change

app.py

@@ -8,6 +8,8 @@ import torch
 
 from metric import PerplexityCalculator
 
+IS_DEBUG = False
+
 os.environ['OMP_NUM_THREADS'] = '1'
 os.environ['TOKENIZERS_PARALLELISM'] = 'false'
 PAD_TOKEN_LABEL_ID = torch.nn.CrossEntropyLoss().ignore_index
@@ -18,12 +20,16 @@ text_list = df_sample_submission.get_column('text').to_list()
 text_counters = [Counter(text.split()) for text in text_list]
 
 # Model Loading
-scorer = PerplexityCalculator('google/gemma-2-9b')
+if not IS_DEBUG:
+    scorer = PerplexityCalculator('google/gemma-2-9b')
 
 
 @spaces.GPU()
 def inference(text: str, progress=gr.Progress(track_tqdm=True)):
-    score = scorer.get_perplexity(text)
+    if IS_DEBUG:
+        score = -1
+    else:
+        score = scorer.get_perplexity(text)
 
     input_counter = Counter(text.split())
     is_match_list = [input_counter == text_counter for text_counter in text_counters]

data/sample_submission.csv

@@ -0,0 +1,7 @@
+id,text
+0,advent chimney elf family fireplace gingerbread mistletoe ornament reindeer scrooge
+1,"advent chimney elf family fireplace gingerbread mistletoe ornament reindeer scrooge walk give jump drive bake the sleep night laugh and"
+2,"yuletide decorations gifts cheer holiday carol magi nutcracker polar grinch sleigh chimney workshop stocking ornament holly jingle beard naughty nice"
+3,"yuletide decorations gifts cheer holiday carol magi nutcracker polar grinch sleigh chimney workshop stocking ornament holly jingle beard naughty nice sing cheer and of the is eat visit relax unwrap"
+4,"hohoho candle poinsettia snowglobe peppermint eggnog fruitcake chocolate candy puzzle game doll toy workshop wonder believe dream hope peace joy merry season greeting card wrapping paper bow fireplace night cookie milk star wish wreath angel the to of and in that have it not with as you from we kaggle"
+5,"advent chimney elf family fireplace gingerbread mistletoe ornament reindeer scrooge walk give jump drive bake the sleep night laugh and yuletide decorations gifts cheer holiday carol magi nutcracker polar grinch sleigh chimney workshop stocking ornament holly jingle beard naughty nice sing cheer and of the is eat visit relax unwrap hohoho candle poinsettia snowglobe peppermint eggnog fruitcake chocolate candy puzzle game doll toy workshop wonder believe dream hope peace joy merry season greeting card wrapping paper bow fireplace night cookie milk star wish wreath angel the to of and in that have it not with as you from we kaggle"