From 159885adc643bc5e0833d2583bd7230ff88f1851 Mon Sep 17 00:00:00 2001
From: Sayak Paul <spsayakpaul@gmail.com>
Date: Fri, 9 Feb 2024 10:08:27 +0530
Subject: [PATCH] correct hub_token exposition behaviour (thanks to @bghira).
 (#6918)

---
 .../train_dreambooth_lora_sd15_advanced.py                 | 6 ++++++
 .../train_dreambooth_lora_sdxl_advanced.py                 | 6 ++++++
 .../train_lcm_distill_lora_sd_wds.py                       | 6 ++++++
 .../train_lcm_distill_lora_sdxl.py                         | 6 ++++++
 .../train_lcm_distill_lora_sdxl_wds.py                     | 6 ++++++
 .../consistency_distillation/train_lcm_distill_sd_wds.py   | 6 ++++++
 .../consistency_distillation/train_lcm_distill_sdxl_wds.py | 6 ++++++
 examples/controlnet/train_controlnet.py                    | 6 ++++++
 examples/controlnet/train_controlnet_flax.py               | 6 ++++++
 examples/controlnet/train_controlnet_sdxl.py               | 6 ++++++
 examples/custom_diffusion/train_custom_diffusion.py        | 6 ++++++
 examples/dreambooth/train_dreambooth.py                    | 6 ++++++
 examples/dreambooth/train_dreambooth_lora.py               | 6 ++++++
 examples/dreambooth/train_dreambooth_lora_sdxl.py          | 6 ++++++
 examples/instruct_pix2pix/train_instruct_pix2pix.py        | 5 +++++
 examples/instruct_pix2pix/train_instruct_pix2pix_sdxl.py   | 6 ++++++
 .../text_to_image/train_text_to_image_decoder.py           | 7 +++++++
 .../text_to_image/train_text_to_image_lora_decoder.py      | 7 +++++++
 .../text_to_image/train_text_to_image_lora_prior.py        | 7 +++++++
 .../text_to_image/train_text_to_image_prior.py             | 7 +++++++
 .../consistency_training/train_cm_ct_unconditional.py      | 6 ++++++
 .../controlnet/train_controlnet_webdataset.py              | 6 ++++++
 .../research_projects/diffusion_dpo/train_diffusion_dpo.py | 6 ++++++
 .../diffusion_dpo/train_diffusion_dpo_sdxl.py              | 6 ++++++
 .../instructpix2pix_lora/train_instruct_pix2pix_lora.py    | 6 ++++++
 .../intel_opts/textual_inversion/textual_inversion_bf16.py | 7 +++++++
 .../research_projects/lora/train_text_to_image_lora.py     | 6 ++++++
 .../train_multi_subject_dreambooth.py                      | 6 ++++++
 .../multi_token_textual_inversion/textual_inversion.py     | 6 ++++++
 .../onnxruntime/text_to_image/train_text_to_image.py       | 6 ++++++
 .../onnxruntime/textual_inversion/textual_inversion.py     | 6 ++++++
 .../unconditional_image_generation/train_unconditional.py  | 6 ++++++
 examples/research_projects/realfill/train_realfill.py      | 6 ++++++
 examples/t2i_adapter/train_t2i_adapter_sdxl.py             | 6 ++++++
 examples/text_to_image/train_text_to_image.py              | 6 ++++++
 examples/text_to_image/train_text_to_image_flax.py         | 6 ++++++
 examples/text_to_image/train_text_to_image_lora.py         | 6 ++++++
 examples/text_to_image/train_text_to_image_lora_sdxl.py    | 6 ++++++
 examples/text_to_image/train_text_to_image_sdxl.py         | 6 ++++++
 examples/textual_inversion/textual_inversion.py            | 6 ++++++
 examples/textual_inversion/textual_inversion_sdxl.py       | 6 ++++++
 .../text_to_image/train_text_to_image_lora_prior.py        | 6 ++++++
 .../wuerstchen/text_to_image/train_text_to_image_prior.py  | 6 ++++++
 43 files changed, 262 insertions(+)

diff --git a/examples/advanced_diffusion_training/train_dreambooth_lora_sd15_advanced.py b/examples/advanced_diffusion_training/train_dreambooth_lora_sd15_advanced.py
index 8d6b53cf58..7aeb82a0ee 100644
--- a/examples/advanced_diffusion_training/train_dreambooth_lora_sd15_advanced.py
+++ b/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)
diff --git a/examples/advanced_diffusion_training/train_dreambooth_lora_sdxl_advanced.py b/examples/advanced_diffusion_training/train_dreambooth_lora_sdxl_advanced.py
index cfb56fb823..d8df0c4d3e 100644
--- a/examples/advanced_diffusion_training/train_dreambooth_lora_sdxl_advanced.py
+++ b/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)
diff --git a/examples/consistency_distillation/train_lcm_distill_lora_sd_wds.py b/examples/consistency_distillation/train_lcm_distill_lora_sd_wds.py
index 2e46088464..e4d84f8e11 100644
--- a/examples/consistency_distillation/train_lcm_distill_lora_sd_wds.py
+++ b/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)
diff --git a/examples/consistency_distillation/train_lcm_distill_lora_sdxl.py b/examples/consistency_distillation/train_lcm_distill_lora_sdxl.py
index 47d3a58502..c41e162369 100644
--- a/examples/consistency_distillation/train_lcm_distill_lora_sdxl.py
+++ b/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)
diff --git a/examples/consistency_distillation/train_lcm_distill_lora_sdxl_wds.py b/examples/consistency_distillation/train_lcm_distill_lora_sdxl_wds.py
index cb5fb009be..6733e3befa 100644
--- a/examples/consistency_distillation/train_lcm_distill_lora_sdxl_wds.py
+++ b/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)
diff --git a/examples/consistency_distillation/train_lcm_distill_sd_wds.py b/examples/consistency_distillation/train_lcm_distill_sd_wds.py
index bef4471c6a..e2f04992ea 100644
--- a/examples/consistency_distillation/train_lcm_distill_sd_wds.py
+++ b/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)
diff --git a/examples/consistency_distillation/train_lcm_distill_sdxl_wds.py b/examples/consistency_distillation/train_lcm_distill_sdxl_wds.py
index 0ea99c5f72..f56648a935 100644
--- a/examples/consistency_distillation/train_lcm_distill_sdxl_wds.py
+++ b/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)
diff --git a/examples/controlnet/train_controlnet.py b/examples/controlnet/train_controlnet.py
index e4f3e81dce..06c86a53bf 100644
--- a/examples/controlnet/train_controlnet.py
+++ b/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)
diff --git a/examples/controlnet/train_controlnet_flax.py b/examples/controlnet/train_controlnet_flax.py
index c58eab1a7f..ae5c444ff0 100644
--- a/examples/controlnet/train_controlnet_flax.py
+++ b/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",
diff --git a/examples/controlnet/train_controlnet_sdxl.py b/examples/controlnet/train_controlnet_sdxl.py
index fd93bfee15..a882fd8ad1 100644
--- a/examples/controlnet/train_controlnet_sdxl.py
+++ b/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)
diff --git a/examples/custom_diffusion/train_custom_diffusion.py b/examples/custom_diffusion/train_custom_diffusion.py
index e1b2e1d5c9..1fd01e196e 100644
--- a/examples/custom_diffusion/train_custom_diffusion.py
+++ b/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)
diff --git a/examples/dreambooth/train_dreambooth.py b/examples/dreambooth/train_dreambooth.py
index 538fb1391b..9c4cf7d2f5 100644
--- a/examples/dreambooth/train_dreambooth.py
+++ b/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)
diff --git a/examples/dreambooth/train_dreambooth_lora.py b/examples/dreambooth/train_dreambooth_lora.py
index 1539e078f4..32d7ff5603 100644
--- a/examples/dreambooth/train_dreambooth_lora.py
+++ b/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)
diff --git a/examples/dreambooth/train_dreambooth_lora_sdxl.py b/examples/dreambooth/train_dreambooth_lora_sdxl.py
index 22c69b301e..63e7ca2c79 100644
--- a/examples/dreambooth/train_dreambooth_lora_sdxl.py
+++ b/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)
diff --git a/examples/instruct_pix2pix/train_instruct_pix2pix.py b/examples/instruct_pix2pix/train_instruct_pix2pix.py
index 90bac851ae..1843902528 100644
--- a/examples/instruct_pix2pix/train_instruct_pix2pix.py
+++ b/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(
diff --git a/examples/instruct_pix2pix/train_instruct_pix2pix_sdxl.py b/examples/instruct_pix2pix/train_instruct_pix2pix_sdxl.py
index ce645c0121..ccb5e1a5ec 100644
--- a/examples/instruct_pix2pix/train_instruct_pix2pix_sdxl.py
+++ b/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",
diff --git a/examples/kandinsky2_2/text_to_image/train_text_to_image_decoder.py b/examples/kandinsky2_2/text_to_image/train_text_to_image_decoder.py
index cd723c3196..8607b82645 100644
--- a/examples/kandinsky2_2/text_to_image/train_text_to_image_decoder.py
+++ b/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
diff --git a/examples/kandinsky2_2/text_to_image/train_text_to_image_lora_decoder.py b/examples/kandinsky2_2/text_to_image/train_text_to_image_lora_decoder.py
index 46f42ddc7c..91df23eedc 100644
--- a/examples/kandinsky2_2/text_to_image/train_text_to_image_lora_decoder.py
+++ b/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
diff --git a/examples/kandinsky2_2/text_to_image/train_text_to_image_lora_prior.py b/examples/kandinsky2_2/text_to_image/train_text_to_image_lora_prior.py
index bf4d3d089f..ab7467f847 100644
--- a/examples/kandinsky2_2/text_to_image/train_text_to_image_lora_prior.py
+++ b/examples/kandinsky2_2/text_to_image/train_text_to_image_lora_prior.py
@@ -337,6 +337,13 @@ DATASET_NAME_MAPPING = {
 
 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(
diff --git a/examples/kandinsky2_2/text_to_image/train_text_to_image_prior.py b/examples/kandinsky2_2/text_to_image/train_text_to_image_prior.py
index e26600a47a..7db8c3fe02 100644
--- a/examples/kandinsky2_2/text_to_image/train_text_to_image_prior.py
+++ b/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
diff --git a/examples/research_projects/consistency_training/train_cm_ct_unconditional.py b/examples/research_projects/consistency_training/train_cm_ct_unconditional.py
index 3fc48dd04a..1028dacae9 100644
--- a/examples/research_projects/consistency_training/train_cm_ct_unconditional.py
+++ b/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
diff --git a/examples/research_projects/controlnet/train_controlnet_webdataset.py b/examples/research_projects/controlnet/train_controlnet_webdataset.py
index 661e156f74..1c4bf2b732 100644
--- a/examples/research_projects/controlnet/train_controlnet_webdataset.py
+++ b/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)
diff --git a/examples/research_projects/diffusion_dpo/train_diffusion_dpo.py b/examples/research_projects/diffusion_dpo/train_diffusion_dpo.py
index f2b5a94562..c0d201671e 100644
--- a/examples/research_projects/diffusion_dpo/train_diffusion_dpo.py
+++ b/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)
diff --git a/examples/research_projects/diffusion_dpo/train_diffusion_dpo_sdxl.py b/examples/research_projects/diffusion_dpo/train_diffusion_dpo_sdxl.py
index fa8c055aaa..2c57a1d579 100644
--- a/examples/research_projects/diffusion_dpo/train_diffusion_dpo_sdxl.py
+++ b/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)
diff --git a/examples/research_projects/instructpix2pix_lora/train_instruct_pix2pix_lora.py b/examples/research_projects/instructpix2pix_lora/train_instruct_pix2pix_lora.py
index 9a0e7745e8..8589caffc8 100644
--- a/examples/research_projects/instructpix2pix_lora/train_instruct_pix2pix_lora.py
+++ b/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",
diff --git a/examples/research_projects/intel_opts/textual_inversion/textual_inversion_bf16.py b/examples/research_projects/intel_opts/textual_inversion/textual_inversion_bf16.py
index ff24130c9b..377497ff3c 100644
--- a/examples/research_projects/intel_opts/textual_inversion/textual_inversion_bf16.py
+++ b/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(
diff --git a/examples/research_projects/lora/train_text_to_image_lora.py b/examples/research_projects/lora/train_text_to_image_lora.py
index 1734e41a1d..eb33372448 100644
--- a/examples/research_projects/lora/train_text_to_image_lora.py
+++ b/examples/research_projects/lora/train_text_to_image_lora.py
@@ -392,6 +392,12 @@ DATASET_NAME_MAPPING = {
 
 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(
diff --git a/examples/research_projects/multi_subject_dreambooth/train_multi_subject_dreambooth.py b/examples/research_projects/multi_subject_dreambooth/train_multi_subject_dreambooth.py
index d58c4009b6..53b70abd01 100644
--- a/examples/research_projects/multi_subject_dreambooth/train_multi_subject_dreambooth.py
+++ b/examples/research_projects/multi_subject_dreambooth/train_multi_subject_dreambooth.py
@@ -681,6 +681,12 @@ class PromptDataset(Dataset):
 
 
 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
diff --git a/examples/research_projects/multi_token_textual_inversion/textual_inversion.py b/examples/research_projects/multi_token_textual_inversion/textual_inversion.py
index 748199b372..0ca75545a8 100644
--- a/examples/research_projects/multi_token_textual_inversion/textual_inversion.py
+++ b/examples/research_projects/multi_token_textual_inversion/textual_inversion.py
@@ -548,6 +548,12 @@ class TextualInversionDataset(Dataset):
 
 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
diff --git a/examples/research_projects/onnxruntime/text_to_image/train_text_to_image.py b/examples/research_projects/onnxruntime/text_to_image/train_text_to_image.py
index 1a9c0dbe28..7e18e6f8dd 100644
--- a/examples/research_projects/onnxruntime/text_to_image/train_text_to_image.py
+++ b/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",
diff --git a/examples/research_projects/onnxruntime/textual_inversion/textual_inversion.py b/examples/research_projects/onnxruntime/textual_inversion/textual_inversion.py
index f7bddcfb7d..600c0f8118 100644
--- a/examples/research_projects/onnxruntime/textual_inversion/textual_inversion.py
+++ b/examples/research_projects/onnxruntime/textual_inversion/textual_inversion.py
@@ -561,6 +561,12 @@ class TextualInversionDataset(Dataset):
 
 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
diff --git a/examples/research_projects/onnxruntime/unconditional_image_generation/train_unconditional.py b/examples/research_projects/onnxruntime/unconditional_image_generation/train_unconditional.py
index 5cad9f2fbe..0dabf66480 100644
--- a/examples/research_projects/onnxruntime/unconditional_image_generation/train_unconditional.py
+++ b/examples/research_projects/onnxruntime/unconditional_image_generation/train_unconditional.py
@@ -277,6 +277,12 @@ def parse_args():
 
 
 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 = 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
diff --git a/examples/research_projects/realfill/train_realfill.py b/examples/research_projects/realfill/train_realfill.py
index e251d8d176..b2d6aca9a5 100644
--- a/examples/research_projects/realfill/train_realfill.py
+++ b/examples/research_projects/realfill/train_realfill.py
@@ -531,6 +531,12 @@ 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 = Accelerator(
diff --git a/examples/t2i_adapter/train_t2i_adapter_sdxl.py b/examples/t2i_adapter/train_t2i_adapter_sdxl.py
index c78d7a276a..731dc4db82 100644
--- a/examples/t2i_adapter/train_t2i_adapter_sdxl.py
+++ b/examples/t2i_adapter/train_t2i_adapter_sdxl.py
@@ -776,6 +776,12 @@ 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)
diff --git a/examples/text_to_image/train_text_to_image.py b/examples/text_to_image/train_text_to_image.py
index 2929f18dca..042bcac490 100644
--- a/examples/text_to_image/train_text_to_image.py
+++ b/examples/text_to_image/train_text_to_image.py
@@ -498,6 +498,12 @@ 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",
diff --git a/examples/text_to_image/train_text_to_image_flax.py b/examples/text_to_image/train_text_to_image_flax.py
index 2a29767bf7..97406ecd7e 100644
--- a/examples/text_to_image/train_text_to_image_flax.py
+++ b/examples/text_to_image/train_text_to_image_flax.py
@@ -245,6 +245,12 @@ 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",
diff --git a/examples/text_to_image/train_text_to_image_lora.py b/examples/text_to_image/train_text_to_image_lora.py
index 44c0b08406..b094483124 100644
--- a/examples/text_to_image/train_text_to_image_lora.py
+++ b/examples/text_to_image/train_text_to_image_lora.py
@@ -377,6 +377,12 @@ DATASET_NAME_MAPPING = {
 
 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(project_dir=args.output_dir, logging_dir=logging_dir)
diff --git a/examples/text_to_image/train_text_to_image_lora_sdxl.py b/examples/text_to_image/train_text_to_image_lora_sdxl.py
index daa0a18228..066166f1a8 100644
--- a/examples/text_to_image/train_text_to_image_lora_sdxl.py
+++ b/examples/text_to_image/train_text_to_image_lora_sdxl.py
@@ -482,6 +482,12 @@ 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)
diff --git a/examples/text_to_image/train_text_to_image_sdxl.py b/examples/text_to_image/train_text_to_image_sdxl.py
index c926674fb0..fe1a487f98 100644
--- a/examples/text_to_image/train_text_to_image_sdxl.py
+++ b/examples/text_to_image/train_text_to_image_sdxl.py
@@ -573,6 +573,12 @@ def generate_timestep_weights(args, num_timesteps):
 
 
 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)
diff --git a/examples/textual_inversion/textual_inversion.py b/examples/textual_inversion/textual_inversion.py
index a23a3a0782..4b4bdac326 100644
--- a/examples/textual_inversion/textual_inversion.py
+++ b/examples/textual_inversion/textual_inversion.py
@@ -579,6 +579,12 @@ class TextualInversionDataset(Dataset):
 
 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(
diff --git a/examples/textual_inversion/textual_inversion_sdxl.py b/examples/textual_inversion/textual_inversion_sdxl.py
index 84c498a372..9bdb2ff032 100644
--- a/examples/textual_inversion/textual_inversion_sdxl.py
+++ b/examples/textual_inversion/textual_inversion_sdxl.py
@@ -584,6 +584,12 @@ class TextualInversionDataset(Dataset):
 
 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(
diff --git a/examples/wuerstchen/text_to_image/train_text_to_image_lora_prior.py b/examples/wuerstchen/text_to_image/train_text_to_image_lora_prior.py
index 04d9183495..0bc0eab3d0 100644
--- a/examples/wuerstchen/text_to_image/train_text_to_image_lora_prior.py
+++ b/examples/wuerstchen/text_to_image/train_text_to_image_lora_prior.py
@@ -442,6 +442,12 @@ 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(
         total_limit=args.checkpoints_total_limit, project_dir=args.output_dir, logging_dir=logging_dir
diff --git a/examples/wuerstchen/text_to_image/train_text_to_image_prior.py b/examples/wuerstchen/text_to_image/train_text_to_image_prior.py
index cc7a9f451b..224b751ddc 100644
--- a/examples/wuerstchen/text_to_image/train_text_to_image_prior.py
+++ b/examples/wuerstchen/text_to_image/train_text_to_image_prior.py
@@ -440,6 +440,12 @@ 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(
         total_limit=args.checkpoints_total_limit, project_dir=args.output_dir, logging_dir=logging_dir