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19 Commits
| Author | SHA1 | Date | |
|---|---|---|---|
| 99b9a6c08a | |||
| 1729662ea3 | |||
| 50ed8076fb | |||
| a87b2d77cf | |||
| b9617e860a | |||
| 28b71c022a | |||
| 7cd7832297 | |||
| bec4772f6a | |||
| c198af4dc2 | |||
| a432e6f863 | |||
| 5d67f69f59 | |||
| beef5cf077 | |||
| b093e46873 | |||
| 1401fc3ca7 | |||
| 85c58bbcd0 | |||
| 19296c1735 | |||
| 90c111bf98 | |||
| f7421eabe8 | |||
| 59797670dc |
+9
-3
@@ -718,9 +718,8 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context
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// model is required (except for server)
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// TODO @ngxson : maybe show a list of available models in CLI in this case
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if (params.model.path.empty()
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&& !params.usage
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&& !params.completion) {
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bool can_skip_model = params.usage || params.completion || !params.server_base.empty();
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if (!can_skip_model && params.model.path.empty()) {
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throw std::invalid_argument("error: --model is required\n");
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}
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}
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@@ -1240,6 +1239,13 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
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params.completion = true;
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}
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));
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add_opt(common_arg(
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{"--server-base"}, "URL",
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string_format("connect to this server instead of starting a new one, example: 'http://localhost:8080' (default: none)"),
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[](common_params & params, const std::string & value) {
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params.server_base = value;
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}
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).set_examples({LLAMA_EXAMPLE_CLI}));
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add_opt(common_arg(
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{"--verbose-prompt"},
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string_format("print a verbose prompt before generation (default: %s)", params.verbose_prompt ? "true" : "false"),
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@@ -644,6 +644,9 @@ struct common_params {
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std::map<std::string, std::string> default_template_kwargs;
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// CLI params
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std::string server_base; // if set, connect to this server instead of starting a new one
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// UI configs
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bool ui = true;
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bool ui_mcp_proxy = false;
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@@ -2,6 +2,16 @@
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#include <cpp-httplib/httplib.h>
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#ifdef _WIN32
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#include <winsock2.h>
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#include <windows.h>
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#else
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#include <sys/socket.h>
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#include <netinet/in.h>
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#include <arpa/inet.h>
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#include <unistd.h>
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#endif
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struct common_http_url {
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std::string scheme;
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std::string user;
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@@ -119,3 +129,63 @@ static std::pair<httplib::Client, common_http_url> common_http_client(const std:
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static std::string common_http_show_masked_url(const common_http_url & parts) {
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return parts.scheme + "://" + (parts.user.empty() ? "" : "****:****@") + common_http_format_host(parts.host) + parts.path;
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}
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static int common_http_get_free_port() {
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#ifdef _WIN32
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WSADATA wsaData;
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if (WSAStartup(MAKEWORD(2, 2), &wsaData) != 0) {
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return -1;
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}
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typedef SOCKET native_socket_t;
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#define INVALID_SOCKET_VAL INVALID_SOCKET
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#define CLOSE_SOCKET(s) closesocket(s)
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#else
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typedef int native_socket_t;
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#define INVALID_SOCKET_VAL -1
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#define CLOSE_SOCKET(s) close(s)
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#endif
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native_socket_t sock = socket(AF_INET, SOCK_STREAM, 0);
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if (sock == INVALID_SOCKET_VAL) {
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#ifdef _WIN32
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WSACleanup();
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#endif
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return -1;
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}
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struct sockaddr_in serv_addr;
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std::memset(&serv_addr, 0, sizeof(serv_addr));
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serv_addr.sin_family = AF_INET;
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serv_addr.sin_addr.s_addr = htonl(INADDR_ANY);
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serv_addr.sin_port = htons(0);
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if (bind(sock, (struct sockaddr*)&serv_addr, sizeof(serv_addr)) != 0) {
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CLOSE_SOCKET(sock);
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#ifdef _WIN32
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WSACleanup();
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#endif
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return -1;
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}
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#ifdef _WIN32
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int namelen = sizeof(serv_addr);
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#else
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socklen_t namelen = sizeof(serv_addr);
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#endif
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if (getsockname(sock, (struct sockaddr*)&serv_addr, &namelen) != 0) {
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CLOSE_SOCKET(sock);
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#ifdef _WIN32
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WSACleanup();
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#endif
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return -1;
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}
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int port = ntohs(serv_addr.sin_port);
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CLOSE_SOCKET(sock);
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#ifdef _WIN32
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WSACleanup();
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#endif
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return port;
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}
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@@ -2246,7 +2246,7 @@ common_params common_base_params_to_speculative(const common_params & params) {
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return result;
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}
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struct common_init_speculative_result::impl {
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struct common_speculative_init_result::impl {
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impl() = default;
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~impl() = default;
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@@ -2255,7 +2255,7 @@ struct common_init_speculative_result::impl {
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llama_context_ptr context;
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};
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common_init_speculative_result::common_init_speculative_result(
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common_speculative_init_result::common_speculative_init_result(
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common_params & params,
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llama_model * model_tgt,
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llama_context * ctx_tgt) :
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@@ -2301,8 +2301,7 @@ common_init_speculative_result::common_init_speculative_result(
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} else if (spec_mtp) {
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model_path = params.model.path;
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LOG_TRC("%s: creating MTP draft context against the target model '%s'\n",
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__func__, model_path.c_str());
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LOG_TRC("%s: creating MTP draft context against the target model '%s'\n", __func__, model_path.c_str());
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llama_context * ctx_dft = llama_init_from_model(model_tgt, cparams);
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if (ctx_dft == nullptr) {
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@@ -2314,18 +2313,18 @@ common_init_speculative_result::common_init_speculative_result(
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}
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}
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common_init_speculative_result::~common_init_speculative_result() = default;
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common_speculative_init_result::~common_speculative_init_result() = default;
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llama_model * common_init_speculative_result::model() {
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llama_model * common_speculative_init_result::model() {
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return pimpl->model.get();
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}
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llama_context * common_init_speculative_result::context() {
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llama_context * common_speculative_init_result::context() {
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return pimpl->context.get();
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}
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common_init_speculative_result_ptr common_init_speculative_from_params(common_params & params, llama_model * model_tgt, llama_context * ctx_tgt) {
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return std::make_unique<common_init_speculative_result>(params, model_tgt, ctx_tgt);
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common_speculative_init_result_ptr common_speculative_init_from_params(common_params & params, llama_model * model_tgt, llama_context * ctx_tgt) {
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return std::make_unique<common_speculative_init_result>(params, model_tgt, ctx_tgt);
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}
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// initialization of the speculative decoding system
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@@ -83,9 +83,9 @@ struct common_speculative_deleter {
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typedef std::unique_ptr<common_speculative, common_speculative_deleter> common_speculative_ptr;
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struct common_init_speculative_result {
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common_init_speculative_result(common_params & params, llama_model * model_tgt, llama_context * ctx_tgt);
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~common_init_speculative_result();
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struct common_speculative_init_result {
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common_speculative_init_result(common_params & params, llama_model * model_tgt, llama_context * ctx_tgt);
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~common_speculative_init_result();
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llama_model * model();
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llama_context * context();
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@@ -95,6 +95,6 @@ private:
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std::unique_ptr<impl> pimpl;
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};
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using common_init_speculative_result_ptr = std::unique_ptr<common_init_speculative_result>;
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using common_speculative_init_result_ptr = std::unique_ptr<common_speculative_init_result>;
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common_init_speculative_result_ptr common_init_speculative_from_params(common_params & params, llama_model * model_tgt, llama_context * ctx_tgt);
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common_speculative_init_result_ptr common_speculative_init_from_params(common_params & params, llama_model * model_tgt, llama_context * ctx_tgt);
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+3
-1
@@ -429,7 +429,8 @@ extern "C" {
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GGML_TYPE_MXFP4 = 39, // MXFP4 (1 block)
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GGML_TYPE_NVFP4 = 40, // NVFP4 (4 blocks, E4M3 scale)
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GGML_TYPE_Q1_0 = 41,
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GGML_TYPE_COUNT = 42,
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GGML_TYPE_Q2_0 = 42,
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GGML_TYPE_COUNT = 43,
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};
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// precision
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@@ -473,6 +474,7 @@ extern "C" {
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GGML_FTYPE_MOSTLY_MXFP4 = 25, // except 1d tensors
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GGML_FTYPE_MOSTLY_NVFP4 = 26, // except 1d tensors
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GGML_FTYPE_MOSTLY_Q1_0 = 27, // except 1d tensors
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GGML_FTYPE_MOSTLY_Q2_0 = 28, // except 1d tensors
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};
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// available tensor operations:
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@@ -96,6 +96,9 @@ typedef sycl::half2 ggml_half2;
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#define QI1_0 (QK1_0 / 32)
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#define QR1_0 1
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#define QI2_0 (QK2_0 / 32)
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#define QR2_0 1
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#define QI4_0 (QK4_0 / (4 * QR4_0))
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#define QR4_0 2
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@@ -181,6 +184,13 @@ typedef struct {
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} block_q1_0;
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static_assert(sizeof(block_q1_0) == sizeof(ggml_half) + QK1_0 / 8, "wrong q1_0 block size/padding");
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#define QK2_0 64
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typedef struct {
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ggml_half d; // delta (scale)
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uint8_t qs[QK2_0 / 4]; // 2 bits per element
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} block_q2_0;
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static_assert(sizeof(block_q2_0) == sizeof(ggml_half) + QK2_0 / 4, "wrong q2_0 block size/padding");
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#define QK4_0 32
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typedef struct {
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ggml_half d; // delta
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@@ -17,6 +17,7 @@
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#define ggml_vec_dot_mxfp4_q8_0_generic ggml_vec_dot_mxfp4_q8_0
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#define ggml_vec_dot_nvfp4_q8_0_generic ggml_vec_dot_nvfp4_q8_0
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#define ggml_vec_dot_q1_0_q8_0_generic ggml_vec_dot_q1_0_q8_0
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#define ggml_vec_dot_q2_0_q8_0_generic ggml_vec_dot_q2_0_q8_0
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#define ggml_vec_dot_tq1_0_q8_K_generic ggml_vec_dot_tq1_0_q8_K
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#define ggml_vec_dot_tq2_0_q8_K_generic ggml_vec_dot_tq2_0_q8_K
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#define ggml_vec_dot_q2_K_q8_K_generic ggml_vec_dot_q2_K_q8_K
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@@ -82,6 +83,7 @@
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#define ggml_gemm_q2_K_8x8_q8_K_generic ggml_gemm_q2_K_8x8_q8_K
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#elif defined(__x86_64__) || defined(__i386__) || defined(_M_IX86) || defined(_M_X64)
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// quants.c
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#define ggml_vec_dot_q2_0_q8_0_generic ggml_vec_dot_q2_0_q8_0
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// repack.cpp
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#define ggml_quantize_mat_q8_0_4x4_generic ggml_quantize_mat_q8_0_4x4
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#define ggml_quantize_mat_q8_K_4x4_generic ggml_quantize_mat_q8_K_4x4
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@@ -113,6 +115,7 @@
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#define quantize_row_q8_K_generic quantize_row_q8_K
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#define ggml_vec_dot_nvfp4_q8_0_generic ggml_vec_dot_nvfp4_q8_0
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#define ggml_vec_dot_q1_0_q8_0_generic ggml_vec_dot_q1_0_q8_0
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#define ggml_vec_dot_q2_0_q8_0_generic ggml_vec_dot_q2_0_q8_0
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#define ggml_vec_dot_tq1_0_q8_K_generic ggml_vec_dot_tq1_0_q8_K
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#define ggml_vec_dot_tq2_0_q8_K_generic ggml_vec_dot_tq2_0_q8_K
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#define ggml_vec_dot_iq1_m_q8_K_generic ggml_vec_dot_iq1_m_q8_K
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@@ -162,6 +165,7 @@
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#define ggml_vec_dot_mxfp4_q8_0_generic ggml_vec_dot_mxfp4_q8_0
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#define ggml_vec_dot_nvfp4_q8_0_generic ggml_vec_dot_nvfp4_q8_0
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#define ggml_vec_dot_q1_0_q8_0_generic ggml_vec_dot_q1_0_q8_0
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#define ggml_vec_dot_q2_0_q8_0_generic ggml_vec_dot_q2_0_q8_0
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// repack.cpp
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#define ggml_quantize_mat_q8_0_4x4_generic ggml_quantize_mat_q8_0_4x4
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#define ggml_quantize_mat_q8_0_4x8_generic ggml_quantize_mat_q8_0_4x8
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@@ -202,6 +206,7 @@
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#elif defined(__riscv)
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// quants.c
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#define ggml_vec_dot_nvfp4_q8_0_generic ggml_vec_dot_nvfp4_q8_0
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#define ggml_vec_dot_q2_0_q8_0_generic ggml_vec_dot_q2_0_q8_0
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// repack.cpp
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#define ggml_quantize_mat_q8_0_4x1_generic ggml_quantize_mat_q8_0_4x1
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#define ggml_quantize_mat_q8_0_4x4_generic ggml_quantize_mat_q8_0_4x4
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@@ -243,6 +248,7 @@
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#define quantize_row_q8_K_generic quantize_row_q8_K
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#define ggml_vec_dot_nvfp4_q8_0_generic ggml_vec_dot_nvfp4_q8_0
|
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#define ggml_vec_dot_q1_0_q8_0_generic ggml_vec_dot_q1_0_q8_0
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#define ggml_vec_dot_q2_0_q8_0_generic ggml_vec_dot_q2_0_q8_0
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#define ggml_vec_dot_tq1_0_q8_K_generic ggml_vec_dot_tq1_0_q8_K
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#define ggml_vec_dot_tq2_0_q8_K_generic ggml_vec_dot_tq2_0_q8_K
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#define ggml_vec_dot_q2_K_q8_K_generic ggml_vec_dot_q2_K_q8_K
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@@ -306,6 +312,7 @@
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#define ggml_vec_dot_mxfp4_q8_0_generic ggml_vec_dot_mxfp4_q8_0
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#define ggml_vec_dot_nvfp4_q8_0_generic ggml_vec_dot_nvfp4_q8_0
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#define ggml_vec_dot_q1_0_q8_0_generic ggml_vec_dot_q1_0_q8_0
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#define ggml_vec_dot_q2_0_q8_0_generic ggml_vec_dot_q2_0_q8_0
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// repack.cpp
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#define ggml_quantize_mat_q8_0_4x4_generic ggml_quantize_mat_q8_0_4x4
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#define ggml_quantize_mat_q8_0_4x8_generic ggml_quantize_mat_q8_0_4x8
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@@ -219,6 +219,80 @@ void ggml_vec_dot_q1_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const voi
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#endif
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}
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void ggml_vec_dot_q2_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
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const int qk = QK2_0;
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const int nb = n / qk;
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assert(n % qk == 0);
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assert(nrc == 1);
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UNUSED(nrc);
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UNUSED(bx);
|
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UNUSED(by);
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UNUSED(bs);
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const block_q2_0 * GGML_RESTRICT x = vx;
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const block_q8_0 * GGML_RESTRICT y = vy;
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||||
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||||
float sumf = 0.0f;
|
||||
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||||
#if defined(__ARM_NEON)
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||||
// Replicate pattern: each byte repeated 4 times
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||||
static const uint8_t tbl_idx_lo[16] = {0,0,0,0, 1,1,1,1, 2,2,2,2, 3,3,3,3};
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||||
static const uint8_t tbl_idx_hi[16] = {4,4,4,4, 5,5,5,5, 6,6,6,6, 7,7,7,7};
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||||
// Right-shift amounts: 0,2,4,6 repeated for each group of 4
|
||||
static const int8_t shift_vals[16] = {0,-2,-4,-6, 0,-2,-4,-6, 0,-2,-4,-6, 0,-2,-4,-6};
|
||||
|
||||
const uint8x16_t idx_lo = vld1q_u8(tbl_idx_lo);
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||||
const uint8x16_t idx_hi = vld1q_u8(tbl_idx_hi);
|
||||
const int8x16_t shifts = vld1q_s8(shift_vals);
|
||||
const uint8x16_t mask2 = vdupq_n_u8(0x03);
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||||
const int8x16_t one = vdupq_n_s8(1);
|
||||
|
||||
float32x4_t sumv = vdupq_n_f32(0.0f);
|
||||
|
||||
for (int i = 0; i < nb; i++) {
|
||||
const float d0 = GGML_CPU_FP16_TO_FP32(x[i].d);
|
||||
|
||||
// group 64: one Q2_0 block (64 weights) maps to two Q8_0 blocks (2 * 32 = 64)
|
||||
for (int k = 0; k < 2; k++) {
|
||||
const block_q8_0 * GGML_RESTRICT yb = &y[i * 2 + k];
|
||||
const float d1 = GGML_CPU_FP16_TO_FP32(yb->d);
|
||||
|
||||
// Load 8 bytes of packed 2-bit values
|
||||
const uint8x8_t raw = vld1_u8(&x[i].qs[k * 8]);
|
||||
const uint8x16_t raw16 = vcombine_u8(raw, raw);
|
||||
|
||||
// First 16 elements: replicate bytes 0-3, shift, mask, subtract 1
|
||||
uint8x16_t bytes0 = vqtbl1q_u8(raw16, idx_lo);
|
||||
int8x16_t qv0 = vsubq_s8(
|
||||
vreinterpretq_s8_u8(vandq_u8(vshlq_u8(bytes0, shifts), mask2)),
|
||||
one);
|
||||
|
||||
// Second 16 elements: replicate bytes 4-7, shift, mask, subtract 1
|
||||
uint8x16_t bytes1 = vqtbl1q_u8(raw16, idx_hi);
|
||||
int8x16_t qv1 = vsubq_s8(
|
||||
vreinterpretq_s8_u8(vandq_u8(vshlq_u8(bytes1, shifts), mask2)),
|
||||
one);
|
||||
|
||||
// Load Q8_0 values and dot product
|
||||
const int8x16_t y0 = vld1q_s8(yb->qs);
|
||||
const int8x16_t y1 = vld1q_s8(yb->qs + 16);
|
||||
|
||||
int32x4_t p0 = ggml_vdotq_s32(vdupq_n_s32(0), qv0, y0);
|
||||
int32x4_t p1 = ggml_vdotq_s32(p0, qv1, y1);
|
||||
|
||||
sumv = vmlaq_n_f32(sumv, vcvtq_f32_s32(p1), d0 * d1);
|
||||
}
|
||||
}
|
||||
|
||||
sumf = vaddvq_f32(sumv);
|
||||
#else
|
||||
ggml_vec_dot_q2_0_q8_0_generic(n, s, bs, vx, bx, vy, by, nrc);
|
||||
return;
|
||||
#endif
|
||||
|
||||
*s = sumf;
|
||||
}
|
||||
|
||||
void ggml_vec_dot_q4_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
|
||||
const int qk = QK8_0;
|
||||
|
||||
@@ -230,6 +230,12 @@ static const struct ggml_type_traits_cpu type_traits_cpu[GGML_TYPE_COUNT] = {
|
||||
.vec_dot_type = GGML_TYPE_Q8_0,
|
||||
.nrows = 1,
|
||||
},
|
||||
[GGML_TYPE_Q2_0] = {
|
||||
.from_float = quantize_row_q2_0,
|
||||
.vec_dot = ggml_vec_dot_q2_0_q8_0,
|
||||
.vec_dot_type = GGML_TYPE_Q8_0,
|
||||
.nrows = 1,
|
||||
},
|
||||
[GGML_TYPE_Q4_0] = {
|
||||
.from_float = quantize_row_q4_0,
|
||||
.vec_dot = ggml_vec_dot_q4_0_q8_0,
|
||||
|
||||
@@ -665,6 +665,7 @@ void ggml_compute_forward_add(
|
||||
ggml_compute_forward_add_non_quantized(params, dst);
|
||||
} break;
|
||||
case GGML_TYPE_Q1_0:
|
||||
case GGML_TYPE_Q2_0:
|
||||
case GGML_TYPE_Q4_0:
|
||||
case GGML_TYPE_Q4_1:
|
||||
case GGML_TYPE_Q5_0:
|
||||
@@ -1115,6 +1116,7 @@ void ggml_compute_forward_add1(
|
||||
}
|
||||
} break;
|
||||
case GGML_TYPE_Q1_0:
|
||||
case GGML_TYPE_Q2_0:
|
||||
case GGML_TYPE_Q4_0:
|
||||
case GGML_TYPE_Q4_1:
|
||||
case GGML_TYPE_Q5_0:
|
||||
@@ -1245,6 +1247,7 @@ void ggml_compute_forward_acc(
|
||||
case GGML_TYPE_F16:
|
||||
case GGML_TYPE_BF16:
|
||||
case GGML_TYPE_Q1_0:
|
||||
case GGML_TYPE_Q2_0:
|
||||
case GGML_TYPE_Q4_0:
|
||||
case GGML_TYPE_Q4_1:
|
||||
case GGML_TYPE_Q5_0:
|
||||
@@ -4454,6 +4457,7 @@ void ggml_compute_forward_out_prod(
|
||||
|
||||
switch (src0->type) {
|
||||
case GGML_TYPE_Q1_0:
|
||||
case GGML_TYPE_Q2_0:
|
||||
case GGML_TYPE_Q4_0:
|
||||
case GGML_TYPE_Q4_1:
|
||||
case GGML_TYPE_Q5_0:
|
||||
@@ -4730,6 +4734,7 @@ void ggml_compute_forward_set(
|
||||
case GGML_TYPE_F16:
|
||||
case GGML_TYPE_BF16:
|
||||
case GGML_TYPE_Q1_0:
|
||||
case GGML_TYPE_Q2_0:
|
||||
case GGML_TYPE_Q4_0:
|
||||
case GGML_TYPE_Q4_1:
|
||||
case GGML_TYPE_Q5_0:
|
||||
@@ -4954,6 +4959,7 @@ void ggml_compute_forward_get_rows(
|
||||
|
||||
switch (src0->type) {
|
||||
case GGML_TYPE_Q1_0:
|
||||
case GGML_TYPE_Q2_0:
|
||||
case GGML_TYPE_Q4_0:
|
||||
case GGML_TYPE_Q4_1:
|
||||
case GGML_TYPE_Q5_0:
|
||||
@@ -5680,6 +5686,7 @@ void ggml_compute_forward_clamp(
|
||||
} break;
|
||||
case GGML_TYPE_BF16:
|
||||
case GGML_TYPE_Q1_0:
|
||||
case GGML_TYPE_Q2_0:
|
||||
case GGML_TYPE_Q4_0:
|
||||
case GGML_TYPE_Q4_1:
|
||||
case GGML_TYPE_Q5_0:
|
||||
|
||||
@@ -26,6 +26,10 @@ void quantize_row_q1_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, in
|
||||
quantize_row_q1_0_ref(x, y, k);
|
||||
}
|
||||
|
||||
void quantize_row_q2_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k) {
|
||||
quantize_row_q2_0_ref(x, y, k);
|
||||
}
|
||||
|
||||
void quantize_row_q4_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k) {
|
||||
quantize_row_q4_0_ref(x, y, k);
|
||||
}
|
||||
@@ -170,6 +174,53 @@ void ggml_vec_dot_q1_0_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, c
|
||||
*s = sumf;
|
||||
}
|
||||
|
||||
void ggml_vec_dot_q2_0_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
|
||||
const int qk = QK2_0;
|
||||
const int nb = n / qk;
|
||||
|
||||
assert(n % qk == 0);
|
||||
assert(nrc == 1);
|
||||
UNUSED(nrc);
|
||||
UNUSED(bx);
|
||||
UNUSED(by);
|
||||
UNUSED(bs);
|
||||
|
||||
const block_q2_0 * GGML_RESTRICT x = vx;
|
||||
const block_q8_0 * GGML_RESTRICT y = vy;
|
||||
|
||||
float sumf = 0.0f;
|
||||
|
||||
for (int i = 0; i < nb; i++) {
|
||||
const float d0 = GGML_CPU_FP16_TO_FP32(x[i].d);
|
||||
|
||||
float sumi = 0.0f;
|
||||
|
||||
// group 64: one Q2_0 block (64 weights) maps to two Q8_0 blocks (2 * 32 = 64)
|
||||
for (int k = 0; k < 2; k++) {
|
||||
const block_q8_0 * GGML_RESTRICT yb = &y[i * 2 + k];
|
||||
const float d1 = GGML_CPU_FP16_TO_FP32(yb->d);
|
||||
int sumi_block = 0;
|
||||
|
||||
const uint8_t * GGML_RESTRICT qs = &x[i].qs[k * 8];
|
||||
const int8_t * GGML_RESTRICT qy = yb->qs;
|
||||
|
||||
for (int b = 0; b < 8; ++b) {
|
||||
const uint8_t byte = qs[b];
|
||||
// Extract 4 two-bit values, map {0,1,2,3} -> {-1,0,1,2}
|
||||
sumi_block += ((int)((byte >> 0) & 3) - 1) * qy[b*4 + 0];
|
||||
sumi_block += ((int)((byte >> 2) & 3) - 1) * qy[b*4 + 1];
|
||||
sumi_block += ((int)((byte >> 4) & 3) - 1) * qy[b*4 + 2];
|
||||
sumi_block += ((int)((byte >> 6) & 3) - 1) * qy[b*4 + 3];
|
||||
}
|
||||
|
||||
sumi += d1 * sumi_block;
|
||||
}
|
||||
|
||||
sumf += d0 * sumi;
|
||||
}
|
||||
|
||||
*s = sumf;
|
||||
}
|
||||
|
||||
void ggml_vec_dot_q4_0_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
|
||||
const int qk = QK8_0;
|
||||
|
||||
@@ -13,6 +13,7 @@ extern "C" {
|
||||
|
||||
// Quantization
|
||||
void quantize_row_q1_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
|
||||
void quantize_row_q2_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
|
||||
void quantize_row_q4_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
|
||||
void quantize_row_q4_1(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
|
||||
void quantize_row_q5_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
|
||||
@@ -38,6 +39,7 @@ void quantize_row_iq4_xs (const float * GGML_RESTRICT x, void * GGML_RESTRICT y,
|
||||
|
||||
// Dot product
|
||||
void ggml_vec_dot_q1_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
|
||||
void ggml_vec_dot_q2_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
|
||||
void ggml_vec_dot_q4_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
|
||||
void ggml_vec_dot_q4_1_q8_1(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
|
||||
void ggml_vec_dot_q5_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
|
||||
@@ -71,6 +73,7 @@ void quantize_row_q8_0_generic(const float * GGML_RESTRICT x, void * GGML_RESTRI
|
||||
void quantize_row_q8_1_generic(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k);
|
||||
void quantize_row_q8_K_generic(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k);
|
||||
void ggml_vec_dot_q1_0_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
|
||||
void ggml_vec_dot_q2_0_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
|
||||
void ggml_vec_dot_q4_0_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
|
||||
void ggml_vec_dot_q4_1_q8_1_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
|
||||
void ggml_vec_dot_q5_0_q8_0_generic(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc);
|
||||
|
||||
@@ -71,6 +71,44 @@ void quantize_row_q1_0_ref(const float * GGML_RESTRICT x, block_q1_0 * GGML_REST
|
||||
}
|
||||
}
|
||||
|
||||
void quantize_row_q2_0_ref(const float * GGML_RESTRICT x, block_q2_0 * GGML_RESTRICT y, int64_t k) {
|
||||
static const int qk = QK2_0;
|
||||
|
||||
assert(k % qk == 0);
|
||||
|
||||
const int nb = k / qk;
|
||||
|
||||
for (int i = 0; i < nb; i++) {
|
||||
// Compute scale as max absolute value in the block
|
||||
float amax = 0.0f;
|
||||
for (int j = 0; j < qk; j++) {
|
||||
const float a = fabsf(x[i*qk + j]);
|
||||
if (a > amax) amax = a;
|
||||
}
|
||||
const float d = amax;
|
||||
const float id = d > 0.0f ? 1.0f / d : 0.0f;
|
||||
|
||||
y[i].d = GGML_FP32_TO_FP16(d);
|
||||
|
||||
// Clear quant bytes
|
||||
for (int j = 0; j < qk / 4; ++j) {
|
||||
y[i].qs[j] = 0;
|
||||
}
|
||||
|
||||
// Encode 2-bit values: round(w/d) clamped to [-1, 2], then add 1
|
||||
// 00 (-1) = -scale, 01 (0) = 0, 10 (+1) = +scale, 11 (+2) = 2*scale
|
||||
for (int j = 0; j < qk; ++j) {
|
||||
const float w = x[i*qk + j];
|
||||
int q = (int)roundf(w * id) + 1;
|
||||
if (q < 0) q = 0;
|
||||
if (q > 3) q = 3;
|
||||
const int byte_index = j / 4;
|
||||
const int bit_offset = (j % 4) * 2;
|
||||
y[i].qs[byte_index] |= ((uint8_t)q << bit_offset);
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// reference implementation for deterministic creation of model files
|
||||
void quantize_row_q4_0_ref(const float * GGML_RESTRICT x, block_q4_0 * GGML_RESTRICT y, int64_t k) {
|
||||
static const int qk = QK4_0;
|
||||
@@ -398,6 +436,26 @@ void dequantize_row_q1_0(const block_q1_0 * GGML_RESTRICT x, float * GGML_RESTRI
|
||||
}
|
||||
}
|
||||
|
||||
void dequantize_row_q2_0(const block_q2_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
|
||||
static const int qk = QK2_0;
|
||||
|
||||
assert(k % qk == 0);
|
||||
|
||||
const int nb = k / qk;
|
||||
|
||||
for (int i = 0; i < nb; i++) {
|
||||
const float d = GGML_FP16_TO_FP32(x[i].d);
|
||||
|
||||
for (int j = 0; j < qk; ++j) {
|
||||
const int byte_index = j / 4;
|
||||
const int bit_offset = (j % 4) * 2;
|
||||
const uint8_t q = (x[i].qs[byte_index] >> bit_offset) & 0x03;
|
||||
// 00=-1, 01=0, 10=+1, 11=+2
|
||||
y[i*qk + j] = ((int)q - 1) * d;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
void dequantize_row_q4_0(const block_q4_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k) {
|
||||
static const int qk = QK4_0;
|
||||
|
||||
@@ -2052,6 +2110,20 @@ size_t quantize_q1_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst,
|
||||
return nrow * row_size;
|
||||
}
|
||||
|
||||
size_t quantize_q2_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
|
||||
if (!quant_weights) {
|
||||
quantize_row_q2_0_ref(src, dst, (int64_t)nrow*n_per_row);
|
||||
return nrow * ggml_row_size(GGML_TYPE_Q2_0, n_per_row);
|
||||
}
|
||||
size_t row_size = ggml_row_size(GGML_TYPE_Q2_0, n_per_row);
|
||||
char * qrow = (char *)dst;
|
||||
for (int64_t row = 0; row < nrow; ++row) {
|
||||
quantize_row_q2_0_ref(src, (block_q2_0*)qrow, n_per_row);
|
||||
src += n_per_row;
|
||||
qrow += row_size;
|
||||
}
|
||||
return nrow * row_size;
|
||||
}
|
||||
|
||||
size_t quantize_q4_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) {
|
||||
if (!quant_weights) {
|
||||
@@ -5461,6 +5533,10 @@ bool ggml_validate_row_data(enum ggml_type type, const void * data, size_t nbyte
|
||||
{
|
||||
VALIDATE_ROW_DATA_D_F16_IMPL(block_q1_0, data, nb);
|
||||
} break;
|
||||
case GGML_TYPE_Q2_0:
|
||||
{
|
||||
VALIDATE_ROW_DATA_D_F16_IMPL(block_q2_0, data, nb);
|
||||
} break;
|
||||
case GGML_TYPE_Q4_0:
|
||||
{
|
||||
VALIDATE_ROW_DATA_D_F16_IMPL(block_q4_0, data, nb);
|
||||
|
||||
@@ -15,6 +15,7 @@ extern "C" {
|
||||
|
||||
// Quantization
|
||||
GGML_API void quantize_row_q1_0_ref(const float * GGML_RESTRICT x, block_q1_0 * GGML_RESTRICT y, int64_t k);
|
||||
GGML_API void quantize_row_q2_0_ref(const float * GGML_RESTRICT x, block_q2_0 * GGML_RESTRICT y, int64_t k);
|
||||
GGML_API void quantize_row_q4_0_ref(const float * GGML_RESTRICT x, block_q4_0 * GGML_RESTRICT y, int64_t k);
|
||||
GGML_API void quantize_row_q4_1_ref(const float * GGML_RESTRICT x, block_q4_1 * GGML_RESTRICT y, int64_t k);
|
||||
GGML_API void quantize_row_q5_0_ref(const float * GGML_RESTRICT x, block_q5_0 * GGML_RESTRICT y, int64_t k);
|
||||
@@ -43,6 +44,7 @@ GGML_API void quantize_row_iq2_s_ref (const float * GGML_RESTRICT x, block_iq2_
|
||||
|
||||
// Dequantization
|
||||
GGML_API void dequantize_row_q1_0(const block_q1_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
|
||||
GGML_API void dequantize_row_q2_0(const block_q2_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
|
||||
GGML_API void dequantize_row_q4_0(const block_q4_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
|
||||
GGML_API void dequantize_row_q4_1(const block_q4_1 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
|
||||
GGML_API void dequantize_row_q5_0(const block_q5_0 * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k);
|
||||
@@ -93,6 +95,7 @@ GGML_API size_t quantize_q4_K(const float * GGML_RESTRICT src, void * GGML_RESTR
|
||||
GGML_API size_t quantize_q5_K(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
|
||||
GGML_API size_t quantize_q6_K(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
|
||||
GGML_API size_t quantize_q1_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
|
||||
GGML_API size_t quantize_q2_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
|
||||
GGML_API size_t quantize_q4_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
|
||||
GGML_API size_t quantize_q4_1(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
|
||||
GGML_API size_t quantize_q5_0(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix);
|
||||
|
||||
@@ -681,6 +681,14 @@ static const struct ggml_type_traits type_traits[GGML_TYPE_COUNT] = {
|
||||
.to_float = (ggml_to_float_t) dequantize_row_q1_0,
|
||||
.from_float_ref = (ggml_from_float_t) quantize_row_q1_0_ref,
|
||||
},
|
||||
[GGML_TYPE_Q2_0] = {
|
||||
.type_name = "q2_0",
|
||||
.blck_size = QK2_0,
|
||||
.type_size = sizeof(block_q2_0),
|
||||
.is_quantized = true,
|
||||
.to_float = (ggml_to_float_t) dequantize_row_q2_0,
|
||||
.from_float_ref = (ggml_from_float_t) quantize_row_q2_0_ref,
|
||||
},
|
||||
[GGML_TYPE_Q4_0] = {
|
||||
.type_name = "q4_0",
|
||||
.blck_size = QK4_0,
|
||||
@@ -1417,6 +1425,7 @@ enum ggml_type ggml_ftype_to_ggml_type(enum ggml_ftype ftype) {
|
||||
case GGML_FTYPE_MOSTLY_Q4_0: wtype = GGML_TYPE_Q4_0; break;
|
||||
case GGML_FTYPE_MOSTLY_Q4_1: wtype = GGML_TYPE_Q4_1; break;
|
||||
case GGML_FTYPE_MOSTLY_Q1_0: wtype = GGML_TYPE_Q1_0; break;
|
||||
case GGML_FTYPE_MOSTLY_Q2_0: wtype = GGML_TYPE_Q2_0; break;
|
||||
case GGML_FTYPE_MOSTLY_Q5_0: wtype = GGML_TYPE_Q5_0; break;
|
||||
case GGML_FTYPE_MOSTLY_Q5_1: wtype = GGML_TYPE_Q5_1; break;
|
||||
case GGML_FTYPE_MOSTLY_Q8_0: wtype = GGML_TYPE_Q8_0; break;
|
||||
@@ -7744,6 +7753,7 @@ size_t ggml_quantize_chunk(
|
||||
|
||||
switch (type) {
|
||||
case GGML_TYPE_Q1_0: result = quantize_q1_0 (src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
|
||||
case GGML_TYPE_Q2_0: result = quantize_q2_0 (src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
|
||||
case GGML_TYPE_Q4_0: result = quantize_q4_0 (src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
|
||||
case GGML_TYPE_Q4_1: result = quantize_q4_1 (src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
|
||||
case GGML_TYPE_Q5_0: result = quantize_q5_0 (src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break;
|
||||
|
||||
@@ -4533,6 +4533,7 @@ class GGMLQuantizationType(IntEnum):
|
||||
MXFP4 = 39
|
||||
NVFP4 = 40
|
||||
Q1_0 = 41
|
||||
Q2_0 = 42
|
||||
|
||||
|
||||
class ExpertGatingFuncType(IntEnum):
|
||||
@@ -4588,6 +4589,7 @@ class LlamaFileType(IntEnum):
|
||||
MOSTLY_MXFP4_MOE = 38 # except 1d tensors
|
||||
MOSTLY_NVFP4 = 39 # except 1d tensors
|
||||
MOSTLY_Q1_0 = 40 # except 1d tensors
|
||||
MOSTLY_Q2_0 = 41 # except 1d tensors
|
||||
|
||||
GUESSED = 1024 # not specified in the model file
|
||||
|
||||
@@ -4713,6 +4715,7 @@ GGML_QUANT_SIZES: dict[GGMLQuantizationType, tuple[int, int]] = {
|
||||
GGMLQuantizationType.MXFP4: (32, 1 + 16),
|
||||
GGMLQuantizationType.NVFP4: (64, 4 + 32),
|
||||
GGMLQuantizationType.Q1_0: (128, 2 + 16),
|
||||
GGMLQuantizationType.Q2_0: (64, 2 + 16),
|
||||
}
|
||||
|
||||
|
||||
|
||||
@@ -155,6 +155,7 @@ extern "C" {
|
||||
LLAMA_FTYPE_MOSTLY_MXFP4_MOE = 38, // except 1d tensors
|
||||
LLAMA_FTYPE_MOSTLY_NVFP4 = 39, // except 1d tensors
|
||||
LLAMA_FTYPE_MOSTLY_Q1_0 = 40, // except 1d tensors
|
||||
LLAMA_FTYPE_MOSTLY_Q2_0 = 41, // except 1d tensors
|
||||
|
||||
LLAMA_FTYPE_GUESSED = 1024, // not specified in the model file
|
||||
};
|
||||
|
||||
@@ -37,6 +37,7 @@ const char * llama_ftype_name(llama_ftype ftype) {
|
||||
case LLAMA_FTYPE_MOSTLY_F16: name = LLAMA_FTYPE_PREFIX "F16"; break;
|
||||
case LLAMA_FTYPE_MOSTLY_BF16: name = LLAMA_FTYPE_PREFIX "BF16"; break;
|
||||
case LLAMA_FTYPE_MOSTLY_Q1_0: name = LLAMA_FTYPE_PREFIX "Q1_0"; break;
|
||||
case LLAMA_FTYPE_MOSTLY_Q2_0: name = LLAMA_FTYPE_PREFIX "Q2_0"; break;
|
||||
case LLAMA_FTYPE_MOSTLY_Q4_0: name = LLAMA_FTYPE_PREFIX "Q4_0"; break;
|
||||
case LLAMA_FTYPE_MOSTLY_Q4_1: name = LLAMA_FTYPE_PREFIX "Q4_1"; break;
|
||||
case LLAMA_FTYPE_MOSTLY_Q5_0: name = LLAMA_FTYPE_PREFIX "Q5_0"; break;
|
||||
@@ -767,6 +768,7 @@ llama_model_loader::llama_model_loader(
|
||||
case GGML_TYPE_IQ3_S: ftype = LLAMA_FTYPE_MOSTLY_IQ3_S; break;
|
||||
case GGML_TYPE_NVFP4: ftype = LLAMA_FTYPE_MOSTLY_NVFP4; break;
|
||||
case GGML_TYPE_Q1_0: ftype = LLAMA_FTYPE_MOSTLY_Q1_0; break;
|
||||
case GGML_TYPE_Q2_0: ftype = LLAMA_FTYPE_MOSTLY_Q2_0; break;
|
||||
default:
|
||||
{
|
||||
LLAMA_LOG_WARN("%s: unknown type %s\n", __func__, ggml_type_name(type_max));
|
||||
|
||||
+3
-1
@@ -380,6 +380,7 @@ static ggml_type tensor_type_fallback(quantize_state_impl & qs, const ggml_tenso
|
||||
case GGML_TYPE_IQ3_XXS:
|
||||
case GGML_TYPE_IQ3_S: // types on the right: block size 32
|
||||
case GGML_TYPE_IQ4_XS: return_type = GGML_TYPE_IQ4_NL; break;
|
||||
case GGML_TYPE_Q2_0:
|
||||
case GGML_TYPE_Q2_K:
|
||||
case GGML_TYPE_Q3_K:
|
||||
case GGML_TYPE_TQ1_0:
|
||||
@@ -480,7 +481,7 @@ static ggml_type llama_tensor_get_type_impl(quantize_state_impl & qs, ggml_type
|
||||
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS) {
|
||||
new_type = GGML_TYPE_IQ3_S;
|
||||
}
|
||||
else if (ftype == LLAMA_FTYPE_MOSTLY_TQ1_0 || ftype == LLAMA_FTYPE_MOSTLY_TQ2_0) {
|
||||
else if (ftype == LLAMA_FTYPE_MOSTLY_TQ1_0 || ftype == LLAMA_FTYPE_MOSTLY_TQ2_0 || ftype == LLAMA_FTYPE_MOSTLY_Q2_0) {
|
||||
new_type = GGML_TYPE_Q4_K;
|
||||
}
|
||||
}
|
||||
@@ -800,6 +801,7 @@ ggml_type llama_ftype_get_default_type(llama_ftype ftype) {
|
||||
case LLAMA_FTYPE_MOSTLY_BF16: return GGML_TYPE_BF16;
|
||||
case LLAMA_FTYPE_ALL_F32: return GGML_TYPE_F32;
|
||||
case LLAMA_FTYPE_MOSTLY_Q1_0: return GGML_TYPE_Q1_0;
|
||||
case LLAMA_FTYPE_MOSTLY_Q2_0: return GGML_TYPE_Q2_0;
|
||||
|
||||
case LLAMA_FTYPE_MOSTLY_MXFP4_MOE: return GGML_TYPE_MXFP4;
|
||||
|
||||
|
||||
@@ -158,6 +158,7 @@ static int test_vec_dot_q(bool verbose) {
|
||||
type == GGML_TYPE_Q1_0 ? MAX_QUANTIZATION_TOTAL_ERROR_BINARY :
|
||||
type == GGML_TYPE_TQ1_0 ? MAX_QUANTIZATION_TOTAL_ERROR_TERNARY :
|
||||
type == GGML_TYPE_TQ2_0 ? MAX_QUANTIZATION_TOTAL_ERROR_TERNARY :
|
||||
type == GGML_TYPE_Q2_0 ? MAX_QUANTIZATION_TOTAL_ERROR_TERNARY :
|
||||
type == GGML_TYPE_Q2_K ? MAX_QUANTIZATION_TOTAL_ERROR_2BITS :
|
||||
type == GGML_TYPE_IQ2_S ? MAX_QUANTIZATION_TOTAL_ERROR_2BITS :
|
||||
type == GGML_TYPE_Q3_K ? MAX_QUANTIZATION_TOTAL_ERROR_3BITS :
|
||||
@@ -183,7 +184,7 @@ static int test_vec_dot_q(bool verbose) {
|
||||
? MAX_DOT_PRODUCT_ERROR_LOWBIT
|
||||
: type == GGML_TYPE_Q1_0
|
||||
? MAX_DOT_PRODUCT_ERROR_BINARY
|
||||
: type == GGML_TYPE_TQ1_0 || type == GGML_TYPE_TQ2_0
|
||||
: type == GGML_TYPE_TQ1_0 || type == GGML_TYPE_TQ2_0 || type == GGML_TYPE_Q2_0
|
||||
? MAX_DOT_PRODUCT_ERROR_TERNARY
|
||||
: type == GGML_TYPE_NVFP4
|
||||
? MAX_DOT_PRODUCT_ERROR_FP4
|
||||
|
||||
@@ -2,11 +2,13 @@
|
||||
|
||||
set(TARGET llama-cli-impl)
|
||||
|
||||
add_library(${TARGET} cli.cpp)
|
||||
add_library(${TARGET} cli.cpp
|
||||
cli-client.cpp
|
||||
cli-context.cpp)
|
||||
set_target_properties(${TARGET} PROPERTIES WINDOWS_EXPORT_ALL_SYMBOLS ON)
|
||||
|
||||
target_include_directories(${TARGET} PUBLIC ${CMAKE_CURRENT_SOURCE_DIR} ../server)
|
||||
target_link_libraries(${TARGET} PUBLIC server-context llama-common ${CMAKE_THREAD_LIBS_INIT})
|
||||
target_link_libraries(${TARGET} PUBLIC llama-server-impl llama-common ${CMAKE_THREAD_LIBS_INIT})
|
||||
|
||||
if(LLAMA_TOOLS_INSTALL)
|
||||
install(TARGETS ${TARGET} LIBRARY)
|
||||
|
||||
@@ -0,0 +1,130 @@
|
||||
#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;
|
||||
}
|
||||
@@ -0,0 +1,33 @@
|
||||
#pragma once
|
||||
|
||||
#include <functional>
|
||||
#include <string>
|
||||
|
||||
// openai-like client for CLI
|
||||
struct cli_client {
|
||||
std::string server_base; // base url, for example "http://127.0.0.1:8080"
|
||||
std::string last_error; // set when wait_health() fails
|
||||
|
||||
std::string model; // optional, set when the server has multiple models (router mode)
|
||||
|
||||
// simple GET request, returns the raw response body
|
||||
// throws std::runtime_error on transport error or non-2xx status
|
||||
std::string get(const std::string & path);
|
||||
|
||||
// simple POST request, returns the raw response body
|
||||
// throws std::runtime_error on transport error or non-2xx status
|
||||
std::string post(const std::string & path, const std::string & body);
|
||||
|
||||
// POST request with an SSE streaming response
|
||||
// on_data is invoked per "data:" event with the raw event payload
|
||||
// returns after the stream is finished (empty string on graceful exit)
|
||||
// otherwise, the raw error response body
|
||||
std::string 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);
|
||||
|
||||
// poll /health until the server is ready to accept requests
|
||||
// returns false if is_aborted returned true or the server is unreachable
|
||||
bool wait_health(const std::function<bool()> & is_aborted);
|
||||
};
|
||||
@@ -0,0 +1,622 @@
|
||||
#include "cli-context.h"
|
||||
#include "cli-ui.h"
|
||||
|
||||
#include "arg.h"
|
||||
#include "base64.hpp"
|
||||
#include "log.h"
|
||||
#include "console.h"
|
||||
|
||||
#define JSON_ASSERT GGML_ASSERT
|
||||
#include <nlohmann/json.hpp>
|
||||
|
||||
#include <algorithm>
|
||||
#include <cctype>
|
||||
#include <filesystem>
|
||||
#include <fstream>
|
||||
#include <map>
|
||||
#include <set>
|
||||
|
||||
using json = nlohmann::ordered_json;
|
||||
|
||||
struct cli_context_impl {
|
||||
json messages = json::array();
|
||||
json pending_media = json::array(); // staged multimodal content parts
|
||||
};
|
||||
|
||||
cli_context::cli_context(const common_params & params) : params(params), impl(new cli_context_impl()) {}
|
||||
|
||||
cli_context::~cli_context() {
|
||||
shutdown();
|
||||
}
|
||||
|
||||
std::atomic<bool> & cli_context::interrupted() {
|
||||
static std::atomic<bool> flag = false;
|
||||
return flag;
|
||||
}
|
||||
|
||||
static bool should_stop() {
|
||||
return cli_context::interrupted().load();
|
||||
}
|
||||
|
||||
static constexpr size_t FILE_GLOB_MAX_RESULTS = 100;
|
||||
|
||||
const char * LLAMA_ASCII_LOGO = R"(
|
||||
▄▄ ▄▄
|
||||
██ ██
|
||||
██ ██ ▀▀█▄ ███▄███▄ ▀▀█▄ ▄████ ████▄ ████▄
|
||||
██ ██ ▄█▀██ ██ ██ ██ ▄█▀██ ██ ██ ██ ██ ██
|
||||
██ ██ ▀█▄██ ██ ██ ██ ▀█▄██ ██ ▀████ ████▀ ████▀
|
||||
██ ██
|
||||
▀▀ ▀▀
|
||||
)";
|
||||
|
||||
// number of values an arg consumes on the command line
|
||||
static int arg_num_values(const common_arg & opt) {
|
||||
if (opt.value_hint_2 != nullptr) {
|
||||
return 2;
|
||||
}
|
||||
if (opt.value_hint != nullptr) {
|
||||
return 1;
|
||||
}
|
||||
return 0;
|
||||
}
|
||||
|
||||
static std::string format_error_message(const json & err) {
|
||||
if (err.contains("error") && err.at("error").is_object()) {
|
||||
const auto & e = err.at("error");
|
||||
if (e.contains("message") && e.at("message").is_string()) {
|
||||
return e.at("message").get<std::string>();
|
||||
}
|
||||
}
|
||||
return err.dump();
|
||||
}
|
||||
|
||||
// err is the raw response body of a failed request; it may or may not be JSON
|
||||
static std::string format_error_message(const std::string & err) {
|
||||
json parsed = json::parse(err, nullptr, false);
|
||||
if (!parsed.is_discarded()) {
|
||||
return format_error_message(parsed);
|
||||
}
|
||||
return err;
|
||||
}
|
||||
|
||||
static std::string media_type_from_ext(const std::string & fname) {
|
||||
std::string ext = std::filesystem::path(fname).extension().string();
|
||||
std::transform(ext.begin(), ext.end(), ext.begin(), [](unsigned char c) { return std::tolower(c); });
|
||||
if (ext == ".wav" || ext == ".mp3") {
|
||||
return "audio";
|
||||
}
|
||||
if (ext == ".mp4" || ext == ".avi" || ext == ".mkv" || ext == ".mov" || ext == ".webm") {
|
||||
return "video";
|
||||
}
|
||||
return "image";
|
||||
}
|
||||
|
||||
bool cli_context::init() {
|
||||
ui::init(params);
|
||||
|
||||
std::optional<ui::spinner> spinner;
|
||||
|
||||
bool use_external_server = !params.server_base.empty();
|
||||
if (use_external_server) {
|
||||
std::string base = params.server_base;
|
||||
while (!base.empty() && base.back() == '/') {
|
||||
base.pop_back();
|
||||
}
|
||||
client.server_base = base;
|
||||
|
||||
spinner.emplace("Connecting to server at " + base);
|
||||
} else {
|
||||
if (params.model.path.empty() && params.model.url.empty() &&
|
||||
params.model.hf_repo.empty() && params.model.docker_repo.empty()) {
|
||||
ui::show_error(
|
||||
"no model specified",
|
||||
"use -m <file.gguf> or -hf <user/repo> to run a local model,\n"
|
||||
"or --server-base <url> to connect to a running llama-server"
|
||||
);
|
||||
return false;
|
||||
}
|
||||
|
||||
spinner.emplace("\n\nLoading model...");
|
||||
|
||||
server.emplace();
|
||||
if (!server->start(params)) {
|
||||
ui::show_error("server start failed");
|
||||
return false;
|
||||
}
|
||||
if (!server->wait_ready(should_stop)) {
|
||||
if (!should_stop()) {
|
||||
ui::show_error("the server exited before becoming ready");
|
||||
}
|
||||
return false;
|
||||
}
|
||||
client.server_base = server->address();
|
||||
}
|
||||
|
||||
// for --server-base this is the main availability check; for a spawned
|
||||
// server it is a cheap sanity check on top of the ready signal
|
||||
auto is_aborted = [this]() {
|
||||
return should_stop() || (server && !server->alive());
|
||||
};
|
||||
bool healthy = false;
|
||||
try {
|
||||
healthy = client.wait_health(is_aborted);
|
||||
} catch (const std::exception & e) {
|
||||
client.last_error = e.what();
|
||||
}
|
||||
if (!healthy) {
|
||||
if (!should_stop()) {
|
||||
ui::show_error(client.last_error);
|
||||
}
|
||||
return false;
|
||||
}
|
||||
|
||||
if (use_external_server) {
|
||||
spinner.reset();
|
||||
if (!list_and_ask_models()) {
|
||||
return false;
|
||||
}
|
||||
// restore the spinner for the next step
|
||||
spinner.emplace("Waiting for server...");
|
||||
}
|
||||
|
||||
fetch_server_props();
|
||||
|
||||
return true;
|
||||
}
|
||||
|
||||
void cli_context::fetch_server_props() {
|
||||
try {
|
||||
json props = json::parse(client.get("/props"));
|
||||
model_name = props.value("model_alias", "");
|
||||
if (model_name.empty()) {
|
||||
const std::string path = props.value("model_path", "");
|
||||
if (!path.empty()) {
|
||||
model_name = std::filesystem::path(path).filename().string();
|
||||
}
|
||||
}
|
||||
model_ftype = props.value("model_ftype", "");
|
||||
build_info = props.value("build_info", "");
|
||||
if (props.contains("modalities") && props.at("modalities").is_object()) {
|
||||
const auto & modalities = props.at("modalities");
|
||||
has_vision = modalities.value("vision", false);
|
||||
has_audio = modalities.value("audio", false);
|
||||
has_video = modalities.value("video", false);
|
||||
}
|
||||
} catch (const std::exception & e) {
|
||||
// /props can be disabled on remote servers; not fatal
|
||||
LOG_DBG("failed to fetch /props: %s\n", e.what());
|
||||
}
|
||||
}
|
||||
|
||||
bool cli_context::list_and_ask_models() {
|
||||
json resp = json::parse(client.get("/v1/models"));
|
||||
if (!resp.contains("data") || !resp.at("data").is_array()) {
|
||||
throw std::runtime_error("invalid response from /v1/models");
|
||||
}
|
||||
std::vector<std::string> models;
|
||||
std::vector<std::string> models_display;
|
||||
for (const auto & m : resp.at("data")) {
|
||||
if (!m.contains("id") || !m.at("id").is_string()) {
|
||||
continue;
|
||||
}
|
||||
std::string name = m.at("id").get<std::string>();
|
||||
std::string display = name;
|
||||
if (m.contains("aliases") && m.at("aliases").is_array()) {
|
||||
std::vector<std::string> aliases;
|
||||
for (const auto & a : m.at("aliases")) {
|
||||
if (a.is_string()) {
|
||||
aliases.push_back(a.get<std::string>());
|
||||
}
|
||||
}
|
||||
if (!aliases.empty()) {
|
||||
display += " (" + string_join(aliases, ", ") + ")";
|
||||
}
|
||||
}
|
||||
models.push_back(name);
|
||||
models_display.push_back(display);
|
||||
}
|
||||
|
||||
// only one model: use it without asking
|
||||
if (models.size() == 1) {
|
||||
model_name = models[0];
|
||||
client.model = model_name;
|
||||
return true;
|
||||
}
|
||||
|
||||
std::string message = "\nAvailable models:";
|
||||
for (size_t i = 0; i < models_display.size(); ++i) {
|
||||
message += "\n " + std::to_string(i + 1) + ". " + models_display[i];
|
||||
}
|
||||
message += "\n";
|
||||
ui::show_message(message);
|
||||
std::string selection;
|
||||
while (selection.empty()) {
|
||||
if (should_stop()) {
|
||||
return false;
|
||||
}
|
||||
ui::user_turn user_turn;
|
||||
selection = user_turn.read_input(false, "Select model by number: ");
|
||||
if (selection.empty()) {
|
||||
continue;
|
||||
}
|
||||
try {
|
||||
size_t idx = std::stoul(selection);
|
||||
if (idx > 0 && idx <= models.size()) {
|
||||
model_name = models[idx - 1];
|
||||
client.model = model_name;
|
||||
ui::show_message("Selected model: " + model_name);
|
||||
break;
|
||||
}
|
||||
} catch (...) {
|
||||
// ignore
|
||||
}
|
||||
ui::show_error("Invalid selection. Please enter a valid number.");
|
||||
selection.clear();
|
||||
continue;
|
||||
}
|
||||
return true;
|
||||
}
|
||||
|
||||
void cli_context::add_system_prompt() {
|
||||
if (!params.system_prompt.empty()) {
|
||||
impl->messages.push_back({
|
||||
{"role", "system"},
|
||||
{"content", params.system_prompt}
|
||||
});
|
||||
}
|
||||
}
|
||||
|
||||
void cli_context::push_user_message(const std::string & text) {
|
||||
json content;
|
||||
if (impl->pending_media.empty()) {
|
||||
content = text;
|
||||
} else {
|
||||
// multimodal message: media parts first, then the text
|
||||
content = impl->pending_media;
|
||||
content.push_back({
|
||||
{"type", "text"},
|
||||
{"text", text}
|
||||
});
|
||||
impl->pending_media = json::array();
|
||||
}
|
||||
impl->messages.push_back({
|
||||
{"role", "user"},
|
||||
{"content", content}
|
||||
});
|
||||
}
|
||||
|
||||
bool cli_context::stage_media_file(const std::string & fname, const std::string & type) {
|
||||
std::ifstream file(fname, std::ios::binary);
|
||||
if (!file) {
|
||||
return false;
|
||||
}
|
||||
std::string data((std::istreambuf_iterator<char>(file)), std::istreambuf_iterator<char>());
|
||||
std::string encoded = base64::encode(data);
|
||||
|
||||
if (type == "audio") {
|
||||
std::string ext = std::filesystem::path(fname).extension().string();
|
||||
std::transform(ext.begin(), ext.end(), ext.begin(), [](unsigned char c) { return std::tolower(c); });
|
||||
impl->pending_media.push_back({
|
||||
{"type", "input_audio"},
|
||||
{"input_audio", {
|
||||
{"data", encoded},
|
||||
{"format", ext == ".mp3" ? "mp3" : "wav"}
|
||||
}}
|
||||
});
|
||||
} else if (type == "video") {
|
||||
impl->pending_media.push_back({
|
||||
{"type", "input_video"},
|
||||
{"input_video", {
|
||||
{"data", encoded}
|
||||
}}
|
||||
});
|
||||
} else {
|
||||
// the server detects the actual image type from the data
|
||||
impl->pending_media.push_back({
|
||||
{"type", "image_url"},
|
||||
{"image_url", {
|
||||
{"url", "data:image/unknown;base64," + encoded}
|
||||
}}
|
||||
});
|
||||
}
|
||||
return true;
|
||||
}
|
||||
|
||||
bool cli_context::generate_completion(std::string & assistant_content, cli_timings & timings) {
|
||||
json body = {
|
||||
{"messages", impl->messages},
|
||||
{"stream", true},
|
||||
// in order to get timings even when we cancel mid-way
|
||||
{"timings_per_token", true},
|
||||
};
|
||||
if (!client.model.empty()) {
|
||||
body["model"] = client.model;
|
||||
}
|
||||
|
||||
bool stream_error = false;
|
||||
|
||||
ui::assistant_turn a;
|
||||
|
||||
std::string err = client.post_sse("/v1/chat/completions", body.dump(), should_stop, [&](const std::string & payload) {
|
||||
json chunk = json::parse(payload, nullptr, false);
|
||||
if (chunk.is_discarded()) {
|
||||
return;
|
||||
}
|
||||
if (chunk.contains("error")) {
|
||||
stream_error = true;
|
||||
ui::show_error(format_error_message(chunk));
|
||||
return;
|
||||
}
|
||||
if (chunk.contains("timings")) {
|
||||
const auto & t = chunk.at("timings");
|
||||
timings.prompt_per_second = t.value("prompt_per_second", 0.0);
|
||||
timings.predicted_per_second = t.value("predicted_per_second", 0.0);
|
||||
}
|
||||
if (!chunk.contains("choices") || !chunk.at("choices").is_array() || chunk.at("choices").empty()) {
|
||||
return;
|
||||
}
|
||||
const auto & choice = chunk.at("choices").at(0);
|
||||
if (!choice.contains("delta")) {
|
||||
return;
|
||||
}
|
||||
const auto & delta = choice.at("delta");
|
||||
if (delta.contains("reasoning_content") && delta.at("reasoning_content").is_string()) {
|
||||
const std::string text = delta.at("reasoning_content").get<std::string>();
|
||||
if (!text.empty()) {
|
||||
a.push(ui::ASSISTANT_DISPLAY_MODE_REASONING, text);
|
||||
}
|
||||
}
|
||||
if (delta.contains("content") && delta.at("content").is_string()) {
|
||||
const std::string text = delta.at("content").get<std::string>();
|
||||
if (!text.empty()) {
|
||||
assistant_content += text;
|
||||
a.push(ui::ASSISTANT_DISPLAY_MODE_CONTENT, text);
|
||||
}
|
||||
}
|
||||
});
|
||||
|
||||
cli_context::interrupted().store(false);
|
||||
|
||||
if (!err.empty()) {
|
||||
ui::show_error(format_error_message(err));
|
||||
return false;
|
||||
}
|
||||
return !stream_error;
|
||||
}
|
||||
|
||||
int cli_context::run() {
|
||||
add_system_prompt();
|
||||
|
||||
std::string modalities = "text";
|
||||
if (has_vision) {
|
||||
modalities += ", vision";
|
||||
}
|
||||
if (has_audio) {
|
||||
modalities += ", audio";
|
||||
}
|
||||
if (has_video) {
|
||||
modalities += ", video";
|
||||
}
|
||||
|
||||
std::string banner;
|
||||
banner += "\n";
|
||||
banner += LLAMA_ASCII_LOGO;
|
||||
banner += "\n";
|
||||
banner += "build : " + build_info + "\n";
|
||||
banner += "model : " + model_name + "\n";
|
||||
if (!model_ftype.empty()) {
|
||||
banner += "ftype : " + model_ftype + "\n";
|
||||
}
|
||||
banner += "modalities : " + modalities + "\n";
|
||||
if (!params.system_prompt.empty()) {
|
||||
banner += "using custom system prompt\n";
|
||||
}
|
||||
banner += "\n";
|
||||
banner += "available commands:\n";
|
||||
banner += " /exit or Ctrl+C stop or exit\n";
|
||||
banner += " /regen regenerate the last response\n";
|
||||
banner += " /clear clear the chat history\n";
|
||||
banner += " /read <file> add a text file\n";
|
||||
banner += " /glob <pattern> add text files using globbing pattern\n";
|
||||
if (has_vision) {
|
||||
banner += " /image <file> add an image file\n";
|
||||
}
|
||||
if (has_audio) {
|
||||
banner += " /audio <file> add an audio file\n";
|
||||
}
|
||||
if (has_video) {
|
||||
banner += " /video <file> add a video file\n";
|
||||
}
|
||||
banner += "\n";
|
||||
|
||||
ui::show_message(banner);
|
||||
|
||||
// interactive loop
|
||||
std::string cur_msg;
|
||||
|
||||
auto add_text_file = [&](const std::string & fname) -> bool {
|
||||
std::ifstream file(fname, std::ios::binary);
|
||||
if (!file) {
|
||||
ui::show_error(string_format("file does not exist or cannot be opened: '%s'", fname.c_str()));
|
||||
return false;
|
||||
}
|
||||
std::string content((std::istreambuf_iterator<char>(file)), std::istreambuf_iterator<char>());
|
||||
cur_msg += "--- File: ";
|
||||
cur_msg += fname;
|
||||
cur_msg += " ---\n";
|
||||
cur_msg += content;
|
||||
ui::show_message(string_format("Loaded text from '%s'", fname.c_str()));
|
||||
return true;
|
||||
};
|
||||
|
||||
while (true) {
|
||||
std::string buffer;
|
||||
{
|
||||
ui::user_turn user_turn;
|
||||
|
||||
if (params.prompt.empty()) {
|
||||
buffer = user_turn.read_input(params.multiline_input);
|
||||
} else {
|
||||
// process input prompt from args
|
||||
for (auto & fname : params.image) {
|
||||
if (!stage_media_file(fname, media_type_from_ext(fname))) {
|
||||
ui::show_error(string_format("file does not exist or cannot be opened: '%s'", fname.c_str()));
|
||||
break;
|
||||
}
|
||||
ui::show_message(string_format("Loaded media from '%s'", fname.c_str()));
|
||||
}
|
||||
buffer = params.prompt;
|
||||
user_turn.echo(buffer);
|
||||
params.prompt.clear(); // only use it once
|
||||
}
|
||||
}
|
||||
|
||||
if (should_stop()) {
|
||||
cli_context::interrupted().store(false);
|
||||
break;
|
||||
}
|
||||
|
||||
// remove trailing newline
|
||||
if (!buffer.empty() && buffer.back() == '\n') {
|
||||
buffer.pop_back();
|
||||
}
|
||||
|
||||
// skip empty messages
|
||||
if (buffer.empty()) {
|
||||
continue;
|
||||
}
|
||||
|
||||
bool add_user_msg = true;
|
||||
|
||||
// process commands
|
||||
if (string_starts_with(buffer, "/exit")) {
|
||||
break;
|
||||
} else if (string_starts_with(buffer, "/regen")) {
|
||||
if (impl->messages.size() >= 2) {
|
||||
size_t last_idx = impl->messages.size() - 1;
|
||||
impl->messages.erase(last_idx);
|
||||
add_user_msg = false;
|
||||
} else {
|
||||
ui::show_error("No message to regenerate.");
|
||||
continue;
|
||||
}
|
||||
} else if (string_starts_with(buffer, "/clear")) {
|
||||
impl->messages.clear();
|
||||
add_system_prompt();
|
||||
|
||||
impl->pending_media = json::array();
|
||||
ui::show_message("Chat history cleared.");
|
||||
continue;
|
||||
} else if (
|
||||
(string_starts_with(buffer, "/image ") && has_vision) ||
|
||||
(string_starts_with(buffer, "/audio ") && has_audio) ||
|
||||
(string_starts_with(buffer, "/video ") && has_video)) {
|
||||
std::string type = buffer.substr(1, 5);
|
||||
// just in case (bad copy-paste for example), we strip all trailing/leading spaces
|
||||
std::string fname = string_strip(buffer.substr(7));
|
||||
if (!stage_media_file(fname, type)) {
|
||||
ui::show_error(string_format("file does not exist or cannot be opened: '%s'", fname.c_str()));
|
||||
continue;
|
||||
}
|
||||
ui::show_message(string_format("Loaded media from '%s'", fname.c_str()));
|
||||
continue;
|
||||
} else if (string_starts_with(buffer, "/read ")) {
|
||||
std::string fname = string_strip(buffer.substr(6));
|
||||
add_text_file(fname);
|
||||
continue;
|
||||
} else if (string_starts_with(buffer, "/glob ")) {
|
||||
std::error_code ec;
|
||||
size_t count = 0;
|
||||
auto curdir = std::filesystem::current_path();
|
||||
std::string pattern = string_strip(buffer.substr(6));
|
||||
std::filesystem::path rel_path;
|
||||
|
||||
auto startglob = pattern.find_first_of("![*?");
|
||||
if (startglob != std::string::npos && startglob != 0) {
|
||||
auto endpath = pattern.substr(0, startglob).find_last_of('/');
|
||||
if (endpath != std::string::npos) {
|
||||
std::string rel_pattern = pattern.substr(0, endpath);
|
||||
#if !defined(_WIN32)
|
||||
if (string_starts_with(rel_pattern, '~')) {
|
||||
const char * home = std::getenv("HOME");
|
||||
if (home && home[0]) {
|
||||
rel_pattern = home + rel_pattern.substr(1);
|
||||
}
|
||||
}
|
||||
#endif
|
||||
rel_path = rel_pattern;
|
||||
pattern.erase(0, endpath + 1);
|
||||
curdir /= rel_path;
|
||||
}
|
||||
}
|
||||
|
||||
for (const auto & entry : std::filesystem::recursive_directory_iterator(curdir,
|
||||
std::filesystem::directory_options::skip_permission_denied, ec)) {
|
||||
if (!entry.is_regular_file()) {
|
||||
continue;
|
||||
}
|
||||
|
||||
std::string rel = std::filesystem::relative(entry.path(), curdir, ec).string();
|
||||
if (ec) {
|
||||
ec.clear();
|
||||
continue;
|
||||
}
|
||||
std::replace(rel.begin(), rel.end(), '\\', '/');
|
||||
|
||||
if (!glob_match(pattern, rel)) {
|
||||
continue;
|
||||
}
|
||||
|
||||
if (!add_text_file((rel_path / rel).string())) {
|
||||
continue;
|
||||
}
|
||||
|
||||
if (++count >= FILE_GLOB_MAX_RESULTS) {
|
||||
ui::show_error(string_format("Maximum number of globbed files allowed (%zu) reached.", FILE_GLOB_MAX_RESULTS));
|
||||
break;
|
||||
}
|
||||
}
|
||||
continue;
|
||||
} else {
|
||||
// not a command
|
||||
cur_msg += buffer;
|
||||
}
|
||||
|
||||
// generate response
|
||||
if (add_user_msg) {
|
||||
push_user_message(cur_msg);
|
||||
cur_msg.clear();
|
||||
}
|
||||
cli_timings timings;
|
||||
std::string assistant_content;
|
||||
generate_completion(assistant_content, timings);
|
||||
impl->messages.push_back({
|
||||
{"role", "assistant"},
|
||||
{"content", assistant_content}
|
||||
});
|
||||
|
||||
if (params.show_timings) {
|
||||
ui::show_info(string_format(
|
||||
"\n[ Prompt: %.1f t/s | Generation: %.1f t/s ]",
|
||||
timings.prompt_per_second,
|
||||
timings.predicted_per_second
|
||||
));
|
||||
}
|
||||
|
||||
if (params.single_turn) {
|
||||
break;
|
||||
}
|
||||
}
|
||||
|
||||
ui::show_message("\n\nExiting...");
|
||||
|
||||
return 0;
|
||||
}
|
||||
|
||||
void cli_context::shutdown() {
|
||||
if (server) {
|
||||
server->stop();
|
||||
server.reset();
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,66 @@
|
||||
#pragma once
|
||||
|
||||
#include "common.h"
|
||||
|
||||
#include "cli-client.h"
|
||||
#include "cli-server.h"
|
||||
|
||||
#include <atomic>
|
||||
#include <memory>
|
||||
#include <optional>
|
||||
#include <string>
|
||||
|
||||
struct cli_timings {
|
||||
double prompt_per_second = 0.0;
|
||||
double predicted_per_second = 0.0;
|
||||
};
|
||||
|
||||
struct cli_context_impl;
|
||||
|
||||
struct cli_context {
|
||||
common_params params;
|
||||
|
||||
cli_client client; // always initialized
|
||||
std::optional<cli_server> server; // only set when no --server-base is given
|
||||
|
||||
// properties of the connected server
|
||||
// will be populated by fetch_server_props()
|
||||
std::string model_name;
|
||||
std::string model_ftype;
|
||||
std::string build_info;
|
||||
bool has_vision = false;
|
||||
bool has_audio = false;
|
||||
bool has_video = false;
|
||||
|
||||
cli_context(const common_params & params);
|
||||
~cli_context();
|
||||
|
||||
// connect to --server-base or spawn a local llama-server child;
|
||||
// argc/argv are needed to forward the server-relevant args to the child
|
||||
bool init();
|
||||
|
||||
// run the interactive chat loop, returns the process exit code
|
||||
int run();
|
||||
|
||||
// stop the local server child (if any)
|
||||
void shutdown();
|
||||
|
||||
// set by the SIGINT handler; cleared once the interrupt has been handled
|
||||
static std::atomic<bool> & interrupted();
|
||||
|
||||
private:
|
||||
bool generate_completion(std::string & assistant_content, cli_timings & timings);
|
||||
void fetch_server_props();
|
||||
void add_system_prompt();
|
||||
void push_user_message(const std::string & text);
|
||||
|
||||
// check if server have multiple models (router mode)
|
||||
// if yes, list them then ask; do nothing otherwise
|
||||
bool list_and_ask_models();
|
||||
|
||||
// read a file and stage it as a multimodal content part; type is one of
|
||||
// "image", "audio", "video"; returns false if the file cannot be read
|
||||
bool stage_media_file(const std::string & fname, const std::string & type);
|
||||
|
||||
std::unique_ptr<cli_context_impl> impl;
|
||||
};
|
||||
@@ -0,0 +1,89 @@
|
||||
#pragma once
|
||||
|
||||
#include <thread>
|
||||
|
||||
#include "http.h"
|
||||
|
||||
// llama_server will be available as a dynamic library symbol
|
||||
int llama_server(common_params & params, int argc, char ** argv);
|
||||
void llama_server_terminate();
|
||||
|
||||
struct cli_server {
|
||||
std::thread th;
|
||||
int port = -1;
|
||||
std::atomic<bool> is_alive = false;
|
||||
std::atomic<bool> is_stopping = false;
|
||||
|
||||
~cli_server() {
|
||||
stop();
|
||||
}
|
||||
|
||||
void stop() {
|
||||
if (is_stopping.exchange(true)) {
|
||||
return;
|
||||
}
|
||||
if (alive()) {
|
||||
llama_server_terminate();
|
||||
}
|
||||
if (th.joinable()) {
|
||||
th.join();
|
||||
}
|
||||
}
|
||||
|
||||
// spawn llama-server in a thread and interact with it via a random port
|
||||
bool start(common_params & params) {
|
||||
port = common_http_get_free_port();
|
||||
if (port <= 0) {
|
||||
fprintf(stderr, "failed to get a free port\n");
|
||||
exit(1);
|
||||
}
|
||||
|
||||
is_alive.store(true, std::memory_order_release);
|
||||
|
||||
common_params server_params = params; // copy
|
||||
server_params.port = port;
|
||||
|
||||
th = std::thread([this, server_params]() mutable {
|
||||
// argc / argv are only used in router mode, we can skip them for now
|
||||
int res = llama_server(server_params, 0, nullptr);
|
||||
if (res != 0) {
|
||||
fprintf(stderr, "llama_server exited with code %d\n", res);
|
||||
}
|
||||
is_alive.store(false, std::memory_order_release);
|
||||
});
|
||||
|
||||
return true;
|
||||
}
|
||||
|
||||
std::string address() const {
|
||||
return "http://127.0.0.1:" + std::to_string(port);
|
||||
}
|
||||
|
||||
bool wait_ready(std::function<bool()> should_stop) {
|
||||
if (!alive()) {
|
||||
return false;
|
||||
}
|
||||
while (!should_stop()) {
|
||||
auto [cli, parts] = common_http_client(address());
|
||||
cli.set_connection_timeout(1, 0);
|
||||
auto res = cli.Get("/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)
|
||||
}
|
||||
if (!alive()) {
|
||||
// in case server die permanently
|
||||
return false;
|
||||
}
|
||||
std::this_thread::sleep_for(std::chrono::milliseconds(200));
|
||||
}
|
||||
return true;
|
||||
}
|
||||
|
||||
bool alive() const {
|
||||
return is_alive.load(std::memory_order_acquire);
|
||||
}
|
||||
};
|
||||
@@ -0,0 +1,251 @@
|
||||
#pragma once
|
||||
|
||||
#include "common.h"
|
||||
#include "console.h"
|
||||
|
||||
#include <array>
|
||||
#include <algorithm>
|
||||
#include <cctype>
|
||||
#include <filesystem>
|
||||
#include <string_view>
|
||||
|
||||
// TODO?: Make this reusable, enums, docs
|
||||
static const std::array<std::string_view, 8> cmds = {
|
||||
"/audio ",
|
||||
"/clear",
|
||||
"/exit",
|
||||
"/glob ",
|
||||
"/image ",
|
||||
"/read ",
|
||||
"/regen",
|
||||
"/video ",
|
||||
};
|
||||
|
||||
static std::vector<std::pair<std::string, size_t>> auto_completion_callback(std::string_view line, size_t cursor_byte_pos) {
|
||||
std::vector<std::pair<std::string, size_t>> matches;
|
||||
std::string cmd;
|
||||
|
||||
if (line.length() > 1 && line.front() == '/' && !std::any_of(cmds.begin(), cmds.end(), [line](std::string_view prefix) {
|
||||
return string_starts_with(line, prefix);
|
||||
})) {
|
||||
auto it = cmds.begin();
|
||||
|
||||
while ((it = std::find_if(it, cmds.end(), [line](std::string_view cmd_line) {
|
||||
return string_starts_with(cmd_line, line);
|
||||
})) != cmds.end()) {
|
||||
matches.emplace_back(*it, it->length());
|
||||
++it;
|
||||
}
|
||||
} else {
|
||||
auto it = std::find_if(cmds.begin(), cmds.end(), [line](std::string_view prefix) {
|
||||
return prefix.back() == ' ' && string_starts_with(line, prefix);
|
||||
});
|
||||
|
||||
if (it != cmds.end()) {
|
||||
cmd = *it;
|
||||
}
|
||||
}
|
||||
|
||||
if (!cmd.empty() && cmd != "/glob " && line.length() >= cmd.length() && cursor_byte_pos >= cmd.length()) {
|
||||
const std::string path_prefix = std::string(line.substr(cmd.length(), cursor_byte_pos - cmd.length()));
|
||||
const std::string path_postfix = std::string(line.substr(cursor_byte_pos));
|
||||
auto cur_dir = std::filesystem::current_path();
|
||||
std::string cur_dir_str = cur_dir.string();
|
||||
std::string expanded_prefix = path_prefix;
|
||||
|
||||
#if !defined(_WIN32)
|
||||
if (string_starts_with(path_prefix, '~')) {
|
||||
const char * home = std::getenv("HOME");
|
||||
if (home && home[0]) {
|
||||
expanded_prefix = home + path_prefix.substr(1);
|
||||
}
|
||||
}
|
||||
if (string_starts_with(expanded_prefix, '/')) {
|
||||
#else
|
||||
if (std::isalpha(static_cast<unsigned char>(expanded_prefix[0])) && expanded_prefix.find(':') == 1) {
|
||||
#endif
|
||||
cur_dir = std::filesystem::path(expanded_prefix).parent_path();
|
||||
cur_dir_str.clear();
|
||||
} else if (!path_prefix.empty()) {
|
||||
cur_dir /= std::filesystem::path(path_prefix).parent_path();
|
||||
}
|
||||
|
||||
std::error_code ec;
|
||||
for (const auto & entry : std::filesystem::directory_iterator(cur_dir, ec)) {
|
||||
if (ec) {
|
||||
break;
|
||||
}
|
||||
if (!entry.exists(ec)) {
|
||||
ec.clear();
|
||||
continue;
|
||||
}
|
||||
|
||||
const std::string path_full = entry.path().string();
|
||||
std::string path_entry = !cur_dir_str.empty() && string_starts_with(path_full, cur_dir_str) ? path_full.substr(cur_dir_str.length() + 1) : path_full;
|
||||
|
||||
if (entry.is_directory(ec)) {
|
||||
path_entry.push_back(std::filesystem::path::preferred_separator);
|
||||
}
|
||||
|
||||
if (expanded_prefix.empty() || string_starts_with(path_entry, expanded_prefix)) {
|
||||
const std::string updated_line = cmd + path_entry;
|
||||
matches.emplace_back(updated_line + path_postfix, updated_line.length());
|
||||
}
|
||||
|
||||
if (ec) {
|
||||
ec.clear();
|
||||
}
|
||||
}
|
||||
|
||||
if (matches.empty()) {
|
||||
const std::string updated_line = cmd + path_prefix;
|
||||
matches.emplace_back(updated_line + path_postfix, updated_line.length());
|
||||
}
|
||||
|
||||
// Add the longest common prefix
|
||||
if (!expanded_prefix.empty() && matches.size() > 1) {
|
||||
const std::string_view match0(matches[0].first);
|
||||
const std::string_view match1(matches[1].first);
|
||||
auto it = std::mismatch(match0.begin(), match0.end(), match1.begin(), match1.end());
|
||||
size_t len = it.first - match0.begin();
|
||||
|
||||
for (size_t i = 2; i < matches.size(); ++i) {
|
||||
const std::string_view matchi(matches[i].first);
|
||||
auto cmp = std::mismatch(match0.begin(), match0.end(), matchi.begin(), matchi.end());
|
||||
len = std::min(len, static_cast<size_t>(cmp.first - match0.begin()));
|
||||
}
|
||||
|
||||
const std::string updated_line = std::string(match0.substr(0, len));
|
||||
matches.emplace_back(updated_line + path_postfix, updated_line.length());
|
||||
}
|
||||
|
||||
std::sort(matches.begin(), matches.end(), [](const auto & a, const auto & b) {
|
||||
return a.first.compare(0, a.second, b.first, 0, b.second) < 0;
|
||||
});
|
||||
}
|
||||
|
||||
return matches;
|
||||
}
|
||||
|
||||
// note: make this view implementation generic, so that we can move to TUI in the future if we want to
|
||||
namespace ui {
|
||||
static void init(const common_params & params) {
|
||||
// TODO: avoid using atexit() here by making `console` a singleton
|
||||
console::init(params.simple_io, params.use_color);
|
||||
atexit([]() { console::cleanup(); });
|
||||
|
||||
console::set_completion_callback(auto_completion_callback);
|
||||
}
|
||||
|
||||
struct spinner {
|
||||
spinner(const std::string & message) {
|
||||
if (!message.empty()) {
|
||||
console::log("%s ", message.c_str());
|
||||
}
|
||||
console::spinner::start();
|
||||
}
|
||||
~spinner() {
|
||||
console::spinner::stop();
|
||||
}
|
||||
};
|
||||
|
||||
struct user_turn {
|
||||
user_turn() {
|
||||
console::set_display(DISPLAY_TYPE_USER_INPUT);
|
||||
}
|
||||
~user_turn() {
|
||||
console::set_display(DISPLAY_TYPE_RESET);
|
||||
}
|
||||
void echo(const std::string & buffer) {
|
||||
if (buffer.size() > 500) {
|
||||
console::log("\n> %s ... (truncated)\n", buffer.substr(0, 500).c_str());
|
||||
} else {
|
||||
console::log("\n> %s\n", buffer.c_str());
|
||||
}
|
||||
}
|
||||
std::string read_input(bool multiline_input, const char * prompt = nullptr) {
|
||||
if (prompt) {
|
||||
console::log("%s", prompt);
|
||||
} else {
|
||||
console::log("\n> ");
|
||||
}
|
||||
std::string buffer;
|
||||
std::string line;
|
||||
bool another_line = true;
|
||||
do {
|
||||
another_line = console::readline(line, multiline_input);
|
||||
buffer += line;
|
||||
} while (another_line);
|
||||
return buffer;
|
||||
}
|
||||
};
|
||||
|
||||
enum assistant_display_mode {
|
||||
ASSISTANT_DISPLAY_MODE_REASONING,
|
||||
ASSISTANT_DISPLAY_MODE_CONTENT,
|
||||
};
|
||||
struct assistant_turn {
|
||||
assistant_display_mode mode = ASSISTANT_DISPLAY_MODE_CONTENT;
|
||||
bool trailing_newline = true;
|
||||
bool is_inside_reasoning = false;
|
||||
assistant_turn() {
|
||||
console::set_display(DISPLAY_TYPE_RESET);
|
||||
}
|
||||
~assistant_turn() {
|
||||
console::set_display(DISPLAY_TYPE_RESET);
|
||||
add_newline_if_needed();
|
||||
}
|
||||
void push(assistant_display_mode m, const std::string & buffer) {
|
||||
if (m != mode) {
|
||||
add_newline_if_needed();
|
||||
switch (m) {
|
||||
case ASSISTANT_DISPLAY_MODE_CONTENT:
|
||||
{
|
||||
if (is_inside_reasoning) {
|
||||
console::log("[End thinking]\n\n");
|
||||
is_inside_reasoning = false;
|
||||
}
|
||||
console::set_display(DISPLAY_TYPE_RESET);
|
||||
} break;
|
||||
case ASSISTANT_DISPLAY_MODE_REASONING:
|
||||
{
|
||||
console::set_display(DISPLAY_TYPE_REASONING);
|
||||
is_inside_reasoning = true;
|
||||
console::log("\n[Start thinking]\n\n");
|
||||
} break;
|
||||
}
|
||||
}
|
||||
mode = m;
|
||||
if (buffer.empty()) {
|
||||
return;
|
||||
}
|
||||
trailing_newline = buffer.back() == '\n';
|
||||
console::log("%s", buffer.c_str());
|
||||
console::flush();
|
||||
}
|
||||
void add_newline_if_needed() {
|
||||
if (!trailing_newline) {
|
||||
console::log("\n");
|
||||
console::flush();
|
||||
}
|
||||
}
|
||||
};
|
||||
|
||||
static void show_error(const std::string & title, const std::string & message = "") {
|
||||
console::spinner::stop();
|
||||
console::error("Error: %s\n", title.c_str());
|
||||
if (!message.empty()) {
|
||||
console::log("%s\n", message.c_str());
|
||||
}
|
||||
}
|
||||
|
||||
static void show_message(const std::string & message) {
|
||||
console::log("%s\n", message.c_str());
|
||||
}
|
||||
|
||||
static void show_info(const std::string & message) {
|
||||
console::set_display(DISPLAY_TYPE_INFO);
|
||||
console::log("%s\n", message.c_str());
|
||||
console::set_display(DISPLAY_TYPE_RESET);
|
||||
}
|
||||
}
|
||||
+9
-627
@@ -1,20 +1,9 @@
|
||||
#include "chat.h"
|
||||
#include "common.h"
|
||||
#include "arg.h"
|
||||
#include "console.h"
|
||||
#include "fit.h"
|
||||
// #include "log.h"
|
||||
#include "common.h"
|
||||
#include "log.h"
|
||||
|
||||
#include "server-common.h"
|
||||
#include "server-context.h"
|
||||
#include "server-task.h"
|
||||
#include "cli-context.h"
|
||||
|
||||
#include <array>
|
||||
#include <atomic>
|
||||
#include <algorithm>
|
||||
#include <filesystem>
|
||||
#include <fstream>
|
||||
#include <thread>
|
||||
#include <signal.h>
|
||||
|
||||
#if defined(_WIN32)
|
||||
@@ -25,342 +14,19 @@
|
||||
#include <windows.h>
|
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#endif
|
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|
||||
const char * LLAMA_ASCII_LOGO = R"(
|
||||
▄▄ ▄▄
|
||||
██ ██
|
||||
██ ██ ▀▀█▄ ███▄███▄ ▀▀█▄ ▄████ ████▄ ████▄
|
||||
██ ██ ▄█▀██ ██ ██ ██ ▄█▀██ ██ ██ ██ ██ ██
|
||||
██ ██ ▀█▄██ ██ ██ ██ ▀█▄██ ██ ▀████ ████▀ ████▀
|
||||
██ ██
|
||||
▀▀ ▀▀
|
||||
)";
|
||||
|
||||
static std::atomic<bool> g_is_interrupted = false;
|
||||
static bool should_stop() {
|
||||
return g_is_interrupted.load();
|
||||
}
|
||||
|
||||
#if defined (__unix__) || (defined (__APPLE__) && defined (__MACH__)) || defined (_WIN32)
|
||||
static void signal_handler(int) {
|
||||
if (g_is_interrupted.load()) {
|
||||
if (cli_context::interrupted().load()) {
|
||||
// second Ctrl+C - exit immediately
|
||||
// make sure to clear colors before exiting (not using LOG or console.cpp here to avoid deadlock)
|
||||
fprintf(stdout, "\033[0m\n");
|
||||
fflush(stdout);
|
||||
std::exit(130);
|
||||
}
|
||||
g_is_interrupted.store(true);
|
||||
cli_context::interrupted().store(true);
|
||||
}
|
||||
#endif
|
||||
|
||||
struct cli_context {
|
||||
server_context ctx_server;
|
||||
json messages = json::array();
|
||||
std::vector<raw_buffer> input_files;
|
||||
task_params defaults;
|
||||
bool verbose_prompt;
|
||||
|
||||
// thread for showing "loading" animation
|
||||
std::atomic<bool> loading_show;
|
||||
|
||||
cli_context(const common_params & params) {
|
||||
defaults.sampling = params.sampling;
|
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defaults.speculative = params.speculative;
|
||||
defaults.n_keep = params.n_keep;
|
||||
defaults.n_predict = params.n_predict;
|
||||
defaults.antiprompt = params.antiprompt;
|
||||
|
||||
defaults.stream = true; // make sure we always use streaming mode
|
||||
defaults.timings_per_token = true; // in order to get timings even when we cancel mid-way
|
||||
// defaults.return_progress = true; // TODO: show progress
|
||||
|
||||
verbose_prompt = params.verbose_prompt;
|
||||
}
|
||||
|
||||
std::string generate_completion(result_timings & out_timings) {
|
||||
server_response_reader rd = ctx_server.get_response_reader();
|
||||
auto chat_params = format_chat();
|
||||
{
|
||||
// TODO: reduce some copies here in the future
|
||||
server_task task = server_task(SERVER_TASK_TYPE_COMPLETION);
|
||||
task.id = rd.get_new_id();
|
||||
task.index = 0;
|
||||
task.params = defaults; // copy
|
||||
task.cli_prompt = chat_params.prompt; // copy
|
||||
task.cli_files = input_files; // copy
|
||||
task.cli = true;
|
||||
|
||||
// chat template settings
|
||||
task.params.chat_parser_params = common_chat_parser_params(chat_params);
|
||||
task.params.chat_parser_params.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK;
|
||||
if (!chat_params.parser.empty()) {
|
||||
task.params.chat_parser_params.parser.load(chat_params.parser);
|
||||
}
|
||||
|
||||
// Copy the preserved tokens into the sampling params
|
||||
const llama_vocab * vocab = llama_model_get_vocab(
|
||||
llama_get_model(ctx_server.get_llama_context()));
|
||||
for (const auto & token : chat_params.preserved_tokens) {
|
||||
auto ids = common_tokenize(vocab, token, false, true);
|
||||
if (ids.size() == 1) {
|
||||
task.params.sampling.preserved_tokens.insert(ids[0]);
|
||||
}
|
||||
}
|
||||
|
||||
// reasoning budget sampler
|
||||
if (!chat_params.thinking_end_tag.empty()) {
|
||||
task.params.sampling.reasoning_budget_tokens = defaults.sampling.reasoning_budget_tokens;
|
||||
task.params.sampling.generation_prompt = chat_params.generation_prompt;
|
||||
|
||||
if (!chat_params.thinking_start_tag.empty()) {
|
||||
task.params.sampling.reasoning_budget_start =
|
||||
common_tokenize(vocab, chat_params.thinking_start_tag, false, true);
|
||||
}
|
||||
task.params.sampling.reasoning_budget_end =
|
||||
common_tokenize(vocab, chat_params.thinking_end_tag, false, true);
|
||||
task.params.sampling.reasoning_budget_forced =
|
||||
common_tokenize(vocab, defaults.sampling.reasoning_budget_message + chat_params.thinking_end_tag, false, true);
|
||||
}
|
||||
|
||||
rd.post_task({std::move(task)});
|
||||
}
|
||||
|
||||
if (verbose_prompt) {
|
||||
console::set_display(DISPLAY_TYPE_PROMPT);
|
||||
console::log("%s\n\n", chat_params.prompt.c_str());
|
||||
console::set_display(DISPLAY_TYPE_RESET);
|
||||
}
|
||||
|
||||
// wait for first result
|
||||
console::spinner::start();
|
||||
server_task_result_ptr result = rd.next(should_stop);
|
||||
|
||||
while (true) {
|
||||
auto res_partial = dynamic_cast<server_task_result_cmpl_partial *>(result.get());
|
||||
if (res_partial && res_partial->is_begin) {
|
||||
// this is the "send 200 status to client" signal in streaming mode
|
||||
// skip, do not stop the spinner
|
||||
result = rd.next(should_stop);
|
||||
} else {
|
||||
console::spinner::stop();
|
||||
break;
|
||||
}
|
||||
}
|
||||
|
||||
std::string curr_content;
|
||||
bool is_thinking = false;
|
||||
|
||||
while (result) {
|
||||
if (should_stop()) {
|
||||
break;
|
||||
}
|
||||
if (result->is_error()) {
|
||||
json err_data = result->to_json();
|
||||
if (err_data.contains("message")) {
|
||||
console::error("Error: %s\n", err_data["message"].get<std::string>().c_str());
|
||||
} else {
|
||||
console::error("Error: %s\n", err_data.dump().c_str());
|
||||
}
|
||||
return curr_content;
|
||||
}
|
||||
auto res_partial = dynamic_cast<server_task_result_cmpl_partial *>(result.get());
|
||||
if (res_partial) {
|
||||
out_timings = std::move(res_partial->timings);
|
||||
for (const auto & diff : res_partial->oaicompat_msg_diffs) {
|
||||
if (!diff.content_delta.empty()) {
|
||||
if (is_thinking) {
|
||||
console::log("\n[End thinking]\n\n");
|
||||
console::set_display(DISPLAY_TYPE_RESET);
|
||||
is_thinking = false;
|
||||
}
|
||||
curr_content += diff.content_delta;
|
||||
console::log("%s", diff.content_delta.c_str());
|
||||
console::flush();
|
||||
}
|
||||
if (!diff.reasoning_content_delta.empty()) {
|
||||
console::set_display(DISPLAY_TYPE_REASONING);
|
||||
if (!is_thinking) {
|
||||
console::log("[Start thinking]\n");
|
||||
}
|
||||
is_thinking = true;
|
||||
console::log("%s", diff.reasoning_content_delta.c_str());
|
||||
console::flush();
|
||||
}
|
||||
}
|
||||
}
|
||||
auto res_final = dynamic_cast<server_task_result_cmpl_final *>(result.get());
|
||||
if (res_final) {
|
||||
out_timings = std::move(res_final->timings);
|
||||
break;
|
||||
}
|
||||
result = rd.next(should_stop);
|
||||
}
|
||||
g_is_interrupted.store(false);
|
||||
// server_response_reader automatically cancels pending tasks upon destruction
|
||||
return curr_content;
|
||||
}
|
||||
|
||||
// TODO: support remote files in the future (http, https, etc)
|
||||
std::string load_input_file(const std::string & fname, bool is_media) {
|
||||
std::ifstream file = fs_open_ifstream(fname, std::ios::binary);
|
||||
if (!file) {
|
||||
return "";
|
||||
}
|
||||
if (is_media) {
|
||||
raw_buffer buf;
|
||||
buf.assign((std::istreambuf_iterator<char>(file)), std::istreambuf_iterator<char>());
|
||||
input_files.push_back(std::move(buf));
|
||||
return get_media_marker();
|
||||
} else {
|
||||
std::string content((std::istreambuf_iterator<char>(file)), std::istreambuf_iterator<char>());
|
||||
return content;
|
||||
}
|
||||
}
|
||||
|
||||
common_chat_params format_chat() {
|
||||
auto meta = ctx_server.get_meta();
|
||||
auto & chat_params = meta.chat_params;
|
||||
|
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auto caps = common_chat_templates_get_caps(chat_params.tmpls.get());
|
||||
|
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common_chat_templates_inputs inputs;
|
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inputs.messages = common_chat_msgs_parse_oaicompat(messages);
|
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inputs.tools = {}; // TODO
|
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inputs.tool_choice = COMMON_CHAT_TOOL_CHOICE_NONE;
|
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inputs.json_schema = ""; // TODO
|
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inputs.grammar = ""; // TODO
|
||||
inputs.use_jinja = chat_params.use_jinja;
|
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inputs.parallel_tool_calls = caps["supports_parallel_tool_calls"];
|
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inputs.add_generation_prompt = true;
|
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inputs.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK;
|
||||
inputs.force_pure_content = chat_params.force_pure_content;
|
||||
inputs.enable_thinking = chat_params.enable_thinking ? common_chat_templates_support_enable_thinking(chat_params.tmpls.get()) : false;
|
||||
|
||||
// Apply chat template to the list of messages
|
||||
return common_chat_templates_apply(chat_params.tmpls.get(), inputs);
|
||||
}
|
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};
|
||||
|
||||
// TODO?: Make this reusable, enums, docs
|
||||
static const std::array<std::string_view, 8> cmds = {
|
||||
"/audio ",
|
||||
"/clear",
|
||||
"/exit",
|
||||
"/glob ",
|
||||
"/image ",
|
||||
"/read ",
|
||||
"/regen",
|
||||
"/video ",
|
||||
};
|
||||
|
||||
static std::vector<std::pair<std::string, size_t>> auto_completion_callback(std::string_view line, size_t cursor_byte_pos) {
|
||||
std::vector<std::pair<std::string, size_t>> matches;
|
||||
std::string cmd;
|
||||
|
||||
if (line.length() > 1 && line.front() == '/' && !std::any_of(cmds.begin(), cmds.end(), [line](std::string_view prefix) {
|
||||
return string_starts_with(line, prefix);
|
||||
})) {
|
||||
auto it = cmds.begin();
|
||||
|
||||
while ((it = std::find_if(it, cmds.end(), [line](std::string_view cmd_line) {
|
||||
return string_starts_with(cmd_line, line);
|
||||
})) != cmds.end()) {
|
||||
matches.emplace_back(*it, it->length());
|
||||
++it;
|
||||
}
|
||||
} else {
|
||||
auto it = std::find_if(cmds.begin(), cmds.end(), [line](std::string_view prefix) {
|
||||
return prefix.back() == ' ' && string_starts_with(line, prefix);
|
||||
});
|
||||
|
||||
if (it != cmds.end()) {
|
||||
cmd = *it;
|
||||
}
|
||||
}
|
||||
|
||||
if (!cmd.empty() && cmd != "/glob " && line.length() >= cmd.length() && cursor_byte_pos >= cmd.length()) {
|
||||
const std::string path_prefix = std::string(line.substr(cmd.length(), cursor_byte_pos - cmd.length()));
|
||||
const std::string path_postfix = std::string(line.substr(cursor_byte_pos));
|
||||
auto cur_dir = std::filesystem::current_path();
|
||||
std::string cur_dir_str = cur_dir.string();
|
||||
std::string expanded_prefix = path_prefix;
|
||||
|
||||
#if !defined(_WIN32)
|
||||
if (string_starts_with(path_prefix, '~')) {
|
||||
const char * home = std::getenv("HOME");
|
||||
if (home && home[0]) {
|
||||
expanded_prefix = home + path_prefix.substr(1);
|
||||
}
|
||||
}
|
||||
if (string_starts_with(expanded_prefix, '/')) {
|
||||
#else
|
||||
if (std::isalpha(expanded_prefix[0]) && expanded_prefix.find(':') == 1) {
|
||||
#endif
|
||||
cur_dir = std::filesystem::path(expanded_prefix).parent_path();
|
||||
cur_dir_str.clear();
|
||||
} else if (!path_prefix.empty()) {
|
||||
cur_dir /= std::filesystem::path(path_prefix).parent_path();
|
||||
}
|
||||
|
||||
std::error_code ec;
|
||||
for (const auto & entry : std::filesystem::directory_iterator(cur_dir, ec)) {
|
||||
if (ec) {
|
||||
break;
|
||||
}
|
||||
if (!entry.exists(ec)) {
|
||||
ec.clear();
|
||||
continue;
|
||||
}
|
||||
|
||||
const std::string path_full = entry.path().string();
|
||||
std::string path_entry = !cur_dir_str.empty() && string_starts_with(path_full, cur_dir_str) ? path_full.substr(cur_dir_str.length() + 1) : path_full;
|
||||
|
||||
if (entry.is_directory(ec)) {
|
||||
path_entry.push_back(std::filesystem::path::preferred_separator);
|
||||
}
|
||||
|
||||
if (expanded_prefix.empty() || string_starts_with(path_entry, expanded_prefix)) {
|
||||
const std::string updated_line = cmd + path_entry;
|
||||
matches.emplace_back(updated_line + path_postfix, updated_line.length());
|
||||
}
|
||||
|
||||
if (ec) {
|
||||
ec.clear();
|
||||
}
|
||||
}
|
||||
|
||||
if (matches.empty()) {
|
||||
const std::string updated_line = cmd + path_prefix;
|
||||
matches.emplace_back(updated_line + path_postfix, updated_line.length());
|
||||
}
|
||||
|
||||
// Add the longest common prefix
|
||||
if (!expanded_prefix.empty() && matches.size() > 1) {
|
||||
const std::string_view match0(matches[0].first);
|
||||
const std::string_view match1(matches[1].first);
|
||||
auto it = std::mismatch(match0.begin(), match0.end(), match1.begin(), match1.end());
|
||||
size_t len = it.first - match0.begin();
|
||||
|
||||
for (size_t i = 2; i < matches.size(); ++i) {
|
||||
const std::string_view matchi(matches[i].first);
|
||||
auto cmp = std::mismatch(match0.begin(), match0.end(), matchi.begin(), matchi.end());
|
||||
len = std::min(len, static_cast<size_t>(cmp.first - match0.begin()));
|
||||
}
|
||||
|
||||
const std::string updated_line = std::string(match0.substr(0, len));
|
||||
matches.emplace_back(updated_line + path_postfix, updated_line.length());
|
||||
}
|
||||
|
||||
std::sort(matches.begin(), matches.end(), [](const auto & a, const auto & b) {
|
||||
return a.first.compare(0, a.second, b.first, 0, b.second) < 0;
|
||||
});
|
||||
}
|
||||
|
||||
return matches;
|
||||
}
|
||||
|
||||
static constexpr size_t FILE_GLOB_MAX_RESULTS = 100;
|
||||
|
||||
// satisfies -Wmissing-declarations
|
||||
int llama_cli(int argc, char ** argv);
|
||||
|
||||
@@ -375,25 +41,6 @@ int llama_cli(int argc, char ** argv) {
|
||||
return 1;
|
||||
}
|
||||
|
||||
// TODO: maybe support it later?
|
||||
if (params.conversation_mode == COMMON_CONVERSATION_MODE_DISABLED) {
|
||||
console::error("--no-conversation is not supported by llama-cli\n");
|
||||
console::error("please use llama-completion instead\n");
|
||||
}
|
||||
|
||||
// struct that contains llama context and inference
|
||||
cli_context ctx_cli(params);
|
||||
|
||||
llama_backend_init();
|
||||
llama_numa_init(params.numa);
|
||||
|
||||
// TODO: avoid using atexit() here by making `console` a singleton
|
||||
console::init(params.simple_io, params.use_color);
|
||||
atexit([]() { console::cleanup(); });
|
||||
|
||||
console::set_display(DISPLAY_TYPE_RESET);
|
||||
console::set_completion_callback(auto_completion_callback);
|
||||
|
||||
#if defined (__unix__) || (defined (__APPLE__) && defined (__MACH__))
|
||||
struct sigaction sigint_action;
|
||||
sigint_action.sa_handler = signal_handler;
|
||||
@@ -408,276 +55,11 @@ int llama_cli(int argc, char ** argv) {
|
||||
SetConsoleCtrlHandler(reinterpret_cast<PHANDLER_ROUTINE>(console_ctrl_handler), true);
|
||||
#endif
|
||||
|
||||
console::log("\nLoading model... "); // followed by loading animation
|
||||
console::spinner::start();
|
||||
if (!ctx_cli.ctx_server.load_model(params)) {
|
||||
console::spinner::stop();
|
||||
console::error("\nFailed to load the model\n");
|
||||
cli_context ctx_cli(params);
|
||||
|
||||
if (!ctx_cli.init()) {
|
||||
return 1;
|
||||
}
|
||||
|
||||
ctx_cli.defaults.sampling = params.sampling;
|
||||
|
||||
console::spinner::stop();
|
||||
console::log("\n");
|
||||
|
||||
std::thread inference_thread([&ctx_cli]() {
|
||||
ctx_cli.ctx_server.start_loop();
|
||||
});
|
||||
|
||||
auto inf = ctx_cli.ctx_server.get_meta();
|
||||
std::string modalities = "text";
|
||||
if (inf.has_inp_image) {
|
||||
modalities += ", vision";
|
||||
}
|
||||
if (inf.has_inp_audio) {
|
||||
modalities += ", audio";
|
||||
}
|
||||
|
||||
auto add_system_prompt = [&]() {
|
||||
if (!params.system_prompt.empty()) {
|
||||
ctx_cli.messages.push_back({
|
||||
{"role", "system"},
|
||||
{"content", params.system_prompt}
|
||||
});
|
||||
}
|
||||
};
|
||||
add_system_prompt();
|
||||
|
||||
console::log("\n");
|
||||
console::log("%s\n", LLAMA_ASCII_LOGO);
|
||||
console::log("build : %s\n", inf.build_info.c_str());
|
||||
console::log("model : %s\n", inf.model_name.c_str());
|
||||
if (!inf.model_ftype.empty()) {
|
||||
console::log("ftype : %s\n", inf.model_ftype.c_str());
|
||||
}
|
||||
console::log("modalities : %s\n", modalities.c_str());
|
||||
if (!params.system_prompt.empty()) {
|
||||
console::log("using custom system prompt\n");
|
||||
}
|
||||
console::log("\n");
|
||||
console::log("available commands:\n");
|
||||
console::log(" /exit or Ctrl+C stop or exit\n");
|
||||
console::log(" /regen regenerate the last response\n");
|
||||
console::log(" /clear clear the chat history\n");
|
||||
console::log(" /read <file> add a text file\n");
|
||||
console::log(" /glob <pattern> add text files using globbing pattern\n");
|
||||
if (inf.has_inp_image) {
|
||||
console::log(" /image <file> add an image file\n");
|
||||
}
|
||||
if (inf.has_inp_audio) {
|
||||
console::log(" /audio <file> add an audio file\n");
|
||||
}
|
||||
if (inf.has_inp_video) {
|
||||
console::log(" /video <file> add a video file\n");
|
||||
}
|
||||
console::log("\n");
|
||||
|
||||
// interactive loop
|
||||
std::string cur_msg;
|
||||
|
||||
auto add_text_file = [&](const std::string & fname) -> bool {
|
||||
std::string marker = ctx_cli.load_input_file(fname, false);
|
||||
if (marker.empty()) {
|
||||
console::error("file does not exist or cannot be opened: '%s'\n", fname.c_str());
|
||||
return false;
|
||||
}
|
||||
if (inf.fim_sep_token != LLAMA_TOKEN_NULL) {
|
||||
cur_msg += common_token_to_piece(ctx_cli.ctx_server.get_llama_context(), inf.fim_sep_token, true);
|
||||
cur_msg += fname;
|
||||
cur_msg.push_back('\n');
|
||||
} else {
|
||||
cur_msg += "--- File: ";
|
||||
cur_msg += fname;
|
||||
cur_msg += " ---\n";
|
||||
}
|
||||
cur_msg += marker;
|
||||
console::log("Loaded text from '%s'\n", fname.c_str());
|
||||
return true;
|
||||
};
|
||||
|
||||
while (true) {
|
||||
std::string buffer;
|
||||
console::set_display(DISPLAY_TYPE_USER_INPUT);
|
||||
if (params.prompt.empty()) {
|
||||
console::log("\n> ");
|
||||
std::string line;
|
||||
bool another_line = true;
|
||||
do {
|
||||
another_line = console::readline(line, params.multiline_input);
|
||||
buffer += line;
|
||||
} while (another_line);
|
||||
} else {
|
||||
// process input prompt from args
|
||||
for (auto & fname : params.image) {
|
||||
std::string marker = ctx_cli.load_input_file(fname, true);
|
||||
if (marker.empty()) {
|
||||
console::error("file does not exist or cannot be opened: '%s'\n", fname.c_str());
|
||||
break;
|
||||
}
|
||||
console::log("Loaded media from '%s'\n", fname.c_str());
|
||||
cur_msg += marker;
|
||||
}
|
||||
buffer = params.prompt;
|
||||
if (buffer.size() > 500) {
|
||||
console::log("\n> %s ... (truncated)\n", buffer.substr(0, 500).c_str());
|
||||
} else {
|
||||
console::log("\n> %s\n", buffer.c_str());
|
||||
}
|
||||
params.prompt.clear(); // only use it once
|
||||
}
|
||||
console::set_display(DISPLAY_TYPE_RESET);
|
||||
console::log("\n");
|
||||
|
||||
if (should_stop()) {
|
||||
g_is_interrupted.store(false);
|
||||
break;
|
||||
}
|
||||
|
||||
// remove trailing newline
|
||||
if (!buffer.empty() &&buffer.back() == '\n') {
|
||||
buffer.pop_back();
|
||||
}
|
||||
|
||||
// skip empty messages
|
||||
if (buffer.empty()) {
|
||||
continue;
|
||||
}
|
||||
|
||||
bool add_user_msg = true;
|
||||
|
||||
// process commands
|
||||
if (string_starts_with(buffer, "/exit")) {
|
||||
break;
|
||||
} else if (string_starts_with(buffer, "/regen")) {
|
||||
if (ctx_cli.messages.size() >= 2) {
|
||||
size_t last_idx = ctx_cli.messages.size() - 1;
|
||||
ctx_cli.messages.erase(last_idx);
|
||||
add_user_msg = false;
|
||||
} else {
|
||||
console::error("No message to regenerate.\n");
|
||||
continue;
|
||||
}
|
||||
} else if (string_starts_with(buffer, "/clear")) {
|
||||
ctx_cli.messages.clear();
|
||||
add_system_prompt();
|
||||
|
||||
ctx_cli.input_files.clear();
|
||||
console::log("Chat history cleared.\n");
|
||||
continue;
|
||||
} else if (
|
||||
(string_starts_with(buffer, "/image ") && inf.has_inp_image) ||
|
||||
(string_starts_with(buffer, "/audio ") && inf.has_inp_audio) ||
|
||||
(string_starts_with(buffer, "/video ") && inf.has_inp_video)) {
|
||||
// just in case (bad copy-paste for example), we strip all trailing/leading spaces
|
||||
std::string fname = string_strip(buffer.substr(7));
|
||||
std::string marker = ctx_cli.load_input_file(fname, true);
|
||||
if (marker.empty()) {
|
||||
console::error("file does not exist or cannot be opened: '%s'\n", fname.c_str());
|
||||
continue;
|
||||
}
|
||||
cur_msg += marker;
|
||||
console::log("Loaded media from '%s'\n", fname.c_str());
|
||||
continue;
|
||||
} else if (string_starts_with(buffer, "/read ")) {
|
||||
std::string fname = string_strip(buffer.substr(6));
|
||||
add_text_file(fname);
|
||||
continue;
|
||||
} else if (string_starts_with(buffer, "/glob ")) {
|
||||
std::error_code ec;
|
||||
size_t count = 0;
|
||||
auto curdir = std::filesystem::current_path();
|
||||
std::string pattern = string_strip(buffer.substr(6));
|
||||
std::filesystem::path rel_path;
|
||||
|
||||
auto startglob = pattern.find_first_of("![*?");
|
||||
if (startglob != std::string::npos && startglob != 0) {
|
||||
auto endpath = pattern.substr(0, startglob).find_last_of('/');
|
||||
if (endpath != std::string::npos) {
|
||||
std::string rel_pattern = pattern.substr(0, endpath);
|
||||
#if !defined(_WIN32)
|
||||
if (string_starts_with(rel_pattern, '~')) {
|
||||
const char * home = std::getenv("HOME");
|
||||
if (home && home[0]) {
|
||||
rel_pattern = home + rel_pattern.substr(1);
|
||||
}
|
||||
}
|
||||
#endif
|
||||
rel_path = rel_pattern;
|
||||
pattern.erase(0, endpath + 1);
|
||||
curdir /= rel_path;
|
||||
}
|
||||
}
|
||||
|
||||
for (const auto & entry : std::filesystem::recursive_directory_iterator(curdir,
|
||||
std::filesystem::directory_options::skip_permission_denied, ec)) {
|
||||
if (!entry.is_regular_file()) {
|
||||
continue;
|
||||
}
|
||||
|
||||
std::string rel = std::filesystem::relative(entry.path(), curdir, ec).string();
|
||||
if (ec) {
|
||||
ec.clear();
|
||||
continue;
|
||||
}
|
||||
std::replace(rel.begin(), rel.end(), '\\', '/');
|
||||
|
||||
if (!glob_match(pattern, rel)) {
|
||||
continue;
|
||||
}
|
||||
|
||||
if (!add_text_file((rel_path / rel).string())) {
|
||||
continue;
|
||||
}
|
||||
|
||||
if (++count >= FILE_GLOB_MAX_RESULTS) {
|
||||
console::error("Maximum number of globbed files allowed (%zu) reached.\n", FILE_GLOB_MAX_RESULTS);
|
||||
break;
|
||||
}
|
||||
}
|
||||
continue;
|
||||
} else {
|
||||
// not a command
|
||||
cur_msg += buffer;
|
||||
}
|
||||
|
||||
// generate response
|
||||
if (add_user_msg) {
|
||||
ctx_cli.messages.push_back({
|
||||
{"role", "user"},
|
||||
{"content", cur_msg}
|
||||
});
|
||||
cur_msg.clear();
|
||||
}
|
||||
result_timings timings;
|
||||
std::string assistant_content = ctx_cli.generate_completion(timings);
|
||||
ctx_cli.messages.push_back({
|
||||
{"role", "assistant"},
|
||||
{"content", assistant_content}
|
||||
});
|
||||
console::log("\n");
|
||||
|
||||
if (params.show_timings) {
|
||||
console::set_display(DISPLAY_TYPE_INFO);
|
||||
console::log("\n");
|
||||
console::log("[ Prompt: %.1f t/s | Generation: %.1f t/s ]\n", timings.prompt_per_second, timings.predicted_per_second);
|
||||
console::set_display(DISPLAY_TYPE_RESET);
|
||||
}
|
||||
|
||||
if (params.single_turn) {
|
||||
break;
|
||||
}
|
||||
}
|
||||
|
||||
console::set_display(DISPLAY_TYPE_RESET);
|
||||
|
||||
console::log("\nExiting...\n");
|
||||
ctx_cli.ctx_server.terminate();
|
||||
inference_thread.join();
|
||||
|
||||
// bump the log level to display timings
|
||||
common_log_set_verbosity_thold(LOG_LEVEL_INFO);
|
||||
common_memory_breakdown_print(ctx_cli.ctx_server.get_llama_context());
|
||||
|
||||
return 0;
|
||||
return ctx_cli.run();
|
||||
}
|
||||
|
||||
@@ -33,6 +33,7 @@ struct quant_option {
|
||||
|
||||
static const std::vector<quant_option> QUANT_OPTIONS = {
|
||||
{ "Q1_0", LLAMA_FTYPE_MOSTLY_Q1_0, " 1.125 bpw quantization", },
|
||||
{ "Q2_0", LLAMA_FTYPE_MOSTLY_Q2_0, " 2.25 bpw quantization (group 64)", },
|
||||
{ "Q4_0", LLAMA_FTYPE_MOSTLY_Q4_0, " 4.34G, +0.4685 ppl @ Llama-3-8B", },
|
||||
{ "Q4_1", LLAMA_FTYPE_MOSTLY_Q4_1, " 4.78G, +0.4511 ppl @ Llama-3-8B", },
|
||||
{ "MXFP4_MOE",LLAMA_FTYPE_MOSTLY_MXFP4_MOE," MXFP4 MoE", },
|
||||
|
||||
@@ -900,7 +900,7 @@ private:
|
||||
llama_model * model_dft = nullptr;
|
||||
llama_context * ctx_dft = nullptr;
|
||||
|
||||
common_init_speculative_result_ptr spec_init;
|
||||
common_speculative_init_result_ptr spec_init;
|
||||
|
||||
common_context_seq_rm_type ctx_tgt_seq_rm_type = COMMON_CONTEXT_SEQ_RM_TYPE_NO;
|
||||
common_context_seq_rm_type ctx_dft_seq_rm_type = COMMON_CONTEXT_SEQ_RM_TYPE_NO;
|
||||
@@ -1171,11 +1171,12 @@ private:
|
||||
|
||||
{
|
||||
common_params params_dft = common_base_params_to_speculative(params_base);
|
||||
|
||||
// progress callback
|
||||
params_dft.load_progress_callback = load_progress_callback;
|
||||
params_dft.load_progress_callback_user_data = &load_progress_spec;
|
||||
|
||||
spec_init = common_init_speculative_from_params(params_dft, model_tgt, ctx_tgt);
|
||||
spec_init = common_speculative_init_from_params(params_dft, model_tgt, ctx_tgt);
|
||||
model_dft = spec_init->model();
|
||||
ctx_dft = spec_init->context();
|
||||
|
||||
@@ -2306,8 +2307,8 @@ private:
|
||||
// this is not true for SWA models: https://github.com/ggml-org/llama.cpp/pull/24411#issuecomment-4677983225
|
||||
cur.update_pos(slot.prompt.n_tokens() - n_tokens_cur, pos_min, pos_max);
|
||||
|
||||
cur.update_tgt(ctx_tgt, slot.id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
|
||||
cur.update_dft(ctx_dft, slot.id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
|
||||
cur.update_tgt(ctx_tgt, slot.id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
|
||||
cur.update_dft(ctx_dft, slot.id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
|
||||
// stash the draft's speculative state with the checkpoint
|
||||
common_speculative_get_state(spec.get(), slot.id, cur.data_spec);
|
||||
|
||||
@@ -3264,8 +3265,8 @@ private:
|
||||
|
||||
if (!do_reset) {
|
||||
// restore the context checkpoint
|
||||
it->load_tgt(ctx_tgt, slot.id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
|
||||
it->load_dft(ctx_dft, slot.id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
|
||||
it->load_tgt(ctx_tgt, slot.id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
|
||||
it->load_dft(ctx_dft, slot.id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
|
||||
// restore the draft's speculative state
|
||||
common_speculative_set_state(spec.get(), slot.id, it->data_spec);
|
||||
|
||||
@@ -4520,6 +4521,7 @@ void server_routes::init_routes() {
|
||||
{ "default_generation_settings", default_generation_settings_for_props },
|
||||
{ "total_slots", params.n_parallel },
|
||||
{ "model_alias", meta->model_name },
|
||||
{ "model_ftype", meta->model_ftype },
|
||||
{ "model_path", meta->model_path },
|
||||
{ "modalities", json {
|
||||
{"vision", meta->has_inp_image},
|
||||
|
||||
@@ -7,6 +7,7 @@
|
||||
#include "build-info.h"
|
||||
#include "preset.h"
|
||||
#include "download.h"
|
||||
#include "http.h"
|
||||
|
||||
#include <cpp-httplib/httplib.h> // TODO: remove this once we use HTTP client from download.h
|
||||
#include <optional>
|
||||
@@ -28,14 +29,7 @@
|
||||
#include <sstream>
|
||||
#include <cstring>
|
||||
|
||||
#ifdef _WIN32
|
||||
#include <winsock2.h>
|
||||
#include <windows.h>
|
||||
#else
|
||||
#include <sys/socket.h>
|
||||
#include <netinet/in.h>
|
||||
#include <arpa/inet.h>
|
||||
#include <unistd.h>
|
||||
#ifndef _WIN32
|
||||
extern char **environ;
|
||||
#endif
|
||||
|
||||
@@ -716,66 +710,6 @@ std::optional<server_model_meta> server_models::get_meta(const std::string & nam
|
||||
return std::nullopt;
|
||||
}
|
||||
|
||||
static int get_free_port() {
|
||||
#ifdef _WIN32
|
||||
WSADATA wsaData;
|
||||
if (WSAStartup(MAKEWORD(2, 2), &wsaData) != 0) {
|
||||
return -1;
|
||||
}
|
||||
typedef SOCKET native_socket_t;
|
||||
#define INVALID_SOCKET_VAL INVALID_SOCKET
|
||||
#define CLOSE_SOCKET(s) closesocket(s)
|
||||
#else
|
||||
typedef int native_socket_t;
|
||||
#define INVALID_SOCKET_VAL -1
|
||||
#define CLOSE_SOCKET(s) close(s)
|
||||
#endif
|
||||
|
||||
native_socket_t sock = socket(AF_INET, SOCK_STREAM, 0);
|
||||
if (sock == INVALID_SOCKET_VAL) {
|
||||
#ifdef _WIN32
|
||||
WSACleanup();
|
||||
#endif
|
||||
return -1;
|
||||
}
|
||||
|
||||
struct sockaddr_in serv_addr;
|
||||
std::memset(&serv_addr, 0, sizeof(serv_addr));
|
||||
serv_addr.sin_family = AF_INET;
|
||||
serv_addr.sin_addr.s_addr = htonl(INADDR_ANY);
|
||||
serv_addr.sin_port = htons(0);
|
||||
|
||||
if (bind(sock, (struct sockaddr*)&serv_addr, sizeof(serv_addr)) != 0) {
|
||||
CLOSE_SOCKET(sock);
|
||||
#ifdef _WIN32
|
||||
WSACleanup();
|
||||
#endif
|
||||
return -1;
|
||||
}
|
||||
|
||||
#ifdef _WIN32
|
||||
int namelen = sizeof(serv_addr);
|
||||
#else
|
||||
socklen_t namelen = sizeof(serv_addr);
|
||||
#endif
|
||||
if (getsockname(sock, (struct sockaddr*)&serv_addr, &namelen) != 0) {
|
||||
CLOSE_SOCKET(sock);
|
||||
#ifdef _WIN32
|
||||
WSACleanup();
|
||||
#endif
|
||||
return -1;
|
||||
}
|
||||
|
||||
int port = ntohs(serv_addr.sin_port);
|
||||
|
||||
CLOSE_SOCKET(sock);
|
||||
#ifdef _WIN32
|
||||
WSACleanup();
|
||||
#endif
|
||||
|
||||
return port;
|
||||
}
|
||||
|
||||
// helper to convert vector<string> to char **
|
||||
// pointers are only valid as long as the original vector is valid
|
||||
static std::vector<char *> to_char_ptr_array(const std::vector<std::string> & vec) {
|
||||
@@ -879,7 +813,7 @@ void server_models::load(const std::string & name, const load_options & opts) {
|
||||
// prepare new instance info
|
||||
instance_t inst;
|
||||
inst.meta = meta;
|
||||
inst.meta.port = get_free_port();
|
||||
inst.meta.port = common_http_get_free_port();
|
||||
inst.meta.status = SERVER_MODEL_STATUS_LOADING;
|
||||
inst.meta.loaded_info = json{};
|
||||
inst.meta.last_used = ggml_time_ms();
|
||||
|
||||
+46
-23
@@ -36,6 +36,19 @@ static inline void signal_handler(int signal) {
|
||||
shutdown_handler(signal);
|
||||
}
|
||||
|
||||
// satisfies -Wmissing-declarations (used by llama command)
|
||||
int llama_server(int argc, char ** argv);
|
||||
|
||||
// to be used via CLI (argc / argv are used by router mode only)
|
||||
int llama_server(common_params & params, int argc, char ** argv);
|
||||
void llama_server_terminate();
|
||||
void llama_server_terminate() {
|
||||
if (shutdown_handler) {
|
||||
shutdown_handler(0);
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
// wrapper function that handles exceptions and logs errors
|
||||
// this is to make sure handler_t never throws exceptions; instead, it returns an error response
|
||||
static server_http_context::handler_t ex_wrapper(server_http_context::handler_t func) {
|
||||
@@ -72,9 +85,6 @@ static server_http_context::handler_t ex_wrapper(server_http_context::handler_t
|
||||
};
|
||||
}
|
||||
|
||||
// satisfies -Wmissing-declarations
|
||||
int llama_server(int argc, char ** argv);
|
||||
|
||||
int llama_server(int argc, char ** argv) {
|
||||
std::setlocale(LC_NUMERIC, "C");
|
||||
|
||||
@@ -94,16 +104,26 @@ int llama_server(int argc, char ** argv) {
|
||||
llama_backend_init();
|
||||
llama_numa_init(params.numa);
|
||||
|
||||
return llama_server(params, argc, argv);
|
||||
}
|
||||
|
||||
int llama_server(common_params & params, int argc, char ** argv) {
|
||||
bool is_run_by_cli = (argv == nullptr);
|
||||
|
||||
common_models_handler models_handler;
|
||||
try {
|
||||
models_handler = common_models_handler_init(params, LLAMA_EXAMPLE_SERVER);
|
||||
if (common_models_handler_is_preset_repo(models_handler)) {
|
||||
// apply the preset and start the server in router mode
|
||||
common_models_handler_apply(models_handler, params);
|
||||
|
||||
// note: router mode also accepts -hf remote-preset, so we need to check that first
|
||||
if (!is_run_by_cli && !params.model.hf_repo.empty()) {
|
||||
try {
|
||||
models_handler = common_models_handler_init(params, LLAMA_EXAMPLE_SERVER);
|
||||
if (common_models_handler_is_preset_repo(models_handler)) {
|
||||
// apply the preset and start the server in router mode
|
||||
common_models_handler_apply(models_handler, params);
|
||||
}
|
||||
} catch (const std::exception & e) {
|
||||
SRV_ERR("failed to fetch model metadata: %s\n", e.what());
|
||||
return 1;
|
||||
}
|
||||
} catch (const std::exception & e) {
|
||||
SRV_ERR("failed to fetch model metadata: %s\n", e.what());
|
||||
return 1;
|
||||
}
|
||||
|
||||
// router server never loads a model and must not touch the GPU
|
||||
@@ -321,8 +341,9 @@ int llama_server(int argc, char ** argv) {
|
||||
|
||||
if (child.is_child() && child.get_mode() == SERVER_CHILD_MODE_DOWNLOAD) {
|
||||
return child.run_download(params);
|
||||
} else if (!is_router_server) {
|
||||
} else if (!is_router_server && !is_run_by_cli) {
|
||||
// single-model mode (NOT spawned by router)
|
||||
// if this is invoked by CLI, model downloading should be already handled
|
||||
try {
|
||||
common_models_handler_apply(models_handler, params);
|
||||
} catch (const std::exception & e) {
|
||||
@@ -411,20 +432,22 @@ int llama_server(int argc, char ** argv) {
|
||||
};
|
||||
}
|
||||
|
||||
// TODO: refactor in common/console
|
||||
// register signal handler if not running by CLI
|
||||
if (!is_run_by_cli) {
|
||||
#if defined (__unix__) || (defined (__APPLE__) && defined (__MACH__))
|
||||
struct sigaction sigint_action;
|
||||
sigint_action.sa_handler = signal_handler;
|
||||
sigemptyset (&sigint_action.sa_mask);
|
||||
sigint_action.sa_flags = 0;
|
||||
sigaction(SIGINT, &sigint_action, NULL);
|
||||
sigaction(SIGTERM, &sigint_action, NULL);
|
||||
struct sigaction sigint_action;
|
||||
sigint_action.sa_handler = signal_handler;
|
||||
sigemptyset (&sigint_action.sa_mask);
|
||||
sigint_action.sa_flags = 0;
|
||||
sigaction(SIGINT, &sigint_action, NULL);
|
||||
sigaction(SIGTERM, &sigint_action, NULL);
|
||||
#elif defined (_WIN32)
|
||||
auto console_ctrl_handler = +[](DWORD ctrl_type) -> BOOL {
|
||||
return (ctrl_type == CTRL_C_EVENT) ? (signal_handler(SIGINT), true) : false;
|
||||
};
|
||||
SetConsoleCtrlHandler(reinterpret_cast<PHANDLER_ROUTINE>(console_ctrl_handler), true);
|
||||
auto console_ctrl_handler = +[](DWORD ctrl_type) -> BOOL {
|
||||
return (ctrl_type == CTRL_C_EVENT) ? (signal_handler(SIGINT), true) : false;
|
||||
};
|
||||
SetConsoleCtrlHandler(reinterpret_cast<PHANDLER_ROUTINE>(console_ctrl_handler), true);
|
||||
#endif
|
||||
}
|
||||
|
||||
SRV_INF("listening on %s\n", ctx_http.listening_address.c_str());
|
||||
|
||||
|
||||
Reference in New Issue
Block a user