GradApplicationDocuments commited on
Commit
d472283
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1 Parent(s): bc866db

Update app.py

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Files changed (1) hide show
  1. app.py +15 -7
app.py CHANGED
@@ -40,7 +40,7 @@ def main():
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  return text.replace("REDACTED", "").lower().replace(" "," ").replace("[Name]", "").replace("[your name]", "").replace("\n your name", "").\
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  replace("dear admissions committee,", "").replace("sincerely,","").\
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- replace("[university's name]","fordham").replace("dear sir/madam,","").\
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  replace("– statement of intent ","").\
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  replace('program: master of science in data analytics name of applicant: ',"").\
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  replace("data analytics", "data science").replace("| \u200b","").\
@@ -79,7 +79,7 @@ def main():
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  @st.cache(allow_output_mutation=True, suppress_st_warning=True)
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  def load_tokenizer(option):
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- if option == "BERT-based model":
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  tokenizer = AutoTokenizer.from_pretrained("bert-base-uncased", padding='max_length', max_length=512, truncation=True)
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  else:
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  tokenizer = AutoTokenizer.from_pretrained("distilbert-base-uncased", padding='max_length', max_length=512, truncation=True)
@@ -87,10 +87,14 @@ def main():
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  @st.cache(allow_output_mutation=True, suppress_st_warning=True)
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  def load_model(option):
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- if option == "BERT-based model":
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- model = HF_BertBasedModelAppDocs.from_pretrained("GradApplicationDocsApp/HF_BertBasedModelAppDocs3").to(device)
 
 
 
 
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  else:
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- model = HF_DistilBertBasedModelAppDocs.from_pretrained("GradApplicationDocsApp/HF_DistilBertBasedModelAppDocs3").to(device)
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  return model
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@@ -98,8 +102,12 @@ def main():
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  models_available = {"LR Generated":"models/baseline_model_lr_generated.joblib",
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  "NB Generated": "models/baseline_model_nb_generated.joblib",
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- "D-BERT Generated": "GradApplicationDocuments/BERTGradGen",
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- "BERT Generated": "GradApplicationDocuments/DistilBERTGradGen"
 
 
 
 
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  }
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  st.set_page_config(page_title="AI/Human GradAppDocs", page_icon="πŸ€–", layout="wide")
 
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  return text.replace("REDACTED", "").lower().replace(" "," ").replace("[Name]", "").replace("[your name]", "").replace("\n your name", "").\
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  replace("dear admissions committee,", "").replace("sincerely,","").\
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+ replace("[university's name]").replace("dear sir/madam,","").\
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  replace("– statement of intent ","").\
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  replace('program: master of science in data analytics name of applicant: ',"").\
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  replace("data analytics", "data science").replace("| \u200b","").\
 
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  @st.cache(allow_output_mutation=True, suppress_st_warning=True)
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  def load_tokenizer(option):
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+ if option in ("BERT Generated", "BERT Revised"):
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  tokenizer = AutoTokenizer.from_pretrained("bert-base-uncased", padding='max_length', max_length=512, truncation=True)
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  else:
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  tokenizer = AutoTokenizer.from_pretrained("distilbert-base-uncased", padding='max_length', max_length=512, truncation=True)
 
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  @st.cache(allow_output_mutation=True, suppress_st_warning=True)
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  def load_model(option):
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+ if option == "BERT Generated":
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+ model = HF_BertBasedModelAppDocs.from_pretrained("GradApplicationDocuments/BERTGradGen").to(device)
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+ elif option == "BERT Revised":
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+ model = HF_BertBasedModelAppDocs.from_pretrained("GradApplicationDocuments/BERTGradRevised").to(device)
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+ elif option == "D-BERT Generated":
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+ model = HF_BertBasedModelAppDocs.from_pretrained("GradApplicationDocuments/DistilBERTGradGen").to(device)
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  else:
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+ model = HF_DistilBertBasedModelAppDocs.from_pretrained("GradApplicationDocuments/DistilBERTGradRevised").to(device)
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  return model
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  models_available = {"LR Generated":"models/baseline_model_lr_generated.joblib",
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  "NB Generated": "models/baseline_model_nb_generated.joblib",
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+ "D-BERT Generated": "GradApplicationDocuments/DistilBERTGradGen",
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+ "BERT Generated": "GradApplicationDocuments/BERTGradGen",
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+ "LR Revised":"models/baseline_model_lr_revised.joblib",
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+ "NB Revised": "models/baseline_model_nb_revised.joblib",
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+ "D-BERT Revised": "GradApplicationDocuments/DistilBERTGradRevised",
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+ "BERT Revised": "GradApplicationDocuments/BERTGradRevised",
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  }
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  st.set_page_config(page_title="AI/Human GradAppDocs", page_icon="πŸ€–", layout="wide")