diff options
author | xaedes <xaedes@gmail.com> | 2023-04-22 08:21:32 +0200 |
---|---|---|
committer | GitHub <noreply@github.com> | 2023-04-22 09:21:32 +0300 |
commit | b6e7f9b09e9c340ec97a2fae61c1eb8db861f2f9 (patch) | |
tree | c3403ece69b8bc3969284e974b9e6822cda3d97e | |
parent | 50cb666b8a2e35a49b08c0f6bc81138c8f6f2ac1 (diff) |
llama : add api for getting/setting the complete state: rng, logits, embedding and kv_cache (#1105)
* reserve correct size for logits
* add functions to get and set the whole llama state:
including rng, logits, embedding and kv_cache
* remove unused variables
* remove trailing whitespace
* fix comment
-rw-r--r-- | llama.cpp | 122 | ||||
-rw-r--r-- | llama.h | 12 |
2 files changed, 133 insertions, 1 deletions
@@ -27,6 +27,7 @@ #include <thread> #include <atomic> #include <mutex> +#include <sstream> #define LLAMA_USE_SCRATCH #define LLAMA_MAX_SCRATCH_BUFFERS 16 @@ -1787,7 +1788,7 @@ struct llama_context * llama_init_from_file( if (params.logits_all) { ctx->logits.reserve(hparams.n_ctx*hparams.n_vocab); } else { - ctx->logits.reserve(hparams.n_ctx); + ctx->logits.reserve(hparams.n_vocab); } if (params.embedding){ @@ -2252,3 +2253,122 @@ const char * llama_print_system_info(void) { std::vector<std::pair<std::string, struct ggml_tensor *>>& llama_internal_get_tensor_map(struct llama_context * ctx) { return ctx->model.tensors_by_name; } + +// Returns the size of the state +size_t llama_get_state_size(struct llama_context * ctx) { + const size_t s_bool = sizeof(int32_t); + // we don't know size of rng until we actually serialize it. so reserve more than enough memory for its serialized state. + // for reference, std::mt19937(1337) serializes to 6701 bytes. + const size_t s_rng_size = sizeof(size_t); + const size_t s_rng = 64*1024; + const size_t s_logits_capacity = sizeof(size_t); + const size_t s_logits_size = sizeof(size_t); + const size_t s_logits = ctx->logits.capacity() * sizeof(float); + const size_t s_embedding_size = sizeof(size_t); + const size_t s_embedding = ctx->embedding.size() * sizeof(float); + const size_t s_kv_size = sizeof(size_t); + const size_t s_kv_ntok = sizeof(int); + const size_t s_kv = llama_get_kv_cache_size(ctx); + const size_t s_total = ( + + s_rng_size + + s_rng + + s_logits_capacity + + s_logits_size + + s_logits + + s_embedding_size + + s_embedding + + s_kv_size + + s_kv_ntok + + s_kv + ); + return s_total; +} + +// Copies the state to the specified destination address +size_t llama_copy_state_data(struct llama_context * ctx, uint8_t * dest) { + std::stringstream rng_ss; + rng_ss << ctx->rng; + const size_t rng_size = rng_ss.str().size(); + char rng_buf[64*1024]; + memset(&rng_buf[0], 0, 64*1024); + memcpy(&rng_buf[0], rng_ss.str().data(), rng_ss.str().size()); + const size_t logits_capacity = ctx->logits.capacity(); + const size_t logits_size = ctx->logits.size(); + const size_t embedding_size = ctx->embedding.size(); + const size_t kv_size = llama_get_kv_cache_size(ctx); + const int kv_ntok = llama_get_kv_cache_token_count(ctx); + + uint8_t * out = dest; + memcpy(out, &rng_size, sizeof(size_t)); out += sizeof(size_t); + memcpy(out, &rng_buf[0], 64*1024); out += 64*1024; + memcpy(out, &logits_capacity, sizeof(size_t)); out += sizeof(size_t); + memcpy(out, &logits_size, sizeof(size_t)); out += sizeof(size_t); + if (logits_size) { + memcpy(out, ctx->logits.data(), logits_size * sizeof(float)); + } + out += logits_capacity * sizeof(float); + memcpy(out, &embedding_size, sizeof(size_t)); out += sizeof(size_t); + if (embedding_size) { + memcpy(out, ctx->embedding.data(), embedding_size * sizeof(float)); out += embedding_size * sizeof(float); + } + memcpy(out, &kv_size, sizeof(size_t)); out += sizeof(size_t); + memcpy(out, &kv_ntok, sizeof(int)); out += sizeof(int); + if (kv_size) { + memcpy(out, llama_get_kv_cache(ctx), kv_size); out += kv_size; + } + const size_t written = out - dest; + const size_t expected = llama_get_state_size(ctx); + LLAMA_ASSERT(written == expected); + return written; +} + +// Sets the state reading from the specified source address +size_t llama_set_state_data(struct llama_context * ctx, const uint8_t * src) { + size_t rng_size; + char rng_buf[64*1024]; + std::stringstream rng_ss; + + const uint8_t * in = src; + memcpy(&rng_size, in, sizeof(size_t)); in += sizeof(size_t); + memcpy(&rng_buf[0], in, 64*1024); in += 64*1024; + rng_ss.str(std::string(&rng_buf[0], rng_size)); + rng_ss >> ctx->rng; + LLAMA_ASSERT(rng_ss.fail() == false); + + size_t logits_capacity; + size_t logits_size; + size_t embedding_size; + size_t kv_size; + int kv_ntok; + + memcpy(&logits_capacity, in, sizeof(size_t)); in += sizeof(size_t); + memcpy(&logits_size, in, sizeof(size_t)); in += sizeof(size_t); + LLAMA_ASSERT(ctx->logits.capacity() == logits_capacity); + if (logits_size) { + ctx->logits.resize(logits_size); + memcpy(ctx->logits.data(), in, logits_size * sizeof(float)); + } + in += logits_capacity * sizeof(float); + memcpy(&embedding_size, in, sizeof(size_t)); in += sizeof(size_t); + LLAMA_ASSERT(ctx->embedding.capacity() == embedding_size); + if (embedding_size) { + memcpy(ctx->embedding.data(), in, embedding_size * sizeof(float)); + in += embedding_size * sizeof(float); + } + memcpy(&kv_size, in, sizeof(size_t)); in += sizeof(size_t); + memcpy(&kv_ntok, in, sizeof(int)); in += sizeof(int); + if (kv_size) { + LLAMA_ASSERT(ctx->model.kv_self.buf.size == kv_size); + void * k_data = ctx->model.kv_self.k->data; // remember data pointers + void * v_data = ctx->model.kv_self.v->data; // because their value is stored in buf and overwritten by memcpy + memcpy(ctx->model.kv_self.buf.addr, in, kv_size); + ctx->model.kv_self.k->data = k_data; // restore correct data pointers + ctx->model.kv_self.v->data = v_data; + in += kv_size; + } + ctx->model.kv_self.n = kv_ntok; + const size_t nread = in - src; + const size_t expected = llama_get_state_size(ctx); + LLAMA_ASSERT(nread == expected); + return nread; +} @@ -129,6 +129,18 @@ extern "C" { size_t n_size, int n_token_count); + // Returns the size in bytes of the state (rng, logits, embedding and kv_cache) + LLAMA_API size_t llama_get_state_size(struct llama_context * ctx); + + // Copies the state to the specified destination address. + // Destination needs to have allocated enough memory. + // Returns the number of bytes copied + LLAMA_API size_t llama_copy_state_data(struct llama_context * ctx, uint8_t * dest); + + // Set the state reading from the specified address + // Returns the number of bytes read + LLAMA_API size_t llama_set_state_data(struct llama_context * ctx, const uint8_t * src); + // Run the llama inference to obtain the logits and probabilities for the next token. // tokens + n_tokens is the provided batch of new tokens to process // n_past is the number of tokens to use from previous eval calls |