perplexity : update comments/error msg to use decode [no ci] (#15227)

This commit updates comments and error messages to use "decode" instead
of "eval" in perplexity.cpp.

The motivation for this is that `llama_eval` was renamed to
`llama_decode` a while ago, but the comments and error messages
still referred to "eval". This change ensures consistency and clarity.

diff --git a/tools/perplexity/perplexity.cpp b/tools/perplexity/perplexity.cpp
index 189dcb3d72f5e6e26dfc02ba98d89d3497d3d4d4..81bdc7c19cae4c8c59ae9cb0181fefbcccc1b2b9 100644 (file)
--- a/tools/perplexity/perplexity.cpp
+++ b/tools/perplexity/perplexity.cpp
@@ -525,7 +525,7 @@ static results_perplexity perplexity(llama_context * ctx, const common_params &
     }
 
     // We get the logits for all the tokens in the context window (params.n_ctx)
-    // from llama_eval above.  Now, based on https://huggingface.co/docs/transformers/perplexity,
+    // from llama_decode below.  Now, based on https://huggingface.co/docs/transformers/perplexity,
     // calculate the perplexity over the last half of the window (so the model always has
     // some context to predict the token).
     //
@@ -559,7 +559,7 @@ static results_perplexity perplexity(llama_context * ctx, const common_params &
             for (int seq = 0; seq < n_seq_batch; seq++) {
                 int seq_start = batch_start + seq*n_ctx;
 
-                // save original token and restore it after eval
+                // save original token and restore it after decode
                 const auto token_org = tokens[seq_start];
 
                 // add BOS token for the first batch of each chunk
@@ -584,7 +584,7 @@ static results_perplexity perplexity(llama_context * ctx, const common_params &
             }
 
             if (llama_decode(ctx, batch)) {
-                LOG_INF("%s : failed to eval\n", __func__);
+                LOG_INF("%s : failed to decode\n", __func__);
                 return {tokens, -1, logit_history, prob_history};
             }