Spaces:
Sleeping
Sleeping
chore: initial commit
Browse files- README_Version3.md +42 -0
- app_Version4.py +402 -0
- requirements_Version5.txt +6 -0
README_Version3.md
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# π Analisis Repository dengan Ollama
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Aplikasi web untuk menganalisis repository GitHub menggunakan Ollama API.
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## π Fitur
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- π Analisis kode repository GitHub
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- π€ Integrasi dengan Ollama API
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- π Output dalam format code block yang bisa di-copy
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- π Streaming response untuk hasil real-time
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- π¨ Dark mode UI
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## π οΈ Teknologi
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- Gradio
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- Ollama API
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- Python
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- Git
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## π Deployment
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Aplikasi ini di-deploy menggunakan Hugging Face Spaces.
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## π Penggunaan
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1. Pilih model yang tersedia
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2. Masukkan URL repository GitHub
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3. Pilih file yang akan dianalisis
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4. Tunggu hasil analisis
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## βοΈ Environment Variables
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- `OLLAMA_API`: URL untuk Ollama API
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- `HF_USER`: Username pengguna (opsional)
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## π₯ Kontributor
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- ErRickow
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## π Lisensi
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MIT License
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app_Version4.py
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| 1 |
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import gradio as gr
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import os
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from pathlib import Path
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import subprocess
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import requests
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import json
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| 7 |
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from datetime import datetime
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| 8 |
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import textwrap
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import time
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from tqdm import tqdm
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| 11 |
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import html
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from dotenv import load_dotenv
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# Load environment variables
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load_dotenv()
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# Metadata
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CURRENT_TIME = "2025-05-22 23:15:49"
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CURRENT_USER = "ErRickow"
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# Ollama API settings
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OLLAMA_API = os.getenv('OLLAMA_API', "https://9220-34-41-177-252.ngrok-free.app")
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# Default models
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DEFAULT_MODELS = [
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"llama2",
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"codellama",
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"mistral",
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"neural-chat",
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"starling-lm",
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"dolphin-phi",
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"phi",
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"orca-mini"
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]
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# Custom CSS
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CUSTOM_CSS = """
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.output-block {
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background-color: #1e1e1e;
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border-radius: 5px;
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padding: 10px;
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margin: 10px 0;
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font-family: 'Courier New', monospace;
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position: relative;
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}
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.copy-button {
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position: absolute;
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top: 5px;
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right: 5px;
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padding: 5px 10px;
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background-color: #2d2d2d;
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border: none;
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border-radius: 3px;
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color: white;
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cursor: pointer;
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}
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.copy-button:hover {
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background-color: #3d3d3d;
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}
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pre {
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margin: 0;
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white-space: pre-wrap;
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| 63 |
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word-wrap: break-word;
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| 64 |
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}
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code {
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| 66 |
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color: #d4d4d4;
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| 67 |
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}
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"""
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| 69 |
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| 70 |
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def format_code_block(text, language=""):
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| 71 |
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"""Format text as a code block with copy button"""
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| 72 |
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escaped_text = html.escape(text)
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| 73 |
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return f"""
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| 74 |
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<div class="output-block">
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<button onclick="navigator.clipboard.writeText(`{escaped_text}`)" class="copy-button">
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| 76 |
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Copy
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| 77 |
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</button>
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| 78 |
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<pre><code class="language-{language}">{escaped_text}</code></pre>
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| 79 |
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</div>
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| 80 |
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"""
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| 81 |
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| 82 |
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def check_ollama_status():
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| 83 |
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try:
|
| 84 |
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response = requests.get(f"{OLLAMA_API}/api/tags", timeout=10)
|
| 85 |
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return response.status_code == 200
|
| 86 |
+
except:
|
| 87 |
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return False
|
| 88 |
+
|
| 89 |
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def list_available_models():
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| 90 |
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try:
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| 91 |
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response = requests.get(f"{OLLAMA_API}/api/tags")
|
| 92 |
+
installed_models = [model['name'] for model in response.json().get('models', [])]
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| 93 |
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all_models = list(set(installed_models + DEFAULT_MODELS))
|
| 94 |
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return sorted(all_models)
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| 95 |
+
except:
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| 96 |
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return sorted(DEFAULT_MODELS)
|
| 97 |
+
|
| 98 |
+
def download_model(model_name, progress=gr.Progress()):
|
| 99 |
+
if not model_name:
|
| 100 |
+
return "Silakan pilih model terlebih dahulu"
|
| 101 |
+
|
| 102 |
+
try:
|
| 103 |
+
progress(0, desc=f"Mulai mengunduh {model_name}")
|
| 104 |
+
headers = {"Content-Type": "application/json"}
|
| 105 |
+
|
| 106 |
+
response = requests.post(
|
| 107 |
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f"{OLLAMA_API}/api/pull",
|
| 108 |
+
headers=headers,
|
| 109 |
+
json={"name": model_name},
|
| 110 |
+
stream=True
|
| 111 |
+
)
|
| 112 |
+
|
| 113 |
+
if response.status_code == 200:
|
| 114 |
+
total_progress = 0
|
| 115 |
+
for line in response.iter_lines():
|
| 116 |
+
if line:
|
| 117 |
+
data = json.loads(line)
|
| 118 |
+
if 'completed' in data and 'total' in data:
|
| 119 |
+
progress = min(data['completed'] / data['total'], 1.0)
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| 120 |
+
progress(progress, desc=f"Mengunduh {model_name}: {int(progress*100)}%")
|
| 121 |
+
elif 'status' in data:
|
| 122 |
+
progress(total_progress, desc=f"Status: {data['status']}")
|
| 123 |
+
total_progress += 0.1
|
| 124 |
+
if total_progress > 0.9:
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| 125 |
+
total_progress = 0.1
|
| 126 |
+
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| 127 |
+
progress(1.0, desc="Selesai!")
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| 128 |
+
return f"Model {model_name} berhasil diunduh!"
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| 129 |
+
else:
|
| 130 |
+
return f"Gagal mengunduh model. Status: {response.status_code}"
|
| 131 |
+
|
| 132 |
+
except Exception as e:
|
| 133 |
+
return f"Error saat mengunduh model: {str(e)}"
|
| 134 |
+
|
| 135 |
+
def clone_repository(repo_url, github_token, branch=None):
|
| 136 |
+
repo_name = repo_url.split('/')[-1].replace('.git', '')
|
| 137 |
+
print(f"Mengkloning repository: {repo_url} ke {repo_name}")
|
| 138 |
+
|
| 139 |
+
if os.path.exists(repo_name):
|
| 140 |
+
print(f"Menghapus repository yang sudah ada: {repo_name}")
|
| 141 |
+
subprocess.run(['rm', '-rf', repo_name], check=True)
|
| 142 |
+
|
| 143 |
+
try:
|
| 144 |
+
cmd = ['git', 'clone']
|
| 145 |
+
if branch:
|
| 146 |
+
cmd.extend(['--branch', branch])
|
| 147 |
+
|
| 148 |
+
if github_token:
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| 149 |
+
owner_repo = '/'.join(repo_url.split('/')[-2:])
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| 150 |
+
auth_url = f"https://{github_token}@github.com/{owner_repo}"
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| 151 |
+
cmd.append(auth_url)
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| 152 |
+
else:
|
| 153 |
+
cmd.append(repo_url)
|
| 154 |
+
|
| 155 |
+
process = subprocess.run(
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| 156 |
+
cmd,
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| 157 |
+
capture_output=True,
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| 158 |
+
text=True,
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| 159 |
+
env=dict(os.environ, GIT_ASKPASS='echo', GIT_TERMINAL_PROMPT='0')
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| 160 |
+
)
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| 161 |
+
|
| 162 |
+
if process.returncode == 0:
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| 163 |
+
print(f"Berhasil mengkloning repository: {repo_name}")
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| 164 |
+
return True, repo_name
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| 165 |
+
else:
|
| 166 |
+
print(f"Gagal mengkloning repository: {process.stderr}")
|
| 167 |
+
return False, process.stderr
|
| 168 |
+
except Exception as e:
|
| 169 |
+
error_msg = f"Error saat mengkloning repository: {str(e)}"
|
| 170 |
+
print(error_msg)
|
| 171 |
+
return False, error_msg
|
| 172 |
+
|
| 173 |
+
def analyze_with_ollama(model_name, text, stream=True):
|
| 174 |
+
print(f"\nMenganalisis dengan {model_name}...")
|
| 175 |
+
try:
|
| 176 |
+
payload = {
|
| 177 |
+
"model": model_name,
|
| 178 |
+
"prompt": text,
|
| 179 |
+
"stream": stream,
|
| 180 |
+
"options": {
|
| 181 |
+
"temperature": 0.7,
|
| 182 |
+
"top_p": 0.9,
|
| 183 |
+
"max_tokens": 2048,
|
| 184 |
+
"stop": None
|
| 185 |
+
}
|
| 186 |
+
}
|
| 187 |
+
|
| 188 |
+
response = requests.post(
|
| 189 |
+
f"{OLLAMA_API}/api/generate",
|
| 190 |
+
headers={"Content-Type": "application/json"},
|
| 191 |
+
json=payload,
|
| 192 |
+
stream=stream,
|
| 193 |
+
timeout=60
|
| 194 |
+
)
|
| 195 |
+
|
| 196 |
+
if response.status_code == 200:
|
| 197 |
+
if stream:
|
| 198 |
+
full_response = ""
|
| 199 |
+
for line in response.iter_lines():
|
| 200 |
+
if line:
|
| 201 |
+
data = json.loads(line)
|
| 202 |
+
if 'response' in data:
|
| 203 |
+
chunk = data['response']
|
| 204 |
+
full_response += chunk
|
| 205 |
+
yield full_response
|
| 206 |
+
return full_response
|
| 207 |
+
else:
|
| 208 |
+
result = response.json()
|
| 209 |
+
if 'response' in result:
|
| 210 |
+
return result['response']
|
| 211 |
+
else:
|
| 212 |
+
return "Error: Format respons tidak sesuai"
|
| 213 |
+
else:
|
| 214 |
+
return f"Error API {response.status_code}: {response.text}"
|
| 215 |
+
|
| 216 |
+
except Exception as e:
|
| 217 |
+
return f"Error saat memproses: {str(e)}"
|
| 218 |
+
|
| 219 |
+
def chunk_text(text, max_length=4000):
|
| 220 |
+
return textwrap.wrap(text, max_length, break_long_words=False, break_on_hyphens=False)
|
| 221 |
+
|
| 222 |
+
def read_file_safely(file_path):
|
| 223 |
+
encodings = ['utf-8', 'latin-1', 'cp1252']
|
| 224 |
+
for encoding in encodings:
|
| 225 |
+
try:
|
| 226 |
+
with open(file_path, 'r', encoding=encoding) as f:
|
| 227 |
+
content = f.read()
|
| 228 |
+
print(f"Berhasil membaca file dengan encoding {encoding}")
|
| 229 |
+
return True, content
|
| 230 |
+
except UnicodeDecodeError:
|
| 231 |
+
continue
|
| 232 |
+
except Exception as e:
|
| 233 |
+
error_msg = f"Error membaca file: {str(e)}"
|
| 234 |
+
print(error_msg)
|
| 235 |
+
return False, error_msg
|
| 236 |
+
return False, "Tidak dapat membaca file dengan encoding yang didukung"
|
| 237 |
+
|
| 238 |
+
def create_ui():
|
| 239 |
+
with gr.Blocks(title="Analisis Repository dengan Ollama", css=CUSTOM_CSS) as app:
|
| 240 |
+
gr.Markdown(f"""
|
| 241 |
+
# π Analisis Repository dengan Ollama
|
| 242 |
+
|
| 243 |
+
Waktu Server: {CURRENT_TIME}
|
| 244 |
+
Pengguna: {CURRENT_USER}
|
| 245 |
+
""")
|
| 246 |
+
|
| 247 |
+
with gr.Tab("Manajemen Model"):
|
| 248 |
+
model_status = gr.Textbox(label="Status Ollama", interactive=False)
|
| 249 |
+
available_models = gr.Dropdown(
|
| 250 |
+
label="Model Tersedia",
|
| 251 |
+
choices=DEFAULT_MODELS,
|
| 252 |
+
interactive=True
|
| 253 |
+
)
|
| 254 |
+
with gr.Row():
|
| 255 |
+
download_button = gr.Button("Unduh Model")
|
| 256 |
+
cancel_button = gr.Button("Batalkan")
|
| 257 |
+
download_status = gr.Textbox(label="Status Unduhan", interactive=False)
|
| 258 |
+
progress = gr.Progress()
|
| 259 |
+
|
| 260 |
+
def update_status():
|
| 261 |
+
status = "Terhubung" if check_ollama_status() else "Tidak Terhubung"
|
| 262 |
+
models = list_available_models()
|
| 263 |
+
return status, gr.Dropdown(choices=models)
|
| 264 |
+
|
| 265 |
+
download_button.click(
|
| 266 |
+
fn=download_model,
|
| 267 |
+
inputs=[available_models],
|
| 268 |
+
outputs=[download_status]
|
| 269 |
+
)
|
| 270 |
+
|
| 271 |
+
with gr.Tab("Analisis Repository"):
|
| 272 |
+
with gr.Row():
|
| 273 |
+
repo_url = gr.Textbox(label="URL Repository")
|
| 274 |
+
github_token = gr.Textbox(label="Token GitHub", type="password")
|
| 275 |
+
branch = gr.Textbox(label="Branch (opsional)")
|
| 276 |
+
|
| 277 |
+
clone_button = gr.Button("Clone Repository")
|
| 278 |
+
clone_status = gr.Textbox(label="Status Clone", interactive=False)
|
| 279 |
+
|
| 280 |
+
with gr.Row():
|
| 281 |
+
file_list = gr.Dropdown(
|
| 282 |
+
label="File dalam Repository",
|
| 283 |
+
multiselect=True,
|
| 284 |
+
info="Pilih file yang akan dianalisis"
|
| 285 |
+
)
|
| 286 |
+
selected_model = gr.Dropdown(
|
| 287 |
+
label="Model untuk Analisis",
|
| 288 |
+
choices=DEFAULT_MODELS,
|
| 289 |
+
interactive=True
|
| 290 |
+
)
|
| 291 |
+
|
| 292 |
+
with gr.Row():
|
| 293 |
+
stream_checkbox = gr.Checkbox(
|
| 294 |
+
label="Streaming Response",
|
| 295 |
+
value=True,
|
| 296 |
+
info="Tampilkan hasil analisis secara real-time"
|
| 297 |
+
)
|
| 298 |
+
code_block_checkbox = gr.Checkbox(
|
| 299 |
+
label="Format Output sebagai Code Block",
|
| 300 |
+
value=True,
|
| 301 |
+
info="Tampilkan hasil dalam format code block yang bisa di-copy"
|
| 302 |
+
)
|
| 303 |
+
|
| 304 |
+
analyze_button = gr.Button("Analisis File")
|
| 305 |
+
debug_output = gr.HTML(label="Info Debug")
|
| 306 |
+
analysis_output = gr.HTML()
|
| 307 |
+
|
| 308 |
+
def analyze_files(files, model_name, stream=True, use_code_block=True):
|
| 309 |
+
if not files:
|
| 310 |
+
return ("Silakan pilih file untuk dianalisis",
|
| 311 |
+
format_code_block("Tidak ada file dipilih"))
|
| 312 |
+
|
| 313 |
+
debug_info = []
|
| 314 |
+
results = []
|
| 315 |
+
|
| 316 |
+
debug_info.append(f"Mulai analisis dengan model: {model_name}")
|
| 317 |
+
debug_info.append(f"File yang akan dianalisis: {len(files)}")
|
| 318 |
+
|
| 319 |
+
for file_path in files:
|
| 320 |
+
debug_info.append(f"\nMemproses file: {file_path}")
|
| 321 |
+
success, content = read_file_safely(file_path)
|
| 322 |
+
|
| 323 |
+
if success:
|
| 324 |
+
chunks = chunk_text(content)
|
| 325 |
+
debug_info.append(f"Dibagi menjadi {len(chunks)} bagian")
|
| 326 |
+
analysis = []
|
| 327 |
+
|
| 328 |
+
for i, chunk in enumerate(chunks, 1):
|
| 329 |
+
debug_info.append(f"Menganalisis bagian {i}/{len(chunks)}")
|
| 330 |
+
prompt = f"""
|
| 331 |
+
Analisis kode berikut:
|
| 332 |
+
|
| 333 |
+
File: {file_path}
|
| 334 |
+
Bagian {i} dari {len(chunks)}
|
| 335 |
+
|
| 336 |
+
```
|
| 337 |
+
{chunk}
|
| 338 |
+
```
|
| 339 |
+
|
| 340 |
+
Berikan:
|
| 341 |
+
1. Ringkasan singkat
|
| 342 |
+
2. Fungsi utama
|
| 343 |
+
3. Pola dan masalah yang ditemukan
|
| 344 |
+
4. Saran perbaikan (jika ada)
|
| 345 |
+
"""
|
| 346 |
+
|
| 347 |
+
if stream:
|
| 348 |
+
for response_chunk in analyze_with_ollama(model_name, prompt, stream=True):
|
| 349 |
+
formatted_response = (format_code_block(response_chunk)
|
| 350 |
+
if use_code_block else response_chunk)
|
| 351 |
+
yield formatted_response, format_code_block("\n".join(debug_info))
|
| 352 |
+
else:
|
| 353 |
+
response = analyze_with_ollama(model_name, prompt, stream=False)
|
| 354 |
+
analysis.append(response)
|
| 355 |
+
formatted_results = "\n\n---\n\n".join(results + [response])
|
| 356 |
+
if use_code_block:
|
| 357 |
+
formatted_results = format_code_block(formatted_results)
|
| 358 |
+
yield (formatted_results,
|
| 359 |
+
format_code_block("\n".join(debug_info)))
|
| 360 |
+
|
| 361 |
+
if not stream:
|
| 362 |
+
results.append(f"### Analisis {file_path}\n\n" +
|
| 363 |
+
"\n\n=== Bagian Selanjutnya ===\n\n".join(analysis))
|
| 364 |
+
else:
|
| 365 |
+
error_msg = f"Error membaca {file_path}: {content}"
|
| 366 |
+
debug_info.append(error_msg)
|
| 367 |
+
results.append(error_msg)
|
| 368 |
+
formatted_results = "\n\n---\n\n".join(results)
|
| 369 |
+
if use_code_block:
|
| 370 |
+
formatted_results = format_code_block(formatted_results)
|
| 371 |
+
yield formatted_results, format_code_block("\n".join(debug_info))
|
| 372 |
+
|
| 373 |
+
clone_button.click(
|
| 374 |
+
fn=handle_clone,
|
| 375 |
+
inputs=[repo_url, github_token, branch],
|
| 376 |
+
outputs=[clone_status, file_list]
|
| 377 |
+
)
|
| 378 |
+
|
| 379 |
+
analyze_button.click(
|
| 380 |
+
fn=analyze_files,
|
| 381 |
+
inputs=[
|
| 382 |
+
file_list,
|
| 383 |
+
selected_model,
|
| 384 |
+
stream_checkbox,
|
| 385 |
+
code_block_checkbox
|
| 386 |
+
],
|
| 387 |
+
outputs=[analysis_output, debug_output]
|
| 388 |
+
)
|
| 389 |
+
|
| 390 |
+
app.load(update_status, outputs=[model_status, available_models])
|
| 391 |
+
|
| 392 |
+
return app
|
| 393 |
+
|
| 394 |
+
if __name__ == "__main__":
|
| 395 |
+
print(f"""
|
| 396 |
+
Memulai Analisis Repository
|
| 397 |
+
Waktu: {CURRENT_TIME}
|
| 398 |
+
API: {OLLAMA_API}
|
| 399 |
+
""")
|
| 400 |
+
|
| 401 |
+
app = create_ui()
|
| 402 |
+
app.launch()
|
requirements_Version5.txt
ADDED
|
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
gradio>=4.0.0
|
| 2 |
+
requests>=2.31.0
|
| 3 |
+
python-dotenv>=1.0.0
|
| 4 |
+
tqdm>=4.65.0
|
| 5 |
+
markdown>=3.4.3
|
| 6 |
+
Pygments>=2.15.1
|