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Update app.py
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app.py
CHANGED
@@ -1,64 +1,502 @@
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import gradio as gr
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For more information on `huggingface_hub` Inference API support, please check the docs: https://huggingface.co/docs/huggingface_hub/v0.22.2/en/guides/inference
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"""
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client = InferenceClient("HuggingFaceH4/zephyr-7b-beta")
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def respond(
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message,
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history: list[tuple[str, str]],
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system_message,
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max_tokens,
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temperature,
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top_p,
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):
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messages = [{"role": "system", "content": system_message}]
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for val in history:
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if val[0]:
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messages.append({"role": "user", "content": val[0]})
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if val[1]:
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messages.append({"role": "assistant", "content": val[1]})
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messages.append({"role": "user", "content": message})
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response = ""
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for message in client.chat_completion(
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messages,
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max_tokens=max_tokens,
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stream=True,
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temperature=temperature,
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top_p=top_p,
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):
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token = message.choices[0].delta.content
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response += token
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yield response
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"""
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For information on how to customize the ChatInterface, peruse the gradio docs: https://www.gradio.app/docs/chatinterface
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"""
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demo = gr.ChatInterface(
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respond,
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additional_inputs=[
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gr.Textbox(value="You are a friendly Chatbot.", label="System message"),
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gr.Slider(minimum=1, maximum=2048, value=512, step=1, label="Max new tokens"),
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gr.Slider(minimum=0.1, maximum=4.0, value=0.7, step=0.1, label="Temperature"),
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gr.Slider(
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minimum=0.1,
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maximum=1.0,
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value=0.95,
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step=0.05,
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label="Top-p (nucleus sampling)",
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),
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],
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)
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if __name__ == "__main__":
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import gradio as gr
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import requests
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import os
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from typing import Dict, Tuple
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# Constants
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DEFAULTS = {
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"SYSTEM_MESSAGE": "You are CodePal.ai, an expert AI assistant specialized in helping programmers. You generate clean, efficient, and well-documented code based on user requirements.",
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"MAX_TOKENS": 4000,
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"TEMPERATURE": 0.7,
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"TOP_P": 0.95,
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}
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API_URLS = {
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"CODE_GENERATOR": "https://api.codepal.ai/v1/code-generator/query",
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"CODE_FIXER": "https://api.codepal.ai/v1/code-fixer/query",
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"CODE_EXTENDER": "https://api.codepal.ai/v1/code-extender/query",
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}
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def get_api_key() -> str:
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"""Fetch API key from environment variables."""
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return os.environ.get("CODEPAL_API_KEY", "")
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def is_api_key_valid() -> bool:
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"""Validate if the API key is set and not a placeholder."""
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api_key = get_api_key()
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return bool(api_key) and api_key != "YOUR_API_KEY"
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def build_request_data(language: str, instructions: str, flavor: str, max_tokens: int, temperature: float, top_p: float) -> Dict:
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"""Construct the request data for API calls."""
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return {
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"language": language,
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"instructions": instructions,
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"flavor": flavor,
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"max_tokens": max_tokens,
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"temperature": temperature,
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"top_p": top_p
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}
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def handle_api_response(response) -> Tuple[bool, str]:
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"""Handle API response and return success status and result."""
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if response.status_code != 200:
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error_message = "API request failed"
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try:
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error_data = response.json()
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error_message = error_data.get("error", error_message)
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except Exception:
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error_message = f"API request failed with status code {response.status_code}"
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return False, f"Error: {error_message}"
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result = response.json()
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if "error" in result:
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return False, f"Error: {result['error']}"
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return True, result["result"]
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def generate_code(language: str, requirements: str, code_style: str, include_tests: bool,
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max_tokens: int = DEFAULTS["MAX_TOKENS"],
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temperature: float = DEFAULTS["TEMPERATURE"],
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top_p: float = DEFAULTS["TOP_P"]) -> Tuple[bool, str]:
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"""Generate code using CodePal.ai API."""
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if not is_api_key_valid():
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return False, "Error: CodePal.ai API key is not configured. Please set the CODEPAL_API_KEY environment variable."
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flavor = {
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"minimal": "minimal",
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"verbose": "documented"
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}.get(code_style, "standard") if code_style in ["minimal", "verbose"] else "tests" if include_tests else "standard"
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api_key = get_api_key()
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headers = {
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"Authorization": f"Bearer {api_key}",
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"Content-Type": "application/json"
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}
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data = build_request_data(language, requirements, flavor, max_tokens, temperature, top_p)
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try:
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response = requests.post(API_URLS["CODE_GENERATOR"], headers=headers, json=data)
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return handle_api_response(response)
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except Exception as e:
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return False, f"Error: {str(e)}"
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def fix_code(code: str, instructions: str, language: str = "",
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max_tokens: int = DEFAULTS["MAX_TOKENS"],
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temperature: float = DEFAULTS["TEMPERATURE"],
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top_p: float = DEFAULTS["TOP_P"]) -> Tuple[bool, str]:
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"""Fix existing code using CodePal.ai API."""
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if not is_api_key_valid():
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return False, "Error: CodePal.ai API key is not configured. Please set the CODEPAL_API_KEY environment variable."
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api_key = get_api_key()
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headers = {
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"Authorization": f"Bearer {api_key}",
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"Content-Type": "application/json"
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}
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data = build_request_data(language, instructions, "", max_tokens, temperature, top_p)
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if language and language != "auto-detect":
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data["language"] = language
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try:
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response = requests.post(API_URLS["CODE_FIXER"], headers=headers, json=data)
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return handle_api_response(response)
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except Exception as e:
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return False, f"Error: {str(e)}"
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def extend_code(code: str, instructions: str, language: str = "",
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max_tokens: int = DEFAULTS["MAX_TOKENS"],
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temperature: float = DEFAULTS["TEMPERATURE"],
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top_p: float = DEFAULTS["TOP_P"]) -> Tuple[bool, str]:
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"""Extend existing code using CodePal.ai API."""
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if not is_api_key_valid():
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return False, "Error: CodePal.ai API key is not configured. Please set the CODEPAL_API_KEY environment variable."
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api_key = get_api_key()
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headers = {
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"Authorization": f"Bearer {api_key}",
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"Content-Type": "application/json"
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}
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data = build_request_data(language, instructions, "", max_tokens, temperature, top_p)
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if language and language != "auto-detect":
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data["language"] = language
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try:
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response = requests.post(API_URLS["CODE_EXTENDER"], headers=headers, json=data)
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return handle_api_response(response)
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except Exception as e:
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return False, f"Error: {str(e)}"
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def save_to_file(code: str, language: str, file_name: str = "generated_code") -> str:
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"""Save the generated code to a file with appropriate extension."""
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extensions = {
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"python": ".py", "javascript": ".js", "typescript": ".ts", "java": ".java",
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"c": ".c", "cpp": ".cpp", "csharp": ".cs", "go": ".go", "rust": ".rs",
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"php": ".php", "ruby": ".rb", "swift": ".swift", "kotlin": ".kt",
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"html": ".html", "css": ".css", "sql": ".sql", "shell": ".sh",
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}
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extension = extensions.get(language.lower(), ".txt")
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full_file_name = f"{file_name}{extension}"
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try:
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with open(full_file_name, "w") as f:
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f.write(code)
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return f"Code successfully saved to {full_file_name}"
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except Exception as e:
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return f"Error saving code to file: {str(e)}"
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def ui_generate_code(language: str, generation_type: str, requirements: str, code_style: str,
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dependencies: str, include_tests: bool,
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max_tokens: int = DEFAULTS["MAX_TOKENS"],
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temperature: float = DEFAULTS["TEMPERATURE"],
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top_p: float = DEFAULTS["TOP_P"],
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save_file: bool = False) -> str:
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"""UI handler for code generation."""
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combined_requirements = f"{generation_type}: {requirements}"
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if dependencies:
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combined_requirements += f"\nDependencies: {dependencies}"
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success, result = generate_code(language, combined_requirements, code_style, include_tests,
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max_tokens, temperature, top_p)
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if not success:
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return result
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if save_file:
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file_message = save_to_file(result, language)
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170 |
+
result = f"{result}\n\n{file_message}"
|
171 |
+
|
172 |
+
return result
|
173 |
+
|
174 |
+
def ui_fix_code(code: str, instructions: str, language: str,
|
175 |
+
max_tokens: int = DEFAULTS["MAX_TOKENS"],
|
176 |
+
temperature: float = DEFAULTS["TEMPERATURE"],
|
177 |
+
top_p: float = DEFAULTS["TOP_P"],
|
178 |
+
save_file: bool = False) -> str:
|
179 |
+
"""UI handler for code fixing."""
|
180 |
+
success, result = fix_code(code, instructions, language, max_tokens, temperature, top_p)
|
181 |
+
|
182 |
+
if not success:
|
183 |
+
return result
|
184 |
+
|
185 |
+
if save_file:
|
186 |
+
file_message = save_to_file(result, language, "fixed_code")
|
187 |
+
result = f"{result}\n\n{file_message}"
|
188 |
+
|
189 |
+
return result
|
190 |
+
|
191 |
+
def ui_extend_code(code: str, instructions: str, language: str,
|
192 |
+
max_tokens: int = DEFAULTS["MAX_TOKENS"],
|
193 |
+
temperature: float = DEFAULTS["TEMPERATURE"],
|
194 |
+
top_p: float = DEFAULTS["TOP_P"],
|
195 |
+
save_file: bool = False) -> str:
|
196 |
+
"""UI handler for code extension."""
|
197 |
+
success, result = extend_code(code, instructions, language, max_tokens, temperature, top_p)
|
198 |
+
|
199 |
+
if not success:
|
200 |
+
return result
|
201 |
+
|
202 |
+
if save_file:
|
203 |
+
file_message = save_to_file(result, language, "extended_code")
|
204 |
+
result = f"{result}\n\n{file_message}"
|
205 |
+
|
206 |
+
return result
|
207 |
+
|
208 |
+
# Create Gradio Interface with tabs for different functionality
|
209 |
+
with gr.Blocks(title="CodePal.ai Interface") as app:
|
210 |
+
gr.Markdown(
|
211 |
+
"""
|
212 |
+
# CodePal.ai Code Generator
|
213 |
+
|
214 |
+
A custom interface for the CodePal.ai API providing code generation, fixing, and extension capabilities.
|
215 |
+
|
216 |
+
**Note**: You need to set the `CODEPAL_API_KEY` environment variable with your CodePal.ai API key.
|
217 |
+
"""
|
218 |
+
)
|
219 |
+
|
220 |
+
api_key_status = gr.Markdown(
|
221 |
+
"⚠️ **API Key Status**: Checking..." if is_api_key_valid() else "❌ **API Key Status**: Missing. Please set the CODEPAL_API_KEY environment variable."
|
222 |
+
)
|
223 |
+
|
224 |
+
with gr.Tabs():
|
225 |
+
# Generate Code Tab
|
226 |
+
with gr.TabItem("Generate Code"):
|
227 |
+
with gr.Row():
|
228 |
+
with gr.Column(scale=1):
|
229 |
+
language = gr.Dropdown(
|
230 |
+
choices=["javascript", "typescript", "python", "react", "vue", "node", "php", "java", "csharp", "html", "css", "ruby", "go", "rust", "swift"],
|
231 |
+
value="javascript",
|
232 |
+
label="Language/Framework"
|
233 |
+
)
|
234 |
+
|
235 |
+
generation_type = gr.Radio(
|
236 |
+
choices=["component", "function", "api", "algorithm", "style", "other"],
|
237 |
+
value="function",
|
238 |
+
label="Generation Type"
|
239 |
+
)
|
240 |
+
|
241 |
+
requirements = gr.Textbox(
|
242 |
+
lines=5,
|
243 |
+
placeholder="Describe what you need in detail. Example: Create a function that sorts an array of objects by a specific property.",
|
244 |
+
label="Requirements",
|
245 |
+
info="Be as specific as possible for better results."
|
246 |
+
)
|
247 |
+
|
248 |
+
with gr.Accordion("Advanced Options", open=False):
|
249 |
+
code_style = gr.Dropdown(
|
250 |
+
choices=["standard", "functional", "oop", "minimal", "verbose"],
|
251 |
+
value="standard",
|
252 |
+
label="Code Style"
|
253 |
+
)
|
254 |
+
|
255 |
+
dependencies = gr.Textbox(
|
256 |
+
lines=2,
|
257 |
+
placeholder="E.g., react-router-dom, lodash, axios",
|
258 |
+
label="Dependencies (optional)",
|
259 |
+
info="List any packages or libraries you want to use."
|
260 |
+
)
|
261 |
+
|
262 |
+
include_tests = gr.Checkbox(
|
263 |
+
label="Include unit tests",
|
264 |
+
value=False
|
265 |
+
)
|
266 |
+
|
267 |
+
with gr.Group():
|
268 |
+
gr.Markdown("### Model Settings")
|
269 |
+
max_tokens = gr.Slider(
|
270 |
+
minimum=1000,
|
271 |
+
maximum=8000,
|
272 |
+
step=100,
|
273 |
+
value=DEFAULTS["MAX_TOKENS"],
|
274 |
+
label="Max Tokens",
|
275 |
+
info="Maximum number of tokens (words) in the generated response"
|
276 |
+
)
|
277 |
+
|
278 |
+
temperature = gr.Slider(
|
279 |
+
minimum=0.1,
|
280 |
+
maximum=1.0,
|
281 |
+
step=0.05,
|
282 |
+
value=DEFAULTS["TEMPERATURE"],
|
283 |
+
label="Temperature",
|
284 |
+
info="Higher values make output more random, lower values make it more deterministic"
|
285 |
+
)
|
286 |
+
|
287 |
+
top_p = gr.Slider(
|
288 |
+
minimum=0.5,
|
289 |
+
maximum=1.0,
|
290 |
+
step=0.05,
|
291 |
+
value=DEFAULTS["TOP_P"],
|
292 |
+
label="Top P",
|
293 |
+
info="Controls diversity via nucleus sampling"
|
294 |
+
)
|
295 |
+
|
296 |
+
save_gen_file = gr.Checkbox(
|
297 |
+
label="Save generated code to file",
|
298 |
+
value=False,
|
299 |
+
info="Automatically save the generated code to a file with appropriate extension"
|
300 |
+
)
|
301 |
+
|
302 |
+
generate_btn = gr.Button("Generate Code", variant="primary")
|
303 |
+
|
304 |
+
with gr.Column(scale=1):
|
305 |
+
output_code = gr.Code(
|
306 |
+
label="Generated Code",
|
307 |
+
language="javascript",
|
308 |
+
interactive=False,
|
309 |
+
lines=20
|
310 |
+
)
|
311 |
+
|
312 |
+
generate_btn.click(
|
313 |
+
fn=ui_generate_code,
|
314 |
+
inputs=[language, generation_type, requirements, code_style, dependencies, include_tests,
|
315 |
+
max_tokens, temperature, top_p],
|
316 |
+
outputs=[output_code]
|
317 |
+
)
|
318 |
+
|
319 |
+
language.change(
|
320 |
+
fn=lambda lang: gr.update(language=lang.lower()),
|
321 |
+
inputs=[language],
|
322 |
+
outputs=[output_code]
|
323 |
+
)
|
324 |
+
|
325 |
+
# Fix Code Tab
|
326 |
+
with gr.TabItem("Fix Code"):
|
327 |
+
with gr.Row():
|
328 |
+
with gr.Column(scale=1):
|
329 |
+
fix_language = gr.Dropdown(
|
330 |
+
choices=["auto-detect", "javascript", "typescript", "python", "react", "vue", "node", "php", "java", "csharp", "html", "css", "ruby", "go", "rust", "swift"],
|
331 |
+
value="auto-detect",
|
332 |
+
label="Language (optional)"
|
333 |
+
)
|
334 |
+
|
335 |
+
original_code = gr.Code(
|
336 |
+
label="Code to Fix",
|
337 |
+
language="javascript",
|
338 |
+
lines=10
|
339 |
+
)
|
340 |
+
|
341 |
+
fix_instructions = gr.Textbox(
|
342 |
+
lines=3,
|
343 |
+
placeholder="Describe what's wrong or what needs to be fixed.",
|
344 |
+
label="Fix Instructions",
|
345 |
+
info="Be specific about the issues or errors you want resolved."
|
346 |
+
)
|
347 |
+
|
348 |
+
with gr.Accordion("Advanced Model Settings", open=False):
|
349 |
+
fix_max_tokens = gr.Slider(
|
350 |
+
minimum=1000,
|
351 |
+
maximum=8000,
|
352 |
+
step=100,
|
353 |
+
value=DEFAULTS["MAX_TOKENS"],
|
354 |
+
label="Max Tokens",
|
355 |
+
info="Maximum number of tokens (words) in the generated response"
|
356 |
+
)
|
357 |
+
|
358 |
+
fix_temperature = gr.Slider(
|
359 |
+
minimum=0.1,
|
360 |
+
maximum=1.0,
|
361 |
+
step=0.05,
|
362 |
+
value=DEFAULTS["TEMPERATURE"],
|
363 |
+
label="Temperature",
|
364 |
+
info="Higher values make output more random, lower values make it more deterministic"
|
365 |
+
)
|
366 |
+
|
367 |
+
fix_top_p = gr.Slider(
|
368 |
+
minimum=0.5,
|
369 |
+
maximum=1.0,
|
370 |
+
step=0.05,
|
371 |
+
value=DEFAULTS["TOP_P"],
|
372 |
+
label="Top P",
|
373 |
+
info="Controls diversity via nucleus sampling"
|
374 |
+
)
|
375 |
+
|
376 |
+
save_fix_file = gr.Checkbox(
|
377 |
+
label="Save fixed code to file",
|
378 |
+
value=False,
|
379 |
+
info="Automatically save the fixed code to a file with appropriate extension"
|
380 |
+
)
|
381 |
+
|
382 |
+
fix_btn = gr.Button("Fix Code", variant="primary")
|
383 |
+
|
384 |
+
with gr.Column(scale=1):
|
385 |
+
fixed_code = gr.Code(
|
386 |
+
label="Fixed Code",
|
387 |
+
language="javascript",
|
388 |
+
interactive=False,
|
389 |
+
lines=20
|
390 |
+
)
|
391 |
+
|
392 |
+
fix_btn.click(
|
393 |
+
fn=ui_fix_code,
|
394 |
+
inputs=[original_code, fix_instructions, fix_language,
|
395 |
+
fix_max_tokens, fix_temperature, fix_top_p],
|
396 |
+
outputs=[fixed_code]
|
397 |
+
)
|
398 |
+
|
399 |
+
fix_language.change(
|
400 |
+
fn=lambda lang: gr.update(language=lang.lower() if lang != "auto-detect" else "javascript"),
|
401 |
+
inputs=[fix_language],
|
402 |
+
outputs=[fixed_code]
|
403 |
+
)
|
404 |
+
|
405 |
+
# Extend Code Tab
|
406 |
+
with gr.TabItem("Extend Code"):
|
407 |
+
with gr.Row():
|
408 |
+
with gr.Column(scale=1):
|
409 |
+
extend_language = gr.Dropdown(
|
410 |
+
choices=["auto-detect", "javascript", "typescript", "python", "react", "vue", "node", "php", "java", "csharp", "html", "css", "ruby", "go", "rust", "swift"],
|
411 |
+
value="auto-detect",
|
412 |
+
label="Language (optional)"
|
413 |
+
)
|
414 |
+
|
415 |
+
base_code = gr.Code(
|
416 |
+
label="Base Code",
|
417 |
+
language="javascript",
|
418 |
+
lines=10
|
419 |
+
)
|
420 |
+
|
421 |
+
extend_instructions = gr.Textbox(
|
422 |
+
lines=3,
|
423 |
+
placeholder="Describe how you want to extend the code.",
|
424 |
+
label="Extension Instructions",
|
425 |
+
info="Be specific about what new functionality or features you want to add."
|
426 |
+
)
|
427 |
+
|
428 |
+
with gr.Accordion("Advanced Model Settings", open=False):
|
429 |
+
extend_max_tokens = gr.Slider(
|
430 |
+
minimum=1000,
|
431 |
+
maximum=8000,
|
432 |
+
step=100,
|
433 |
+
value=DEFAULTS["MAX_TOKENS"],
|
434 |
+
label="Max Tokens",
|
435 |
+
info="Maximum number of tokens (words) in the generated response"
|
436 |
+
)
|
437 |
+
|
438 |
+
extend_temperature = gr.Slider(
|
439 |
+
minimum=0.1,
|
440 |
+
maximum=1.0,
|
441 |
+
step=0.05,
|
442 |
+
value=DEFAULTS["TEMPERATURE"],
|
443 |
+
label="Temperature",
|
444 |
+
info="Higher values make output more random, lower values make it more deterministic"
|
445 |
+
)
|
446 |
+
|
447 |
+
extend_top_p = gr.Slider(
|
448 |
+
minimum=0.5,
|
449 |
+
maximum=1.0,
|
450 |
+
step=0.05,
|
451 |
+
value=DEFAULTS["TOP_P"],
|
452 |
+
label="Top P",
|
453 |
+
info="Controls diversity via nucleus sampling"
|
454 |
+
)
|
455 |
+
|
456 |
+
extend_btn = gr.Button("Extend Code", variant="primary")
|
457 |
+
|
458 |
+
with gr.Column(scale=1):
|
459 |
+
extended_code = gr.Code(
|
460 |
+
label="Extended Code",
|
461 |
+
language="javascript",
|
462 |
+
interactive=False,
|
463 |
+
lines=20
|
464 |
+
)
|
465 |
+
|
466 |
+
extend_btn.click(
|
467 |
+
fn=ui_extend_code,
|
468 |
+
inputs=[base_code, extend_instructions, extend_language,
|
469 |
+
extend_max_tokens, extend_temperature, extend_top_p],
|
470 |
+
outputs=[extended_code]
|
471 |
+
)
|
472 |
+
|
473 |
+
extend_language.change(
|
474 |
+
fn=lambda lang: gr.update(language=lang.lower() if lang != "auto-detect" else "javascript"),
|
475 |
+
inputs=[extend_language],
|
476 |
+
outputs=[extended_code]
|
477 |
+
)
|
478 |
+
|
479 |
+
# Launch the app
|
480 |
if __name__ == "__main__":
|
481 |
+
import sys
|
482 |
+
port = int(os.environ.get("GRADIO_SERVER_PORT", 5000))
|
483 |
+
alt_port = 6000
|
484 |
+
|
485 |
+
try:
|
486 |
+
app.launch(
|
487 |
+
server_name="0.0.0.0",
|
488 |
+
server_port=port,
|
489 |
+
share=True,
|
490 |
+
debug=True
|
491 |
+
)
|
492 |
+
except OSError:
|
493 |
+
print(f"Port {port} is in use, trying port {alt_port} instead...")
|
494 |
+
app.launch(
|
495 |
+
server_name="0.0.0.0",
|
496 |
+
server_port=alt_port,
|
497 |
+
share=True,
|
498 |
+
debug=True
|
499 |
+
)
|
500 |
+
except Exception as e:
|
501 |
+
print(f"Error starting the Gradio application: {str(e)}")
|
502 |
+
sys.exit(1)
|