::string start_event =
"{\"type\":\"start\",\"turn\":" + std::to_string(turns() + 1) +
",\"position\":" + std::to_string(decoder_.position()) +
",\"prompt_tokens\":" + std::to_string(prompt_tokens.size()) +
",\"queue_ms\":" + JsonNumber(Milliseconds(request_begin, lock_acquired)) + "}\n";
if (!emit(start_event)) return;
const auto prefill_begin = Clock::now();
double prefill_eval_ms = 0.0;
std::size_t prefill_offset = 0;
std::size_t prefill_batch_count = 0;
std::size_t batch32_count = 0;
std::size_t batched_tokens = 0;
std::size_t maximum_batch_rows = 0;
const std::size_t batch_granularity = decoder_.batch_granularity();
while (batch_granularity != 0 && prompt_tokens.size() - prefill_offset >= 2) {
std::size_t rows = std::min<std::size_t>(
prompt_tokens.size() - prefill_offset, 128);
rows -= rows % batch_granularity;
if (rows < 2) break;
const auto block = std::span<const std::uint32_t>(prompt_tokens).subspan(
prefill_offset, rows);
const bool needs_logits = prompt_tokens.size() - prefill_offset == rows;
prefill_eval_ms += (needs_logits
? decoder_.EvalBatch(block, logits_)
: decoder_.EvalBatchState(block)).total_ms;
prefill_offset += rows;
++prefill_batch_count;
batch32_count += rows == 32 ? 1 : 0;
batched_tokens += rows;
maximum_batch_rows = std::max(maximum_batch_rows, rows);
position_.store(decoder_.position(), std::memory_order_relaxed);
}
for (; prefill_offset < prompt_tokens.size(); ++prefill_offset) {
prefill_eval_ms += decoder_.Eval(prompt_tokens[prefill_offset], logits_).total_ms;
position_.store(decoder_.position(), std::memory_order_relaxed);
}
const auto prefill_end = Clock::now();
std::size_t generated_tokens = 0;
double decode_eval_ms = 0.0;
bool stopped_on_eos = false;
bool client_connected = true;
const auto generation_begin = Clock::now();
double first_token_ms = 0.0;
for (std::size_t index = 0; index < maximum_new_tokens; ++index) {
if (cancel_requested_.load(std::memory_order_relaxed)) break;
const auto found = std::max_element(logits_.begin(), logits_.end());
const auto token = static_cast<std::uint32_t>(found - logits_.begin());
if (token == package_.header().eos_token) {
stopped_on_eos = true;
break;
}
if (generated_tokens == 0) {
first_token_ms = Milliseconds(request_begin, Clock::now());
}
const std::string event =
"{\"type\":\"token\",\"id\":" + std::to_string(token) +
",\"text\":\"" + JsonEscape(tokenizer_.Piece(token)) +
"\",\"index\":" + std::to_string(generated_tokens) +
",\"elapsed_ms\":" + JsonNumber(Milliseconds(request_begin, Clock::now())) + "}\n";
if (!emit(event)) {
client_connected = false;
cancel_requested_.store(true, std::memory_order_relaxed);
break;
}
++generated_tokens;
const auto timing = decoder_.Eval(token, logits_);
decode_eval_ms += timing.total_ms;
position_.store(decoder_.position(), std::memory_order_relaxed);
}
turns_.fetch_add(1, std::memory_order_relaxed);
const bool canceled = cancel_requested_.load(std::memory_order_relaxed);
const double prefill_ms = Milliseconds(prefill_begin, prefill_end);
const double generation_ms = Milliseconds(generation_begin, Clock::now());
if (client_connected) {
const std::string finish_event =
"{\"type\":\"finish\",\"reason\":\"" +
std::string(canceled ? "canceled" : (stopped_on_eos ? "eos" : "length")) +
"\",\"turn\":" + std::to_string(turns()) +
",\"position\":" + std::to_string(decoder_.position()) +
",\"prompt_tokens\":" + std::to_string(prompt_tokens.size()) +
",\"prefill_batch_count\":" + std::to_string(prefill_batch_count) +
",\"prefill_batch32_count\":" + std::to_string(batch32_count) +
",\"prefill_batched_tokens\":" + std::to_string(batched_tokens) +
",\"prefill_max_batch_rows\":" + std::to_string(maximum_batch_rows) +
",\"generated_tokens\":" + std::to_string(generated_tokens) +
",\"queue_ms\":" + JsonNumber(Milliseconds(request_begin, lock_acquired)) +
",\"prefill_ms\":" + JsonNumber(prefill_ms) +
",\"prefill_eval_ms\":" + JsonNumber(prefill_eval_ms) +
",\"prefill_tokens_per_second\":" +
JsonNumber(prefill_ms == 0.0 ? 0.0 : 1000.0 * prompt_tokens.size() / prefill_ms) +
",\"ttft_ms\":" + JsonNumber(first_token_ms) +
",\"generation_ms\":" + JsonNumber(generation_ms) +
",\"decode_eval_ms\":" + JsonNumber(decode_eval_ms) +
",\"decode_tokens_per_second\":" +
JsonNumber(decode_eval_ms == 0.0 ? 0.0 : 1000.0 * generated_tokens / decode_eval_ms) +
"}\n";
emit(finish_event);
}
}
private:
const ModelPackage & package_;
const Tokenizer & tokenizer_;
Decoder & decoder_;
std::vector<float> logits_;
std::mutex inference_mutex_;
std::atomic_bool active_ {false};
std::atomic_bool cancel_requested_ {false};
std::atomic_size_t position_ {0};
std::atomic_size_t turns_ {0};
double initialization_ms_ = 0.0;
};
#if defined(__linux__)
struct HttpRequest {
std::string method;
std::string target;
std::string body;
};
class Socket {
public:
explicit Socket(int descriptor = -1) : descriptor_(descriptor) {}
~Socket() { if (descriptor_ >= 0) close(descriptor_); }
Socket(const Socket &) = delete;
Socket & operator=(const Socket &) = delete;
Socket(Socket && other) noexcept : descriptor_(std::exchange(other.descriptor_, -1)) {}
int get() const noexcept { return descriptor_; }
private:
int descriptor_;
};
bool SendAll(int socket, std::string_view data) {
while (!data.empty()) {
const auto sent = send(socket, data.data(), data.size(), MSG_NOSIGNAL);
if (sent < 0 && errno == EINTR) continue;
if (sent <= 0) return false;
data.remove_prefix(static_cast<std::size_t>(sent));
}
return true;
}
void SendResponse(
int socket,
int status,
std::string_view reason,
std::string_view body,
std::string_view content_type = "application/json; charset=utf-8") {
const std::string header =
"HTTP/1.1 " + std::to_string(status) + " " + std::string(reason) + "\r\n"
"Content-Type: " + std::string(content_type) + "\r\n"
"Content-Length: " + std::to_string(body.size()) + "\r\n"
"Connection: close\r\n\r\n";
SendAll(socket, header);
SendAll(socket, body);
}
bool SendChunk(int socket, std::string_view data) {
std::ostringstream size;
size << std::hex << data.size() << "\r\n";
return SendAll(socket, size.str()) && SendAll(socket, data) && SendAll(socket, "\r\n");
}
std::size_t ParseContentLength(std::string_view headers) {
std::size_t cursor = headers.find("\r\n") + 2;
while (cursor < headers.size()) {
const auto end = headers.find("\r\n", cursor);
if (end == std::string_view::npos || end == cursor) break;
const auto line = headers.substr(cursor, end - cursor);
const auto colon = line.find(':');
if (colon != std::string_view::npos) {
std::string name(line.substr(0, colon));
std::transform(name.begin(), name.end(), name.begin(), [](unsigned char value) {
return static_cast<char>(std::tolower(value));
});
if (name == "content-length") {
auto value = line.substr(colon + 1);
while (!value.empty() && value.front() == ' ') value.remove_prefix(1);
std::size_t length = 0;
const auto [end_ptr, error] =
std::from_chars(value.data(), value.data() + value.size(), length);
if (error != std::errc {} || end_ptr != value.data() + value.size()) {
throw std::runtime_error("invalid Content-Length");
}
return length;
}
}
cursor = end + 2;
}
return 0;
}
HttpRequest ReadRequest(int socket) {
constexpr std::size_t kMaximumHeaders = 64 * 1024;
constexpr std::size_t kMaximumBody = 1024 * 1024;
std::string data;
data.reserve(4096);
std::size_t header_end = std::string::npos;
char buffer[4096];
while ((header_end = data.find("\r\n\r\n")) == std::string::npos) {
const auto count = recv(socket, buffer, sizeof(buffer), 0);
if (count < 0 && errno == EINTR) continue;
if (count <= 0) throw std::runtime_error("connection closed before request headers");
data.append(buffer, static_cast<std::size_t>(count));
if (data.size() > kMaximumHeaders) throw std::runtime_error("request headers are too large");
}
header_end += 4;
const std::string_view headers(data.data(), header_end);
const auto request_line_end = headers.find("\r\n");
const auto first_space = headers.find(' ');
const auto second_space = first_space == std::string_view::npos
? std::string_view::npos : headers.find(' ', first_space + 1);
if (request_line_end == std::string_view::npos || first_space == std::string_view::npos ||
second_space == std::string_view::npos || second_space > request_line_end) {
throw std::runtime_error("invalid HTTP request line");
}
HttpRequest request;
request.method = std::string(headers.substr(0, first_space));
request.target = std::string(headers.substr(first_space + 1, second_space - first_space - 1));
const auto body_bytes = ParseContentLength(headers);
if (body_bytes > kMaximumBody) throw std::runtime_error("request body is too large");
while (data.size() - header_end < body_bytes) {
const auto count = recv(socket, buffer, sizeof(buffer), 0);
if (count < 0 && errno == EINTR) continue;
if (count <= 0) throw std::runtime_error("connection closed before request body");
data.append(buffer, static_cast<std::size_t>(count));
}
request.body.assign(data.data() + header_end, body_bytes);
return request;
}
std::string_view Path(std::string_view target) {
const auto query = target.find('?');
return target.substr(0, query);
}
std::size_t MaxTokens(std::string_view target) {
constexpr std::string_view key = "max_tokens=";
const auto found = target.find(key);
if (found == std::string_view::npos) return 64;
const auto begin = found + key.size();
const auto end = target.find('&', begin);
const auto value = target.substr(begin, end == std::string_view::npos ? end : end - begin);
std::size_t result = 0;
const auto [end_ptr, error] =
std::from_chars(value.data(), value.data() + value.size(), result);
if (error != std::errc {} || end_ptr != value.data() + value.size()) {
throw std::invalid_argument("invalid max_tokens query parameter");
}
return result;
}
void HandleClient(Socket client, SessionEngine & engine) {
try {
const auto request = ReadRequest(client.get());
const auto path = Path(request.target);
if (request.method == "GET" && path == "/health") {
const std::string body =
"{\"status\":\"ok\",\"active\":" +
std::string(engine.active() ? "true" : "false") +
",\"position\":" + std::to_string(engine.position()) +
",\"turns\":" + std::to_string(engine.turns()) +
",\"initialization_ms\":" + JsonNumber(engine.initialization_ms()) + "}\n";
SendResponse(client.get(), 200, "OK", body);
return;
}
if (request.method == "POST" && path == "/v1/cancel") {
const bool canceled = engine.Cancel();
SendResponse(client.get(), 200, "OK",
canceled ? "{\"cancel_requested\":true}\n" :
"{\"cancel_requested\":false}\n");
return;
}
if (request.method == "POST" && path == "/v1/reset") {
engine.Reset();
SendResponse(client.get(), 200, "OK", "{\"reset\":true}\n");
return;
}
if (request.method == "POST" && path == "/v1/chat") {
const std::string header =
"HTTP/1.1 200 OK\r\n"
"Content-Type: application/x-ndjson; charset=utf-8\r\n"
"Transfer-Encoding: chunked\r\n"
"Cache-Control: no-cache\r\n"
"Connection: close\r\n\r\n";
if (!SendAll(client.get(), header)) return;
try {
engine.Chat(request.body, MaxTokens(request.target), [&](std::string_view event) {
return SendChunk(client.get(), event);
});
} catch (const std::exception & error) {
const std::string event =
"{\"type\":\"error\",\"message\":\"" + JsonEscape(error.what()) + "\"}\n";
SendChunk(client.get(), event);
}
SendAll(client.get(), "0\r\n\r\n");
return;
}
SendResponse(client.get(), 404, "Not Found", "{\"error\":\"not found\"}\n");
} catch (const std::exception & error) {
const std::string body =
"{\"error\":\"" + JsonEscape(error.what()) + "\"}\n";
SendResponse(client.get(), 400, "Bad Request", body);
}
}
#endif
} // namespace
int RunHttpService(
const std::filesystem::path & package_path,
std::uint16_t port,
std::string_view bind_address) {
#if !defined(__linux__)
(void)package_path;
(void)port;
(void)bind_address;
throw std::runtime_error("the HTTP service currently requires Linux");
#else
std::signal(SIGPIPE, SIG_IGN);
const auto initialize_begin = Clock::now();
const ModelPackage package(package_path);
const auto tokenizer = PackageTokenizer(package);
Decoder decoder(package);
const std::size_t batch_granularity = decoder.batch_granularity();
if (batch_granularity != 0) {
for (std::size_t rows = batch_granularity; rows <= 128; rows *= 2) {
decoder.PrepareBatch(rows);
}
}
const double initialization_ms = Milliseconds(initialize_begin, Clock::now());
SessionEngine engine(package, tokenizer, decoder, initialization_ms);
Socket server(socket(AF_INET, SOCK_STREAM | SOCK_CLOEXEC, 0));
if (server.get() < 0) {
throw std::runtime_error(std::string("socket: ") + std::strerror(errno));
}
int reuse = 1;
setsockopt(server.get(), SOL_SOCKET, SO_REUSEADDR, &reuse, sizeof(reuse));
sockaddr_in address {};
address.sin_family = AF_INET;
address.sin_port = htons(port);
const std::string bind_text(bind_address);
if (inet_pton(AF_INET, bind_text.c_str(), &address.sin_addr) != 1) {
throw std::invalid_argument("bind address must be an IPv4 address");
}
if (bind(server.get(), reinterpret_cast<const sockaddr *>(&address), sizeof(address)) != 0) {
throw std::runtime_error(std::string("bind: ") + std::strerror(errno));
}
if (listen(server.get(), 16) != 0) {
throw std::runtime_error(std::string("listen: ") + std::strerror(errno));
}
std::cout << std::fixed << std::setprecision(3)
<< "service_ready=http://" << bind_address << ':' << port << '\n'
<< "initialization_ms=" << initialization_ms << '\n'
<< "prewarm_experts="
<< (std::getenv("LING3_PREWARM_EXPERTS") == nullptr ? "false" : "true")
<< '\n'
<< "dynamic_batch_1_128=" << (decoder.has_dynamic_batch() ? "true" : "false")
<< std::endl;
while (true) {
const int descriptor = accept4(server.get(), nullptr, nullptr, SOCK_CLOEXEC);
if (descriptor < 0 && errno == EINTR) continue;
if (descriptor < 0) {
throw std::runtime_error(std::string("accept: ") + std::strerror(errno));
}
std::thread([descriptor, &engine]() {
HandleClient(Socket(descriptor), engine);
}).detach();
}
#endif
}
} // namespace ling3
|