Update app.py

app.py

@@ -1,25 +1,88 @@
 import os
 import sys
 import time
+import tempfile
+import hashlib
+import asyncio
+import autopep8
+from functools import lru_cache
+from multiprocessing import Pool
+from tenacity import retry, stop_after_attempt, wait_exponential
 
 import huggingface_hub
-
 import transformers
-
-from transformers import pipeline
-
 import gradio as gr
-
-import tempfile
-
 from huggingface_hub import HfFolder
 
-def main():
-    # Get the user's idea
-    idea = input("What is your idea for an application? ")
+# Caching Generated Code
+code_cache = {}
 
-    # Generate the code for the application
+def generate_code(idea):
+    idea_hash = hashlib.md5(idea.encode()).hexdigest()
+    if idea_hash in code_cache:
+        return code_cache[idea_hash]
     code = gemmacode.generate(idea)
+    code_cache[idea_hash] = code
+    return code
+
+# Parallel Processing
+def generate_code_parallel(ideas):
+    with Pool() as pool:
+        return pool.map(gemmacode.generate, ideas)
+
+# Asynchronous Code Generation
+async def generate_code_async(idea):
+    return await gemmacode.generate_async(idea)
+
+# Batching Requests
+def batch_generate(ideas, batch_size=10):
+    for i in range(0, len(ideas), batch_size):
+        batch = ideas[i:i+batch_size]
+        yield gemmacode.generate_batch(batch)
+
+# Progressive Code Generation
+def generate_progressive(idea):
+    for partial_code in gemmacode.generate_stream(idea):
+        yield partial_code
+        # Process or display partial_code
+
+# Optimizing Model Loading
+model = None
+
+def get_model():
+    global model
+    if model is None:
+        model = gemmacode.load_model()
+    return model
+
+def generate_code_optimized(idea):
+    return get_model().generate(idea)
+
+# Error Handling and Retries
+@retry(stop=stop_after_attempt(3), wait=wait_exponential(multiplier=1, min=4, max=10))
+def generate_code_with_retry(idea):
+    return gemmacode.generate(idea)
+
+# Code Optimization Post-Generation
+def optimize_generated_code(code):
+    return autopep8.fix_code(code)
+
+# Lazy Evaluation
+@lru_cache(maxsize=None)
+def lazy_generate_code(idea):
+    return gemmacode.generate(idea)
+
+async def main():
+    try:
+        # Get the user's idea
+        idea = input("What is your idea for an application? ")
+    except EOFError:
+        print("No input received. Exiting the program.")
+        return
+
+    # Generate the code for the application using optimized methods
+    code = await generate_code_async(idea)
+    code = optimize_generated_code(code)
 
     # Test the code
     try:
@@ -47,10 +110,16 @@ def main():
 
     # Offer the option to rebuild or deploy
     while True:
-        choice = input("Do you want to rebuild or deploy the application? (r/d/q) ")
+        try:
+            choice = input("Do you want to rebuild or deploy the application? (r/d/q) ")
+        except EOFError:
+            print("No input received. Exiting the program.")
+            return
+
         if choice == "r":
-            # Rebuild the code
-            code = gemmacode.generate(idea)
+            # Rebuild the code using optimized methods
+            code = await generate_code_async(idea)
+            code = optimize_generated_code(code)
 
             # Test the code
             try:
@@ -94,4 +163,4 @@ def main():
             print("Invalid choice")
 
 if __name__ == "__main__":
-    main()
+    asyncio.run(main())