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
| // | |
| // server_queue | |
| // | |
| int server_queue::post(server_task && task, bool front) { | |
| std::unique_lock<std::mutex> lock(mutex_tasks); | |
| GGML_ASSERT(task.id != -1); | |
| // if this is cancel task make sure to clean up pending tasks | |
| if (task.type == SERVER_TASK_TYPE_CANCEL) { | |
| cleanup_pending_task(task.id_target); | |
| } | |
| const int task_id = task.id; | |
| QUE_DBG("new task, id = %d, front = %d\n", task_id, front); | |
| if (front) { | |
| queue_tasks.push_front(std::move(task)); | |
| } else { | |
| queue_tasks.push_back(std::move(task)); | |
| } | |
| time_last_task = ggml_time_ms(); | |
| condition_tasks.notify_one(); | |
| return task_id; | |
| } | |
| int server_queue::post(std::vector<server_task> && tasks, bool front) { | |
| std::unique_lock<std::mutex> lock(mutex_tasks); | |
| for (auto & task : tasks) { | |
| if (task.id == -1) { | |
| task.id = id++; | |
| } | |
| // if this is cancel task make sure to clean up pending tasks | |
| if (task.type == SERVER_TASK_TYPE_CANCEL) { | |
| cleanup_pending_task(task.id_target); | |
| } | |
| QUE_DBG("new task, id = %d/%d, front = %d\n", task.id, (int) tasks.size(), front); | |
| if (front) { | |
| queue_tasks.push_front(std::move(task)); | |
| } else { | |
| queue_tasks.push_back(std::move(task)); | |
| } | |
| } | |
| time_last_task = ggml_time_ms(); | |
| condition_tasks.notify_one(); | |
| return 0; | |
| } | |
| void server_queue::defer(server_task && task) { | |
| std::unique_lock<std::mutex> lock(mutex_tasks); | |
| QUE_DBG("defer task, id = %d\n", task.id); | |
| queue_tasks_deferred.push_back(std::move(task)); | |
| time_last_task = ggml_time_ms(); | |
| condition_tasks.notify_one(); | |
| } | |
| int server_queue::get_new_id() { | |
| std::unique_lock<std::mutex> lock(mutex_tasks); | |
| int new_id = id++; | |
| return new_id; | |
| } | |
| void server_queue::pop_deferred_task(int id_slot) { | |
| std::unique_lock<std::mutex> lock(mutex_tasks); | |
| if (!queue_tasks_deferred.empty()) { | |
| // try to find a task that uses the specified slot | |
| bool found = false; | |
| for (auto it = queue_tasks_deferred.begin(); it != queue_tasks_deferred.end(); ++it) { | |
| if (it->id_slot == id_slot) { | |
| QUE_DBG("pop deferred task (use slot %d), id_task = %d\n", id_slot, it->id); | |
| queue_tasks.emplace_front(std::move(*it)); | |
| queue_tasks_deferred.erase(it); | |
| found = true; | |
| break; | |
| } | |
| } | |
| // if not tasks found using the slot, just pop the first deferred task (default behavior) | |
| if (!found) { | |
| QUE_DBG("pop deferred task, id_task = %d\n", queue_tasks_deferred.front().id); | |
| queue_tasks.emplace_front(std::move(queue_tasks_deferred.front())); | |
| queue_tasks_deferred.pop_front(); | |
| } | |
| } | |
| time_last_task = ggml_time_ms(); | |
| condition_tasks.notify_one(); | |
| } | |
| void server_queue::wait_until_no_sleep() { | |
| std::unique_lock<std::mutex> lock(mutex_tasks); | |
| if (!sleeping) { | |
| return; | |
| } else { | |
| if (!req_stop_sleeping) { | |
| QUE_DBG("%s", "requesting to stop sleeping\n"); | |
| req_stop_sleeping = true; | |
| condition_tasks.notify_one(); // only main thread is waiting on this | |
| } | |
| QUE_DBG("%s", "waiting until no sleep\n"); | |
| condition_tasks.wait(lock, [&]{ | |
| return !sleeping; | |
| }); | |
| } | |
| } | |
| void server_queue::terminate() { | |
| std::unique_lock<std::mutex> lock(mutex_tasks); | |
| running = false; | |
| condition_tasks.notify_all(); | |
| } | |
| void server_queue::start_loop(int64_t idle_sleep_ms) { | |
| running = true; | |
| time_last_task = ggml_time_ms(); | |
| constexpr auto max_wait_time = std::chrono::seconds(1); | |
| auto should_sleep = [&]() -> bool { | |
| // caller must hold mutex_tasks | |
| if (idle_sleep_ms < 0) { | |
| return false; | |
| } | |
| int64_t now = ggml_time_ms(); | |
| return (now - time_last_task) >= idle_sleep_ms; | |
| }; | |
| while (true) { | |
| QUE_DBG("%s", "processing new tasks\n"); | |
| while (true) { | |
| std::unique_lock<std::mutex> lock(mutex_tasks); | |
| if (!running) { | |
| QUE_DBG("%s", "terminate\n"); | |
| return; | |
| } | |
| if (queue_tasks.empty()) { | |
| lock.unlock(); | |
| break; | |
| } | |
| server_task task = std::move(queue_tasks.front()); | |
| queue_tasks.pop_front(); | |
| lock.unlock(); | |
| QUE_DBG("processing task, id = %d\n", task.id); | |
| callback_new_task(std::move(task)); | |
| } | |
| // all tasks in the current loop is processed, slots data is now ready | |
| QUE_DBG("%s", "update slots\n"); | |
| // this will run the main inference process for all slots | |
| callback_update_slots(); | |
| { | |
| // update_slots() may take a while to finish, we need to make sure it's not counted as idle | |
| std::unique_lock<std::mutex> lock(mutex_tasks); | |
| time_last_task = ggml_time_ms(); | |
| } | |
| QUE_DBG("%s", "waiting for new tasks\n"); | |
| while (true) { | |
| std::unique_lock<std::mutex> lock(mutex_tasks); | |
| if (!running || !queue_tasks.empty()) { | |
| break; // go back to process new tasks or terminate | |
| } | |
| // no tasks, check for sleeping state | |
| if (should_sleep()) { | |
| QUE_INF("%s", "entering sleeping state\n"); | |
| sleeping = true; | |
| callback_sleeping_state(true); | |
| req_stop_sleeping = false; | |
| // wait until we are requested to exit sleeping state | |
| condition_tasks.wait(lock, [&]{ | |
| return (!running || req_stop_sleeping); | |
| }); | |
| if (!running) { // may changed during sleep | |
| break; // terminate | |
| } | |
| QUE_INF("%s", "exiting sleeping state\n"); | |
| req_stop_sleeping = false; | |
| callback_sleeping_state(false); | |
| sleeping = false; | |
| time_last_task = ggml_time_ms(); | |
| condition_tasks.notify_all(); // notify wait_until_no_sleep() | |
| break; // process new tasks | |
| } else { | |
| // wait for new tasks or timeout for checking sleeping condition | |
| bool res = condition_tasks.wait_for(lock, max_wait_time, [&]{ | |
| return (!queue_tasks.empty() || !running); | |
| }); | |
| if (res) { | |
| break; // new task arrived or terminate | |
| } | |
| // otherwise, loop again to check sleeping condition | |
| } | |
| } | |
| } | |
| } | |
| void server_queue::cleanup_pending_task(int id_target) { | |
| // no need lock because this is called exclusively by post() | |
| auto rm_func = [id_target](const server_task & task) { | |
| return task.id == id_target; | |
| }; | |
| queue_tasks.erase( | |
| std::remove_if(queue_tasks.begin(), queue_tasks.end(), rm_func), | |
| queue_tasks.end()); | |
| queue_tasks_deferred.erase( | |
| std::remove_if(queue_tasks_deferred.begin(), queue_tasks_deferred.end(), rm_func), | |
| queue_tasks_deferred.end()); | |
| } | |
| // | |
| // server_response | |
| // | |
| void server_response::add_waiting_task_id(int id_task) { | |
| RES_DBG("add task %d to waiting list. current waiting = %d (before add)\n", id_task, (int) waiting_task_ids.size()); | |
| std::unique_lock<std::mutex> lock(mutex_results); | |
| waiting_task_ids.insert(id_task); | |
| } | |
| void server_response::add_waiting_task_ids(const std::unordered_set<int> & id_tasks) { | |
| std::unique_lock<std::mutex> lock(mutex_results); | |
| for (const auto & id_task : id_tasks) { | |
| RES_DBG("add task %d to waiting list. current waiting = %d (before add)\n", id_task, (int) waiting_task_ids.size()); | |
| waiting_task_ids.insert(id_task); | |
| } | |
| } | |
| void server_response::remove_waiting_task_id(int id_task) { | |
| RES_DBG("remove task %d from waiting list. current waiting = %d (before remove)\n", id_task, (int) waiting_task_ids.size()); | |
| std::unique_lock<std::mutex> lock(mutex_results); | |
| waiting_task_ids.erase(id_task); | |
| // make sure to clean up all pending results | |
| queue_results.erase( | |
| std::remove_if(queue_results.begin(), queue_results.end(), [id_task](const server_task_result_ptr & res) { | |
| return res->id == id_task; | |
| }), | |
| queue_results.end()); | |
| } | |
| void server_response::remove_waiting_task_ids(const std::unordered_set<int> & id_tasks) { | |
| std::unique_lock<std::mutex> lock(mutex_results); | |
| for (const auto & id_task : id_tasks) { | |
| RES_DBG("remove task %d from waiting list. current waiting = %d (before remove)\n", id_task, (int) waiting_task_ids.size()); | |
| waiting_task_ids.erase(id_task); | |
| } | |
| } | |
| server_task_result_ptr server_response::recv(const std::unordered_set<int> & id_tasks) { | |
| while (true) { | |
| std::unique_lock<std::mutex> lock(mutex_results); | |
| condition_results.wait(lock, [&]{ | |
| if (!running) { | |
| RES_DBG("%s : queue result stop\n", "recv"); | |
| std::terminate(); // we cannot return here since the caller is HTTP code | |
| } | |
| return !queue_results.empty(); | |
| }); | |
| for (size_t i = 0; i < queue_results.size(); i++) { | |
| if (id_tasks.find(queue_results[i]->id) != id_tasks.end()) { | |
| server_task_result_ptr res = std::move(queue_results[i]); | |
| queue_results.erase(queue_results.begin() + i); | |
| return res; | |
| } | |
| } | |
| } | |
| // should never reach here | |
| } | |
| server_task_result_ptr server_response::recv_with_timeout(const std::unordered_set<int> & id_tasks, int timeout) { | |
| while (true) { | |
| std::unique_lock<std::mutex> lock(mutex_results); | |
| for (int i = 0; i < (int) queue_results.size(); i++) { | |
| if (id_tasks.find(queue_results[i]->id) != id_tasks.end()) { | |
| server_task_result_ptr res = std::move(queue_results[i]); | |
| queue_results.erase(queue_results.begin() + i); | |
| return res; | |
| } | |
| } | |
| std::cv_status cr_res = condition_results.wait_for(lock, std::chrono::seconds(timeout)); | |
| if (!running) { | |
| RES_DBG("%s : queue result stop\n", __func__); | |
| std::terminate(); // we cannot return here since the caller is HTTP code | |
| } | |
| if (cr_res == std::cv_status::timeout) { | |
| return nullptr; | |
| } | |
| } | |
| // should never reach here | |
| } | |
| server_task_result_ptr server_response::recv(int id_task) { | |
| std::unordered_set<int> id_tasks = {id_task}; | |
| return recv(id_tasks); | |
| } | |
| void server_response::send(server_task_result_ptr && result) { | |
| RES_DBG("sending result for task id = %d\n", result->id); | |
| std::unique_lock<std::mutex> lock(mutex_results); | |
| for (const auto & id_task : waiting_task_ids) { | |
| if (result->id == id_task) { | |
| RES_DBG("task id = %d pushed to result queue\n", result->id); | |
| queue_results.emplace_back(std::move(result)); | |
| condition_results.notify_all(); | |
| return; | |
| } | |
| } | |
| } | |
| void server_response::broadcast(server_task_result_ptr && result) { | |
| std::unique_lock<std::mutex> lock(mutex_results); | |
| for (const auto & id_task : waiting_task_ids) { | |
| RES_DBG("task id = %d pushed to result queue\n", id_task); | |
| server_task_result_ptr res_copy(result->clone()); | |
| res_copy->id = id_task; // override id with target task id | |
| queue_results.emplace_back(std::move(res_copy)); | |
| } | |
| condition_results.notify_all(); | |
| } | |
| void server_response::terminate() { | |
| running = false; | |
| condition_results.notify_all(); | |
| } | |
| // | |
| // server_response_reader | |
| // | |
| void server_response_reader::post_task(server_task && task, bool front) { | |
| GGML_ASSERT(id_tasks.empty() && "post_task() can only be called once per reader"); | |
| GGML_ASSERT(!task.is_parent() && "not supported, use post_tasks() instead"); | |
| task.index = 0; | |
| id_tasks.insert(task.id); | |
| states.push_back(task.create_state()); | |
| queue_results.add_waiting_task_id(task.id); | |
| queue_tasks.post(std::move(task), front); | |
| } | |
| void server_response_reader::post_tasks(std::vector<server_task> && tasks, bool front) { | |
| GGML_ASSERT(id_tasks.empty() && "post_tasks() can only be called once per reader"); | |
| id_tasks = server_task::get_list_id(tasks); | |
| states.reserve(tasks.size()); | |
| size_t index = 0; | |
| for (auto & task : tasks) { | |
| task.index = index++; | |
| states.push_back(task.create_state()); | |
| // for child tasks | |
| for (auto & child_task : task.child_tasks) { | |
| child_task.index = index++; | |
| states.push_back(child_task.create_state()); | |
| } | |
| } | |
| GGML_ASSERT(states.size() == id_tasks.size()); | |
| queue_results.add_waiting_task_ids(id_tasks); | |
| queue_tasks.post(std::move(tasks), front); | |
| } | |
| bool server_response_reader::has_next() const { | |
| return !cancelled && received_count < id_tasks.size(); | |
| } | |
| // return nullptr if should_stop() is true before receiving a result | |
| // note: if one error is received, it will stop further processing and return error result | |
| server_task_result_ptr server_response_reader::next(const std::function<bool()> & should_stop) { | |
| while (true) { | |
| server_task_result_ptr result = queue_results.recv_with_timeout(id_tasks, polling_interval_seconds); | |
| if (result == nullptr) { | |
| // timeout, check stop condition | |
| if (should_stop()) { | |
| return nullptr; | |
| } | |
| } else { | |
| if (result->is_error()) { | |
| stop(); // cancel remaining tasks | |
| SRV_DBG("%s", "received error result, stopping further processing\n"); | |
| return result; | |
| } | |
| if (!states.empty()) { | |
| // update the generation state if needed | |
| const size_t idx = result->index; | |
| GGML_ASSERT(idx < states.size()); | |
| result->update(states[idx]); | |
| } | |
| if (result->is_stop()) { | |
| received_count++; | |
| } | |
| return result; | |
| } | |
| } | |
| // should not reach here | |
| } | |
| server_response_reader::batch_response server_response_reader::wait_for_all(const std::function<bool()> & should_stop) { | |
| batch_response batch_res; | |
| batch_res.results.clear(); | |
| batch_res.results.resize(id_tasks.size()); | |
| while (has_next()) { | |
| auto res = next(should_stop); | |
| if (res == nullptr) { | |
| batch_res.is_terminated = true; | |
| return batch_res; | |
| } | |
| if (res->is_error()) { | |
| batch_res.error = std::move(res); | |
| return batch_res; | |
| } | |
| const size_t idx = res->index; | |
| GGML_ASSERT(idx < batch_res.results.size() && "index out of range"); | |
| GGML_ASSERT(batch_res.results[idx] == nullptr && "duplicate result received"); | |
| batch_res.results[idx] = std::move(res); | |
| } | |
| return batch_res; | |
| } | |
| void server_response_reader::stop() { | |
| queue_results.remove_waiting_task_ids(id_tasks); | |
| if (has_next() && !cancelled) { | |
| // if tasks is not finished yet, cancel them | |
| cancelled = true; | |
| std::vector<server_task> cancel_tasks; | |
| cancel_tasks.reserve(id_tasks.size()); | |
| for (const auto & id_task : id_tasks) { | |
| SRV_WRN("cancel task, id_task = %d\n", id_task); | |
| server_task task(SERVER_TASK_TYPE_CANCEL); | |
| task.id_target = id_task; | |
| queue_results.remove_waiting_task_id(id_task); | |
| cancel_tasks.push_back(std::move(task)); | |
| } | |
| // push to beginning of the queue, so it has highest priority | |
| queue_tasks.post(std::move(cancel_tasks), true); | |
| } else { | |
| SRV_DBG("%s", "all tasks already finished, no need to cancel\n"); | |
| } | |
| } | |