first

app.py

@@ -0,0 +1,39 @@
+import tensorflow as tf
+!pip install transformers[sentencepiece] -q
+from transformers import AutoTokenizer, TFGPT2LMHeadModel
+!pip install gradio -q
+import gradio as gr 
+
+review_model = TFGPT2LMHeadModel.from_pretrained("kmkarakaya/turkishReviews-ds")
+review_tokenizer = AutoTokenizer.from_pretrained("kmkarakaya/turkishReviews-ds")
+
+def generate_review(prompt):
+
+  input_ids = review_tokenizer.encode(prompt, return_tensors='tf')
+  context_length = 40
+  output = review_model.generate(
+      input_ids, 
+      do_sample=True,
+      max_length=context_length, 
+      top_k=10,
+      no_repeat_ngram_size=2, 
+      early_stopping=True
+  )
+
+  return(review_tokenizer.decode(output[0], skip_special_tokens=True))
+  
+ demo = gr.Interface(fn=generate_review, 
+                    inputs="text", 
+                    outputs="text",
+                    examples=[
+                              "Bir hafta önce aldığım cep telefonu",
+                              "Tatil için rezervasyon yaptırdım.",
+                              "Henüz alalı bir"],
+                    title="Review Generator",
+                    description= """
+                    Generate a review in Turkish by providing a prompt.
+                    Generation takes 15 seconds on average.
+                    Full Code is here: https://youtube.com/playlist?list=PLQflnv_s49v9d9w-L0S8XUXXdNks7vPBL
+                    """
+                    )
+demo.launch()