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embedding : evaluate prompt in batches (#2713)

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slaren 2023-08-22 16:03:12 +02:00 committed by GitHub
parent 1123f7fbdf
commit 519c981f8b
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1 changed files with 22 additions and 15 deletions
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37
examples/embedding/embedding.cpp
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@ -72,23 +72,30 @@ int main(int argc, char ** argv) {
fprintf(stderr, "\n"); fprintf(stderr, "\n");
} }
if (params.embedding){ if (embd_inp.size() > (size_t)params.n_ctx) {
if (embd_inp.size() > 0) { fprintf(stderr, "%s: error: prompt is longer than the context window (%zu tokens, n_ctx = %d)\n",
if (llama_eval(ctx, embd_inp.data(), embd_inp.size(), n_past, params.n_threads)) { __func__, embd_inp.size(), params.n_ctx);
fprintf(stderr, "%s : failed to eval\n", __func__); return 1;
return 1;
}
}
const int n_embd = llama_n_embd(ctx);
const auto embeddings = llama_get_embeddings(ctx);
for (int i = 0; i < n_embd; i++) {
printf("%f ", embeddings[i]);
}
printf("\n");
} }
while (!embd_inp.empty()) {
int n_tokens = std::min(params.n_batch, (int) embd_inp.size());
if (llama_eval(ctx, embd_inp.data(), n_tokens, n_past, params.n_threads)) {
fprintf(stderr, "%s : failed to eval\n", __func__);
return 1;
}
n_past += n_tokens;
embd_inp.erase(embd_inp.begin(), embd_inp.begin() + n_tokens);
}
const int n_embd = llama_n_embd(ctx);
const auto embeddings = llama_get_embeddings(ctx);
for (int i = 0; i < n_embd; i++) {
printf("%f ", embeddings[i]);
}
printf("\n");
llama_print_timings(ctx); llama_print_timings(ctx);
llama_free(ctx); llama_free(ctx);
llama_free_model(model); llama_free_model(model);