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: 20,821 Bytes
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#include "server-common.h"
#include "server-http.h"
#include "server-queue.h"
#include <chrono>
#include <memory>
#include <utility>
namespace {
constexpr int64_t STREAM_SESSION_TTL_SECONDS = 300;
constexpr size_t STREAM_SESSION_MAX_BYTES = 4 * 1024 * 1024;
constexpr int64_t STREAM_SESSION_GC_INTERVAL_SECONDS = 60;
constexpr int64_t STREAM_READ_WAKE_INTERVAL_MS = 200;
// returns unix time in seconds
int64_t now_seconds() {
return std::chrono::duration_cast<std::chrono::seconds>(
std::chrono::system_clock::now().time_since_epoch()
).count();
}
}
stream_session::stream_session(std::string conversation_id_, size_t max_bytes_)
: conversation_id(std::move(conversation_id_))
, started_ts(now_seconds())
, prefix_dropped(0)
, cap_bytes(max_bytes_)
, done(false)
, cancelled(false)
, completed_ts(0) {
buffer.reserve(64 * 1024);
}
bool stream_session::append(const char * data, size_t len) {
if (len == 0) {
return true;
}
{
std::lock_guard<std::mutex> lock(mu);
if (done.load(std::memory_order_relaxed)) {
return false;
}
if (len >= cap_bytes) {
// single chunk bigger than the cap, keep only the tail that fits
size_t skip = len - cap_bytes;
prefix_dropped += buffer.size() + skip;
buffer.clear();
buffer.insert(buffer.end(), data + skip, data + len);
} else {
size_t needed = buffer.size() + len;
if (needed > cap_bytes) {
size_t to_drop = needed - cap_bytes;
buffer.erase(buffer.begin(), buffer.begin() + to_drop);
prefix_dropped += to_drop;
}
buffer.insert(buffer.end(), data, data + len);
}
}
cv.notify_all();
return true;
}
void stream_session::finalize() {
bool was_done = done.exchange(true, std::memory_order_acq_rel);
if (was_done) {
return;
}
completed_ts.store(now_seconds(), std::memory_order_release);
cv.notify_all();
}
stream_read_status stream_session::read_from(size_t offset,
const std::function<bool(const char *, size_t)> & sink,
const std::function<bool()> & should_stop) {
std::unique_lock<std::mutex> lock(mu);
while (true) {
if (should_stop && should_stop()) {
return stream_read_status::OK;
}
if (offset < prefix_dropped) {
return stream_read_status::OFFSET_LOST;
}
size_t logical_end = prefix_dropped + buffer.size();
if (offset < logical_end) {
size_t local_off = offset - prefix_dropped;
size_t n = buffer.size() - local_off;
// copy the available chunk under the lock, release before calling the sink
std::vector<char> chunk(buffer.begin() + local_off, buffer.begin() + local_off + n);
offset += n;
lock.unlock();
bool keep_going = sink(chunk.data(), chunk.size());
if (!keep_going) {
return stream_read_status::OK;
}
lock.lock();
continue;
}
if (done.load(std::memory_order_acquire)) {
return stream_read_status::OK;
}
// wait for new bytes, finalize, or a periodic wake to re check should_stop
cv.wait_for(lock, std::chrono::milliseconds(STREAM_READ_WAKE_INTERVAL_MS));
}
}
bool stream_session::is_done() const {
return done.load(std::memory_order_acquire);
}
size_t stream_session::total_size() const {
std::lock_guard<std::mutex> lock(mu);
return prefix_dropped + buffer.size();
}
size_t stream_session::dropped_prefix() const {
std::lock_guard<std::mutex> lock(mu);
return prefix_dropped;
}
int64_t stream_session::completed_at() const {
return completed_ts.load(std::memory_order_acquire);
}
void stream_session::set_stop_producer(std::function<void()> fn) {
std::lock_guard<std::mutex> lock(mu);
stop_producer = std::move(fn);
}
void stream_session::cancel() {
// flip cancelled first so the producer-side stream_aware_should_stop can break out of the
// recv() wait even if remove_waiting_task_ids does not notify the condvar (the cancel task
// posted by rd.stop() will eventually notify, but we do not want to depend on that timing)
cancelled.store(true, std::memory_order_release);
// copy the hook under the lock then invoke outside, the producer side may grab queue locks
// and we do not want to hold our mu across that path
std::function<void()> fn;
{
std::lock_guard<std::mutex> lock(mu);
fn = stop_producer;
}
if (fn) {
fn();
}
}
bool stream_session::is_cancelled() const {
return cancelled.load(std::memory_order_acquire);
}
stream_session_manager::stream_session_manager()
: running(false) {
}
stream_session_manager::~stream_session_manager() {
stop_gc();
}
stream_session_ptr stream_session_manager::create_or_replace(const std::string & conversation_id) {
// evict any previous session on the same conv, this guarantees the invariant
// "one conv = at most one live session" and propagates cancel to its producer
stream_session_ptr previous;
auto fresh = std::make_shared<stream_session>(conversation_id, STREAM_SESSION_MAX_BYTES);
{
std::unique_lock<std::shared_mutex> lock(map_mu);
auto it = sessions.find(conversation_id);
if (it != sessions.end()) {
previous = it->second;
it->second = fresh;
} else {
sessions.emplace(conversation_id, fresh);
}
}
if (previous) {
previous->cancel();
previous->finalize();
}
return fresh;
}
stream_session_ptr stream_session_manager::get(const std::string & conversation_id) {
std::shared_lock<std::shared_mutex> lock(map_mu);
auto it = sessions.find(conversation_id);
if (it == sessions.end()) {
return nullptr;
}
return it->second;
}
std::vector<stream_session_ptr> stream_session_manager::list_all() const {
std::vector<stream_session_ptr> out;
std::shared_lock<std::shared_mutex> lock(map_mu);
out.reserve(sessions.size());
for (auto & kv : sessions) {
out.push_back(kv.second);
}
return out;
}
void stream_session_manager::evict(const std::string & conversation_id) {
stream_session_ptr s;
{
std::unique_lock<std::shared_mutex> lock(map_mu);
auto it = sessions.find(conversation_id);
if (it == sessions.end()) {
return;
}
s = it->second;
sessions.erase(it);
}
// finalize outside the map lock so any pending readers wake up and exit
s->finalize();
}
void stream_session_manager::evict_and_cancel(const std::string & conversation_id) {
stream_session_ptr s;
{
std::unique_lock<std::shared_mutex> lock(map_mu);
auto it = sessions.find(conversation_id);
if (it == sessions.end()) {
std::string live;
for (const auto & kv : sessions) {
if (!live.empty()) live += ", ";
live += kv.first;
}
SRV_WRN("stop on unknown stream session, conv_id=%s matched nothing, %zu live: [%s]\n",
conversation_id.c_str(), sessions.size(), live.c_str());
return;
}
s = it->second;
sessions.erase(it);
}
// signal the producer side first so the inference is cancelled at the queue level,
// then finalize, which wakes any pending HTTP reader and lets the drain exit naturally
s->cancel();
s->finalize();
}
void stream_session_manager::start_gc() {
if (running.exchange(true)) {
return;
}
gc_thread = std::thread([this] { gc_loop(); });
}
void stream_session_manager::stop_gc() {
bool was_running = running.exchange(false);
if (was_running) {
{
std::lock_guard<std::mutex> lock(gc_wake_mu);
}
gc_wake_cv.notify_all();
if (gc_thread.joinable()) {
gc_thread.join();
}
}
// finalize all live sessions so no reader ever hangs
std::vector<stream_session_ptr> snapshot;
{
std::unique_lock<std::shared_mutex> lock(map_mu);
snapshot.reserve(sessions.size());
for (auto & kv : sessions) {
snapshot.push_back(kv.second);
}
sessions.clear();
}
for (auto & s : snapshot) {
s->finalize();
}
}
void stream_session_manager::gc_loop() {
while (running.load(std::memory_order_acquire)) {
{
std::unique_lock<std::mutex> lock(gc_wake_mu);
gc_wake_cv.wait_for(lock,
std::chrono::seconds(STREAM_SESSION_GC_INTERVAL_SECONDS),
[this] { return !running.load(std::memory_order_acquire); });
}
if (!running.load(std::memory_order_acquire)) {
return;
}
int64_t cutoff = now_seconds() - STREAM_SESSION_TTL_SECONDS;
std::vector<stream_session_ptr> to_drop;
{
std::unique_lock<std::shared_mutex> lock(map_mu);
for (auto it = sessions.begin(); it != sessions.end(); ) {
int64_t completed = it->second->completed_at();
if (completed != 0 && completed <= cutoff) {
to_drop.push_back(it->second);
it = sessions.erase(it);
} else {
++it;
}
}
}
// finalize outside the map lock, idempotent if the session was already done
for (auto & s : to_drop) {
s->finalize();
}
}
}
// process wide manager, lifecycle controlled by llama-server main() via start_gc/stop_gc
stream_session_manager g_stream_sessions;
// stream_pipe ---------------------------------------------------------------------------------
stream_pipe::stream_pipe(stream_session_ptr session)
: session_(std::move(session)) {
}
bool stream_pipe::is_cancelled() const {
return session_->is_cancelled();
}
// stream_pipe_producer
stream_pipe_producer::stream_pipe_producer(stream_session_ptr session)
: stream_pipe(std::move(session)) {
}
stream_pipe_producer::~stream_pipe_producer() {
cleanup();
session_->finalize();
}
void stream_pipe_producer::cleanup() {
if (!alive_) {
return;
}
alive_->store(false, std::memory_order_release);
session_->set_stop_producer(nullptr);
alive_.reset();
}
bool stream_pipe_producer::write(const char * data, size_t len) {
return session_->append(data, len);
}
void stream_pipe_producer::done() {
done_ = true;
}
void stream_pipe_producer::close() {
// httplib bails its content provider the moment is_peer_alive() goes false, so pump the rest
// of the generation into the ring buffer here. a DELETE flips is_cancelled and cuts it short
if (done_ || session_->is_cancelled()) {
SRV_TRC("stream_pipe close: skip drain (done=%d cancelled=%d) conv=%s\n",
done_ ? 1 : 0, session_->is_cancelled() ? 1 : 0, session_->conversation_id.c_str());
return;
}
SRV_TRC("stream_pipe close: draining conv=%s\n", session_->conversation_id.c_str());
size_t drained = 0;
std::string chunk;
while (true) {
chunk.clear();
bool has_next = res_->next(chunk);
if (!chunk.empty()) {
write(chunk.data(), chunk.size());
drained += chunk.size();
}
if (!has_next) {
break;
}
}
SRV_TRC("stream_pipe close: drain ended conv=%s bytes=%zu\n", session_->conversation_id.c_str(), drained);
}
std::shared_ptr<stream_pipe_producer> stream_pipe_producer::create(stream_session_ptr session,
server_http_res & res) {
auto alive = std::make_shared<std::atomic<bool>>(true);
auto * res_ptr = &res;
session->set_stop_producer([alive, res_ptr]() {
if (alive->load(std::memory_order_acquire)) {
res_ptr->stop();
}
});
auto pipe = std::shared_ptr<stream_pipe_producer>(new stream_pipe_producer(std::move(session)));
pipe->alive_ = std::move(alive);
pipe->res_ = res_ptr;
return pipe;
}
// stream_pipe_consumer
stream_pipe_consumer::stream_pipe_consumer(stream_session_ptr session)
: stream_pipe(std::move(session)) {
}
stream_read_status stream_pipe_consumer::read(size_t & offset,
const std::function<bool(const char *, size_t)> & sink,
const std::function<bool()> & should_stop) {
return session_->read_from(offset, sink, should_stop);
}
std::shared_ptr<stream_pipe_consumer> stream_pipe_consumer::create(stream_session_ptr session) {
return std::shared_ptr<stream_pipe_consumer>(new stream_pipe_consumer(std::move(session)));
}
// helper, builds the standard error response and assigns it to a brand new http_res
static server_http_res_ptr make_error_response(int status, const std::string & message, error_type type) {
auto res = std::make_unique<server_http_res>();
json err = format_error_response(message, type);
res->status = json_value(err, "code", status);
res->content_type = "application/json; charset=utf-8";
res->data = safe_json_to_str({{"error", err}});
return res;
}
server_http_context::handler_t make_stream_get_handler() {
return [](const server_http_req & req) -> server_http_res_ptr {
// GET /v1/stream/<conv_id>?from=N replays the SSE bytes already buffered for the
// session, blocks for more bytes when the session is still running, returns when
// the session is finalized. the body is streamed back as text/event-stream so the
// browser EventSource can attach to it like a fresh request
std::string conv_id = req.get_param("conv_id");
if (conv_id.empty()) {
return make_error_response(400, "Missing conversation id in path", ERROR_TYPE_INVALID_REQUEST);
}
auto session = g_stream_sessions.get(conv_id);
if (!session) {
return make_error_response(404, "Stream not found or expired", ERROR_TYPE_NOT_FOUND);
}
size_t from = 0;
std::string from_str = req.get_param("from");
if (!from_str.empty()) {
try {
from = static_cast<size_t>(std::stoull(from_str));
} catch (const std::exception &) {
return make_error_response(400, "Invalid 'from' offset", ERROR_TYPE_INVALID_REQUEST);
}
}
if (from < session->dropped_prefix()) {
return make_error_response(400, "Stream offset lost, please restart", ERROR_TYPE_INVALID_REQUEST);
}
auto res = std::make_unique<server_http_res>();
res->status = 200;
res->content_type = "text/event-stream";
// the next closure reads from the ring buffer at the requested offset, blocks until
// bytes arrive or the session finalizes. exit each call after draining the available
// chunk so set_chunked_content_provider gets a chance to flush to the socket
auto offset_ptr = std::make_shared<size_t>(from);
// consumer pipe: read-only, does not finalize the session on destruction
auto pipe = stream_pipe_consumer::create(session);
res->next = [pipe, offset_ptr, &req](std::string & output) -> bool {
bool got_any = false;
pipe->read(*offset_ptr,
[&](const char * d, size_t n) {
output.append(d, n);
*offset_ptr += n;
got_any = true;
return false;
},
req.should_stop);
return got_any;
};
return res;
};
}
server_http_context::handler_t make_streams_lookup_handler() {
return [](const server_http_req & req) -> server_http_res_ptr {
// POST /v1/streams/lookup with body {"conversation_ids": ["X", "Y", ...]} returns the
// matching sessions, only for ids the caller already knows. each id matches the exact key
// and any "<id>::<model>" variant, so one lookup covers every per model session for a conv
std::vector<std::string> requested;
try {
json body = json::parse(req.body);
if (body.contains("conversation_ids") && body["conversation_ids"].is_array()) {
for (const auto & v : body["conversation_ids"]) {
if (v.is_string()) {
std::string id = v.get<std::string>();
if (!id.empty()) {
requested.push_back(std::move(id));
}
}
}
}
} catch (const std::exception & e) {
auto res = std::make_unique<server_http_res>();
res->status = 400;
res->content_type = "application/json; charset=utf-8";
res->data = safe_json_to_str({{"error", {{"message", std::string("invalid body: ") + e.what()},
{"type", "invalid_request_error"}}}});
return res;
}
std::vector<stream_session_ptr> sessions;
if (!requested.empty()) {
auto all = g_stream_sessions.list_all();
for (const auto & rid : requested) {
const std::string with_sep = rid + "::";
for (auto & s : all) {
if (s->conversation_id == rid ||
s->conversation_id.compare(0, with_sep.size(), with_sep) == 0) {
sessions.push_back(s);
}
}
}
}
json arr = json::array();
for (auto & s : sessions) {
arr.push_back({
{"conversation_id", s->conversation_id},
{"is_done", s->is_done()},
{"total_bytes", s->total_size()},
{"started_at", s->started_ts},
{"completed_at", s->completed_at()},
});
}
auto res = std::make_unique<server_http_res>();
res->status = 200;
res->content_type = "application/json; charset=utf-8";
res->data = safe_json_to_str(arr);
return res;
};
}
server_http_context::handler_t make_stream_delete_handler() {
return [](const server_http_req & req) -> server_http_res_ptr {
// DELETE /v1/stream/<conv_id> is the explicit user Stop, cancels the producer hook
// wired by handle_completions_impl and evicts the buffer. idempotent, a session that
// already finalized or was never created returns 204 either way
std::string conv_id = req.get_param("conv_id");
if (conv_id.empty()) {
return make_error_response(400, "Missing conversation id in path", ERROR_TYPE_INVALID_REQUEST);
}
SRV_TRC("DELETE /v1/stream/%s -> evict_and_cancel\n", conv_id.c_str());
g_stream_sessions.evict_and_cancel(conv_id);
auto res = std::make_unique<server_http_res>();
res->status = 204;
res->content_type = "application/json";
return res;
};
}
std::string stream_conv_id_from_headers(const std::map<std::string, std::string> & headers) {
// case-insensitive scan for x-conversation-id
static constexpr char target[] = "x-conversation-id";
static constexpr size_t target_len = sizeof(target) - 1;
for (const auto & [hk, hv] : headers) {
if (hk.size() != target_len) continue;
bool match = true;
for (size_t i = 0; i < target_len; ++i) {
char c = hk[i];
if (c >= 'A' && c <= 'Z') c = char(c + 32);
if (c != target[i]) { match = false; break; }
}
if (match) {
return hv;
}
}
return std::string();
}
void stream_session_attach_pipe(server_http_res & res, const std::map<std::string, std::string> & headers) {
std::string conversation_id = stream_conv_id_from_headers(headers);
SRV_TRC("conv_id=%s (empty=%d)\n", conversation_id.c_str(), conversation_id.empty() ? 1 : 0);
if (conversation_id.empty()) {
return;
}
auto session = g_stream_sessions.create_or_replace(conversation_id);
res.spipe = stream_pipe_producer::create(session, res);
}
std::function<bool()> stream_aware_should_stop(server_http_res * res, std::function<bool()> fallback) {
return [res, fallback = std::move(fallback)]() -> bool {
if (res->spipe) {
return res->spipe->is_cancelled();
}
return fallback();
};
}
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