server: add presets (config) when using multiple models (#17859)
* llama-server: recursive GGUF loading Replace flat directory scan with recursive traversal using std::filesystem::recursive_directory_iterator. Support for nested vendor/model layouts (e.g. vendor/model/*.gguf). Model name now reflects the relative path within --models-dir instead of just the filename. Aggregate files by parent directory via std::map before constructing local_model * server : router config POC (INI-based per-model settings) * server: address review feedback from @aldehir and @ngxson PEG parser usage improvements: - Simplify parser instantiation (remove arena indirection) - Optimize grammar usage (ws instead of zero_or_more, remove optional wrapping) - Fix last line without newline bug (+ operator instead of <<) - Remove redundant end position check Feature scope: - Remove auto-reload feature (will be separate PR per @ngxson) - Keep config.ini auto-creation and template generation - Preserve per-model customization logic Co-authored-by: aldehir <aldehir@users.noreply.github.com> Co-authored-by: ngxson <ngxson@users.noreply.github.com> * server: adopt aldehir's line-oriented PEG parser Complete rewrite of INI parser grammar and visitor: - Use p.chars(), p.negate(), p.any() instead of p.until() - Support end-of-line comments (key=value # comment) - Handle EOF without trailing newline correctly - Strict identifier validation ([a-zA-Z_][a-zA-Z0-9_.-]*) - Simplified visitor (no pending state, no trim needed) - Grammar handles whitespace natively via eol rule Business validation preserved: - Reject section names starting with LLAMA_ARG_* - Accept only keys starting with LLAMA_ARG_* - Require explicit section before key-value pairs Co-authored-by: aldehir <aldehir@users.noreply.github.com> * server: fix CLI/env duplication in child processes Children now receive minimal CLI args (executable, model, port, alias) instead of inheriting all router args. Global settings pass through LLAMA_ARG_* environment variables only, eliminating duplicate config warnings. Fixes: Router args like -ngl, -fa were passed both via CLI and env, causing 'will be overwritten' warnings on every child spawn * add common/preset.cpp * fix compile * cont * allow custom-path models * add falsey check * server: fix router model discovery and child process spawning - Sanitize model names: replace / and \ with _ for display - Recursive directory scan with relative path storage - Convert relative paths to absolute when spawning children - Filter router control args from child processes - Refresh args after port assignment for correct port value - Fallback preset lookup for compatibility - Fix missing argv[0]: store server binary path before base_args parsing * Revert "server: fix router model discovery and child process spawning" This reverts commit e3832b42eeea7fcb108995966c7584479f745857. * clarify about "no-" prefix * correct render_args() to include binary path * also remove arg LLAMA_ARG_MODELS_PRESET for child * add co-author for ini parser code Co-authored-by: aldehir <hello@alde.dev> * also set LLAMA_ARG_HOST * add CHILD_ADDR * Remove dead code --------- Co-authored-by: aldehir <aldehir@users.noreply.github.com> Co-authored-by: ngxson <ngxson@users.noreply.github.com> Co-authored-by: Xuan Son Nguyen <son@huggingface.co> Co-authored-by: aldehir <hello@alde.dev>
This commit is contained in:
@@ -38,6 +38,14 @@ set(TARGET_SRCS
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server-http.h
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server-models.cpp
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server-models.h
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server-task.cpp
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server-task.h
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server-queue.cpp
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server-queue.h
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server-common.cpp
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server-common.h
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server-context.cpp
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server-context.h
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)
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set(PUBLIC_ASSETS
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index.html.gz
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@@ -1369,6 +1369,11 @@ llama-server
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### Model sources
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There are 3 possible sources for model files:
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1. Cached models (controlled by the `LLAMA_CACHE` environment variable)
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2. Custom model directory (set via the `--models-dir` argument)
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3. Custom preset (set via the `--models-preset` argument)
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By default, the router looks for models in the cache. You can add Hugging Face models to the cache with:
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```sh
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@@ -1413,6 +1418,51 @@ llama-server -ctx 8192 -n 1024 -np 2
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Note: model instances inherit both command line arguments and environment variables from the router server.
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Alternatively, you can also add GGUF based preset (see next section)
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### Model presets
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Model presets allow advanced users to define custom configurations using an `.ini` file:
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```sh
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llama-server --models-preset ./my-models.ini
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```
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Each section in the file defines a new preset. Keys within a section correspond to command-line arguments (without leading dashes). For example, the argument `--n-gpu-layer 123` is written as `n-gpu-layer = 123`.
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Short argument forms (e.g., `c`, `ngl`) and environment variable names (e.g., `LLAMA_ARG_N_GPU_LAYERS`) are also supported as keys.
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Example:
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```ini
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version = 1
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; If the key corresponds to an existing model on the server,
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; this will be used as the default config for that model
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[ggml-org/MY-MODEL-GGUF:Q8_0]
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; string value
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chat-template = chatml
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; numeric value
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n-gpu-layer = 123
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; flag value (for certain flags, you need to use the "no-" prefix for negation)
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jinja = true
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; shorthand argument (for example, context size)
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c = 4096
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; environment variable name
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LLAMA_ARG_CACHE_RAM = 0
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; file paths are relative to server's CWD
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model-draft = ./my-models/draft.gguf
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; but it's RECOMMENDED to use absolute path
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model-draft = /Users/abc/my-models/draft.gguf
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; If the key does NOT correspond to an existing model,
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; you need to specify at least the model path
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[custom_model]
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model = /Users/abc/my-awesome-model-Q4_K_M.gguf
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```
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Note: some arguments are controlled by router (e.g., host, port, API key, HF repo, model alias). They will be removed or overwritten upload loading.
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### Routing requests
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Requests are routed according to the requested model name.
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+182
-85
@@ -1,6 +1,7 @@
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#include "server-common.h"
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#include "server-models.h"
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#include "preset.h"
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#include "download.h"
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#include <cpp-httplib/httplib.h> // TODO: remove this once we use HTTP client from download.h
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@@ -33,6 +34,10 @@
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#define CMD_EXIT "exit"
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// address for child process, this is needed because router may run on 0.0.0.0
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// ref: https://github.com/ggml-org/llama.cpp/issues/17862
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#define CHILD_ADDR "127.0.0.1"
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static std::filesystem::path get_server_exec_path() {
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#if defined(_WIN32)
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wchar_t buf[32768] = { 0 }; // Large buffer to handle long paths
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@@ -132,6 +137,93 @@ static std::vector<local_model> list_local_models(const std::string & dir) {
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return models;
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}
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//
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// server_presets
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//
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server_presets::server_presets(int argc, char ** argv, common_params & base_params, const std::string & presets_path)
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: ctx_params(common_params_parser_init(base_params, LLAMA_EXAMPLE_SERVER)) {
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if (!presets_path.empty()) {
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presets = common_presets_load(presets_path, ctx_params);
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SRV_INF("Loaded %zu presets from %s\n", presets.size(), presets_path.c_str());
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}
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// populate reserved args (will be appended by the router)
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for (auto & opt : ctx_params.options) {
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if (opt.env == nullptr) {
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continue;
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}
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std::string env = opt.env;
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if (env == "LLAMA_ARG_PORT" ||
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env == "LLAMA_ARG_HOST" ||
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env == "LLAMA_ARG_ALIAS" ||
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env == "LLAMA_ARG_API_KEY" ||
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env == "LLAMA_ARG_MODELS_DIR" ||
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env == "LLAMA_ARG_MODELS_MAX" ||
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env == "LLAMA_ARG_MODELS_PRESET" ||
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env == "LLAMA_ARG_MODEL" ||
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env == "LLAMA_ARG_MMPROJ" ||
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env == "LLAMA_ARG_HF_REPO" ||
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env == "LLAMA_ARG_NO_MODELS_AUTOLOAD") {
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control_args[env] = opt;
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}
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}
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// read base args from router's argv
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common_params_parse(argc, argv, LLAMA_EXAMPLE_SERVER, base_args);
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// remove any router-controlled args from base_args
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for (const auto & cargs : control_args) {
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auto it = base_args.find(cargs.second);
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if (it != base_args.end()) {
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base_args.erase(it);
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}
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}
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}
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common_preset server_presets::get_preset(const std::string & name) {
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auto it = presets.find(name);
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if (it != presets.end()) {
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return it->second;
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}
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return common_preset();
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}
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void server_presets::render_args(server_model_meta & meta) {
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common_preset preset = meta.preset; // copy
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// merging 3 kinds of args:
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// 1. model-specific args (from preset)
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// force removing control args if any
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for (auto & cargs : control_args) {
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if (preset.options.find(cargs.second) != preset.options.end()) {
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SRV_WRN("Preset '%s' contains reserved arg '%s', removing it\n", preset.name.c_str(), cargs.second.args[0]);
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preset.options.erase(cargs.second);
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}
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}
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// 2. base args (from router)
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// inherit from base args
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for (const auto & [arg, value] : base_args) {
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preset.options[arg] = value;
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}
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// 3. control args (from router)
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// set control values
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preset.options[control_args["LLAMA_ARG_HOST"]] = CHILD_ADDR;
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preset.options[control_args["LLAMA_ARG_PORT"]] = std::to_string(meta.port);
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preset.options[control_args["LLAMA_ARG_ALIAS"]] = meta.name;
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if (meta.in_cache) {
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preset.options[control_args["LLAMA_ARG_HF_REPO"]] = meta.name;
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} else {
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preset.options[control_args["LLAMA_ARG_MODEL"]] = meta.path;
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if (!meta.path_mmproj.empty()) {
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preset.options[control_args["LLAMA_ARG_MMPROJ"]] = meta.path_mmproj;
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}
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}
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meta.args = preset.to_args();
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// add back the binary path at the front
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meta.args.insert(meta.args.begin(), get_server_exec_path().string());
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}
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//
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// server_models
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//
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@@ -140,7 +232,7 @@ server_models::server_models(
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const common_params & params,
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int argc,
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char ** argv,
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char ** envp) : base_params(params) {
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char ** envp) : base_params(params), presets(argc, argv, base_params, params.models_preset) {
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for (int i = 0; i < argc; i++) {
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base_args.push_back(std::string(argv[i]));
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}
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@@ -155,11 +247,58 @@ server_models::server_models(
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LOG_WRN("failed to get server executable path: %s\n", e.what());
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LOG_WRN("using original argv[0] as fallback: %s\n", base_args[0].c_str());
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}
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// TODO: allow refreshing cached model list
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// add cached models
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load_models();
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}
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void server_models::add_model(server_model_meta && meta) {
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if (mapping.find(meta.name) != mapping.end()) {
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throw std::runtime_error(string_format("model '%s' appears multiple times", meta.name.c_str()));
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}
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presets.render_args(meta); // populate meta.args
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std::string name = meta.name;
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mapping[name] = instance_t{
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/* subproc */ std::make_shared<subprocess_s>(),
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/* th */ std::thread(),
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/* meta */ std::move(meta)
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};
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}
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static std::vector<local_model> list_custom_path_models(server_presets & presets) {
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// detect any custom-path models in presets
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std::vector<local_model> custom_models;
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for (auto & [model_name, preset] : presets.presets) {
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local_model model;
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model.name = model_name;
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std::vector<common_arg> to_erase;
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for (auto & [arg, value] : preset.options) {
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std::string env(arg.env ? arg.env : "");
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if (env == "LLAMA_ARG_MODEL") {
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model.path = value;
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to_erase.push_back(arg);
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}
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if (env == "LLAMA_ARG_MMPROJ") {
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model.path_mmproj = value;
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to_erase.push_back(arg);
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}
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}
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for (auto & arg : to_erase) {
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preset.options.erase(arg);
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}
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if (!model.name.empty() && !model.path.empty()) {
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custom_models.push_back(model);
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}
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}
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return custom_models;
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}
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// TODO: allow refreshing cached model list
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void server_models::load_models() {
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// loading models from 3 sources:
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// 1. cached models
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auto cached_models = common_list_cached_models();
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for (const auto & model : cached_models) {
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server_model_meta meta{
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/* preset */ presets.get_preset(model.to_string()),
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/* name */ model.to_string(),
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/* path */ model.manifest_path,
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/* path_mmproj */ "", // auto-detected when loading
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@@ -170,21 +309,18 @@ server_models::server_models(
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/* args */ std::vector<std::string>(),
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/* exit_code */ 0
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};
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mapping[meta.name] = instance_t{
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/* subproc */ std::make_shared<subprocess_s>(),
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/* th */ std::thread(),
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/* meta */ meta
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};
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add_model(std::move(meta));
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}
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// add local models specificed via --models-dir
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if (!params.models_dir.empty()) {
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auto local_models = list_local_models(params.models_dir);
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// 2. local models specificed via --models-dir
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if (!base_params.models_dir.empty()) {
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auto local_models = list_local_models(base_params.models_dir);
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for (const auto & model : local_models) {
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if (mapping.find(model.name) != mapping.end()) {
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// already exists in cached models, skip
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continue;
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}
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server_model_meta meta{
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/* preset */ presets.get_preset(model.name),
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/* name */ model.name,
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/* path */ model.path,
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/* path_mmproj */ model.path_mmproj,
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@@ -195,13 +331,31 @@ server_models::server_models(
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/* args */ std::vector<std::string>(),
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/* exit_code */ 0
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};
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mapping[meta.name] = instance_t{
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/* subproc */ std::make_shared<subprocess_s>(),
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/* th */ std::thread(),
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/* meta */ meta
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};
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add_model(std::move(meta));
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}
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}
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// 3. custom-path models specified in presets
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auto custom_models = list_custom_path_models(presets);
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for (const auto & model : custom_models) {
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server_model_meta meta{
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/* preset */ presets.get_preset(model.name),
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/* name */ model.name,
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/* path */ model.path,
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/* path_mmproj */ model.path_mmproj,
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/* in_cache */ false,
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/* port */ 0,
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/* status */ SERVER_MODEL_STATUS_UNLOADED,
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/* last_used */ 0,
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/* args */ std::vector<std::string>(),
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/* exit_code */ 0
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};
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add_model(std::move(meta));
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}
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// log available models
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SRV_INF("Available models (%zu) (*: custom preset)\n", mapping.size());
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for (const auto & [name, inst] : mapping) {
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SRV_INF(" %c %s\n", inst.meta.preset.name.empty() ? ' ' : '*', name.c_str());
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}
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}
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void server_models::update_meta(const std::string & name, const server_model_meta & meta) {
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@@ -335,19 +489,7 @@ void server_models::unload_lru() {
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}
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}
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static void add_or_replace_arg(std::vector<std::string> & args, const std::string & key, const std::string & value) {
|
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for (size_t i = 0; i < args.size(); i++) {
|
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if (args[i] == key && i + 1 < args.size()) {
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args[i + 1] = value;
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return;
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}
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}
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// not found, append
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args.push_back(key);
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args.push_back(value);
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}
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void server_models::load(const std::string & name, bool auto_load) {
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void server_models::load(const std::string & name) {
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if (!has_model(name)) {
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throw std::runtime_error("model name=" + name + " is not found");
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}
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@@ -376,26 +518,10 @@ void server_models::load(const std::string & name, bool auto_load) {
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{
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SRV_INF("spawning server instance with name=%s on port %d\n", inst.meta.name.c_str(), inst.meta.port);
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std::vector<std::string> child_args;
|
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if (auto_load && !meta.args.empty()) {
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child_args = meta.args; // copy previous args
|
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} else {
|
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child_args = base_args; // copy
|
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if (inst.meta.in_cache) {
|
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add_or_replace_arg(child_args, "-hf", inst.meta.name);
|
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} else {
|
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add_or_replace_arg(child_args, "-m", inst.meta.path);
|
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if (!inst.meta.path_mmproj.empty()) {
|
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add_or_replace_arg(child_args, "--mmproj", inst.meta.path_mmproj);
|
||||
}
|
||||
}
|
||||
}
|
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presets.render_args(inst.meta); // update meta.args
|
||||
|
||||
// set model args
|
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add_or_replace_arg(child_args, "--port", std::to_string(inst.meta.port));
|
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add_or_replace_arg(child_args, "--alias", inst.meta.name);
|
||||
|
||||
std::vector<std::string> child_env = base_env; // copy
|
||||
std::vector<std::string> child_args = inst.meta.args; // copy
|
||||
std::vector<std::string> child_env = base_env; // copy
|
||||
child_env.push_back("LLAMA_SERVER_ROUTER_PORT=" + std::to_string(base_params.port));
|
||||
|
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SRV_INF("%s", "spawning server instance with args:\n");
|
||||
@@ -541,7 +667,7 @@ bool server_models::ensure_model_loaded(const std::string & name) {
|
||||
}
|
||||
if (meta->status == SERVER_MODEL_STATUS_UNLOADED) {
|
||||
SRV_INF("model name=%s is not loaded, loading...\n", name.c_str());
|
||||
load(name, true);
|
||||
load(name);
|
||||
}
|
||||
|
||||
SRV_INF("waiting until model name=%s is fully loaded...\n", name.c_str());
|
||||
@@ -571,7 +697,7 @@ server_http_res_ptr server_models::proxy_request(const server_http_req & req, co
|
||||
SRV_INF("proxying request to model %s on port %d\n", name.c_str(), meta->port);
|
||||
auto proxy = std::make_unique<server_http_proxy>(
|
||||
method,
|
||||
base_params.hostname,
|
||||
CHILD_ADDR,
|
||||
meta->port,
|
||||
req.path,
|
||||
req.headers,
|
||||
@@ -724,38 +850,6 @@ void server_models_routes::init_routes() {
|
||||
return models.proxy_request(req, method, name, true); // update last usage for POST request only
|
||||
};
|
||||
|
||||
this->get_router_models = [this](const server_http_req &) {
|
||||
auto res = std::make_unique<server_http_res>();
|
||||
json models_json = json::array();
|
||||
auto all_models = models.get_all_meta();
|
||||
std::time_t t = std::time(0);
|
||||
for (const auto & meta : all_models) {
|
||||
json status {
|
||||
{"value", server_model_status_to_string(meta.status)},
|
||||
{"args", meta.args},
|
||||
};
|
||||
if (meta.is_failed()) {
|
||||
status["exit_code"] = meta.exit_code;
|
||||
status["failed"] = true;
|
||||
}
|
||||
models_json.push_back(json {
|
||||
{"id", meta.name},
|
||||
{"object", "model"}, // for OAI-compat
|
||||
{"owned_by", "llamacpp"}, // for OAI-compat
|
||||
{"created", t}, // for OAI-compat
|
||||
{"in_cache", meta.in_cache},
|
||||
{"path", meta.path},
|
||||
{"status", status},
|
||||
// TODO: add other fields, may require reading GGUF metadata
|
||||
});
|
||||
}
|
||||
res_ok(res, {
|
||||
{"data", models_json},
|
||||
{"object", "list"},
|
||||
});
|
||||
return res;
|
||||
};
|
||||
|
||||
this->post_router_models_load = [this](const server_http_req & req) {
|
||||
auto res = std::make_unique<server_http_res>();
|
||||
json body = json::parse(req.body);
|
||||
@@ -769,7 +863,7 @@ void server_models_routes::init_routes() {
|
||||
res_err(res, format_error_response("model is already loaded", ERROR_TYPE_INVALID_REQUEST));
|
||||
return res;
|
||||
}
|
||||
models.load(name, false);
|
||||
models.load(name);
|
||||
res_ok(res, {{"success", true}});
|
||||
return res;
|
||||
};
|
||||
@@ -793,9 +887,12 @@ void server_models_routes::init_routes() {
|
||||
std::time_t t = std::time(0);
|
||||
for (const auto & meta : all_models) {
|
||||
json status {
|
||||
{"value", server_model_status_to_string(meta.status)},
|
||||
{"args", meta.args},
|
||||
{"value", server_model_status_to_string(meta.status)},
|
||||
{"args", meta.args},
|
||||
};
|
||||
if (!meta.preset.name.empty()) {
|
||||
status["preset"] = meta.preset.to_ini();
|
||||
}
|
||||
if (meta.is_failed()) {
|
||||
status["exit_code"] = meta.exit_code;
|
||||
status["failed"] = true;
|
||||
|
||||
@@ -1,6 +1,7 @@
|
||||
#pragma once
|
||||
|
||||
#include "common.h"
|
||||
#include "preset.h"
|
||||
#include "server-http.h"
|
||||
|
||||
#include <mutex>
|
||||
@@ -47,6 +48,7 @@ static std::string server_model_status_to_string(server_model_status status) {
|
||||
}
|
||||
|
||||
struct server_model_meta {
|
||||
common_preset preset;
|
||||
std::string name;
|
||||
std::string path;
|
||||
std::string path_mmproj; // only available if in_cache=false
|
||||
@@ -54,7 +56,7 @@ struct server_model_meta {
|
||||
int port = 0;
|
||||
server_model_status status = SERVER_MODEL_STATUS_UNLOADED;
|
||||
int64_t last_used = 0; // for LRU unloading
|
||||
std::vector<std::string> args; // additional args passed to the model instance (used for debugging)
|
||||
std::vector<std::string> args; // args passed to the model instance, will be populated by render_args()
|
||||
int exit_code = 0; // exit code of the model instance process (only valid if status == FAILED)
|
||||
|
||||
bool is_active() const {
|
||||
@@ -66,6 +68,19 @@ struct server_model_meta {
|
||||
}
|
||||
};
|
||||
|
||||
// the server_presets struct holds the presets read from presets.ini
|
||||
// as well as base args from the router server
|
||||
struct server_presets {
|
||||
common_presets presets;
|
||||
common_params_context ctx_params;
|
||||
std::map<common_arg, std::string> base_args;
|
||||
std::map<std::string, common_arg> control_args; // args reserved for server control
|
||||
|
||||
server_presets(int argc, char ** argv, common_params & base_params, const std::string & models_dir);
|
||||
common_preset get_preset(const std::string & name);
|
||||
void render_args(server_model_meta & meta);
|
||||
};
|
||||
|
||||
struct subprocess_s;
|
||||
|
||||
struct server_models {
|
||||
@@ -85,14 +100,21 @@ private:
|
||||
std::vector<std::string> base_args;
|
||||
std::vector<std::string> base_env;
|
||||
|
||||
server_presets presets;
|
||||
|
||||
void update_meta(const std::string & name, const server_model_meta & meta);
|
||||
|
||||
// unload least recently used models if the limit is reached
|
||||
void unload_lru();
|
||||
|
||||
// not thread-safe, caller must hold mutex
|
||||
void add_model(server_model_meta && meta);
|
||||
|
||||
public:
|
||||
server_models(const common_params & params, int argc, char ** argv, char ** envp);
|
||||
|
||||
void load_models();
|
||||
|
||||
// check if a model instance exists
|
||||
bool has_model(const std::string & name);
|
||||
|
||||
@@ -102,8 +124,7 @@ public:
|
||||
// return a copy of all model metadata
|
||||
std::vector<server_model_meta> get_all_meta();
|
||||
|
||||
// if auto_load is true, load the model with previous args if any
|
||||
void load(const std::string & name, bool auto_load);
|
||||
void load(const std::string & name);
|
||||
void unload(const std::string & name);
|
||||
void unload_all();
|
||||
|
||||
|
||||
Reference in New Issue
Block a user