Safetensors
GGUF
Turkish
llama
Llama-3
instruct
finetune
chatml
gpt4
synthetic data
distillation
function calling
json mode
axolotl
roleplaying
chat
Instructions to use tda45/TdAI with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- llama-cpp-python
How to use tda45/TdAI with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="tda45/TdAI", filename="llama.cpp/models/ggml-vocab-aquila.gguf", )
output = llm( "Once upon a time,", max_tokens=512, echo=True ) print(output)
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use tda45/TdAI with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf tda45/TdAI # Run inference directly in the terminal: llama cli -hf tda45/TdAI
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf tda45/TdAI # Run inference directly in the terminal: llama cli -hf tda45/TdAI
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf tda45/TdAI # Run inference directly in the terminal: ./llama-cli -hf tda45/TdAI
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf tda45/TdAI # Run inference directly in the terminal: ./build/bin/llama-cli -hf tda45/TdAI
Use Docker
docker model run hf.co/tda45/TdAI
- LM Studio
- Jan
- Ollama
How to use tda45/TdAI with Ollama:
ollama run hf.co/tda45/TdAI
- Unsloth Studio
How to use tda45/TdAI with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for tda45/TdAI to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for tda45/TdAI to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for tda45/TdAI to start chatting
- Atomic Chat new
- Docker Model Runner
How to use tda45/TdAI with Docker Model Runner:
docker model run hf.co/tda45/TdAI
- Lemonade
How to use tda45/TdAI with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull tda45/TdAI
Run and chat with the model
lemonade run user.TdAI-{{QUANT_TAG}}List all available models
lemonade list
File size: 15,549 Bytes
76513ec | 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 | #include "hf-cache.h"
#include "build-info.h"
#include "common.h"
#include "log.h"
#include "http.h"
#define JSON_ASSERT GGML_ASSERT
#include <nlohmann/json.hpp>
#include <filesystem>
#include <fstream>
#include <atomic>
#include <string>
#include <string_view>
#include <stdexcept>
namespace nl = nlohmann;
#if defined(_WIN32)
#define WIN32_LEAN_AND_MEAN
#ifndef NOMINMAX
#define NOMINMAX
#endif
#define HOME_DIR "USERPROFILE"
#include <windows.h>
#else
#define HOME_DIR "HOME"
#include <unistd.h>
#include <pwd.h>
#endif
namespace hf_cache {
namespace fs = std::filesystem;
static fs::path get_cache_directory() {
static const fs::path cache = []() {
struct {
const char * var;
fs::path path;
} entries[] = {
{"LLAMA_CACHE", fs::path()},
{"HF_HUB_CACHE", fs::path()},
{"HUGGINGFACE_HUB_CACHE", fs::path()},
{"HF_HOME", fs::path("hub")},
{"XDG_CACHE_HOME", fs::path("huggingface") / "hub"},
{HOME_DIR, fs::path(".cache") / "huggingface" / "hub"}
};
for (const auto & entry : entries) {
if (auto * p = std::getenv(entry.var); p && *p) {
fs::path base(p);
return entry.path.empty() ? base : base / entry.path;
}
}
#ifndef _WIN32
const struct passwd * pw = getpwuid(getuid());
if (pw && pw->pw_dir && *pw->pw_dir) {
return fs::path(pw->pw_dir) / ".cache" / "huggingface" / "hub";
}
#endif
throw std::runtime_error("Failed to determine HF cache directory");
}();
return cache;
}
static std::string folder_name_to_repo(const std::string & folder) {
constexpr std::string_view prefix = "models--";
if (folder.rfind(prefix, 0)) {
return {};
}
std::string result = folder.substr(prefix.length());
string_replace_all(result, "--", "/");
return result;
}
static std::string repo_to_folder_name(const std::string & repo_id) {
constexpr std::string_view prefix = "models--";
std::string result = std::string(prefix) + repo_id;
string_replace_all(result, "/", "--");
return result;
}
static fs::path get_repo_path(const std::string & repo_id) {
return get_cache_directory() / repo_to_folder_name(repo_id);
}
static bool is_hex_char(const char c) {
return (c >= 'A' && c <= 'F') ||
(c >= 'a' && c <= 'f') ||
(c >= '0' && c <= '9');
}
static bool is_hex_string(const std::string & s, size_t expected_len) {
if (s.length() != expected_len) {
return false;
}
for (const char c : s) {
if (!is_hex_char(c)) {
return false;
}
}
return true;
}
static bool is_alphanum(const char c) {
return (c >= 'A' && c <= 'Z') ||
(c >= 'a' && c <= 'z') ||
(c >= '0' && c <= '9');
}
static bool is_special_char(char c) {
return c == '/' || c == '.' || c == '-';
}
// base chars [A-Za-z0-9_] are always valid
// special chars [/.-] must be surrounded by base chars
// exactly one '/' required
static bool is_valid_repo_id(const std::string & repo_id) {
if (repo_id.empty() || repo_id.length() > 256) {
return false;
}
int slash = 0;
bool special = true;
for (const char c : repo_id) {
if (is_alphanum(c) || c == '_') {
special = false;
} else if (is_special_char(c)) {
if (special) {
return false;
}
slash += (c == '/');
special = true;
} else {
return false;
}
}
return !special && slash == 1;
}
static bool is_valid_hf_token(const std::string & token) {
if (token.length() < 37 || token.length() > 256 ||
!string_starts_with(token, "hf_")) {
return false;
}
for (size_t i = 3; i < token.length(); ++i) {
if (!is_alphanum(token[i])) {
return false;
}
}
return true;
}
static bool is_valid_commit(const std::string & hash) {
return is_hex_string(hash, 40);
}
static bool is_valid_oid(const std::string & oid) {
return is_hex_string(oid, 40) || is_hex_string(oid, 64);
}
static bool is_valid_subpath(const fs::path & path, const fs::path & subpath) {
if (subpath.is_absolute()) {
return false; // never do a / b with b absolute
}
auto b = fs::absolute(path).lexically_normal();
auto t = (b / subpath).lexically_normal();
auto [b_end, _] = std::mismatch(b.begin(), b.end(), t.begin(), t.end());
return b_end == b.end();
}
static void safe_write_file(const fs::path & path, const std::string & data) {
fs::path path_tmp = path.string() + ".tmp";
if (path.has_parent_path()) {
fs::create_directories(path.parent_path());
}
std::ofstream file(path_tmp);
file << data;
file.close();
std::error_code ec;
if (!file.fail()) {
fs::rename(path_tmp, path, ec);
}
if (file.fail() || ec) {
fs::remove(path_tmp, ec);
throw std::runtime_error("failed to write file: " + path.string());
}
}
static nl::json api_get(const std::string & url,
const std::string & token) {
auto [cli, parts] = common_http_client(url);
httplib::Headers headers = {
{"User-Agent", "llama-cpp/" + std::string(llama_build_info())},
{"Accept", "application/json"}
};
if (is_valid_hf_token(token)) {
headers.emplace("Authorization", "Bearer " + token);
} else if (!token.empty()) {
LOG_WRN("%s: invalid token, authentication disabled\n", __func__);
}
if (auto res = cli.Get(parts.path, headers)) {
auto body = res->body;
if (res->status == 200) {
return nl::json::parse(res->body);
}
try {
body = nl::json::parse(res->body)["error"].get<std::string>();
} catch (...) { }
throw std::runtime_error("GET failed (" + std::to_string(res->status) + "): " + body);
} else {
throw std::runtime_error("HTTPLIB failed: " + httplib::to_string(res.error()));
}
}
static std::string get_repo_commit(const std::string & repo_id,
const std::string & token) {
try {
auto endpoint = common_get_model_endpoint();
auto json = api_get(endpoint + "api/models/" + repo_id + "/refs", token);
if (!json.is_object() ||
!json.contains("branches") || !json["branches"].is_array()) {
LOG_WRN("%s: missing 'branches' for '%s'\n", __func__, repo_id.c_str());
return {};
}
fs::path refs_path = get_repo_path(repo_id) / "refs";
std::string name;
std::string commit;
for (const auto & branch : json["branches"]) {
if (!branch.is_object() ||
!branch.contains("name") || !branch["name"].is_string() ||
!branch.contains("targetCommit") || !branch["targetCommit"].is_string()) {
continue;
}
std::string _name = branch["name"].get<std::string>();
std::string _commit = branch["targetCommit"].get<std::string>();
if (!is_valid_subpath(refs_path, _name)) {
LOG_WRN("%s: skip invalid branch: %s\n", __func__, _name.c_str());
continue;
}
if (!is_valid_commit(_commit)) {
LOG_WRN("%s: skip invalid commit: %s\n", __func__, _commit.c_str());
continue;
}
if (_name == "main") {
name = _name;
commit = _commit;
break;
}
if (name.empty() || commit.empty()) {
name = _name;
commit = _commit;
}
}
if (name.empty() || commit.empty()) {
LOG_WRN("%s: no valid branch for '%s'\n", __func__, repo_id.c_str());
return {};
}
safe_write_file(refs_path / name, commit);
return commit;
} catch (const nl::json::exception & e) {
LOG_ERR("%s: JSON error: %s\n", __func__, e.what());
} catch (const std::exception & e) {
LOG_ERR("%s: error: %s\n", __func__, e.what());
}
return {};
}
hf_files get_repo_files(const std::string & repo_id,
const std::string & token) {
if (!is_valid_repo_id(repo_id)) {
LOG_WRN("%s: invalid repository: %s\n", __func__, repo_id.c_str());
return {};
}
std::string commit = get_repo_commit(repo_id, token);
if (commit.empty()) {
LOG_WRN("%s: failed to resolve commit for %s\n", __func__, repo_id.c_str());
return {};
}
fs::path blobs_path = get_repo_path(repo_id) / "blobs";
fs::path commit_path = get_repo_path(repo_id) / "snapshots" / commit;
hf_files files;
try {
auto endpoint = common_get_model_endpoint();
auto json = api_get(endpoint + "api/models/" + repo_id + "/tree/" + commit + "?recursive=true", token);
if (!json.is_array()) {
LOG_WRN("%s: response is not an array for '%s'\n", __func__, repo_id.c_str());
return {};
}
for (const auto & item : json) {
if (!item.is_object() ||
!item.contains("type") || !item["type"].is_string() || item["type"] != "file" ||
!item.contains("path") || !item["path"].is_string()) {
continue;
}
hf_file file;
file.repo_id = repo_id;
file.path = item["path"].get<std::string>();
if (!is_valid_subpath(commit_path, file.path)) {
LOG_WRN("%s: skip invalid path: %s\n", __func__, file.path.c_str());
continue;
}
if (item.contains("lfs") && item["lfs"].is_object()) {
if (item["lfs"].contains("oid") && item["lfs"]["oid"].is_string()) {
file.oid = item["lfs"]["oid"].get<std::string>();
}
} else if (item.contains("oid") && item["oid"].is_string()) {
file.oid = item["oid"].get<std::string>();
}
if (!file.oid.empty() && !is_valid_oid(file.oid)) {
LOG_WRN("%s: skip invalid oid: %s\n", __func__, file.oid.c_str());
continue;
}
file.url = endpoint + repo_id + "/resolve/" + commit + "/" + file.path;
fs::path final_path = commit_path / file.path;
file.final_path = final_path.string();
if (!file.oid.empty() && !fs::exists(final_path)) {
fs::path local_path = blobs_path / file.oid;
file.local_path = local_path.string();
} else {
file.local_path = file.final_path;
}
files.push_back(file);
}
} catch (const nl::json::exception & e) {
LOG_ERR("%s: JSON error: %s\n", __func__, e.what());
} catch (const std::exception & e) {
LOG_ERR("%s: error: %s\n", __func__, e.what());
}
return files;
}
static std::string get_cached_ref(const fs::path & repo_path) {
fs::path refs_path = repo_path / "refs";
if (!fs::is_directory(refs_path)) {
return {};
}
std::string fallback;
for (const auto & entry : fs::directory_iterator(refs_path)) {
if (!entry.is_regular_file()) {
continue;
}
std::ifstream f(entry.path());
std::string commit;
if (!f || !std::getline(f, commit) || commit.empty()) {
continue;
}
if (!is_valid_commit(commit)) {
LOG_WRN("%s: skip invalid commit: %s\n", __func__, commit.c_str());
continue;
}
if (entry.path().filename() == "main") {
return commit;
}
if (fallback.empty()) {
fallback = commit;
}
}
return fallback;
}
hf_files get_cached_files(const std::string & repo_id) {
fs::path cache_dir = get_cache_directory();
if (!fs::exists(cache_dir)) {
return {};
}
if (!repo_id.empty() && !is_valid_repo_id(repo_id)) {
LOG_WRN("%s: invalid repository: %s\n", __func__, repo_id.c_str());
return {};
}
hf_files files;
for (const auto & repo : fs::directory_iterator(cache_dir)) {
if (!repo.is_directory()) {
continue;
}
fs::path snapshots_path = repo.path() / "snapshots";
if (!fs::exists(snapshots_path)) {
continue;
}
std::string _repo_id = folder_name_to_repo(repo.path().filename().string());
if (!is_valid_repo_id(_repo_id)) {
continue;
}
if (!repo_id.empty() && _repo_id != repo_id) {
continue;
}
std::string commit = get_cached_ref(repo.path());
fs::path commit_path = snapshots_path / commit;
if (commit.empty() || !fs::is_directory(commit_path)) {
continue;
}
for (const auto & entry : fs::recursive_directory_iterator(commit_path)) {
if (!entry.is_regular_file() && !entry.is_symlink()) {
continue;
}
fs::path path = entry.path().lexically_relative(commit_path);
if (!path.empty()) {
hf_file file;
file.repo_id = _repo_id;
file.path = path.generic_string();
file.local_path = entry.path().string();
file.final_path = file.local_path;
files.push_back(std::move(file));
}
}
}
return files;
}
std::string finalize_file(const hf_file & file) {
static std::atomic<bool> symlinks_disabled{false};
std::error_code ec;
fs::path local_path(file.local_path);
fs::path final_path(file.final_path);
if (local_path == final_path || fs::exists(final_path, ec)) {
return file.final_path;
}
if (!fs::exists(local_path, ec)) {
return file.final_path;
}
fs::create_directories(final_path.parent_path(), ec);
if (!symlinks_disabled) {
fs::path target = fs::relative(local_path, final_path.parent_path(), ec);
if (!ec) {
fs::create_symlink(target, final_path, ec);
}
if (!ec) {
return file.final_path;
}
}
if (!symlinks_disabled.exchange(true)) {
LOG_WRN("%s: failed to create symlink: %s\n", __func__, ec.message().c_str());
LOG_WRN("%s: switching to degraded mode\n", __func__);
}
fs::rename(local_path, final_path, ec);
if (ec) {
LOG_WRN("%s: failed to move file to snapshots: %s\n", __func__, ec.message().c_str());
fs::copy(local_path, final_path, ec);
if (ec) {
LOG_ERR("%s: failed to copy file to snapshots: %s\n", __func__, ec.message().c_str());
}
}
return file.final_path;
}
bool remove_cached_repo(const std::string & repo_id) {
if (!is_valid_repo_id(repo_id)) {
LOG_WRN("%s: invalid repository: %s\n", __func__, repo_id.c_str());
return false;
}
fs::path repo_path = get_repo_path(repo_id);
std::error_code ec;
auto removed = fs::remove_all(repo_path, ec);
if (ec) {
LOG_ERR("%s: failed to remove repo cache %s: %s\n", __func__, repo_path.string().c_str(), ec.message().c_str());
return false;
}
return removed > 0;
}
} // namespace hf_cache
|