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: 8,664 Bytes
8efb28e | 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 | #pragma once
#include "server-http.h"
#include <atomic>
#include <condition_variable>
#include <cstddef>
#include <cstdint>
#include <functional>
#include <memory>
#include <mutex>
#include <shared_mutex>
#include <string>
#include <thread>
#include <unordered_map>
#include <vector>
enum class stream_read_status {
OK,
OFFSET_LOST,
};
// streaming buffer for one generation, survives HTTP disconnect. the producer appends raw SSE
// bytes, readers drain from any offset via read_from and block until more bytes or finalize.
// keyed by conversation_id: one conv = at most one live session
struct stream_session {
std::string conversation_id;
int64_t started_ts; // unix seconds at construction, used by /v1/streams listing
stream_session(std::string conversation_id_, size_t max_bytes_);
stream_session(const stream_session &) = delete;
stream_session & operator=(const stream_session &) = delete;
// append raw bytes, drops from the front if the cap is reached.
// returns false if the session is already finalized
bool append(const char * data, size_t len);
// mark the session as complete, wakes all pending readers
void finalize();
// drain bytes from offset, calling sink for each chunk. blocks until more
// bytes arrive or finalize is called. returns OK on clean exit, OFFSET_LOST
// if offset falls below the dropped prefix
stream_read_status read_from(size_t offset,
const std::function<bool(const char *, size_t)> & sink,
const std::function<bool()> & should_stop);
bool is_done() const;
bool is_cancelled() const;
size_t total_size() const; // bytes that ever entered the session
size_t dropped_prefix() const; // bytes evicted from the front due to cap
int64_t completed_at() const; // 0 while alive, unix seconds after finalize
// attach the producer stop hook used to cancel its reader, pass an empty function to detach
void set_stop_producer(std::function<void()> fn);
// signal the producer to abort its inference asap via the stop hook, idempotent
void cancel();
private:
mutable std::mutex mu;
std::condition_variable cv;
std::vector<char> buffer;
size_t prefix_dropped;
size_t cap_bytes;
std::atomic<bool> done;
std::atomic<bool> cancelled;
std::atomic<int64_t> completed_ts;
std::function<void()> stop_producer; // protected by mu
};
using stream_session_ptr = std::shared_ptr<stream_session>;
// one end of a stream_session pipe. the base holds the session and the shared query, the
// producer and consumer ends derive from it. virtual dtor so each end runs its own teardown:
// the producer finalizes the session, the consumer leaves it untouched
struct stream_pipe {
virtual ~stream_pipe() = default;
// true if the session was cancelled (e.g. via DELETE /v1/stream/<conv_id>)
bool is_cancelled() const;
protected:
explicit stream_pipe(stream_session_ptr session);
stream_session_ptr session_;
};
// producer end: writes chunks into the ring buffer and owns the session lifetime, finalizing it
// on destruction.
//
// lifetime safety: holds a shared_ptr<atomic<bool>> alive also captured by the session's
// stop_producer hook. cleanup() sets alive=false and clears the hook; it must run while the
// response the hook calls stop() on is still alive. ~server_res_generator() does this explicitly.
struct stream_pipe_producer : stream_pipe {
~stream_pipe_producer() override;
// append raw bytes to the session's ring buffer, returns false if already finalized
bool write(const char * data, size_t len);
// mark the natural end on the wire so a later close() is a no-op
void done();
// on a peer drop, pump the response next() into the ring buffer until done. runs on the http
// worker from on_complete, no-op after done() or cancel
void close();
// disarm the stop hook and drop the alive guard, must run while the response the hook
// references is still alive. idempotent, the destructor calls it too
void cleanup();
// res.stop() is invoked when the session is cancelled, the alive guard ensures stop() is not
// called after cleanup() has run
static std::shared_ptr<stream_pipe_producer> create(stream_session_ptr session, server_http_res & res);
private:
explicit stream_pipe_producer(stream_session_ptr session);
bool done_ = false;
std::shared_ptr<std::atomic<bool>> alive_;
server_http_res * res_ = nullptr;
};
// consumer end: read-only replay of the ring buffer, the destructor does not finalize the session
struct stream_pipe_consumer : stream_pipe {
// drain bytes from offset, calling sink for each available chunk. blocks until more data
// arrives or the session finalizes. should_stop is polled, returns OFFSET_LOST if offset
// fell below the dropped prefix
stream_read_status read(size_t & offset,
const std::function<bool(const char *, size_t)> & sink,
const std::function<bool()> & should_stop);
static std::shared_ptr<stream_pipe_consumer> create(stream_session_ptr session);
private:
explicit stream_pipe_consumer(stream_session_ptr session);
};
// owns all live sessions, runs a periodic GC to evict expired ones.
// the map is keyed by conversation_id, so the invariant "one conv = at most one
// live session" is enforced at the type level
class stream_session_manager {
public:
stream_session_manager();
~stream_session_manager();
stream_session_manager(const stream_session_manager &) = delete;
stream_session_manager & operator=(const stream_session_manager &) = delete;
// install a new session for this conversation, evicting and cancelling any previous one.
// the conversation_id must be non empty, the caller is responsible for that check.
// returns the new session
stream_session_ptr create_or_replace(const std::string & conversation_id);
// lookup, returns null if unknown or already evicted
stream_session_ptr get(const std::string & conversation_id);
// list every live or recently completed session, used by GET /v1/streams without filter
std::vector<stream_session_ptr> list_all() const;
// remove from the map and finalize, wakes any pending readers
void evict(const std::string & conversation_id);
// signal the producer to cancel asap then evict, used by the explicit user Stop path
void evict_and_cancel(const std::string & conversation_id);
void start_gc();
void stop_gc();
private:
void gc_loop();
mutable std::shared_mutex map_mu;
std::unordered_map<std::string, stream_session_ptr> sessions; // key: conversation_id
std::thread gc_thread;
std::atomic<bool> running;
std::mutex gc_wake_mu;
std::condition_variable gc_wake_cv;
};
// process wide manager, linked by both llama-server and llama-cli. llama-server main() drives
// start_gc/stop_gc, llama-cli leaves it idle. the dtor calls stop_gc() unconditionally so exit
// is safe whether or not the GC thread ran
extern stream_session_manager g_stream_sessions;
// route handler factories operating on g_stream_sessions, wired under /v1/stream/* by server.cpp.
// keeps the resumable stream surface confined to server-stream
server_http_context::handler_t make_stream_get_handler();
server_http_context::handler_t make_streams_lookup_handler();
server_http_context::handler_t make_stream_delete_handler();
// extract the X-Conversation-Id header value (case-insensitive), empty when absent. exposed so
// the router can track which child serves a forwarded POST
std::string stream_conv_id_from_headers(const std::map<std::string, std::string> & headers);
// on an X-Conversation-Id header, create or replace the session and attach a producer pipe to
// res. no-op when absent, called from the server_res_generator constructor
void stream_session_attach_pipe(server_http_res & res, const std::map<std::string, std::string> & headers);
// should_stop closure that ignores peer disconnect when a pipe is attached, so only an explicit
// DELETE stops the producer and generation keeps flowing into the ring buffer. without a pipe it
// delegates to fallback, the legacy non-resumable flow
std::function<bool()> stream_aware_should_stop(server_http_res * res, std::function<bool()> fallback);
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