correct hub_token exposition behaviour (thanks to @bghira).

examples/advanced_diffusion_training/train_dreambooth_lora_sd15_advanced.py

@@ -1016,6 +1016,12 @@ def encode_prompt(text_encoders, tokenizers, prompt, text_input_ids_list=None):
 
 
 def main(args):
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)

examples/advanced_diffusion_training/train_dreambooth_lora_sdxl_advanced.py

@@ -1078,6 +1078,12 @@ def encode_prompt(text_encoders, tokenizers, prompt, text_input_ids_list=None):
 
 
 def main(args):
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)

examples/consistency_distillation/train_lcm_distill_lora_sd_wds.py

@@ -869,6 +869,12 @@ def encode_prompt(prompt_batch, text_encoder, tokenizer, proportion_empty_prompt
 
 
 def main(args):
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)

examples/consistency_distillation/train_lcm_distill_lora_sdxl.py

@@ -700,6 +700,12 @@ def encode_prompt(prompt_batch, text_encoders, tokenizers, is_train=True):
 
 
 def main(args):
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)

examples/consistency_distillation/train_lcm_distill_lora_sdxl_wds.py

@@ -864,6 +864,12 @@ def encode_prompt(prompt_batch, text_encoders, tokenizers, proportion_empty_prom
 
 
 def main(args):
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)

examples/consistency_distillation/train_lcm_distill_sd_wds.py

@@ -833,6 +833,12 @@ def encode_prompt(prompt_batch, text_encoder, tokenizer, proportion_empty_prompt
 
 
 def main(args):
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)

examples/consistency_distillation/train_lcm_distill_sdxl_wds.py

@@ -873,6 +873,12 @@ def encode_prompt(prompt_batch, text_encoders, tokenizers, proportion_empty_prom
 
 
 def main(args):
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)

examples/controlnet/train_controlnet.py

@@ -716,6 +716,12 @@ def collate_fn(examples):
 
 
 def main(args):
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)

examples/controlnet/train_controlnet_flax.py

@@ -661,6 +661,12 @@ def get_params_to_save(params):
 def main():
     args = parse_args()
 
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging.basicConfig(
         format="%(asctime)s - %(levelname)s - %(name)s - %(message)s",
         datefmt="%m/%d/%Y %H:%M:%S",

examples/controlnet/train_controlnet_sdxl.py

@@ -762,6 +762,12 @@ def collate_fn(examples):
 
 
 def main(args):
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)

examples/custom_diffusion/train_custom_diffusion.py

@@ -652,6 +652,12 @@ def parse_args(input_args=None):
 
 
 def main(args):
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)

examples/dreambooth/train_dreambooth.py

@@ -804,6 +804,12 @@ def encode_prompt(text_encoder, input_ids, attention_mask, text_encoder_use_atte
 
 
 def main(args):
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)

examples/dreambooth/train_dreambooth_lora.py

@@ -664,6 +664,12 @@ def encode_prompt(text_encoder, input_ids, attention_mask, text_encoder_use_atte
 
 
 def main(args):
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)

examples/dreambooth/train_dreambooth_lora_sdxl.py

@@ -841,6 +841,12 @@ def encode_prompt(text_encoders, tokenizers, prompt, text_input_ids_list=None):
 
 
 def main(args):
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)

examples/instruct_pix2pix/train_instruct_pix2pix.py

@@ -380,6 +380,11 @@ def download_image(url):
 
 def main():
     args = parse_args()
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
 
     if args.non_ema_revision is not None:
         deprecate(

examples/instruct_pix2pix/train_instruct_pix2pix_sdxl.py

@@ -481,6 +481,12 @@ def convert_to_np(image, resolution):
 def main():
     args = parse_args()
 
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     if args.non_ema_revision is not None:
         deprecate(
             "non_ema_revision!=None",

examples/kandinsky2_2/text_to_image/train_text_to_image_decoder.py

@@ -439,6 +439,13 @@ def parse_args():
 
 def main():
     args = parse_args()
+
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = os.path.join(args.output_dir, args.logging_dir)
     accelerator_project_config = ProjectConfiguration(
         total_limit=args.checkpoints_total_limit, project_dir=args.output_dir, logging_dir=logging_dir

examples/kandinsky2_2/text_to_image/train_text_to_image_lora_decoder.py

@@ -325,6 +325,13 @@ def parse_args():
 
 def main():
     args = parse_args()
+
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
     accelerator_project_config = ProjectConfiguration(
         total_limit=args.checkpoints_total_limit, project_dir=args.output_dir, logging_dir=logging_dir

examples/kandinsky2_2/text_to_image/train_text_to_image_lora_prior.py

@@ -337,6 +337,13 @@ def parse_args():
 
 def main():
     args = parse_args()
+
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(

examples/kandinsky2_2/text_to_image/train_text_to_image_prior.py

@@ -440,6 +440,13 @@ def parse_args():
 
 def main():
     args = parse_args()
+
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = os.path.join(args.output_dir, args.logging_dir)
     accelerator_project_config = ProjectConfiguration(
         total_limit=args.checkpoints_total_limit, project_dir=args.output_dir, logging_dir=logging_dir

examples/research_projects/consistency_training/train_cm_ct_unconditional.py

@@ -786,6 +786,12 @@ def parse_args():
 def main(args):
     logging_dir = os.path.join(args.output_dir, args.logging_dir)
 
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)
 
     kwargs = InitProcessGroupKwargs(timeout=timedelta(seconds=7200))  # a big number for high resolution or big dataset

examples/research_projects/controlnet/train_controlnet_webdataset.py

@@ -897,6 +897,12 @@ def encode_prompt(prompt_batch, text_encoders, tokenizers, proportion_empty_prom
 
 
 def main(args):
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)

examples/research_projects/diffusion_dpo/train_diffusion_dpo.py

@@ -467,6 +467,12 @@ def encode_prompt(text_encoder, input_ids):
 
 
 def main(args):
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)

examples/research_projects/diffusion_dpo/train_diffusion_dpo_sdxl.py

@@ -491,6 +491,12 @@ def encode_prompt(text_encoders, text_input_ids_list):
 
 
 def main(args):
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)

examples/research_projects/instructpix2pix_lora/train_instruct_pix2pix_lora.py

@@ -386,6 +386,12 @@ def download_image(url):
 def main():
     args = parse_args()
 
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     if args.non_ema_revision is not None:
         deprecate(
             "non_ema_revision!=None",

examples/research_projects/intel_opts/textual_inversion/textual_inversion_bf16.py

@@ -362,6 +362,13 @@ def freeze_params(params):
 
 def main():
     args = parse_args()
+
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = os.path.join(args.output_dir, args.logging_dir)
     accelerator_project_config = ProjectConfiguration(project_dir=args.output_dir, logging_dir=logging_dir)
     accelerator = Accelerator(

examples/research_projects/lora/train_text_to_image_lora.py

@@ -392,6 +392,12 @@ def parse_args():
 
 def main():
     args = parse_args()
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = os.path.join(args.output_dir, args.logging_dir)
 
     accelerator_project_config = ProjectConfiguration(

examples/research_projects/multi_subject_dreambooth/train_multi_subject_dreambooth.py

@@ -681,6 +681,12 @@ def __getitem__(self, index):
 
 
 def main(args):
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = Path(args.output_dir, args.logging_dir)
     accelerator_project_config = ProjectConfiguration(
         total_limit=args.checkpoints_total_limit, project_dir=args.output_dir, logging_dir=logging_dir

examples/research_projects/multi_token_textual_inversion/textual_inversion.py

@@ -548,6 +548,12 @@ def __getitem__(self, i):
 
 def main():
     args = parse_args()
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     logging_dir = os.path.join(args.output_dir, args.logging_dir)
     accelerator_project_config = ProjectConfiguration(
         total_limit=args.checkpoints_total_limit, project_dir=args.output_dir, logging_dir=logging_dir

examples/research_projects/onnxruntime/text_to_image/train_text_to_image.py

@@ -412,6 +412,12 @@ def parse_args():
 def main():
     args = parse_args()
 
+    if args.report_to == "wandb" and args.hub_token is not None:
+        raise ValueError(
+            "You cannot use both --report_to=wandb and --hub_token due to a security risk of exposing your token."
+            " Please use `huggingface-cli login` to authenticate with the Hub."
+        )
+
     if args.non_ema_revision is not None:
         deprecate(
             "non_ema_revision!=None",