Instructions to use Aliguinga01/rule_violation2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use Aliguinga01/rule_violation2 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 Aliguinga01/rule_violation2:F16 # Run inference directly in the terminal: llama cli -hf Aliguinga01/rule_violation2:F16
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf Aliguinga01/rule_violation2:F16 # Run inference directly in the terminal: llama cli -hf Aliguinga01/rule_violation2:F16
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 Aliguinga01/rule_violation2:F16 # Run inference directly in the terminal: ./llama-cli -hf Aliguinga01/rule_violation2:F16
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 Aliguinga01/rule_violation2:F16 # Run inference directly in the terminal: ./build/bin/llama-cli -hf Aliguinga01/rule_violation2:F16
Use Docker
docker model run hf.co/Aliguinga01/rule_violation2:F16
- LM Studio
- Jan
- Ollama
How to use Aliguinga01/rule_violation2 with Ollama:
ollama run hf.co/Aliguinga01/rule_violation2:F16
- Unsloth Studio
How to use Aliguinga01/rule_violation2 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 Aliguinga01/rule_violation2 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 Aliguinga01/rule_violation2 to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for Aliguinga01/rule_violation2 to start chatting
- Atomic Chat new
- Docker Model Runner
How to use Aliguinga01/rule_violation2 with Docker Model Runner:
docker model run hf.co/Aliguinga01/rule_violation2:F16
- Lemonade
How to use Aliguinga01/rule_violation2 with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull Aliguinga01/rule_violation2:F16
Run and chat with the model
lemonade run user.rule_violation2-F16
List all available models
lemonade list
| int common_log_verbosity_thold = LOG_DEFAULT_LLAMA; | |
| void common_log_set_verbosity_thold(int verbosity) { | |
| common_log_verbosity_thold = verbosity; | |
| } | |
| // Auto-detect if colors should be enabled based on terminal and environment | |
| static bool common_log_should_use_colors_auto() { | |
| // Check NO_COLOR environment variable (https://no-color.org/) | |
| if (const char * no_color = std::getenv("NO_COLOR")) { | |
| if (no_color[0] != '\0') { | |
| return false; | |
| } | |
| } | |
| // Check TERM environment variable | |
| if (const char * term = std::getenv("TERM")) { | |
| if (std::strcmp(term, "dumb") == 0) { | |
| return false; | |
| } | |
| } | |
| // Check if stdout and stderr are connected to a terminal | |
| // We check both because log messages can go to either | |
| bool stdout_is_tty = isatty(fileno(stdout)); | |
| bool stderr_is_tty = isatty(fileno(stderr)); | |
| return stdout_is_tty || stderr_is_tty; | |
| } | |
| static int64_t t_us() { | |
| return std::chrono::duration_cast<std::chrono::microseconds>(std::chrono::system_clock::now().time_since_epoch()).count(); | |
| } | |
| // colors | |
| enum common_log_col : int { | |
| COMMON_LOG_COL_DEFAULT = 0, | |
| COMMON_LOG_COL_BOLD, | |
| COMMON_LOG_COL_RED, | |
| COMMON_LOG_COL_GREEN, | |
| COMMON_LOG_COL_YELLOW, | |
| COMMON_LOG_COL_BLUE, | |
| COMMON_LOG_COL_MAGENTA, | |
| COMMON_LOG_COL_CYAN, | |
| COMMON_LOG_COL_WHITE, | |
| }; | |
| // disable colors by default | |
| static std::vector<const char *> g_col = { | |
| "", | |
| "", | |
| "", | |
| "", | |
| "", | |
| "", | |
| "", | |
| "", | |
| "", | |
| }; | |
| struct common_log_entry { | |
| enum ggml_log_level level; | |
| bool prefix; | |
| int64_t timestamp; | |
| std::vector<char> msg; | |
| // signals the worker thread to stop | |
| bool is_end; | |
| void print(FILE * file = nullptr) const { | |
| FILE * fcur = file; | |
| if (!fcur) { | |
| // stderr displays DBG messages only when their verbosity level is not higher than the threshold | |
| // these messages will still be logged to a file | |
| if (level == GGML_LOG_LEVEL_DEBUG && common_log_verbosity_thold < LOG_DEFAULT_DEBUG) { | |
| return; | |
| } | |
| fcur = stdout; | |
| if (level != GGML_LOG_LEVEL_NONE) { | |
| fcur = stderr; | |
| } | |
| } | |
| if (level != GGML_LOG_LEVEL_NONE && level != GGML_LOG_LEVEL_CONT && prefix) { | |
| if (timestamp) { | |
| // [M.s.ms.us] | |
| fprintf(fcur, "%s%d.%02d.%03d.%03d%s ", | |
| g_col[COMMON_LOG_COL_BLUE], | |
| (int) (timestamp / 1000000 / 60), | |
| (int) (timestamp / 1000000 % 60), | |
| (int) (timestamp / 1000 % 1000), | |
| (int) (timestamp % 1000), | |
| g_col[COMMON_LOG_COL_DEFAULT]); | |
| } | |
| switch (level) { | |
| case GGML_LOG_LEVEL_INFO: fprintf(fcur, "%sI %s", g_col[COMMON_LOG_COL_GREEN], g_col[COMMON_LOG_COL_DEFAULT]); break; | |
| case GGML_LOG_LEVEL_WARN: fprintf(fcur, "%sW %s", g_col[COMMON_LOG_COL_MAGENTA], "" ); break; | |
| case GGML_LOG_LEVEL_ERROR: fprintf(fcur, "%sE %s", g_col[COMMON_LOG_COL_RED], "" ); break; | |
| case GGML_LOG_LEVEL_DEBUG: fprintf(fcur, "%sD %s", g_col[COMMON_LOG_COL_YELLOW], "" ); break; | |
| default: | |
| break; | |
| } | |
| } | |
| fprintf(fcur, "%s", msg.data()); | |
| if (level == GGML_LOG_LEVEL_WARN || level == GGML_LOG_LEVEL_ERROR || level == GGML_LOG_LEVEL_DEBUG) { | |
| fprintf(fcur, "%s", g_col[COMMON_LOG_COL_DEFAULT]); | |
| } | |
| fflush(fcur); | |
| } | |
| }; | |
| struct common_log { | |
| // default capacity - will be expanded if needed | |
| common_log() : common_log(256) {} | |
| common_log(size_t capacity) { | |
| file = nullptr; | |
| prefix = false; | |
| timestamps = false; | |
| running = false; | |
| t_start = t_us(); | |
| // initial message size - will be expanded if longer messages arrive | |
| entries.resize(capacity); | |
| for (auto & entry : entries) { | |
| entry.msg.resize(256); | |
| } | |
| head = 0; | |
| tail = 0; | |
| resume(); | |
| } | |
| ~common_log() { | |
| pause(); | |
| if (file) { | |
| fclose(file); | |
| } | |
| } | |
| private: | |
| std::mutex mtx; | |
| std::thread thrd; | |
| std::condition_variable cv; | |
| FILE * file; | |
| bool prefix; | |
| bool timestamps; | |
| bool running; | |
| int64_t t_start; | |
| // ring buffer of entries | |
| std::vector<common_log_entry> entries; | |
| size_t head; | |
| size_t tail; | |
| // worker thread copies into this | |
| common_log_entry cur; | |
| public: | |
| void add(enum ggml_log_level level, const char * fmt, va_list args) { | |
| std::lock_guard<std::mutex> lock(mtx); | |
| if (!running) { | |
| // discard messages while the worker thread is paused | |
| return; | |
| } | |
| auto & entry = entries[tail]; | |
| { | |
| // cannot use args twice, so make a copy in case we need to expand the buffer | |
| va_list args_copy; | |
| va_copy(args_copy, args); | |
| const size_t n = vsnprintf(entry.msg.data(), entry.msg.size(), fmt, args); | |
| if (n >= entry.msg.size()) { | |
| entry.msg.resize(n + 1); | |
| vsnprintf(entry.msg.data(), entry.msg.size(), fmt, args_copy); | |
| } | |
| // hack for bolding arguments | |
| std::stringstream ss; | |
| for (int i = 0; fmt[i] != 0; i++) { | |
| if (fmt[i] == '%') { | |
| ss << LOG_COL_BOLD; | |
| while (fmt[i] != ' ' && fmt[i] != ')' && fmt[i] != ']' && fmt[i] != 0) ss << fmt[i++]; | |
| ss << LOG_COL_DEFAULT; | |
| if (fmt[i] == 0) break; | |
| } | |
| ss << fmt[i]; | |
| } | |
| const size_t n = vsnprintf(entry.msg.data(), entry.msg.size(), ss.str().c_str(), args); | |
| if (n >= entry.msg.size()) { | |
| entry.msg.resize(n + 1); | |
| vsnprintf(entry.msg.data(), entry.msg.size(), ss.str().c_str(), args_copy); | |
| } | |
| va_end(args_copy); | |
| } | |
| entry.level = level; | |
| entry.prefix = prefix; | |
| entry.timestamp = 0; | |
| if (timestamps) { | |
| entry.timestamp = t_us() - t_start; | |
| } | |
| entry.is_end = false; | |
| tail = (tail + 1) % entries.size(); | |
| if (tail == head) { | |
| // expand the buffer | |
| std::vector<common_log_entry> new_entries(2*entries.size()); | |
| size_t new_tail = 0; | |
| do { | |
| new_entries[new_tail] = std::move(entries[head]); | |
| head = (head + 1) % entries.size(); | |
| new_tail = (new_tail + 1); | |
| } while (head != tail); | |
| head = 0; | |
| tail = new_tail; | |
| for (size_t i = tail; i < new_entries.size(); i++) { | |
| new_entries[i].msg.resize(256); | |
| } | |
| entries = std::move(new_entries); | |
| } | |
| cv.notify_one(); | |
| } | |
| void resume() { | |
| std::lock_guard<std::mutex> lock(mtx); | |
| if (running) { | |
| return; | |
| } | |
| running = true; | |
| thrd = std::thread([this]() { | |
| while (true) { | |
| { | |
| std::unique_lock<std::mutex> lock(mtx); | |
| cv.wait(lock, [this]() { return head != tail; }); | |
| cur = entries[head]; | |
| head = (head + 1) % entries.size(); | |
| } | |
| if (cur.is_end) { | |
| break; | |
| } | |
| cur.print(); // stdout and stderr | |
| if (file) { | |
| cur.print(file); | |
| } | |
| } | |
| }); | |
| } | |
| void pause() { | |
| { | |
| std::lock_guard<std::mutex> lock(mtx); | |
| if (!running) { | |
| return; | |
| } | |
| running = false; | |
| // push an entry to signal the worker thread to stop | |
| { | |
| auto & entry = entries[tail]; | |
| entry.is_end = true; | |
| tail = (tail + 1) % entries.size(); | |
| } | |
| cv.notify_one(); | |
| } | |
| thrd.join(); | |
| } | |
| void set_file(const char * path) { | |
| pause(); | |
| if (file) { | |
| fclose(file); | |
| } | |
| if (path) { | |
| file = fopen(path, "w"); | |
| } else { | |
| file = nullptr; | |
| } | |
| resume(); | |
| } | |
| void set_colors(bool colors) { | |
| pause(); | |
| if (colors) { | |
| g_col[COMMON_LOG_COL_DEFAULT] = LOG_COL_DEFAULT; | |
| g_col[COMMON_LOG_COL_BOLD] = LOG_COL_BOLD; | |
| g_col[COMMON_LOG_COL_RED] = LOG_COL_RED; | |
| g_col[COMMON_LOG_COL_GREEN] = LOG_COL_GREEN; | |
| g_col[COMMON_LOG_COL_YELLOW] = LOG_COL_YELLOW; | |
| g_col[COMMON_LOG_COL_BLUE] = LOG_COL_BLUE; | |
| g_col[COMMON_LOG_COL_MAGENTA] = LOG_COL_MAGENTA; | |
| g_col[COMMON_LOG_COL_CYAN] = LOG_COL_CYAN; | |
| g_col[COMMON_LOG_COL_WHITE] = LOG_COL_WHITE; | |
| } else { | |
| for (size_t i = 0; i < g_col.size(); i++) { | |
| g_col[i] = ""; | |
| } | |
| } | |
| resume(); | |
| } | |
| void set_prefix(bool prefix) { | |
| std::lock_guard<std::mutex> lock(mtx); | |
| this->prefix = prefix; | |
| } | |
| void set_timestamps(bool timestamps) { | |
| std::lock_guard<std::mutex> lock(mtx); | |
| this->timestamps = timestamps; | |
| } | |
| }; | |
| // | |
| // public API | |
| // | |
| struct common_log * common_log_init() { | |
| return new common_log; | |
| } | |
| struct common_log * common_log_main() { | |
| static struct common_log log; | |
| static std::once_flag init_flag; | |
| std::call_once(init_flag, [&]() { | |
| // Set default to auto-detect colors | |
| log.set_colors(common_log_should_use_colors_auto()); | |
| }); | |
| return &log; | |
| } | |
| void common_log_pause(struct common_log * log) { | |
| log->pause(); | |
| } | |
| void common_log_resume(struct common_log * log) { | |
| log->resume(); | |
| } | |
| void common_log_free(struct common_log * log) { | |
| delete log; | |
| } | |
| void common_log_add(struct common_log * log, enum ggml_log_level level, const char * fmt, ...) { | |
| va_list args; | |
| va_start(args, fmt); | |
| log->add(level, fmt, args); | |
| va_end(args); | |
| } | |
| void common_log_set_file(struct common_log * log, const char * file) { | |
| log->set_file(file); | |
| } | |
| void common_log_set_colors(struct common_log * log, log_colors colors) { | |
| if (colors == LOG_COLORS_AUTO) { | |
| log->set_colors(common_log_should_use_colors_auto()); | |
| return; | |
| } | |
| if (colors == LOG_COLORS_DISABLED) { | |
| log->set_colors(false); | |
| return; | |
| } | |
| GGML_ASSERT(colors == LOG_COLORS_ENABLED); | |
| log->set_colors(true); | |
| } | |
| void common_log_set_prefix(struct common_log * log, bool prefix) { | |
| log->set_prefix(prefix); | |
| } | |
| void common_log_set_timestamps(struct common_log * log, bool timestamps) { | |
| log->set_timestamps(timestamps); | |
| } | |