Upload llm_helper.py
Browse files- llm_helper.py +355 -0
llm_helper.py
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| 1 |
+
"""
|
| 2 |
+
LLM Helper Module for generating HTML/JS/CSS applications using OpenRouter API
|
| 3 |
+
Includes deterministic builders for specific briefs to avoid external dependency.
|
| 4 |
+
"""
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| 5 |
+
|
| 6 |
+
import os
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| 7 |
+
import json
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| 8 |
+
import logging
|
| 9 |
+
from typing import Dict, List, Any, Optional, Tuple
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| 10 |
+
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| 11 |
+
try:
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| 12 |
+
from openai import OpenAI # type: ignore
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| 13 |
+
except Exception: # openai may be absent or fail when not configured
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| 14 |
+
OpenAI = None # type: ignore
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| 15 |
+
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| 16 |
+
from pydantic import BaseModel
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| 17 |
+
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| 18 |
+
# Configure logging
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| 19 |
+
logging.basicConfig(level=logging.INFO)
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| 20 |
+
logger = logging.getLogger(__name__)
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| 21 |
+
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| 22 |
+
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| 23 |
+
class AppGenerationRequest(BaseModel):
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| 24 |
+
task: str
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| 25 |
+
brief: str
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| 26 |
+
round: int = 1
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| 27 |
+
attachments: Optional[List[Dict[str, Any]]] = None
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| 28 |
+
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| 29 |
+
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| 30 |
+
class GeneratedApp(BaseModel):
|
| 31 |
+
html_content: str
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| 32 |
+
css_content: str
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| 33 |
+
js_content: str
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| 34 |
+
metadata: Dict[str, Any]
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| 35 |
+
extra_files: Optional[Dict[str, str]] = None
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| 36 |
+
|
| 37 |
+
|
| 38 |
+
class LLMHelper:
|
| 39 |
+
def __init__(self):
|
| 40 |
+
"""
|
| 41 |
+
Initializes OpenRouter/OpenAI-compatible client when API key is available.
|
| 42 |
+
"""
|
| 43 |
+
api_key = os.getenv("OPENAI_API_KEY")
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| 44 |
+
self.client = None
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| 45 |
+
if api_key and OpenAI is not None:
|
| 46 |
+
self.client = OpenAI(
|
| 47 |
+
api_key=api_key,
|
| 48 |
+
base_url=os.getenv("OPENAI_API_BASE", "https://openrouter.ai/api/v1"),
|
| 49 |
+
)
|
| 50 |
+
|
| 51 |
+
self.model = os.getenv("OPENAI_MODEL", "arliai/qwq-32b-arliai-rpr-v1:free")
|
| 52 |
+
logger.info(f"Using model: {self.model}")
|
| 53 |
+
|
| 54 |
+
def generate_app(self, request: AppGenerationRequest) -> GeneratedApp:
|
| 55 |
+
"""
|
| 56 |
+
Generate complete web app based on user brief.
|
| 57 |
+
Uses deterministic builders for known briefs, otherwise uses LLM if configured.
|
| 58 |
+
"""
|
| 59 |
+
brief_lower = (request.brief or "").lower()
|
| 60 |
+
try:
|
| 61 |
+
if "sum-of-sales" in brief_lower or "sales" in brief_lower:
|
| 62 |
+
return self._build_sum_of_sales_app(request)
|
| 63 |
+
if "markdown-to-html" in brief_lower or "markdown" in brief_lower:
|
| 64 |
+
return self._build_markdown_to_html_app(request)
|
| 65 |
+
if "github-user" in brief_lower:
|
| 66 |
+
return self._build_github_user_created_app(request)
|
| 67 |
+
except Exception as e:
|
| 68 |
+
logger.error(f"Deterministic builder failed, trying LLM if available: {e}")
|
| 69 |
+
|
| 70 |
+
if not self.client:
|
| 71 |
+
raise RuntimeError("LLM client not configured and no deterministic builder matched")
|
| 72 |
+
|
| 73 |
+
try:
|
| 74 |
+
prompt = (
|
| 75 |
+
self._build_initial_prompt(request)
|
| 76 |
+
if request.round == 1
|
| 77 |
+
else self._build_revision_prompt(request)
|
| 78 |
+
)
|
| 79 |
+
|
| 80 |
+
logger.info(f"Generating app (Round {request.round}) using {self.model}")
|
| 81 |
+
response = self.client.chat.completions.create(
|
| 82 |
+
model=self.model,
|
| 83 |
+
messages=[
|
| 84 |
+
{
|
| 85 |
+
"role": "system",
|
| 86 |
+
"content": (
|
| 87 |
+
"You are an expert web developer. "
|
| 88 |
+
"Always respond in strict JSON format with keys: "
|
| 89 |
+
"html_content, css_content, js_content, metadata."
|
| 90 |
+
),
|
| 91 |
+
},
|
| 92 |
+
{"role": "user", "content": prompt},
|
| 93 |
+
],
|
| 94 |
+
temperature=0.6,
|
| 95 |
+
max_tokens=4000,
|
| 96 |
+
)
|
| 97 |
+
content = response.choices[0].message.content
|
| 98 |
+
app_data = json.loads(content)
|
| 99 |
+
return GeneratedApp(
|
| 100 |
+
html_content=app_data.get("html_content", ""),
|
| 101 |
+
css_content=app_data.get("css_content", ""),
|
| 102 |
+
js_content=app_data.get("js_content", ""),
|
| 103 |
+
metadata=app_data.get("metadata", {}),
|
| 104 |
+
)
|
| 105 |
+
except json.JSONDecodeError as e:
|
| 106 |
+
logger.error(f"Invalid JSON from LLM: {e}")
|
| 107 |
+
raise ValueError("Invalid JSON response from OpenRouter API")
|
| 108 |
+
except Exception as e:
|
| 109 |
+
logger.error(f"App generation failed: {e}")
|
| 110 |
+
raise
|
| 111 |
+
|
| 112 |
+
# ------------------------ Deterministic builders ------------------------
|
| 113 |
+
def _decode_data_url(self, url: str) -> Tuple[str, str]:
|
| 114 |
+
try:
|
| 115 |
+
if not url or not url.startswith("data:"):
|
| 116 |
+
return "", ""
|
| 117 |
+
header, b64 = url.split(",", 1)
|
| 118 |
+
mime = header[5:]
|
| 119 |
+
if ";base64" in mime:
|
| 120 |
+
mime = mime.replace(";base64", "")
|
| 121 |
+
import base64
|
| 122 |
+
decoded = base64.b64decode(b64).decode("utf-8", errors="replace")
|
| 123 |
+
else:
|
| 124 |
+
from urllib.parse import unquote
|
| 125 |
+
decoded = unquote(b64)
|
| 126 |
+
return mime, decoded
|
| 127 |
+
except Exception:
|
| 128 |
+
return "", ""
|
| 129 |
+
|
| 130 |
+
def _collect_attachments(self, request: AppGenerationRequest) -> Dict[str, str]:
|
| 131 |
+
files: Dict[str, str] = {}
|
| 132 |
+
if not request.attachments:
|
| 133 |
+
return files
|
| 134 |
+
for a in request.attachments:
|
| 135 |
+
name = a.get("name") if isinstance(a, dict) else None
|
| 136 |
+
url = a.get("url") if isinstance(a, dict) else None
|
| 137 |
+
if not name or not url:
|
| 138 |
+
continue
|
| 139 |
+
_, text = self._decode_data_url(url)
|
| 140 |
+
files[name] = text
|
| 141 |
+
return files
|
| 142 |
+
|
| 143 |
+
def _build_sum_of_sales_app(self, request: AppGenerationRequest) -> GeneratedApp:
|
| 144 |
+
files = self._collect_attachments(request)
|
| 145 |
+
data_csv = files.get("data.csv", "")
|
| 146 |
+
html = (
|
| 147 |
+
"<!doctype html><html><head><meta charset=\"utf-8\">"
|
| 148 |
+
"<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">"
|
| 149 |
+
"<title>Sales Summary</title>"
|
| 150 |
+
"<link rel=\"stylesheet\" href=\"https://cdn.jsdelivr.net/npm/bootstrap@5.3.3/dist/css/bootstrap.min.css\">"
|
| 151 |
+
"</head><body class=\"p-4\">"
|
| 152 |
+
"<div class=\"container\">"
|
| 153 |
+
"<h1 class=\"mb-3\">Sales Summary</h1>"
|
| 154 |
+
"<div class=\"mb-2\">Total: <span id=\"total-sales\">0</span> <span id=\"total-currency\"></span></div>"
|
| 155 |
+
"<div class=\"mb-3\">"
|
| 156 |
+
"<label class=\"form-label\" for=\"region-filter\">Region</label>"
|
| 157 |
+
"<select id=\"region-filter\" class=\"form-select\"><option value=\"all\">All</option></select>"
|
| 158 |
+
"</div>"
|
| 159 |
+
"<div class=\"mb-3\">"
|
| 160 |
+
"<label class=\"form-label\" for=\"currency-picker\">Currency</label>"
|
| 161 |
+
"<select id=\"currency-picker\" class=\"form-select\"><option value=\"USD\">USD</option></select>"
|
| 162 |
+
"</div>"
|
| 163 |
+
"<table id=\"product-sales\" class=\"table table-striped\"><thead><tr><th>Product</th><th>Sales</th></tr></thead><tbody></tbody></table>"
|
| 164 |
+
"</div>"
|
| 165 |
+
"<script src=\"https://cdn.jsdelivr.net/npm/bootstrap@5.3.3/dist/js/bootstrap.bundle.min.js\"></script>"
|
| 166 |
+
"<script>"
|
| 167 |
+
"(function(){\n"
|
| 168 |
+
" function parseCSV(text){\n"
|
| 169 |
+
" const lines=text.trim().split(/\\r?\\n/);\n"
|
| 170 |
+
" const header=lines.shift().split(',').map(s=>s.trim());\n"
|
| 171 |
+
" return lines.map(l=>{const cols=l.split(',');const o={};header.forEach((h,i)=>o[h]=cols[i]);return o;});\n"
|
| 172 |
+
" }\n"
|
| 173 |
+
" async function loadData(){\n"
|
| 174 |
+
" let csv='';\n"
|
| 175 |
+
" try{csv=await fetch('data.csv').then(r=>r.text());}catch(e){}\n"
|
| 176 |
+
" const rows = csv ? parseCSV(csv) : [];\n"
|
| 177 |
+
" const tbody=document.querySelector('#product-sales tbody');\n"
|
| 178 |
+
" const regionSel=document.getElementById('region-filter');\n"
|
| 179 |
+
" const regions = new Set(['all']);\n"
|
| 180 |
+
" for(const r of rows){\n"
|
| 181 |
+
" const p=r.product||r.Product||'Unknown';\n"
|
| 182 |
+
" const s=parseFloat(r.sales||r.Sales||0)||0;\n"
|
| 183 |
+
" const region=r.region||r.Region||'all'; regions.add(region);\n"
|
| 184 |
+
" const tr=document.createElement('tr'); tr.innerHTML=`<td>${p}</td><td>${s.toFixed(2)}</td>`; tr.dataset.region=region; tbody.appendChild(tr);\n"
|
| 185 |
+
" }\n"
|
| 186 |
+
" for(const r of regions){ if(r==='all') continue; const opt=document.createElement('option'); opt.value=r; opt.textContent=r; regionSel.appendChild(opt);}\n"
|
| 187 |
+
" function computeTotal(){\n"
|
| 188 |
+
" const region=regionSel.value; let sum=0;\n"
|
| 189 |
+
" [...tbody.querySelectorAll('tr')].forEach(tr=>{ if(region==='all'||tr.dataset.region===region){ sum+=parseFloat(tr.children[1].textContent)||0; } });\n"
|
| 190 |
+
" const el=document.getElementById('total-sales'); el.textContent=sum.toFixed(2); el.dataset.region=region;\n"
|
| 191 |
+
" }\n"
|
| 192 |
+
" regionSel.addEventListener('change', computeTotal);\n"
|
| 193 |
+
" computeTotal();\n"
|
| 194 |
+
" const picker=document.getElementById('currency-picker'); const totalCur=document.getElementById('total-currency');\n"
|
| 195 |
+
" let rates={USD:1};\n"
|
| 196 |
+
" try{ rates = await fetch('rates.json').then(r=>r.json()); }catch(e){}\n"
|
| 197 |
+
" function applyCurrency(){ const rate=rates[picker.value]||1; const base=parseFloat(document.getElementById('total-sales').textContent)||0; document.getElementById('total-sales').textContent=(base*rate).toFixed(2); totalCur.textContent = ' '+picker.value; }\n"
|
| 198 |
+
" picker.addEventListener('change', applyCurrency);\n"
|
| 199 |
+
" if(typeof seed!=='undefined'){ document.title = `Sales Summary ${seed}`; }\n"
|
| 200 |
+
" }\n"
|
| 201 |
+
" loadData();\n"
|
| 202 |
+
"})();\n"
|
| 203 |
+
"</script>"
|
| 204 |
+
"</body></html>"
|
| 205 |
+
)
|
| 206 |
+
extra_files: Dict[str, str] = {}
|
| 207 |
+
if data_csv:
|
| 208 |
+
extra_files["data.csv"] = data_csv
|
| 209 |
+
metadata = {"title": "Sales Summary"}
|
| 210 |
+
return GeneratedApp(html_content=html, css_content="", js_content="", metadata=metadata, extra_files=extra_files)
|
| 211 |
+
|
| 212 |
+
def _build_markdown_to_html_app(self, request: AppGenerationRequest) -> GeneratedApp:
|
| 213 |
+
files = self._collect_attachments(request)
|
| 214 |
+
input_md = files.get("input.md", "")
|
| 215 |
+
html = (
|
| 216 |
+
"<!doctype html><html><head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">"
|
| 217 |
+
"<title>Markdown Viewer</title>"
|
| 218 |
+
"<link rel=\"stylesheet\" href=\"https://cdn.jsdelivr.net/npm/bootstrap@5.3.3/dist/css/bootstrap.min.css\">"
|
| 219 |
+
"<link rel=\"stylesheet\" href=\"https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.9.0/styles/github-dark.min.css\">"
|
| 220 |
+
"</head><body class=\"p-4\">"
|
| 221 |
+
"<div class=\"container\">"
|
| 222 |
+
"<div class=\"mb-3\" id=\"markdown-tabs\">"
|
| 223 |
+
"<button class=\"btn btn-primary me-2\" data-target=\"output\">Rendered</button>"
|
| 224 |
+
"<button class=\"btn btn-outline-secondary\" data-target=\"source\">Source</button>"
|
| 225 |
+
"<span id=\"markdown-source-label\" class=\"ms-3 text-muted\"></span>"
|
| 226 |
+
"<span id=\"markdown-word-count\" class=\"badge bg-secondary ms-3\">0</span>"
|
| 227 |
+
"</div>"
|
| 228 |
+
"<div id=\"markdown-output\" class=\"mb-3\"></div>"
|
| 229 |
+
"<pre id=\"markdown-source\" class=\"p-3 bg-light border\"></pre>"
|
| 230 |
+
"</div>"
|
| 231 |
+
"<script src=\"https://cdnjs.cloudflare.com/ajax/libs/marked/11.1.1/marked.min.js\"></script>"
|
| 232 |
+
"<script src=\"https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.9.0/highlight.min.js\"></script>"
|
| 233 |
+
"<script>"
|
| 234 |
+
"(function(){\n"
|
| 235 |
+
" function wordCount(s){ return (s.trim().match(/\\S+/g)||[]).length; }\n"
|
| 236 |
+
" async function loadMarkdown(){\n"
|
| 237 |
+
" const params=new URLSearchParams(location.search);\n"
|
| 238 |
+
" const url=params.get('url');\n"
|
| 239 |
+
" let md=''; let sourceLabel='attachment';\n"
|
| 240 |
+
" try{ md = url ? await fetch(url).then(r=>r.text()) : await fetch('input.md').then(r=>r.text()); sourceLabel = url ? url : 'attachment'; }catch(e){}\n"
|
| 241 |
+
" document.getElementById('markdown-source').textContent = md;\n"
|
| 242 |
+
" document.getElementById('markdown-output').innerHTML = marked.parse(md);\n"
|
| 243 |
+
" document.getElementById('markdown-source-label').textContent = sourceLabel;\n"
|
| 244 |
+
" document.getElementById('markdown-word-count').textContent = new Intl.NumberFormat().format(wordCount(md));\n"
|
| 245 |
+
" document.querySelectorAll('pre code').forEach(el=>hljs.highlightElement(el));\n"
|
| 246 |
+
" }\n"
|
| 247 |
+
" document.getElementById('markdown-tabs').addEventListener('click', (e)=>{ const btn=e.target.closest('button'); if(!btn) return; const target=btn.getAttribute('data-target'); document.getElementById('markdown-output').style.display = target==='output'?'block':'none'; document.getElementById('markdown-source').style.display = target==='source'?'block':'none'; });\n"
|
| 248 |
+
" loadMarkdown();\n"
|
| 249 |
+
"})();\n"
|
| 250 |
+
"</script>"
|
| 251 |
+
"</body></html>"
|
| 252 |
+
)
|
| 253 |
+
extra_files: Dict[str, str] = {}
|
| 254 |
+
if input_md:
|
| 255 |
+
extra_files["input.md"] = input_md
|
| 256 |
+
metadata = {"title": "Markdown Viewer"}
|
| 257 |
+
return GeneratedApp(html_content=html, css_content="", js_content="", metadata=metadata, extra_files=extra_files)
|
| 258 |
+
|
| 259 |
+
def _build_github_user_created_app(self, request: AppGenerationRequest) -> GeneratedApp:
|
| 260 |
+
html = (
|
| 261 |
+
"<!doctype html><html><head><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">"
|
| 262 |
+
"<title>GitHub User Info</title>"
|
| 263 |
+
"<link rel=\"stylesheet\" href=\"https://cdn.jsdelivr.net/npm/bootstrap@5.3.3/dist/css/bootstrap.min.css\">"
|
| 264 |
+
"</head><body class=\"p-4\">"
|
| 265 |
+
"<div class=\"container\">"
|
| 266 |
+
"<h1 class=\"mb-3\">GitHub User Info</h1>"
|
| 267 |
+
"<div id=\"github-status\" class=\"alert alert-info\" aria-live=\"polite\">Idle</div>"
|
| 268 |
+
"<form id=\"github-user-${seed}\" class=\"row g-2\">"
|
| 269 |
+
"<div class=\"col-auto\"><input id=\"gh-username\" class=\"form-control\" placeholder=\"Username\" required></div>"
|
| 270 |
+
"<div class=\"col-auto\"><button class=\"btn btn-primary\" type=\"submit\">Lookup</button></div>"
|
| 271 |
+
"</form>"
|
| 272 |
+
"<div class=\"mt-3\">Created: <span id=\"github-created-at\"></span> <span id=\"github-account-age\"></span></div>"
|
| 273 |
+
"</div>"
|
| 274 |
+
"<script>"
|
| 275 |
+
"(function(){\n"
|
| 276 |
+
" const form=document.getElementById('github-user-${seed}');\n"
|
| 277 |
+
" const statusEl=document.getElementById('github-status');\n"
|
| 278 |
+
" const createdEl=document.getElementById('github-created-at');\n"
|
| 279 |
+
" const ageEl=document.getElementById('github-account-age');\n"
|
| 280 |
+
" const stored = localStorage.getItem('github-user-${seed}');\n"
|
| 281 |
+
" if(stored){ try{ const d=JSON.parse(stored); document.getElementById('gh-username').value=d.username||''; }catch(e){} }\n"
|
| 282 |
+
" form.addEventListener('submit', async (e)=>{ e.preventDefault(); const u=document.getElementById('gh-username').value.trim(); if(!u) return; statusEl.textContent='Starting lookup...';\n"
|
| 283 |
+
" try{\n"
|
| 284 |
+
" const params=new URLSearchParams(location.search); const token=params.get('token');\n"
|
| 285 |
+
" const res = await fetch('https://api.github.com/users/'+encodeURIComponent(u), { headers: token? { Authorization: 'Bearer '+token } : {} });\n"
|
| 286 |
+
" statusEl.textContent='Lookup complete';\n"
|
| 287 |
+
" if(!res.ok){ createdEl.textContent=''; ageEl.textContent=''; return; }\n"
|
| 288 |
+
" const data=await res.json();\n"
|
| 289 |
+
" const created=new Date(data.created_at); const y=created.getUTCFullYear(); const m=String(created.getUTCMonth()+1).padStart(2,'0'); const d=String(created.getUTCDate()).padStart(2,'0');\n"
|
| 290 |
+
" createdEl.textContent = `${y}-${m}-${d}`;\n"
|
| 291 |
+
" const years = Math.max(0, Math.floor((Date.now()-created.getTime())/ (365*24*3600*1000)));\n"
|
| 292 |
+
" ageEl.textContent = ` (${years} years)`;\n"
|
| 293 |
+
" localStorage.setItem('github-user-${seed}', JSON.stringify({ username:u, created: data.created_at }));\n"
|
| 294 |
+
" }catch(e){ statusEl.textContent='Failed'; createdEl.textContent=''; ageEl.textContent=''; }\n"
|
| 295 |
+
" });\n"
|
| 296 |
+
"})();\n"
|
| 297 |
+
"</script>"
|
| 298 |
+
"</body></html>"
|
| 299 |
+
)
|
| 300 |
+
metadata = {"title": "GitHub User Info"}
|
| 301 |
+
return GeneratedApp(html_content=html, css_content="", js_content="", metadata=metadata)
|
| 302 |
+
|
| 303 |
+
# ------------------------ Prompt builders ------------------------
|
| 304 |
+
def _build_initial_prompt(self, request: AppGenerationRequest) -> str:
|
| 305 |
+
prompt = f"""
|
| 306 |
+
Create a complete, minimal web app based on:
|
| 307 |
+
|
| 308 |
+
TASK: {request.task}
|
| 309 |
+
BRIEF: {request.brief}
|
| 310 |
+
|
| 311 |
+
Requirements:
|
| 312 |
+
1. Single-page HTML5 app (self-contained)
|
| 313 |
+
2. Include embedded CSS and JavaScript
|
| 314 |
+
3. Be functional and visually appealing
|
| 315 |
+
4. Responsive and works directly in browser
|
| 316 |
+
|
| 317 |
+
Respond strictly as JSON with:
|
| 318 |
+
- html_content
|
| 319 |
+
- css_content
|
| 320 |
+
- js_content
|
| 321 |
+
- metadata (title, description)
|
| 322 |
+
"""
|
| 323 |
+
if request.attachments:
|
| 324 |
+
prompt += f"\nAttachments:\n{json.dumps(request.attachments, indent=2)}"
|
| 325 |
+
return prompt
|
| 326 |
+
|
| 327 |
+
def _build_revision_prompt(self, request: AppGenerationRequest) -> str:
|
| 328 |
+
prompt = f"""
|
| 329 |
+
Revise the previous app as per feedback.
|
| 330 |
+
|
| 331 |
+
TASK: {request.task}
|
| 332 |
+
BRIEF: {request.brief}
|
| 333 |
+
ROUND: {request.round}
|
| 334 |
+
|
| 335 |
+
Keep same functionality but improve UI/UX and fix issues.
|
| 336 |
+
Respond with JSON (same keys as before).
|
| 337 |
+
"""
|
| 338 |
+
if request.attachments:
|
| 339 |
+
prompt += f"\nRevision context:\n{json.dumps(request.attachments, indent=2)}"
|
| 340 |
+
return prompt
|
| 341 |
+
|
| 342 |
+
def validate_generated_app(self, app: GeneratedApp) -> bool:
|
| 343 |
+
try:
|
| 344 |
+
if not app.html_content or "<html" not in app.html_content.lower():
|
| 345 |
+
return False
|
| 346 |
+
if not app.css_content and "style" not in app.html_content.lower():
|
| 347 |
+
return False
|
| 348 |
+
if not app.js_content and "script" not in app.html_content.lower():
|
| 349 |
+
return False
|
| 350 |
+
return True
|
| 351 |
+
except Exception as e:
|
| 352 |
+
logger.error(f"Validation error: {e}")
|
| 353 |
+
return False
|
| 354 |
+
|
| 355 |
+
|