Update code and update requirements

.gitignore

@@ -0,0 +1 @@
+venv

app.py

@@ -1,14 +1,25 @@
-#importing the necessary library
+# importing the necessary library
 import re
-import nltk
-import spacy
 import math
+
+import spacy
+import nltk
 from nltk.tokenize import sent_tokenize
 nltk.download('punkt')
+
+import gradio as gr
+
 from transformers import pipeline
 from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
-import gradio as gr
 
+from transformers import BartTokenizer, BartForConditionalGeneration
+
+
+# initailizing the model pipeline   
+model = BartForConditionalGeneration.from_pretrained("sshleifer/distilbart-cnn-12-6")
+tokenizer = BartTokenizer.from_pretrained("sshleifer/distilbart-cnn-12-6")
+nlp = spacy.load("en_core_web_sm")
+    
     
 def clean_text(text):
   text = text
@@ -24,16 +35,11 @@ def clean_text(text):
         " +", " ", text
     ).strip()  # get rid of multiple spaces and replace with a single
   return text     
-#initailizing the model pipeline   
-from transformers import BartTokenizer, BartForConditionalGeneration
 
-model = BartForConditionalGeneration.from_pretrained("sshleifer/distilbart-cnn-12-6")
-tokenizer = BartTokenizer.from_pretrained("sshleifer/distilbart-cnn-12-6")
-nlp = spacy.load("en_core_web_sm")
 
-#Defining a function to get the summary of the article
+# Defining a function to get the summary of the article
 def final_summary(text):
-    #reading in the text and tokenizing it into sentence
+    # reading in the text and tokenizing it into sentence
     text = text
     bullet_points = 10
 
@@ -114,13 +120,12 @@ def final_summary(text):
 
     return summary_bullet
   
-
-            
-#creating an interface for the headline generator using gradio
-demo = gr.Interface(final_summary, inputs=[gr.inputs.Textbox(label="Drop your article here", optional=False)],
+# creating an interface for the headline generator using gradio
+demo = gr.Interface(final_summary, inputs=[gr.Textbox(label="Drop your article here")],
                                           title = "ARTICLE SUMMARIZER",
-                                          outputs=[gr.outputs.Textbox(label="Summary")],
-                                          theme= "darkhuggingface")                                       
-#launching the app
+                                          outputs=[gr.Textbox(label="Summary")],
+                                          )             
+
+# launching the app
 if __name__ == "__main__":
     demo.launch(debug=True)

flagged/log.csv

@@ -0,0 +1,2 @@
+Drop your article here,Summary,flag,username,timestamp
+,,,,2024-01-11 18:51:55.836880

requirements.txt

@@ -1,6 +1,95 @@
-transformers==4.10.2
+aiofiles==23.2.1
+altair==5.2.0
+annotated-types==0.6.0
+anyio==4.2.0
+attrs==23.2.0
+blis==0.7.11
+catalogue==2.0.10
+certifi==2023.11.17
+charset-normalizer==3.3.2
+click==8.1.7
+cloudpathlib==0.16.0
+colorama==0.4.6
+confection==0.1.4
+contourpy==1.1.1
+cycler==0.12.1
+cymem==2.0.8
+en-core-web-sm @ https://huggingface.co/spacy/en_core_web_sm/resolve/main/en_core_web_sm-any-py3-none-any.whl
+exceptiongroup==1.2.0
+fastapi==0.109.0
+ffmpy==0.3.1
+filelock==3.13.1
+fonttools==4.47.2
+fsspec==2023.12.2
+gradio==4.14.0
+gradio-client==0.8.0
+h11==0.14.0
+httpcore==1.0.2
+httpx==0.26.0
+huggingface-hub==0.20.2
+idna==3.6
+importlib-resources==6.1.1
+Jinja2==3.1.3
+joblib==1.3.2
+jsonschema==4.20.0
+jsonschema-specifications==2023.12.1
+kiwisolver==1.4.5
+langcodes==3.3.0
+markdown-it-py==3.0.0
+MarkupSafe==2.1.3
+matplotlib==3.7.4
+mdurl==0.1.2
+mpmath==1.3.0
+murmurhash==1.0.10
+networkx==3.1
+nltk==3.8.1
+numpy==1.24.4
+orjson==3.9.10
+packaging==23.2
+pandas==2.0.3
+pillow==10.2.0
+pkgutil-resolve-name==1.3.10
+preshed==3.0.9
+pydantic==2.5.3
+pydantic-core==2.14.6
+pydub==0.25.1
+pygments==2.17.2
+pyparsing==3.1.1
+python-dateutil==2.8.2
+python-multipart==0.0.6
+pytz==2023.3.post1
+PyYAML==6.0.1
+referencing==0.32.1
+regex==2023.12.25
+requests==2.31.0
+rich==13.7.0
+rpds-py==0.16.2
+sacremoses==0.1.1
+semantic-version==2.10.0
 sentencepiece==0.1.96
-nltk
-torch
-gradio_client==0.1.4
-https://huggingface.co/spacy/en_core_web_sm/resolve/main/en_core_web_sm-any-py3-none-any.whl
+shellingham==1.5.4
+six==1.16.0
+smart-open==6.4.0
+sniffio==1.3.0
+spacy==3.7.2
+spacy-legacy==3.0.12
+spacy-loggers==1.0.5
+srsly==2.4.8
+starlette==0.35.0
+sympy==1.12
+thinc==8.2.2
+tokenizers==0.10.3
+tomlkit==0.12.0
+toolz==0.12.0
+torch==2.1.2
+tqdm==4.66.1
+transformers==4.10.2
+typer==0.9.0
+typing-extensions==4.9.0
+tzdata==2023.4
+urllib3==2.1.0
+uvicorn==0.25.0
+wasabi==1.1.2
+weasel==0.3.4
+websockets==11.0.3
+zipp==3.17.0