Instructions to use VladHong/llama-cpp-K2-FAST2 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 VladHong/llama-cpp-K2-FAST2 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 VladHong/llama-cpp-K2-FAST2 # Run inference directly in the terminal: llama cli -hf VladHong/llama-cpp-K2-FAST2
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf VladHong/llama-cpp-K2-FAST2 # Run inference directly in the terminal: llama cli -hf VladHong/llama-cpp-K2-FAST2
Build from source code
git clone https://github.com/ggml-org/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-app # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama serve -hf VladHong/llama-cpp-K2-FAST2 # Run inference directly in the terminal: ./build/bin/llama cli -hf VladHong/llama-cpp-K2-FAST2
Use Docker
docker model run hf.co/VladHong/llama-cpp-K2-FAST2
- Llama new
- LM Studio
- Jan
- Ollama
How to use VladHong/llama-cpp-K2-FAST2 with Ollama:
ollama run hf.co/VladHong/llama-cpp-K2-FAST2
- Unsloth Desktop
- Docker Model Runner
How to use VladHong/llama-cpp-K2-FAST2 with Docker Model Runner:
docker model run hf.co/VladHong/llama-cpp-K2-FAST2
- Lemonade
How to use VladHong/llama-cpp-K2-FAST2 with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull VladHong/llama-cpp-K2-FAST2
Run and chat with the model
lemonade run user.llama-cpp-K2-FAST2-{{QUANT_TAG}}List all available models
lemonade list
- Atomic Chat
File size: 5,002 Bytes
c59fd93 | 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 | #include "cli-client.h"
#include "http.h"
#include <algorithm>
#include <chrono>
#include <thread>
// generation can stall for a long time during prompt processing, so the
// read timeout must be generous
static constexpr time_t CLI_HTTP_READ_TIMEOUT_SEC = 3600;
// upper bound for the accumulated response body kept for error reporting
static constexpr size_t CLI_HTTP_MAX_ERROR_BODY = 1024 * 1024;
// returns the path with the base url's path prefix prepended (if any)
static std::string join_path(const common_http_url & parts, const std::string & path) {
if (parts.path.empty() || parts.path == "/") {
return path;
}
std::string prefix = parts.path;
if (prefix.back() == '/') {
prefix.pop_back();
}
return prefix + path;
}
std::string cli_client::get(const std::string & path) {
auto [cli, parts] = common_http_client(server_base);
cli.set_read_timeout(CLI_HTTP_READ_TIMEOUT_SEC, 0);
auto path_with_model = path + (model.empty() ? "" : ("?model=" + model));
auto res = cli.Get(join_path(parts, path_with_model));
if (!res) {
throw std::runtime_error("failed to connect to " + server_base + ": " + httplib::to_string(res.error()));
}
if (res->status < 200 || res->status >= 300) {
throw std::runtime_error("GET " + path + " failed with status " + std::to_string(res->status) + ": " + res->body);
}
return res->body;
}
std::string cli_client::post(const std::string & path, const std::string & body) {
auto [cli, parts] = common_http_client(server_base);
cli.set_read_timeout(CLI_HTTP_READ_TIMEOUT_SEC, 0);
auto res = cli.Post(join_path(parts, path), body, "application/json");
if (!res) {
throw std::runtime_error("failed to connect to " + server_base + ": " + httplib::to_string(res.error()));
}
if (res->status < 200 || res->status >= 300) {
throw std::runtime_error("POST " + path + " failed with status " + std::to_string(res->status) + ": " + res->body);
}
return res->body;
}
std::string cli_client::post_sse(const std::string & path,
const std::string & body,
const std::function<bool()> & should_stop,
const std::function<void(const std::string &)> & on_data) {
auto [cli, parts] = common_http_client(server_base);
cli.set_read_timeout(CLI_HTTP_READ_TIMEOUT_SEC, 0);
std::string pending; // buffer for incomplete SSE lines
std::string raw_body; // accumulated body, used only for error reporting
auto receiver = [&](const char * data, size_t len) -> bool {
if (should_stop()) {
return false; // aborts the request
}
if (raw_body.size() < CLI_HTTP_MAX_ERROR_BODY) {
raw_body.append(data, std::min(len, CLI_HTTP_MAX_ERROR_BODY - raw_body.size()));
}
pending.append(data, len);
size_t pos;
while ((pos = pending.find('\n')) != std::string::npos) {
std::string line = pending.substr(0, pos);
pending.erase(0, pos + 1);
if (!line.empty() && line.back() == '\r') {
line.pop_back();
}
if (line.rfind("data: ", 0) != 0) {
continue;
}
std::string payload = line.substr(6);
if (payload == "[DONE]") {
continue;
}
on_data(payload);
}
return true;
};
httplib::Headers headers = {{"Accept", "text/event-stream"}};
auto res = cli.Post(join_path(parts, path), headers, body, "application/json", receiver);
if (!res) {
if (res.error() == httplib::Error::Canceled && should_stop()) {
return ""; // cancelled by the user
}
return "failed to connect to " + server_base + ": " + httplib::to_string(res.error());
}
if (res->status < 200 || res->status >= 300) {
if (!raw_body.empty()) {
return raw_body;
}
return "request failed with status " + std::to_string(res->status);
}
return "";
}
bool cli_client::wait_health(const std::function<bool()> & is_aborted) {
int connect_attempts = 0;
while (!is_aborted()) {
auto [cli, parts] = common_http_client(server_base);
cli.set_connection_timeout(1, 0);
auto res = cli.Get(join_path(parts, "/health"));
if (res) {
if (res->status == 200) {
return true;
}
// any other status means the server is up but not ready yet
// (e.g. 503 while the model is still loading)
} else if (++connect_attempts >= 10) {
last_error = "failed to connect to " + server_base + ": " + httplib::to_string(res.error());
return false;
}
std::this_thread::sleep_for(std::chrono::milliseconds(300));
}
last_error = "aborted while waiting for the server to become ready";
return false;
}
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