Fix .push_to_hub and cleanup get_full_repo_name usage (#25120)

* Fix .push_to_hub and cleanup get_full_repo_name usage

* Do not rely on Python bool conversion magic

* request changes

examples/research_projects/luke/run_luke_ner_no_trainer.py

@@ -29,7 +29,7 @@ import datasets
 import torch
 from accelerate import Accelerator, DistributedDataParallelKwargs
 from datasets import ClassLabel, load_dataset, load_metric
-from huggingface_hub import Repository
+from huggingface_hub import Repository, create_repo
 from luke_utils import DataCollatorForLukeTokenClassification, is_punctuation, padding_tensor
 from torch.utils.data import DataLoader
 from tqdm.auto import tqdm
@@ -45,7 +45,6 @@ from transformers import (
     get_scheduler,
     set_seed,
 )
-from transformers.file_utils import get_full_repo_name
 from transformers.utils.versions import require_version
 
 
@@ -258,11 +257,14 @@ def main():
     # Handle the repository creation
     if accelerator.is_main_process:
         if args.push_to_hub:
-            if args.hub_model_id is None:
-                repo_name = get_full_repo_name(Path(args.output_dir).name, token=args.hub_token)
-            else:
-                repo_name = args.hub_model_id
-            repo = Repository(args.output_dir, clone_from=repo_name)
+            # Retrieve of infer repo_name
+            repo_name = args.hub_model_id
+            if repo_name is None:
+                repo_name = Path(args.output_dir).absolute().name
+            # Create repo and retrieve repo_id
+            repo_id = create_repo(repo_name, exist_ok=True, token=args.hub_token).repo_id
+            # Clone repo locally
+            repo = Repository(args.output_dir, clone_from=repo_id, token=args.hub_token)
         elif args.output_dir is not None:
             os.makedirs(args.output_dir, exist_ok=True)
     accelerator.wait_for_everyone()