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import gradio as gr | |
from huggingface_hub import InferenceClient, HfApi | |
import os | |
import requests | |
from typing import List, Dict, Union | |
import traceback | |
from PIL import Image | |
from io import BytesIO | |
import asyncio | |
from gradio_client import Client | |
import time | |
import threading | |
import json | |
HF_TOKEN = os.getenv("HF_TOKEN") | |
hf_client = InferenceClient("CohereForAI/c4ai-command-r-plus-08-2024", token=HF_TOKEN) | |
hf_api = HfApi(token=HF_TOKEN) | |
def get_headers(): | |
if not HF_TOKEN: | |
raise ValueError("Hugging Face token not found in environment variables") | |
return {"Authorization": f"Bearer {HF_TOKEN}"} | |
def get_file_content(space_id: str, file_path: str) -> str: | |
file_url = f"https://huggingface.co/spaces/{space_id}/raw/main/{file_path}" | |
try: | |
response = requests.get(file_url, headers=get_headers()) | |
if response.status_code == 200: | |
return response.text | |
else: | |
return f"File not found or inaccessible: {file_path}" | |
except requests.RequestException: | |
return f"Error fetching content for file: {file_path}" | |
def get_space_structure(space_id: str) -> Dict: | |
try: | |
files = hf_api.list_repo_files(repo_id=space_id, repo_type="space") | |
tree = {"type": "directory", "path": "", "name": space_id, "children": []} | |
for file in files: | |
path_parts = file.split('/') | |
current = tree | |
for i, part in enumerate(path_parts): | |
if i == len(path_parts) - 1: # ํ์ผ | |
current["children"].append({"type": "file", "path": file, "name": part}) | |
else: # ๋๋ ํ ๋ฆฌ | |
found = False | |
for child in current["children"]: | |
if child["type"] == "directory" and child["name"] == part: | |
current = child | |
found = True | |
break | |
if not found: | |
new_dir = {"type": "directory", "path": '/'.join(path_parts[:i+1]), "name": part, "children": []} | |
current["children"].append(new_dir) | |
current = new_dir | |
return tree | |
except Exception as e: | |
print(f"Error in get_space_structure: {str(e)}") | |
return {"error": f"API request error: {str(e)}"} | |
def format_tree_structure(tree_data: Dict, indent: str = "") -> str: | |
formatted = f"{indent}{tree_data['name']}\n" | |
if tree_data["type"] == "directory": | |
for child in sorted(tree_data.get("children", []), key=lambda x: (x["type"] != "directory", x["name"])): | |
formatted += format_tree_structure(child, indent + " ") | |
return formatted | |
def summarize_code(app_content: str) -> str: | |
system_message = "๋น์ ์ Python ์ฝ๋๋ฅผ ๋ถ์ํ๊ณ ์์ฝํ๋ AI ์กฐ์์ ๋๋ค. ์ฃผ์ด์ง ์ฝ๋๋ฅผ 3์ค ์ด๋ด๋ก ๊ฐ๊ฒฐํ๊ฒ ์์ฝํด์ฃผ์ธ์." | |
user_message = f"๋ค์ Python ์ฝ๋๋ฅผ 3์ค ์ด๋ด๋ก ์์ฝํด์ฃผ์ธ์:\n\n{app_content}" | |
messages = [ | |
{"role": "system", "content": system_message}, | |
{"role": "user", "content": user_message} | |
] | |
try: | |
response = hf_client.chat_completion(messages, max_tokens=200, temperature=0.7) | |
return response.choices[0].message.content | |
except Exception as e: | |
return f"์์ฝ ์์ฑ ์ค ์ค๋ฅ ๋ฐ์: {str(e)}" | |
def analyze_code(app_content: str) -> str: | |
system_message = """๋น์ ์ Python ์ฝ๋๋ฅผ ๋ถ์ํ๋ AI ์กฐ์์ ๋๋ค. ์ฃผ์ด์ง ์ฝ๋๋ฅผ ๋ถ์ํ์ฌ ๋ค์ ํญ๋ชฉ์ ๋ํด ์ค๋ช ํด์ฃผ์ธ์: | |
A. ๋ฐฐ๊ฒฝ ๋ฐ ํ์์ฑ | |
B. ๊ธฐ๋ฅ์ ํจ์ฉ์ฑ ๋ฐ ๊ฐ์น | |
C. ํน์ฅ์ | |
D. ์ ์ฉ ๋์ ๋ฐ ํ๊ฒ | |
E. ๊ธฐ๋ํจ๊ณผ | |
๊ธฐ์กด ๋ฐ ์ ์ฌ ํ๋ก์ ํธ์ ๋น๊ตํ์ฌ ๋ถ์ํด์ฃผ์ธ์. Markdown ํ์์ผ๋ก ์ถ๋ ฅํ์ธ์.""" | |
user_message = f"๋ค์ Python ์ฝ๋๋ฅผ ๋ถ์ํด์ฃผ์ธ์:\n\n{app_content}" | |
messages = [ | |
{"role": "system", "content": system_message}, | |
{"role": "user", "content": user_message} | |
] | |
try: | |
response = hf_client.chat_completion(messages, max_tokens=1000, temperature=0.7) | |
return response.choices[0].message.content | |
except Exception as e: | |
return f"๋ถ์ ์์ฑ ์ค ์ค๋ฅ ๋ฐ์: {str(e)}" | |
def explain_usage(app_content: str) -> str: | |
system_message = "๋น์ ์ Python ์ฝ๋๋ฅผ ๋ถ์ํ์ฌ ์ฌ์ฉ๋ฒ์ ์ค๋ช ํ๋ AI ์กฐ์์ ๋๋ค. ์ฃผ์ด์ง ์ฝ๋๋ฅผ ๋ฐํ์ผ๋ก ๋ง์น ํ๋ฉด์ ๋ณด๋ ๊ฒ์ฒ๋ผ ์ฌ์ฉ๋ฒ์ ์์ธํ ์ค๋ช ํด์ฃผ์ธ์. Markdown ํ์์ผ๋ก ์ถ๋ ฅํ์ธ์." | |
user_message = f"๋ค์ Python ์ฝ๋์ ์ฌ์ฉ๋ฒ์ ์ค๋ช ํด์ฃผ์ธ์:\n\n{app_content}" | |
messages = [ | |
{"role": "system", "content": system_message}, | |
{"role": "user", "content": user_message} | |
] | |
try: | |
response = hf_client.chat_completion(messages, max_tokens=800, temperature=0.7) | |
return response.choices[0].message.content | |
except Exception as e: | |
return f"์ฌ์ฉ๋ฒ ์ค๋ช ์์ฑ ์ค ์ค๋ฅ ๋ฐ์: {str(e)}" | |
def analyze_space(url: str, progress=gr.Progress()): | |
try: | |
space_id = url.split('spaces/')[-1] | |
progress(0.1, desc="ํ์ผ ๊ตฌ์กฐ ๋ถ์ ์ค...") | |
tree_structure = get_space_structure(space_id) | |
tree_view = format_tree_structure(tree_structure) | |
progress(0.3, desc="app.py ๋ด์ฉ ๊ฐ์ ธ์ค๋ ์ค...") | |
app_content = get_file_content(space_id, "app.py") | |
progress(0.4, desc="์ฝ๋ ์์ฝ ์ค...") | |
summary = summarize_code(app_content) | |
progress(0.6, desc="์ฝ๋ ๋ถ์ ์ค...") | |
analysis = analyze_code(app_content) | |
progress(0.8, desc="์ฌ์ฉ๋ฒ ์ค๋ช ์์ฑ ์ค...") | |
usage = explain_usage(app_content) | |
progress(1.0, desc="์๋ฃ") | |
return summary, analysis, usage, app_content, tree_view, tree_structure, space_id | |
except Exception as e: | |
print(f"Error in analyze_space: {str(e)}") | |
print(traceback.format_exc()) | |
return f"์ค๋ฅ๊ฐ ๋ฐ์ํ์ต๋๋ค: {str(e)}", "", "", "", "", None, "" | |
def create_ui(): | |
try: | |
css = """ | |
footer {visibility: hidden;} | |
.output-group { | |
border: 1px solid #ddd; | |
border-radius: 5px; | |
padding: 10px; | |
margin-bottom: 20px; | |
} | |
.scroll-lock { | |
overflow-y: auto !important; | |
max-height: calc((100vh - 200px) / 5) !important; | |
} | |
.full-height { | |
height: calc(100vh - 200px) !important; | |
overflow-y: auto !important; | |
} | |
""" | |
js = """ | |
function openFile(path, spaceId) { | |
const filePathInput = document.querySelector('input[data-testid="file_path_input"]'); | |
const spaceIdInput = document.querySelector('input[data-testid="space_id_input"]'); | |
if (filePathInput && spaceIdInput) { | |
filePathInput.value = path; | |
spaceIdInput.value = spaceId; | |
filePathInput.dispatchEvent(new Event('change')); | |
} | |
} | |
""" | |
with gr.Blocks(css=css, theme="Nymbo/Nymbo_Theme") as demo: | |
gr.Markdown("# HuggingFace Space Analyzer") | |
with gr.Row(): | |
with gr.Column(scale=6): # ์ผ์ชฝ 60% | |
url_input = gr.Textbox(label="HuggingFace Space URL") | |
analyze_button = gr.Button("๋ถ์") | |
with gr.Group(elem_classes="output-group scroll-lock"): | |
summary_output = gr.Markdown(label="์์ฝ (3์ค ์ด๋ด)") | |
with gr.Group(elem_classes="output-group scroll-lock"): | |
analysis_output = gr.Markdown(label="๋ถ์") | |
with gr.Group(elem_classes="output-group scroll-lock"): | |
usage_output = gr.Markdown(label="์ฌ์ฉ๋ฒ") | |
with gr.Group(elem_classes="output-group scroll-lock"): | |
tree_view_output = gr.Textbox(label="ํ์ผ ๊ตฌ์กฐ (Tree View)", lines=20) | |
with gr.Group(elem_classes="output-group scroll-lock"): | |
file_buttons = gr.Dataframe( | |
headers=["ํ์ผ ์ด๋ฆ", "์ด๊ธฐ"], | |
datatype=["str", "html"], | |
col_count=(2, "fixed"), | |
label="ํ์ผ ๋ฆฌ์คํธ" | |
) | |
with gr.Column(scale=4): # ์ค๋ฅธ์ชฝ 40% | |
with gr.Group(elem_classes="output-group full-height"): | |
code_tabs = gr.Tabs() | |
with code_tabs: | |
app_py_tab = gr.TabItem("app.py") | |
with app_py_tab: | |
app_py_content = gr.Code(language="python", label="app.py", lines=30) | |
space_id_state = gr.State() | |
tree_structure_state = gr.State() | |
def update_file_buttons(tree_structure, space_id): | |
if tree_structure is None: | |
return [] | |
def get_files(node): | |
files = [] | |
if node["type"] == "file": | |
files.append(node) | |
elif node["type"] == "directory": | |
for child in node.get("children", []): | |
files.extend(get_files(child)) | |
return files | |
files = get_files(tree_structure) | |
return [[file["path"], f'<button onclick="openFile(\'{file["path"]}\', \'{space_id}\')">์ด๊ธฐ</button>'] for file in files] | |
def open_file(file_path: str, space_id: str): | |
content = get_file_content(space_id, file_path) | |
return gr.Tabs.update(selected=file_path), gr.Code(value=content, language="python", label=file_path, lines=30) | |
analyze_button.click( | |
analyze_space, | |
inputs=[url_input], | |
outputs=[summary_output, analysis_output, usage_output, app_py_content, tree_view_output, tree_structure_state, space_id_state] | |
).then( | |
update_file_buttons, | |
inputs=[tree_structure_state, space_id_state], | |
outputs=[file_buttons] | |
) | |
file_path_input = gr.Textbox(visible=False) | |
space_id_input = gr.Textbox(visible=False) | |
def handle_file_open(file_path, space_id): | |
return file_path, space_id | |
file_path_input.change( | |
open_file, | |
inputs=[file_path_input, space_id_input], | |
outputs=[code_tabs, code_tabs] | |
) | |
# JavaScript ์ฝ๋๋ฅผ HTML์ ์ง์ ์ฝ์ | |
gr.HTML(f"<script>{js}</script>") | |
return demo | |
except Exception as e: | |
print(f"Error in create_ui: {str(e)}") | |
print(traceback.format_exc()) | |
raise | |
if __name__ == "__main__": | |
try: | |
demo = create_ui() | |
demo.queue() | |
demo.launch() | |
except Exception as e: | |
print(f"Error in main: {str(e)}") | |
print(traceback.format_exc()) |