datasource

mosaicml · Mar 22, 2024 · 764ccec · 764ccec
1 parent 3490a26
commit 764ccec
Showing 1 changed file with 32 additions and 28 deletions.
diff --git a/llmfoundry/utils/config_utils.py b/llmfoundry/utils/config_utils.py
@@ -180,40 +180,44 @@ def parse_source_dataset(cfg: DictConfig):
         cfg (DictConfig): run configuration
 
     Returns:
-        List[Tuple[str, str]]: A set of tuples where each tuple represents a dataset type ('local', 'hf', 'delta_table', 'uc_volume', 
+        Set[Tuple[str, str]]: A set of tuples where each tuple represents a dataset type ('local', 'hf', 'delta_table', 'uc_volume', 
         remote backend) and the corresponding dataset path or identifier. 
     """
-    paths = set()
-    data_paths = []
+    data_paths = set()
 
     for data_split in ['train', 'eval']:
         source_dataset_path = cfg.get(f'source_dataset_{data_split}', {})
-        backend, _, _ = parse_uri(source_dataset_path)
-
-        if backend:
-            remote_path = source_dataset_path
-
-        if source_dataset_path and source_dataset_path not in paths:
-            # check for Delta table
-            if len(source_dataset_path.split('.')) >= 3:
-                data_paths.append(('delta_table', source_dataset_path))
-            # check for UC volume
-            elif source_dataset_path.startswith('/Volumes'):
-                data_paths.append(('uc_volume', source_dataset_path))
-            # check for HF path
-            elif cfg.get(f'{data_split}_loader', {}).get('dataset', {}).get('hf_name'):
-                hf_path = cfg.get(f'{data_split}_loader', {}).get('dataset', {}).get('hf_name')
-                backend, _, _ = parse_uri(hf_path)
-                if backend:
-                    data_paths.append((backend, hf_path))
-                else:
-                    data_paths.append(('hf', hf_path))
-            # check for Remote path
-            elif backend:
-                data_paths.append((backend, source_dataset_path))
+
+        # check for Delta table
+        if source_dataset_path and len(source_dataset_path.split('.')) >= 3:
+            data_paths.add(('delta_table', source_dataset_path))
+        # check for UC volume
+        elif source_dataset_path and source_dataset_path.startswith('/Volumes'):
+            data_paths.add(('uc_volume', source_dataset_path))
+        # check for HF path
+        elif cfg.get(f'{data_split}_loader', {}).get('dataset', {}).get('hf_name'):
+            hf_path = cfg.get(f'{data_split}_loader', {}).get('dataset', {}).get('hf_name')
+            backend, _, _ = parse_uri(hf_path)
+            if backend:
+                data_paths.add((backend, hf_path))
             else:
-                data_paths.append(('local', source_dataset_path))
-            paths.add(source_dataset_path)
+                data_paths.add(('hf', hf_path))
+        # check for remote path
+        elif config.get(f'{data_split}_loader', {}).get('dataset', {}).get('remote', None):
+            remote_path = config.get(f'{data_split}_loader', {}).get('dataset', {}).get('remote', None)
+            backend, _, _ = parse_uri(remote_path)
+            split = config.get(f'{data_split}_loader', {}).get('dataset', {}).get('split', None)
+            remote_path = f'{remote_path}/{split}' if split
+            data_paths.add((backend, remote_path))
+        # check for local path
+        elif config.get(f'{data_split}_loader', {}).get('dataset', {}).get('local', None):
+            local_path = config.get(f'{data_split}_loader', {}).get('dataset', {}).get('local', None)
+            split = config.get(f'{data_split}_loader', {}).get('dataset', {}).get('split', None)
+            remote_path = f'{remote_path}/{split}' if split
+            data_paths.add(('local', local_path))
+
+        paths.add(source_dataset_path)
+    print(f'---- PATHS {data_paths} ----')
 
     return data_paths