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app.py
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| 1 |
+
from smolagents import CodeAgent, Tool
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| 2 |
+
import os
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| 3 |
+
import time
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| 4 |
+
import requests
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| 5 |
+
import re
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| 6 |
+
from typing import Dict, List, Optional, Any
|
| 7 |
+
from smolagents.models import Model
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| 8 |
+
from smolagents.default_tools import DuckDuckGoSearchTool, FinalAnswerTool
|
| 9 |
+
from dotenv import load_dotenv
|
| 10 |
+
import os
|
| 11 |
+
|
| 12 |
+
from myTools.ExtractWikipediaSection import ExtractWikipediaSection
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| 13 |
+
from myTools.ExtractWebContentWithSelenium import ExtractWebContentWithSelenium
|
| 14 |
+
from myTools.GetPlaceholderImageTool import GetPlaceholderImageTool
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| 15 |
+
from myTools.GetSVG import GetSVG
|
| 16 |
+
from myTools.GetSVGList import GetSVGList
|
| 17 |
+
from myTools.GetLogo import GetLogo
|
| 18 |
+
|
| 19 |
+
load_dotenv()
|
| 20 |
+
api_key = os.getenv("MistralApiKey")
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| 21 |
+
|
| 22 |
+
|
| 23 |
+
|
| 24 |
+
class ChatMessage:
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| 25 |
+
def __init__(self, role: str, content: str):
|
| 26 |
+
self.role = role
|
| 27 |
+
self.content = content
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| 28 |
+
self.raw = None
|
| 29 |
+
|
| 30 |
+
@classmethod
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| 31 |
+
def from_dict(cls, message_dict: Dict[str, str]) -> 'ChatMessage':
|
| 32 |
+
return cls(role=message_dict['role'], content=message_dict['content'])
|
| 33 |
+
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| 34 |
+
def __repr__(self):
|
| 35 |
+
return f"ChatMessage(role={self.role}, content={self.content})"
|
| 36 |
+
|
| 37 |
+
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| 38 |
+
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| 39 |
+
class MistralClient:
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| 40 |
+
def __init__(self, api_key: str, api_base: str = "https://api.mistral.ai"):
|
| 41 |
+
self.api_key = api_key
|
| 42 |
+
self.api_base = api_base
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| 43 |
+
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| 44 |
+
def generate(self, model_id: str, messages: List[Dict[str, str]], **kwargs):
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| 45 |
+
url = f"{self.api_base}/v1/chat/completions"
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| 46 |
+
headers = {
|
| 47 |
+
"Authorization": f"Bearer {self.api_key}",
|
| 48 |
+
"Content-Type": "application/json"
|
| 49 |
+
}
|
| 50 |
+
data = {
|
| 51 |
+
"model": model_id,
|
| 52 |
+
"messages": messages,
|
| 53 |
+
"temperature": 0.7,
|
| 54 |
+
"max_tokens": 4096,
|
| 55 |
+
**kwargs
|
| 56 |
+
}
|
| 57 |
+
retries = 5
|
| 58 |
+
backoff = 2.0
|
| 59 |
+
for attempt in range(1, retries + 1):
|
| 60 |
+
response = requests.post(url, headers=headers, json=data)
|
| 61 |
+
|
| 62 |
+
if response.status_code == 429:
|
| 63 |
+
print(f"[429] Trop de requêtes - tentative {attempt}/{retries}, attente {backoff}s...")
|
| 64 |
+
time.sleep(backoff)
|
| 65 |
+
backoff *= 2
|
| 66 |
+
continue
|
| 67 |
+
|
| 68 |
+
try:
|
| 69 |
+
response.raise_for_status()
|
| 70 |
+
return response.json()
|
| 71 |
+
except requests.exceptions.HTTPError as e:
|
| 72 |
+
print(f"[ERREUR] HTTP {response.status_code}: {e}")
|
| 73 |
+
raise e
|
| 74 |
+
|
| 75 |
+
raise RuntimeError(f"Échec après {retries} tentatives (429 ou autres erreurs)")
|
| 76 |
+
|
| 77 |
+
|
| 78 |
+
|
| 79 |
+
class MistralApiModel(Model):
|
| 80 |
+
"""A class to interact with Mistral's API for language model interaction."""
|
| 81 |
+
|
| 82 |
+
def __init__(
|
| 83 |
+
self,
|
| 84 |
+
model_id: str,
|
| 85 |
+
api_key: Optional[str] = None,
|
| 86 |
+
api_base: Optional[str] = None,
|
| 87 |
+
**kwargs,
|
| 88 |
+
):
|
| 89 |
+
super().__init__(**kwargs)
|
| 90 |
+
self.model_id = model_id
|
| 91 |
+
self.api_key = api_key
|
| 92 |
+
self.api_base = api_base or "https://api.mistral.ai"
|
| 93 |
+
self.client = MistralClient(api_key=self.api_key, api_base=self.api_base)
|
| 94 |
+
|
| 95 |
+
def generate(
|
| 96 |
+
self,
|
| 97 |
+
messages: List[Dict[str, str]],
|
| 98 |
+
**kwargs,
|
| 99 |
+
) -> ChatMessage:
|
| 100 |
+
return self.__call__(messages=messages, **kwargs)
|
| 101 |
+
|
| 102 |
+
def __call__(
|
| 103 |
+
self,
|
| 104 |
+
messages: List[Dict[str, str]],
|
| 105 |
+
stop_sequences: Optional[List[str]] = None,
|
| 106 |
+
**kwargs,
|
| 107 |
+
) -> ChatMessage:
|
| 108 |
+
completion_kwargs = self._prepare_completion_kwargs(
|
| 109 |
+
messages=messages,
|
| 110 |
+
stop_sequences=stop_sequences,
|
| 111 |
+
**kwargs,
|
| 112 |
+
)
|
| 113 |
+
|
| 114 |
+
response = self.client.generate(model_id=self.model_id, **completion_kwargs)
|
| 115 |
+
|
| 116 |
+
|
| 117 |
+
message = ChatMessage.from_dict(response['choices'][0]['message'])
|
| 118 |
+
message.raw = response
|
| 119 |
+
usage = response.get('usage', {})
|
| 120 |
+
message.token_usage = type('TokenUsage', (), {
|
| 121 |
+
"input_tokens": usage.get("prompt_tokens", 0),
|
| 122 |
+
"output_tokens": usage.get("completion_tokens", 0),
|
| 123 |
+
"total_tokens": usage.get("total_tokens", 0)
|
| 124 |
+
})()
|
| 125 |
+
return message
|
| 126 |
+
|
| 127 |
+
class HektoreAgent:
|
| 128 |
+
def __init__(self):
|
| 129 |
+
print("Agent initialized.")
|
| 130 |
+
|
| 131 |
+
def __call__(self, section: str, brief: str, colorOne: str, colorTwo: str, language: str, company_name: str, current_html: str = "", additional_args: dict = {}) -> str:
|
| 132 |
+
|
| 133 |
+
print(f"Agent received brief : {brief}...")
|
| 134 |
+
print(f"Additional args received : {additional_args}...")
|
| 135 |
+
|
| 136 |
+
all_tools = [
|
| 137 |
+
GetPlaceholderImageTool(),
|
| 138 |
+
ExtractWebContentWithSelenium(),
|
| 139 |
+
DuckDuckGoSearchTool(),
|
| 140 |
+
GetSVG(),
|
| 141 |
+
GetSVGList(),
|
| 142 |
+
GetLogo(),
|
| 143 |
+
FinalAnswerTool()
|
| 144 |
+
]
|
| 145 |
+
marketing_tools = [
|
| 146 |
+
ExtractWebContentWithSelenium(),
|
| 147 |
+
DuckDuckGoSearchTool(),
|
| 148 |
+
FinalAnswerTool()
|
| 149 |
+
]
|
| 150 |
+
|
| 151 |
+
model = MistralApiModel(
|
| 152 |
+
model_id="codestral-2501",
|
| 153 |
+
api_base="https://api.mistral.ai",
|
| 154 |
+
api_key=api_key
|
| 155 |
+
)
|
| 156 |
+
|
| 157 |
+
marketing_agent = CodeAgent(
|
| 158 |
+
model=model,
|
| 159 |
+
name="MarketingSEOExpert",
|
| 160 |
+
description="Specialist in marketing web and SEO, generate powerful content with impact. Can't generate HTML, juste generate raw text.",
|
| 161 |
+
tools=marketing_tools,
|
| 162 |
+
additional_authorized_imports=[
|
| 163 |
+
"geopandas",
|
| 164 |
+
"plotly",
|
| 165 |
+
"shapely",
|
| 166 |
+
"json",
|
| 167 |
+
"pandas",
|
| 168 |
+
"numpy",
|
| 169 |
+
"time",
|
| 170 |
+
"openpyxl",
|
| 171 |
+
"pdfminer",
|
| 172 |
+
"pdfminer.six",
|
| 173 |
+
"PyPDF2",
|
| 174 |
+
"io",
|
| 175 |
+
"open",
|
| 176 |
+
"librosa",
|
| 177 |
+
"bs4",
|
| 178 |
+
"os",
|
| 179 |
+
"builtins.open",
|
| 180 |
+
"builtins.write",
|
| 181 |
+
"PyGithub",
|
| 182 |
+
"requests"
|
| 183 |
+
],
|
| 184 |
+
verbosity_level=2,
|
| 185 |
+
#final_answer_checks=[check_reasoning],
|
| 186 |
+
max_steps=15,
|
| 187 |
+
)
|
| 188 |
+
|
| 189 |
+
manager_agent = CodeAgent(
|
| 190 |
+
model=model,
|
| 191 |
+
tools=all_tools,
|
| 192 |
+
#managed_agents=[marketing_agent],
|
| 193 |
+
additional_authorized_imports=[
|
| 194 |
+
"geopandas",
|
| 195 |
+
"plotly",
|
| 196 |
+
"shapely",
|
| 197 |
+
"json",
|
| 198 |
+
"pandas",
|
| 199 |
+
"numpy",
|
| 200 |
+
"time",
|
| 201 |
+
"openpyxl",
|
| 202 |
+
"pdfminer",
|
| 203 |
+
"pdfminer.six",
|
| 204 |
+
"PyPDF2",
|
| 205 |
+
"io",
|
| 206 |
+
"open",
|
| 207 |
+
"librosa",
|
| 208 |
+
"bs4",
|
| 209 |
+
"os",
|
| 210 |
+
"builtins.open",
|
| 211 |
+
"builtins.write",
|
| 212 |
+
"PyGithub",
|
| 213 |
+
"requests"
|
| 214 |
+
],
|
| 215 |
+
planning_interval=10,
|
| 216 |
+
verbosity_level=2,
|
| 217 |
+
#final_answer_checks=[check_reasoning],
|
| 218 |
+
max_steps=100,
|
| 219 |
+
)
|
| 220 |
+
|
| 221 |
+
|
| 222 |
+
|
| 223 |
+
prompt = f"""
|
| 224 |
+
You are a professional AI website generator.
|
| 225 |
+
Your job is to build a rich, modern, and impressive HTML + TailwindCSS, using semantic HTML5 and responsive design.
|
| 226 |
+
You will build the website section by section. Only output the HTML markup for the current section.
|
| 227 |
+
The content text must be awesome and very very rich.
|
| 228 |
+
Do not output any <html>, <head>, <body>, or <!DOCTYPE> tags.
|
| 229 |
+
Only write the core section content.
|
| 230 |
+
The name or the company is : {company_name}
|
| 231 |
+
The website is about : {brief}
|
| 232 |
+
Language of the website : {language}
|
| 233 |
+
You are encouraged to use advanced design elements and modern layout ideas.
|
| 234 |
+
We need a lot of text in each section. All text must be SEO compliant. We need Call to action.
|
| 235 |
+
Develop this section :
|
| 236 |
+
{section}
|
| 237 |
+
|
| 238 |
+
|
| 239 |
+
|
| 240 |
+
**Styling and layout**:
|
| 241 |
+
- Use Tailwind utility classes
|
| 242 |
+
- Use Tailwind's `container`, `grid`, `flex`, `gap`, `rounded`, `shadow`, `text-*`, `bg-*` utilities
|
| 243 |
+
- Add responsive breakpoints (`sm:`, `md:`, `lg:`) where needed
|
| 244 |
+
- Add hover/focus/transition effects for buttons and cards
|
| 245 |
+
- Add a fixed header if relevant
|
| 246 |
+
- The CTA text must be impactful and very short
|
| 247 |
+
- Use these 2 colors : Primary : {colorOne} and secondary : {colorTwo}
|
| 248 |
+
- Don't use join in python to build multiple block in html section
|
| 249 |
+
- Use TailwindCSS via CDN:
|
| 250 |
+
`<script src="https://cdn.tailwindcss.com"></script>`
|
| 251 |
+
**Extras (encouraged but optional)**:
|
| 252 |
+
- Use Alpine.js for interactions (mobile nav, carousel, etc.)
|
| 253 |
+
- Add animation classes (`transition`, `duration-300`, `ease-in-out`)
|
| 254 |
+
- Use SVG separators or background patterns
|
| 255 |
+
- Include meta tags for SEO, accessibility attributes, and semantic labels
|
| 256 |
+
- Use real picture, no lorem ipsum.
|
| 257 |
+
|
| 258 |
+
You may use Alpine.js for dynamic UI behavior (e.g., toggles, mobile menus, tabs).
|
| 259 |
+
Load it via CDN:
|
| 260 |
+
<script src="https://cdn.jsdelivr.net/npm/alpinejs@3.x.x/dist/cdn.min.js" defer></script>
|
| 261 |
+
You may use Swiper.js for testimonials or logo sliders:
|
| 262 |
+
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/swiper@11/swiper-bundle.min.css" />
|
| 263 |
+
<script src="https://cdn.jsdelivr.net/npm/swiper@11/swiper-bundle.min.js"></script>
|
| 264 |
+
You may use animate.css (Animatation) for smooth animations :
|
| 265 |
+
<link
|
| 266 |
+
rel="stylesheet"
|
| 267 |
+
href="https://cdnjs.cloudflare.com/ajax/libs/animate.css/4.1.1/animate.min.css"
|
| 268 |
+
/>
|
| 269 |
+
You may use Micromodal.js (Modal) for simple modal :
|
| 270 |
+
<script src="https://unpkg.com/micromodal/dist/micromodal.min.js"></script>
|
| 271 |
+
The page should look ready to present to enterprise clients. Do not oversimplify. No `Lorem ipsum`. Write realistic, sharp content. Only output the HTML for this section. Do not include <html>, <head>, or <body>. Do not include DOCTYPE.
|
| 272 |
+
"""
|
| 273 |
+
|
| 274 |
+
result = manager_agent.run(task=prompt, additional_args=additional_args)
|
| 275 |
+
return result
|