parallel?

app.py

@@ -1,6 +1,64 @@
+
+import os
 import warnings
 import random
 import torch
+import gradio as gr
+from parrot import Parrot
+from concurrent.futures import ThreadPoolExecutor, as_completed
+
+warnings.filterwarnings("ignore")
+os.environ['TRANSFORMERS_NO_ADVISORY_WARNINGS'] = '1'
+
+
+def random_state(seed):
+    torch.manual_seed(seed)
+    if torch.cuda.is_available():
+        torch.cuda.manual_seed_all(seed)
+
+
+random_state(1234)
+
+parrot = Parrot(model_tag="prithivida/parrot_paraphraser_on_T5")
+
+
+def paraphrase_sentence(sentence):
+    paraphrases = parrot.augment(input_phrase=sentence, max_return_phrases=5, max_length=100, adequacy_threshold=0.75,
+                                 fluency_threshold=0.75)
+    return random.choice(paraphrases)[0] if paraphrases else sentence
+
+
+def split_text_by_fullstop(text):
+    return [sentence.strip() for sentence in text.split('.') if sentence]
+
+
+def process_text_by_fullstop(text):
+    sentences = split_text_by_fullstop(text)
+
+    with ThreadPoolExecutor() as executor:
+        future_to_sentence = {executor.submit(paraphrase_sentence, sentence + '.'): sentence for sentence in sentences}
+        paraphrased_sentences = []
+        for future in as_completed(future_to_sentence):
+            paraphrased_sentences.append(future.result())
+
+    return ' '.join(paraphrased_sentences)
+
+
+def gradio_interface(input_text):
+    paraphrased_text = process_text_by_fullstop(input_text)
+    return paraphrased_text
+
+
+
+interface = gr.Interface(fn=gradio_interface,
+                         inputs="text",
+                         outputs="text",
+                         title="Text Paraphraser",
+                         description="Enter text to get paraphrased output.")
+interface.launch()
+'''import warnings
+import random
+import torch
 import os 
 import gradio as gr
 from parrot import Parrot
@@ -83,4 +141,4 @@ with gr.Blocks() as demo:
     copy_button.click(copy_to_clipboard, inputs=output_text, outputs=None)  # Copy the output to clipboard
 
 # Launch the app
-demo.launch()
+demo.launch()'''