From 519c981f8b65ee6c87c2965539685ced0a17223b Mon Sep 17 00:00:00 2001 From: slaren Date: Tue, 22 Aug 2023 16:03:12 +0200 Subject: [PATCH] embedding : evaluate prompt in batches (#2713) --- examples/embedding/embedding.cpp | 37 +++++++++++++++++++------------- 1 file changed, 22 insertions(+), 15 deletions(-) diff --git a/examples/embedding/embedding.cpp b/examples/embedding/embedding.cpp index 8788571cb..38395c75b 100644 --- a/examples/embedding/embedding.cpp +++ b/examples/embedding/embedding.cpp @@ -72,23 +72,30 @@ int main(int argc, char ** argv) { fprintf(stderr, "\n"); } - if (params.embedding){ - if (embd_inp.size() > 0) { - if (llama_eval(ctx, embd_inp.data(), embd_inp.size(), n_past, params.n_threads)) { - fprintf(stderr, "%s : failed to eval\n", __func__); - 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"); + if (embd_inp.size() > (size_t)params.n_ctx) { + fprintf(stderr, "%s: error: prompt is longer than the context window (%zu tokens, n_ctx = %d)\n", + __func__, embd_inp.size(), params.n_ctx); + return 1; } + 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_free(ctx); llama_free_model(model);