fix(llama.cpp): disable infinite context shifting

Infinite context loop might as well trigger an infinite loop of context
shifting if the model hallucinates and does not stop answering.
This has the unpleasant effect that the predicion never terminates,
which is the case especially on small models which tends to hallucinate.

Workarounds #1333 by removing
context-shifting.

See also upstream issue: ggerganov/llama.cpp#3969

backend/cpp/llama/grpc-server.cpp

@@ -1387,30 +1387,20 @@ struct llama_server_context
             {
                 if (slot.is_processing() && system_tokens.size() + slot.cache_tokens.size() >= (size_t) slot.n_ctx)
                 {
-                    // Shift context
-                    const int n_left    = system_tokens.size() + slot.n_past - slot.params.n_keep - 1;
-                    const int n_discard = n_left / 2;
-
-                    LOG_TEE("slot %d: context shift - n_keep = %d, n_left = %d, n_discard = %d\n", slot.id, slot.params.n_keep, n_left, n_discard);
-                    llama_kv_cache_seq_rm   (ctx, slot.id, slot.params.n_keep + 1            , slot.params.n_keep + n_discard + 1);
-                    llama_kv_cache_seq_shift(ctx, slot.id, slot.params.n_keep + 1 + n_discard, system_tokens.size() + slot.n_past, -n_discard);
-
-                    for (size_t i = slot.params.n_keep + 1 + n_discard; i < slot.cache_tokens.size(); i++)
-                    {
-                        slot.cache_tokens[i - n_discard] = slot.cache_tokens[i];
-                    }
-
-                    slot.cache_tokens.resize(slot.cache_tokens.size() - n_discard);
-
-                    slot.n_past -= n_discard;
-
-                    slot.truncated = true;
+                    // START LOCALAI changes
+                    // Temporary disable context-shifting as it can lead to infinite loops (issue: https://github.com/ggerganov/llama.cpp/issues/3969)
+                    // See: https://github.com/mudler/LocalAI/issues/1333
+                    // Context is exhausted, release the slot
+                    slot.release();
+                    send_final_response(slot);
+                    slot.cache_tokens.clear();
+                    slot.n_past = 0;
+                    slot.truncated = false;
+                    slot.has_next_token = true; // Assuming this flag exists to indicate if more tokens are expected
+                    LOG_TEE("Context exhausted. Slot %d released (%d tokens in cache)\n", slot.id, (int) slot.cache_tokens.size());
 
-                    LOG_VERBOSE("context shift", {
-                        { "n_ctx", n_ctx },
-                        { "n_keep", params.n_keep },
-                        { "n_left", n_left },
-                    });
+                    continue;
+                    // END LOCALAI changes
                 }
             }
         }