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
| // NOTE: this is copied from common.cpp to avoid linking with libcommon | |
| static std::wstring utf8_to_wstring(const std::string & str) { | |
| if (str.empty()) { | |
| return std::wstring(); | |
| } | |
| int size = MultiByteToWideChar(CP_UTF8, 0, str.c_str(), (int)str.size(), NULL, 0); | |
| if (size <= 0) { | |
| return std::wstring(); | |
| } | |
| std::wstring wstr(size, 0); | |
| MultiByteToWideChar(CP_UTF8, 0, str.c_str(), (int)str.size(), &wstr[0], size); | |
| return wstr; | |
| } | |
| // NOTE: this is copied from common.cpp to avoid linking with libcommon | |
| // returns true if successful, false otherwise | |
| static bool fs_create_directory_with_parents(const std::string & path) { | |
| std::wstring wpath = utf8_to_wstring(path); | |
| // if the path already exists, check whether it's a directory | |
| const DWORD attributes = GetFileAttributesW(wpath.c_str()); | |
| if ((attributes != INVALID_FILE_ATTRIBUTES) && (attributes & FILE_ATTRIBUTE_DIRECTORY)) { | |
| return true; | |
| } | |
| size_t pos_slash = 0; | |
| // process path from front to back, procedurally creating directories | |
| while ((pos_slash = path.find('\\', pos_slash)) != std::string::npos) { | |
| const std::wstring subpath = wpath.substr(0, pos_slash); | |
| pos_slash += 1; | |
| // skip the drive letter, in some systems it can return an access denied error | |
| if (subpath.length() == 2 && subpath[1] == ':') { | |
| continue; | |
| } | |
| const bool success = CreateDirectoryW(subpath.c_str(), NULL); | |
| if (!success) { | |
| const DWORD error = GetLastError(); | |
| // if the path already exists, ensure that it's a directory | |
| if (error == ERROR_ALREADY_EXISTS) { | |
| const DWORD attributes = GetFileAttributesW(subpath.c_str()); | |
| if (attributes == INVALID_FILE_ATTRIBUTES || !(attributes & FILE_ATTRIBUTE_DIRECTORY)) { | |
| return false; | |
| } | |
| } else { | |
| return false; | |
| } | |
| } | |
| } | |
| return true; | |
| // if the path already exists, check whether it's a directory | |
| struct stat info; | |
| if (stat(path.c_str(), &info) == 0) { | |
| return S_ISDIR(info.st_mode); | |
| } | |
| size_t pos_slash = 1; // skip leading slashes for directory creation | |
| // process path from front to back, procedurally creating directories | |
| while ((pos_slash = path.find('/', pos_slash)) != std::string::npos) { | |
| const std::string subpath = path.substr(0, pos_slash); | |
| struct stat info; | |
| // if the path already exists, ensure that it's a directory | |
| if (stat(subpath.c_str(), &info) == 0) { | |
| if (!S_ISDIR(info.st_mode)) { | |
| return false; | |
| } | |
| } else { | |
| // create parent directories | |
| const int ret = mkdir(subpath.c_str(), 0755); | |
| if (ret != 0) { | |
| return false; | |
| } | |
| } | |
| pos_slash += 1; | |
| } | |
| return true; | |
| } | |
| // NOTE: this is copied from common.cpp to avoid linking with libcommon | |
| static std::string fs_get_cache_directory() { | |
| std::string cache_directory = ""; | |
| auto ensure_trailing_slash = [](std::string p) { | |
| // Make sure to add trailing slash | |
| if (p.back() != DIRECTORY_SEPARATOR) { | |
| p += DIRECTORY_SEPARATOR; | |
| } | |
| return p; | |
| }; | |
| if (getenv("LLAMA_CACHE")) { | |
| cache_directory = std::getenv("LLAMA_CACHE"); | |
| } else { | |
| if (std::getenv("XDG_CACHE_HOME")) { | |
| cache_directory = std::getenv("XDG_CACHE_HOME"); | |
| } else if (std::getenv("HOME")) { | |
| cache_directory = std::getenv("HOME") + std::string("/.cache/"); | |
| } else { | |
| /* no $HOME is defined, fallback to getpwuid */ | |
| struct passwd *pw = getpwuid(getuid()); | |
| if ((!pw) || (!pw->pw_dir)) { | |
| throw std::runtime_error("Failed to find $HOME directory"); | |
| } | |
| cache_directory = std::string(pw->pw_dir) + std::string("/.cache/"); | |
| throw std::runtime_error("Failed to find $HOME directory"); | |
| } | |
| cache_directory = std::getenv("HOME") + std::string("/Library/Caches/"); | |
| cache_directory = std::getenv("LOCALAPPDATA"); | |
| GGML_ABORT("not implemented on this platform"); | |
| cache_directory = ensure_trailing_slash(cache_directory); | |
| cache_directory += "llama.cpp"; | |
| } | |
| return ensure_trailing_slash(cache_directory); | |
| } | |
| struct rpc_server_params { | |
| std::string host = "127.0.0.1"; | |
| int port = 50052; | |
| bool use_cache = false; | |
| int n_threads = std::max(1U, std::thread::hardware_concurrency()/2); | |
| std::vector<std::string> devices; | |
| }; | |
| static void print_usage(int /*argc*/, char ** argv, rpc_server_params params) { | |
| fprintf(stderr, "Usage: %s [options]\n\n", argv[0]); | |
| fprintf(stderr, "options:\n"); | |
| fprintf(stderr, " -h, --help show this help message and exit\n"); | |
| fprintf(stderr, " -t, --threads N number of threads for the CPU device (default: %d)\n", params.n_threads); | |
| fprintf(stderr, " -d, --device <dev1,dev2,...> comma-separated list of devices\n"); | |
| fprintf(stderr, " -H, --host HOST host to bind to (default: %s)\n", params.host.c_str()); | |
| fprintf(stderr, " -p, --port PORT port to bind to (default: %d)\n", params.port); | |
| fprintf(stderr, " -c, --cache enable local file cache\n"); | |
| fprintf(stderr, "\n"); | |
| } | |
| static bool rpc_server_params_parse(int argc, char ** argv, rpc_server_params & params) { | |
| std::string arg; | |
| for (int i = 1; i < argc; i++) { | |
| arg = argv[i]; | |
| if (arg == "-H" || arg == "--host") { | |
| if (++i >= argc) { | |
| return false; | |
| } | |
| params.host = argv[i]; | |
| } else if (arg == "-t" || arg == "--threads") { | |
| if (++i >= argc) { | |
| return false; | |
| } | |
| params.n_threads = std::stoi(argv[i]); | |
| if (params.n_threads <= 0) { | |
| fprintf(stderr, "error: invalid number of threads: %d\n", params.n_threads); | |
| return false; | |
| } | |
| } else if (arg == "-d" || arg == "--device") { | |
| if (++i >= argc) { | |
| return false; | |
| } | |
| const std::regex regex{ R"([,/]+)" }; | |
| std::string dev_str = argv[i]; | |
| std::sregex_token_iterator iter(dev_str.begin(), dev_str.end(), regex, -1); | |
| std::sregex_token_iterator end; | |
| for ( ; iter != end; ++iter) { | |
| try { | |
| params.devices.push_back(*iter); | |
| } catch (const std::exception & ) { | |
| fprintf(stderr, "error: invalid device: %s\n", iter->str().c_str()); | |
| return false; | |
| } | |
| } | |
| } else if (arg == "-p" || arg == "--port") { | |
| if (++i >= argc) { | |
| return false; | |
| } | |
| params.port = std::stoi(argv[i]); | |
| if (params.port <= 0 || params.port > 65535) { | |
| return false; | |
| } | |
| } else if (arg == "-c" || arg == "--cache") { | |
| params.use_cache = true; | |
| } else if (arg == "-h" || arg == "--help") { | |
| print_usage(argc, argv, params); | |
| exit(0); | |
| } else { | |
| fprintf(stderr, "error: unknown argument: %s\n", arg.c_str()); | |
| print_usage(argc, argv, params); | |
| exit(0); | |
| } | |
| } | |
| return true; | |
| } | |
| static std::vector<ggml_backend_dev_t> get_devices(const rpc_server_params & params) { | |
| std::vector<ggml_backend_dev_t> devices; | |
| if (!params.devices.empty()) { | |
| for (auto device : params.devices) { | |
| ggml_backend_dev_t dev = ggml_backend_dev_by_name(device.c_str()); | |
| if (dev) { | |
| devices.push_back(dev); | |
| } else { | |
| fprintf(stderr, "error: unknown device: %s\n", device.c_str()); | |
| fprintf(stderr, "available devices:\n"); | |
| for (size_t i = 0; i < ggml_backend_dev_count(); i++) { | |
| auto * dev = ggml_backend_dev_get(i); | |
| size_t free, total; | |
| ggml_backend_dev_memory(dev, &free, &total); | |
| printf(" %s: %s (%zu MiB, %zu MiB free)\n", ggml_backend_dev_name(dev), ggml_backend_dev_description(dev), total / 1024 / 1024, free / 1024 / 1024); | |
| } | |
| return {}; | |
| } | |
| } | |
| } | |
| // Try non-CPU devices first | |
| if (devices.empty()) { | |
| for (size_t i = 0; i < ggml_backend_dev_count(); i++) { | |
| ggml_backend_dev_t dev = ggml_backend_dev_get(i); | |
| if (ggml_backend_dev_type(dev) != GGML_BACKEND_DEVICE_TYPE_CPU) { | |
| devices.push_back(dev); | |
| } | |
| } | |
| } | |
| // If there are no accelerators, fallback to CPU device | |
| if (devices.empty()) { | |
| ggml_backend_dev_t dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU); | |
| if (dev) { | |
| devices.push_back(dev); | |
| } | |
| } | |
| return devices; | |
| } | |
| int main(int argc, char * argv[]) { | |
| std::setlocale(LC_NUMERIC, "C"); | |
| ggml_backend_load_all(); | |
| rpc_server_params params; | |
| if (!rpc_server_params_parse(argc, argv, params)) { | |
| fprintf(stderr, "Invalid parameters\n"); | |
| return 1; | |
| } | |
| if (params.host != "127.0.0.1") { | |
| fprintf(stderr, "\n"); | |
| fprintf(stderr, "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n"); | |
| fprintf(stderr, "WARNING: Host ('%s') is != '127.0.0.1'\n", params.host.c_str()); | |
| fprintf(stderr, " Never expose the RPC server to an open network!\n"); | |
| fprintf(stderr, " This is an experimental feature and is not secure!\n"); | |
| fprintf(stderr, "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n"); | |
| fprintf(stderr, "\n"); | |
| } | |
| auto devices = get_devices(params); | |
| if (devices.empty()) { | |
| fprintf(stderr, "No devices found\n"); | |
| return 1; | |
| } | |
| std::string endpoint = params.host + ":" + std::to_string(params.port); | |
| const char * cache_dir = nullptr; | |
| std::string cache_dir_str; | |
| if (params.use_cache) { | |
| cache_dir_str = fs_get_cache_directory() + "rpc" + DIRECTORY_SEPARATOR; | |
| if (!fs_create_directory_with_parents(cache_dir_str)) { | |
| fprintf(stderr, "Failed to create cache directory: %s\n", cache_dir_str.c_str()); | |
| return 1; | |
| } | |
| cache_dir = cache_dir_str.c_str(); | |
| } | |
| ggml_backend_reg_t reg = ggml_backend_reg_by_name("RPC"); | |
| if (!reg) { | |
| fprintf(stderr, "Failed to find RPC backend\n"); | |
| return 1; | |
| } | |
| auto start_server_fn = (decltype(ggml_backend_rpc_start_server)*) ggml_backend_reg_get_proc_address(reg, "ggml_backend_rpc_start_server"); | |
| if (!start_server_fn) { | |
| fprintf(stderr, "Failed to obtain RPC backend start server function\n"); | |
| return 1; | |
| } | |
| start_server_fn(endpoint.c_str(), cache_dir, params.n_threads, devices.size(), devices.data()); | |
| return 0; | |
| } | |