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model-conversion : add embedding prompt file support (#15871)
This commit adds support for passing a prompt file to the model conversion targets/scripts. It also updates the logits.cpp to print out embedding information in the same format as when running the original embedding model. The motivation for this is that it allows us to pass files of different sizes when running the converted models and validating the logits. This can be particularly important when testing the sliding window functionality of models where the sequence length needs to exceed a certain number of tokens to trigger the sliding window logic.
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@@ -151,6 +151,35 @@ int main(int argc, char ** argv) {
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logits = llama_get_embeddings(ctx);
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n_logits = llama_model_n_embd(model) * batch.n_tokens;
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type = "-embeddings";
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const int n_embd = llama_model_n_embd(model);
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const int n_embd_count = batch.n_tokens;
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printf("Embedding dimension: %d\n", n_embd);
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printf("\n");
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// Print embeddings in the specified format
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for (int j = 0; j < n_embd_count; j++) {
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printf("embedding %d: ", j);
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// Print first 3 values
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for (int i = 0; i < 3 && i < n_embd; i++) {
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printf("%9.6f ", logits[j * n_embd + i]);
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}
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printf(" ... ");
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// Print last 3 values
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for (int i = n_embd - 3; i < n_embd; i++) {
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if (i >= 0) {
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printf("%9.6f ", logits[j * n_embd + i]);
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}
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}
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printf("\n");
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}
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printf("\n");
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printf("Embeddings size: %d\n", n_logits);
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} else {
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logits = llama_get_logits_ith(ctx, batch.n_tokens - 1);
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@@ -183,22 +212,23 @@ int main(int argc, char ** argv) {
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return 1;
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}
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for (int i = 0; i < n_logits; i++) {
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fprintf(f, "%d: %.6f\n", i, logits[i]); // Added index and changed format
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fprintf(f, "%d: %.6f\n", i, logits[i]);
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}
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fclose(f);
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// Print first and last 10 logits for quick verification
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printf("First 10 logits: ");
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for (int i = 0; i < 10 && i < n_logits; i++) {
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printf("%.6f ", logits[i]);
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}
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printf("\n");
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if (!embedding_mode) {
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printf("First 10 logits: ");
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for (int i = 0; i < 10 && i < n_logits; i++) {
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printf("%.6f ", logits[i]);
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}
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printf("\n");
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printf("Last 10 logits: ");
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for (int i = n_logits - 10; i < n_logits; i++) {
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if (i >= 0) printf("%.6f ", logits[i]);
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printf("Last 10 logits: ");
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for (int i = n_logits - 10; i < n_logits; i++) {
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if (i >= 0) printf("%.6f ", logits[i]);
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}
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printf("\n\n");
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}
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printf("\n\n");
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printf("Logits saved to %s\n", bin_filename);
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printf("Logits saved to %s\n", txt_filename);
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