server : add lora hotswap endpoint (WIP) (#8857)
* server : add lora hotswap endpoint * handle lora_no_apply * fix build * updae docs * clean up struct def * fix build * add LoRA test * fix style
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9 changed files with 251 additions and 92 deletions
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@ -33,6 +33,15 @@
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#define DEFAULT_MODEL_PATH "models/7B/ggml-model-f16.gguf"
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struct llama_lora_adapter_info {
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std::string path;
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float scale;
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};
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struct llama_lora_adapter_container : llama_lora_adapter_info {
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struct llama_lora_adapter * adapter;
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};
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// build info
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extern int LLAMA_BUILD_NUMBER;
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extern char const * LLAMA_COMMIT;
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@ -126,8 +135,8 @@ struct gpt_params {
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std::vector<std::string> antiprompt; // strings upon which more user input is prompted (a.k.a. reverse prompts)
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std::vector<llama_model_kv_override> kv_overrides;
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// TODO: avoid tuple, use struct
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std::vector<std::tuple<std::string, float>> lora_adapter; // lora adapter path with user defined scale
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bool lora_init_without_apply = false; // only load lora to memory, but do not apply it to ctx (user can manually apply lora later using llama_lora_adapter_apply)
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std::vector<llama_lora_adapter_info> lora_adapters; // lora adapter path with user defined scale
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std::vector<llama_control_vector_load_info> control_vectors; // control vector with user defined scale
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@ -309,8 +318,9 @@ std::string fs_get_cache_file(const std::string & filename);
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//
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struct llama_init_result {
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struct llama_model * model = nullptr;
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struct llama_model * model = nullptr;
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struct llama_context * context = nullptr;
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std::vector<llama_lora_adapter_container> lora_adapters;
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};
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struct llama_init_result llama_init_from_gpt_params(gpt_params & params);
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@ -321,6 +331,9 @@ struct llama_context_params llama_context_params_from_gpt_params(const gpt_param
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struct llama_model * llama_load_model_from_url(const char * model_url, const char * path_model, const char * hf_token, const struct llama_model_params & params);
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struct llama_model * llama_load_model_from_hf(const char * repo, const char * file, const char * path_model, const char * hf_token, const struct llama_model_params & params);
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// clear LoRA adapters from context, then apply new list of adapters
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void llama_lora_adapters_apply(struct llama_context * ctx, std::vector<llama_lora_adapter_container> & lora_adapters);
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// Batch utils
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void llama_batch_clear(struct llama_batch & batch);
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