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synced 2024-12-23 21:17:54 +01:00
Cleanup STL headers + fix embedding examples + minor stuff
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@ -1,15 +1,6 @@
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#include "common.h"
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#include "llama.h"
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#include <cassert>
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#include <cinttypes>
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#include <cmath>
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#include <cstdio>
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#include <cstring>
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#include <fstream>
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#include <string>
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#include <vector>
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int main(int argc, char ** argv) {
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gpt_params params;
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params.model = "models/llama-7B/ggml-model.bin";
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@ -94,9 +85,13 @@ int main(int argc, char ** argv) {
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}
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}
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const int n_embd = llama_n_embd(ctx);
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const auto embeddings = llama_get_embeddings(ctx);
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// TODO: print / use the embeddings
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for (int i = 0; i < n_embd; i++) {
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printf("%f ", embeddings[i]);
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}
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printf("\n");
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}
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llama_print_timings(ctx);
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@ -1,14 +1,6 @@
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#include "common.h"
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#include "llama.h"
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#include <cassert>
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#include <cinttypes>
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#include <cmath>
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#include <cstdio>
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#include <cstring>
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#include <string>
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#include <vector>
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std::vector<double> softmax(const std::vector<float>& logits) {
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std::vector<double> probs(logits.size());
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float max_logit = logits[0];
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22
llama.cpp
22
llama.cpp
@ -1261,10 +1261,10 @@ static llama_vocab::id llama_sample_top_p_top_k(
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double repeat_penalty) {
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auto & rng = lctx.rng;
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const auto & vocab = lctx.vocab;
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const auto & logits = lctx.logits;
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const int n_logits = lctx.model.hparams.n_vocab;
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int n_logits = vocab.id_to_token.size();
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const auto & logits = lctx.logits;
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const auto * plogits = logits.data() + logits.size() - n_logits;
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std::vector<std::pair<double, llama_vocab::id>> logits_id;
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logits_id.reserve(n_logits);
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@ -1276,13 +1276,13 @@ static llama_vocab::id llama_sample_top_p_top_k(
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// credit https://github.com/facebookresearch/llama/compare/main...shawwn:llama:main
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if (std::find(last_n_tokens.begin(), last_n_tokens.end(), i) != last_n_tokens.end()) {
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// if score < 0 then repetition penalty has to multiplied to reduce the previous token probability
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if (logits[i] < 0.0) {
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logits_id.push_back(std::make_pair(logits[i]*scale*repeat_penalty, i));
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if (plogits[i] < 0.0) {
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logits_id.push_back(std::make_pair(plogits[i]*scale*repeat_penalty, i));
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} else {
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logits_id.push_back(std::make_pair(logits[i]*scale/repeat_penalty, i));
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logits_id.push_back(std::make_pair(plogits[i]*scale/repeat_penalty, i));
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}
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} else {
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logits_id.push_back(std::make_pair(logits[i]*scale, i));
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logits_id.push_back(std::make_pair(plogits[i]*scale, i));
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}
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}
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}
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@ -1677,6 +1677,8 @@ struct llama_context * llama_init_from_file(
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}
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const auto & hparams = ctx->model.hparams;
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// resized during inference
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if (params.logits_all) {
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ctx->logits.reserve(hparams.n_ctx*hparams.n_vocab);
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} else {
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@ -1684,7 +1686,7 @@ struct llama_context * llama_init_from_file(
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}
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if (params.embedding){
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ctx->embedding.reserve(hparams.n_embd);
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ctx->embedding.resize(hparams.n_embd);
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}
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ctx->buf_compute.resize(MEM_REQ_EVAL.at(ctx->model.type));
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@ -1761,6 +1763,10 @@ int llama_n_ctx(struct llama_context * ctx) {
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return ctx->model.hparams.n_ctx;
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}
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int llama_n_embd(struct llama_context * ctx) {
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return ctx->model.hparams.n_embd;
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}
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float * llama_get_logits(struct llama_context * ctx) {
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return ctx->logits.data();
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}
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1
llama.h
1
llama.h
@ -109,6 +109,7 @@ extern "C" {
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LLAMA_API int llama_n_vocab(struct llama_context * ctx);
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LLAMA_API int llama_n_ctx (struct llama_context * ctx);
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LLAMA_API int llama_n_embd (struct llama_context * ctx);
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// Token logits obtained from the last call to llama_eval()
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// The logits for the last token are stored in the last row
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