Add tick_to_ms function to MidiDict

aria/data/datasets.py

@@ -668,7 +668,7 @@ def get_seqs(
         )
         midi_dict_iter = [_ for _ in midi_dict_iter]
 
-    with Pool(num_proc // 2 if num_proc > 1 else 1) as pool:
+    with Pool(16) as pool:
         results = pool.imap(
             functools.partial(_get_seqs, _tokenizer=tokenizer), midi_dict_iter
         )
@@ -1184,7 +1184,7 @@ def _build_epoch(_save_path, _midi_dataset):
 
                     _idx += 1
                     if _idx % 250 == 0:
-                        logger.info(f"finished processing {_idx}")
+                        logger.info(f"Finished processing {_idx}")
 
         logger = setup_logger()
         assert max_seq_len > 0, "max_seq_len must be greater than 0"

aria/data/midi.py

@@ -191,6 +191,14 @@ def calculate_hash(self):
             json.dumps(msg_dict_to_hash, sort_keys=True).encode()
         ).hexdigest()
 
+    def tick_to_ms(self, tick: int):
+        return get_duration_ms(
+            start_tick=0,
+            end_tick=tick,
+            tempo_msgs=self.tempo_msgs,
+            ticks_per_beat=self.ticks_per_beat,
+        )
+
     def _build_pedal_intervals(self):
         """Returns pedal-on intervals for each channel."""
         self.pedal_msgs.sort(key=lambda msg: msg["tick"])
@@ -726,7 +734,7 @@ def meta_maestro_json(
     mid: mido.MidiFile, msg_data: dict, composer_names: list, form_names: list
 ):
     if os.path.isfile("maestro.json") is False:
-        print("maestro.json not found")
+        print("MAESTRO metadata function enabled but ./maestro.json not found.")
         return {}
 
     file_name = pathlib.Path(mid.filename).name

aria/sample.py

@@ -142,6 +142,11 @@ def greedy_sample(
                     ),
                 )
 
+        if tokenizer.name == "separated_abs":
+            logits[:, tokenizer.tok_to_id[tokenizer.inst_start_tok]] = float(
+                "-inf"
+            )
+
         if temperature > 0.0:
             probs = torch.softmax(logits / temperature, dim=-1)
             next_token_ids = sample_top_p(probs, top_p).flatten()

config/config.json

@@ -78,7 +78,7 @@
                     }
                 },
                 "maestro_json": {
-                    "run": true,
+                    "run": false,
                     "args": {
                         "composer_names": ["bach", "beethoven", "mozart", "chopin", "rachmaninoff", "liszt", "debussy", "schubert", "brahms", "ravel", "satie", "scarlatti"],
                         "form_names": ["sonata", "prelude", "nocturne", "étude", "waltz", "mazurka", "impromptu", "fugue"]