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authorGeorgi Gerganov <ggerganov@gmail.com>2023-05-01 14:54:59 +0300
committerGitHub <noreply@github.com>2023-05-01 14:54:59 +0300
commit70269cae37538461ff816e714afbb3ebcdcdc26b (patch)
tree448ee5f5f8e93816fc7e60c7b05b29668536884a
parentb925f1f1b082319ee69943f8d1a83ac9b6ff09ca (diff)
llama : fix session load / save (#1263)
-rw-r--r--examples/main/main.cpp20
-rw-r--r--llama.cpp133
-rw-r--r--llama.h12
3 files changed, 96 insertions, 69 deletions
diff --git a/examples/main/main.cpp b/examples/main/main.cpp
index 990d0fa..78fc9a1 100644
--- a/examples/main/main.cpp
+++ b/examples/main/main.cpp
@@ -161,23 +161,22 @@ int main(int argc, char ** argv) {
std::vector<llama_token> session_tokens;
if (!path_session.empty()) {
- fprintf(stderr, "%s: attempting to load saved session from %s..\n", __func__, path_session.c_str());
+ fprintf(stderr, "%s: attempting to load saved session from '%s'\n", __func__, path_session.c_str());
- // REVIEW - fopen to check for existing session
+ // fopen to check for existing session
FILE * fp = std::fopen(path_session.c_str(), "rb");
if (fp != NULL) {
std::fclose(fp);
session_tokens.resize(params.n_ctx);
size_t n_token_count_out = 0;
- const size_t n_session_bytes = llama_load_session_file(ctx, path_session.c_str(), session_tokens.data(), session_tokens.capacity(), &n_token_count_out);
+ if (!llama_load_session_file(ctx, path_session.c_str(), session_tokens.data(), session_tokens.capacity(), &n_token_count_out)) {
+ fprintf(stderr, "%s: error: failed to load session file '%s'\n", __func__, path_session.c_str());
+ return 1;
+ }
session_tokens.resize(n_token_count_out);
- if (n_session_bytes > 0) {
- fprintf(stderr, "%s: loaded %zu bytes of session data!\n", __func__, n_session_bytes);
- } else {
- fprintf(stderr, "%s: could not load session file, will recreate\n", __func__);
- }
+ fprintf(stderr, "%s: loaded a session with prompt size of %d tokens\n", __func__, (int) session_tokens.size());
} else {
fprintf(stderr, "%s: session file does not exist, will create\n", __func__);
}
@@ -214,7 +213,7 @@ int main(int argc, char ** argv) {
}
// number of tokens to keep when resetting context
- if (params.n_keep < 0 || params.n_keep > (int)embd_inp.size() || params.instruct) {
+ if (params.n_keep < 0 || params.n_keep > (int) embd_inp.size() || params.instruct) {
params.n_keep = (int)embd_inp.size();
}
@@ -329,7 +328,7 @@ int main(int argc, char ** argv) {
// insert n_left/2 tokens at the start of embd from last_n_tokens
embd.insert(embd.begin(), last_n_tokens.begin() + n_ctx - n_left/2 - embd.size(), last_n_tokens.end() - embd.size());
- // REVIEW - stop saving session if we run out of context
+ // stop saving session if we run out of context
path_session = "";
//printf("\n---\n");
@@ -355,6 +354,7 @@ int main(int argc, char ** argv) {
n_session_consumed++;
if (n_session_consumed >= (int) session_tokens.size()) {
+ ++i;
break;
}
}
diff --git a/llama.cpp b/llama.cpp
index 0d094a5..868a58a 100644
--- a/llama.cpp
+++ b/llama.cpp
@@ -2566,6 +2566,85 @@ size_t llama_set_state_data(struct llama_context * ctx, const uint8_t * src) {
return nread;
}
+bool llama_load_session_file(struct llama_context * ctx, const char * path_session, llama_token * tokens_out, size_t n_token_capacity, size_t * n_token_count_out) {
+ llama_file file(path_session, "rb");
+
+ // sanity checks
+ {
+ const uint32_t magic = file.read_u32();
+ const uint32_t version = file.read_u32();
+
+ if (!(magic == LLAMA_SESSION_MAGIC && version == LLAMA_SESSION_VERSION)) {
+ fprintf(stderr, "%s : unknown (magic, version) for session file: %08x, %08x\n", __func__, magic, version);
+ return false;
+ }
+
+ llama_hparams session_hparams;
+ file.read_raw(&session_hparams, sizeof(llama_hparams));
+
+ if (session_hparams != ctx->model.hparams) {
+ fprintf(stderr, "%s : model hparams didn't match from session file!\n", __func__);
+ return false;
+ }
+ }
+
+ // load the prompt
+ {
+ const uint32_t n_token_count = file.read_u32();
+
+ if (n_token_count > n_token_capacity) {
+ fprintf(stderr, "%s : token count in session file exceeded capacity! %u > %zu\n", __func__, n_token_count, n_token_capacity);
+ return false;
+ }
+
+ file.read_raw(tokens_out, sizeof(llama_token) * n_token_count);
+ *n_token_count_out = n_token_count;
+ }
+
+ // restore the context state
+ {
+ const size_t n_state_size_cur = file.size - file.tell();
+ const size_t n_state_size_exp = llama_get_state_size(ctx);
+
+ if (n_state_size_cur != n_state_size_exp) {
+ fprintf(stderr, "%s : the state size in session file didn't match! expected %zu, got %zu\n", __func__, n_state_size_exp, n_state_size_cur);
+ return false;
+ }
+
+ std::vector<uint8_t> state_data(n_state_size_cur);
+ file.read_raw(state_data.data(), n_state_size_cur);
+
+ llama_set_state_data(ctx, state_data.data());
+ }
+
+ return true;
+}
+
+bool llama_save_session_file(struct llama_context * ctx, const char * path_session, const llama_token * tokens, size_t n_token_count) {
+ llama_file file(path_session, "wb");
+
+ file.write_u32(LLAMA_SESSION_MAGIC);
+ file.write_u32(LLAMA_SESSION_VERSION);
+
+ file.write_raw(&ctx->model.hparams, sizeof(llama_hparams));
+
+ // save the prompt
+ file.write_u32((uint32_t) n_token_count);
+ file.write_raw(tokens, sizeof(llama_token) * n_token_count);
+
+ // save the context state
+ {
+ const size_t n_state_size = llama_get_state_size(ctx);
+
+ std::vector<uint8_t> state_data(n_state_size);
+ llama_copy_state_data(ctx, state_data.data());
+
+ file.write_raw(state_data.data(), n_state_size);
+ }
+
+ return true;
+}
+
int llama_eval(
struct llama_context * ctx,
const llama_token * tokens,
@@ -2693,57 +2772,3 @@ 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;
}
-
-size_t llama_load_session_file(struct llama_context * ctx, const char * path_session, llama_token * tokens_out, size_t n_token_capacity, size_t * n_token_count_out) {
- // TODO leverage mmap
- llama_file file(path_session, "rb");
- const uint32_t magic = file.read_u32();
- const uint32_t version = file.read_u32();
-
- if (!(magic == 'ggsn' && version == 0)) {
- fprintf(stderr, "%s : unknown (magic, version) for session file: %08x, %08x\n", __func__, magic, version);
- return 0;
- }
-
- llama_hparams session_hparams;
- file.read_raw(&session_hparams, sizeof(llama_hparams));
-
- // REVIEW
- if (session_hparams != ctx->model.hparams) {
- fprintf(stderr, "%s : model hparams didn't match from session file!\n", __func__);
- return 0;
- }
-
- const uint32_t n_token_count = file.read_u32();
- LLAMA_ASSERT(n_token_capacity >= n_token_count);
- file.read_raw(tokens_out, sizeof(llama_token) * n_token_count);
- *n_token_count_out = n_token_count;
-
- const size_t n_state_size = file.size - file.tell();
- const size_t n_orig_state_size = llama_get_state_size(ctx);
- if (n_state_size != n_orig_state_size) {
- fprintf(stderr, "%s : failed to validate state size\n", __func__);
- }
- std::unique_ptr<uint8_t[]> state_data(new uint8_t[n_state_size]);
- file.read_raw(state_data.get(), n_state_size);
- return llama_set_state_data(ctx, state_data.get());
-}
-
-size_t llama_save_session_file(struct llama_context * ctx, const char * path_session, const llama_token * tokens, size_t n_token_count) {
- // TODO save temp & swap
- llama_file file(path_session, "wb");
-
- const size_t n_state_size = llama_get_state_size(ctx);
- std::unique_ptr<uint8_t[]> state_data(new uint8_t[n_state_size]);
- llama_copy_state_data(ctx, state_data.get());
-
- file.write_u32('ggsn'); // magic
- file.write_u32(0); // version
- file.write_raw(&ctx->model.hparams, sizeof(llama_hparams));
-
- file.write_u32((uint32_t) n_token_count); // REVIEW
- file.write_raw(tokens, sizeof(llama_token) * n_token_count);
-
- file.write_raw(state_data.get(), n_state_size);
- return n_state_size; // REVIEW
-}
diff --git a/llama.h b/llama.h
index 9fbba76..2f6ce8d 100644
--- a/llama.h
+++ b/llama.h
@@ -19,9 +19,11 @@
# define LLAMA_API
#endif
-#define LLAMA_FILE_VERSION 1
-#define LLAMA_FILE_MAGIC 0x67676a74 // 'ggjt' in hex
-#define LLAMA_FILE_MAGIC_UNVERSIONED 0x67676d6c // pre-versioned files
+#define LLAMA_FILE_VERSION 1
+#define LLAMA_FILE_MAGIC 'ggjt'
+#define LLAMA_FILE_MAGIC_UNVERSIONED 'ggml'
+#define LLAMA_SESSION_MAGIC 'ggsn'
+#define LLAMA_SESSION_VERSION 0
#ifdef __cplusplus
extern "C" {
@@ -138,8 +140,8 @@ extern "C" {
LLAMA_API size_t llama_set_state_data(struct llama_context * ctx, const uint8_t * src);
// Save/load session file
- LLAMA_API size_t llama_load_session_file(struct llama_context * ctx, const char * path_session, llama_token * tokens_out, size_t n_token_capacity, size_t * n_token_count_out);
- LLAMA_API size_t llama_save_session_file(struct llama_context * ctx, const char * path_session, const llama_token * tokens, size_t n_token_count);
+ LLAMA_API bool llama_load_session_file(struct llama_context * ctx, const char * path_session, llama_token * tokens_out, size_t n_token_capacity, size_t * n_token_count_out);
+ LLAMA_API bool llama_save_session_file(struct llama_context * ctx, const char * path_session, const llama_token * tokens, size_t n_token_count);
// 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