Helpful mesages (#210)

finetrainers/args.py

@@ -1,4 +1,5 @@
 import argparse
+import sys
 from typing import Any, Dict, List, Optional, Tuple
 
 import torch
@@ -11,6 +12,13 @@ class Args:
     r"""
     The arguments for the finetrainers training script.
 
+    For helpful information about arguments, run `python train.py --help`.
+
+    TODO(aryan): add `python train.py --recommend_configs --model_name <model_name>` to recommend
+    good training configs for a model after extensive testing.
+    TODO(aryan): add `python train.py --memory_requirements --model_name <model_name>` to show
+    memory requirements per model, per training type with sensible training settings.
+
     MODEL ARGUMENTS
     ---------------
     model_name (`str`):
@@ -424,20 +432,31 @@ class Args:
         }
 
 
+# TODO(aryan): handle more informative messages
+_IS_ARGUMENTS_REQUIRED = "--list_models" not in sys.argv
+
+
 def parse_arguments() -> Args:
     parser = argparse.ArgumentParser()
 
-    _add_model_arguments(parser)
+    if _IS_ARGUMENTS_REQUIRED:
-    _add_dataset_arguments(parser)
+        _add_model_arguments(parser)
-    _add_dataloader_arguments(parser)
+        _add_dataset_arguments(parser)
-    _add_diffusion_arguments(parser)
+        _add_dataloader_arguments(parser)
-    _add_training_arguments(parser)
+        _add_diffusion_arguments(parser)
-    _add_optimizer_arguments(parser)
+        _add_training_arguments(parser)
-    _add_validation_arguments(parser)
+        _add_optimizer_arguments(parser)
-    _add_miscellaneous_arguments(parser)
+        _add_validation_arguments(parser)
+        _add_miscellaneous_arguments(parser)
 
-    args = parser.parse_args()
+        args = parser.parse_args()
-    return _map_to_args_type(args)
+        return _map_to_args_type(args)
+    else:
+        _add_helper_arguments(parser)
+
+        args = parser.parse_args()
+        _display_helper_messages(args)
+        sys.exit(0)
 
 
 def validate_args(args: Args):
@@ -932,6 +951,14 @@ def _add_miscellaneous_arguments(parser: argparse.ArgumentParser) -> None:
     )
 
 
+def _add_helper_arguments(parser: argparse.ArgumentParser) -> None:
+    parser.add_argument(
+        "--list_models",
+        action="store_true",
+        help="List all the supported models.",
+    )
+
+
 _DTYPE_MAP = {
     "bf16": torch.bfloat16,
     "fp16": torch.float16,
@@ -1089,3 +1116,10 @@ def _validate_validation_args(args: Args):
     assert len(args.validation_prompts) == len(
         args.validation_widths
     ), "Validation prompts and widths should be of same length"
+
+
+def _display_helper_messages(args: argparse.Namespace):
+    if args.list_models:
+        print("Supported models:")
+        for index, model_name in enumerate(SUPPORTED_MODEL_CONFIGS.keys()):
+            print(f"  {index + 1}. {model_name}")