Update app.py
Browse files
app.py
CHANGED
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@@ -4,8 +4,7 @@ from datetime import datetime, timedelta
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from typing import Dict, List, Optional
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import gradio as gr
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import pandas as pd
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import
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import asyncio
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from dataclasses import dataclass
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from tenacity import retry, stop_after_attempt, wait_fixed
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import plotly.express as px
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@@ -45,32 +44,37 @@ class PesticideDataFetcher:
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def __init__(self):
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self.session = self._create_session()
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def _create_session(self):
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"""Crée une session pour les requêtes HTTP."""
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@retry(stop=stop_after_attempt(3), wait=wait_fixed(2))
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"""Récupère les données depuis l'API avec gestion d'erreurs et retry."""
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try:
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except
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logger.error(f"Failed to fetch data from {url}: {str(e)}")
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return {"error": str(e)}
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"""Récupère les détails d'une substance active."""
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cache_key = f"substance:{substance_name}"
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cached_data = redis_client.get(cache_key)
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if cached_data:
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return eval(cached_data)
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url = f"{self.BASE_URL}/active_substances?format=json&substance_name={substance_name}&api-version=v2.0"
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response =
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if response and "value" in response and response["value"]:
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substance_data = response["value"][0]
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substance_details = {
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@@ -82,7 +86,7 @@ class PesticideDataFetcher:
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return substance_details
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return {}
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"""Récupère la liste complète des produits avec pagination."""
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cache_key = "products"
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cached_data = redis_client.get(cache_key)
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@@ -92,7 +96,7 @@ class PesticideDataFetcher:
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base_url = f"{self.BASE_URL}/pesticide_residues_products?format=json&language=FR&api-version=v2.0"
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url = base_url
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while url:
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response =
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if not response or "value" not in response:
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break
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all_products.extend(response["value"])
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@@ -105,25 +109,16 @@ class PesticideDataFetcher:
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logger.info(f"Récupéré {len(all_products)} produits au total")
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return all_products
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"""Récupère les LMR pour un produit spécifique."""
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cache_key = f"mrls:{product_id}"
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cached_data = redis_client.get(cache_key)
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if cached_data:
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return eval(cached_data)
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url = f"{self.BASE_URL}/pesticide_residues_mrls?format=json&product_id={product_id}&api-version=v2.0"
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response =
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redis_client.set(cache_key, str(response.get("value", [])), ex=3600)
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return response.get("value", [])
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"""Récupère les détails d'une substance à partir de son ID."""
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cache_key = f"substance_details:{pesticide_residue_id}"
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cached_data = redis_client.get(cache_key)
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if cached_data:
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return eval(cached_data)
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url = f"{self.BASE_URL}/pesticide_residues/{pesticide_residue_id}?format=json&api-version=v2.0"
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response =
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if not response or "value" not in response or not response["value"]:
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logger.warning(f"Pas de détails trouvés pour la substance {pesticide_residue_id}")
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return {"substance_name": f"Substance {pesticide_residue_id}"}
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@@ -133,7 +128,7 @@ class PesticideDataFetcher:
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logger.warning(f"Nom de substance non trouvé pour l'ID {pesticide_residue_id}")
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return {"substance_name": f"Substance {pesticide_residue_id}"}
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active_url = f"{self.BASE_URL}/active_substances?format=json&substance_name={substance_name}&api-version=v2.0"
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active_response =
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details = {
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"substance_name": substance_name,
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"status": None,
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@@ -147,32 +142,25 @@ class PesticideDataFetcher:
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"approval_date": active_data.get("approval_date"),
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"expiry_date": active_data.get("expiry_date")
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})
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redis_client.set(cache_key, str(details), ex=3600)
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return details
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"""Récupère le nom de la substance à partir de son ID."""
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cache_key = f"substance_name:{substance_id}"
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cached_data = redis_client.get(cache_key)
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if cached_data:
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return cached_data.decode('utf-8')
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url = f"{self.BASE_URL}/active_substances/{substance_id}?format=json&api-version=v2.0"
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response =
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if response and "value" in response and response["value"]:
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substance_data = response["value"][0]
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redis_client.set(cache_key, substance_name, ex=3600)
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return substance_name
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return f"Substance {substance_id}"
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"""Récupère la liste complète des substances actives."""
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cache_key = "all_substances"
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cached_data = redis_client.get(cache_key)
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if cached_data:
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return eval(cached_data)
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url = f"{self.BASE_URL}/active_substances?format=json&api-version=v2.0"
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response =
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substances = [item.get("substance_name") for item in response.get("value", [])]
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redis_client.set(cache_key, str(substances), ex=3600)
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return substances
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@@ -181,11 +169,11 @@ class PesticideInterface:
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"""Classe pour gérer l'interface utilisateur Gradio."""
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def __init__(self):
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self.fetcher = PesticideDataFetcher()
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self.products =
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self.product_choices = {
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p['product_name']: p['product_id'] for p in self.products
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}
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self.substances =
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self._cache = {}
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logger.info(f"Initialized interface with {len(self.product_choices)} products and {len(self.substances)} substances.")
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@@ -232,58 +220,71 @@ class PesticideInterface:
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return regulation_number
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return f'<a href="{regulation_url}" target="_blank">{regulation_number}</a>'
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"""Récupère et formate les détails des MRLs pour un produit donné."""
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logger.info(f"Récupération des détails pour le produit: {product_name}")
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def create_graph(self, df: pd.DataFrame) -> gr.Plot:
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"""Crée un graphique interactif pour les dates d'application."""
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df.to_csv(csv_file_path, index=False)
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return csv_file_path
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"""Récupère et formate les détails d'une substance active."""
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logger.info(f"Récupération des détails pour la substance: {substance_name}")
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def create_interface(self) -> gr.Blocks:
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"""Crée l'interface Gradio avec un design amélioré."""
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interactive=False
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)
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fetch_btn.click(
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fn=
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inputs=[product_dropdown, period_radio, show_changes],
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outputs=[mrls_table]
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)
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outputs=export_output
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)
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substance_dropdown.change(
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fn=
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inputs=substance_dropdown,
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outputs=substance_table
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)
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""")
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return interface
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interface = PesticideInterface()
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app = interface.create_interface()
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app.launch(
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@@ -403,5 +408,5 @@ async def main():
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)
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if __name__ == "__main__":
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from typing import Dict, List, Optional
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import gradio as gr
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import pandas as pd
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import requests
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from dataclasses import dataclass
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from tenacity import retry, stop_after_attempt, wait_fixed
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import plotly.express as px
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def __init__(self):
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self.session = self._create_session()
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self._substance_cache = {}
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self._product_cache = {}
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def _create_session(self):
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"""Crée une session pour les requêtes HTTP."""
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session = requests.Session()
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for header, value in self.HEADERS.items():
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session.headers[header] = value
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return session
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@retry(stop=stop_after_attempt(3), wait=wait_fixed(2))
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def fetch_data(self, url: str) -> Dict:
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"""Récupère les données depuis l'API avec gestion d'erreurs et retry."""
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try:
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response = self.session.get(url, timeout=10)
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response.raise_for_status()
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data = response.json()
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logger.info(f"Fetched data from {url}: {str(data)[:200]}...")
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return data
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except requests.RequestException as e:
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logger.error(f"Failed to fetch data from {url}: {str(e)}")
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return {"error": str(e)}
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def get_active_substance_details(self, substance_name: str) -> Dict:
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"""Récupère les détails d'une substance active."""
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cache_key = f"substance:{substance_name}"
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cached_data = redis_client.get(cache_key)
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if cached_data:
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return eval(cached_data)
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url = f"{self.BASE_URL}/active_substances?format=json&substance_name={substance_name}&api-version=v2.0"
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response = self.fetch_data(url)
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if response and "value" in response and response["value"]:
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substance_data = response["value"][0]
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substance_details = {
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return substance_details
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return {}
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def get_products(self) -> List[Dict]:
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"""Récupère la liste complète des produits avec pagination."""
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cache_key = "products"
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cached_data = redis_client.get(cache_key)
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base_url = f"{self.BASE_URL}/pesticide_residues_products?format=json&language=FR&api-version=v2.0"
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url = base_url
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while url:
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response = self.fetch_data(url)
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if not response or "value" not in response:
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break
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all_products.extend(response["value"])
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logger.info(f"Récupéré {len(all_products)} produits au total")
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return all_products
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def get_mrls(self, product_id: int) -> List[Dict]:
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"""Récupère les LMR pour un produit spécifique."""
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url = f"{self.BASE_URL}/pesticide_residues_mrls?format=json&product_id={product_id}&api-version=v2.0"
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response = self.fetch_data(url)
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return response.get("value", [])
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def get_substance_details(self, pesticide_residue_id: int) -> Dict:
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"""Récupère les détails d'une substance à partir de son ID."""
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url = f"{self.BASE_URL}/pesticide_residues/{pesticide_residue_id}?format=json&api-version=v2.0"
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response = self.fetch_data(url)
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if not response or "value" not in response or not response["value"]:
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logger.warning(f"Pas de détails trouvés pour la substance {pesticide_residue_id}")
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return {"substance_name": f"Substance {pesticide_residue_id}"}
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logger.warning(f"Nom de substance non trouvé pour l'ID {pesticide_residue_id}")
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return {"substance_name": f"Substance {pesticide_residue_id}"}
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active_url = f"{self.BASE_URL}/active_substances?format=json&substance_name={substance_name}&api-version=v2.0"
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active_response = self.fetch_data(active_url)
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details = {
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"substance_name": substance_name,
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"status": None,
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"approval_date": active_data.get("approval_date"),
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"expiry_date": active_data.get("expiry_date")
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})
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return details
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def get_substance_name_by_id(self, substance_id: int) -> str:
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"""Récupère le nom de la substance à partir de son ID."""
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url = f"{self.BASE_URL}/active_substances/{substance_id}?format=json&api-version=v2.0"
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response = self.fetch_data(url)
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if response and "value" in response and response["value"]:
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substance_data = response["value"][0]
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return substance_data.get("substance_name", f"Substance {substance_id}")
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return f"Substance {substance_id}"
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def get_all_substances(self) -> List[str]:
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"""Récupère la liste complète des substances actives."""
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cache_key = "all_substances"
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cached_data = redis_client.get(cache_key)
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if cached_data:
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return eval(cached_data)
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url = f"{self.BASE_URL}/active_substances?format=json&api-version=v2.0"
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response = self.fetch_data(url)
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substances = [item.get("substance_name") for item in response.get("value", [])]
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redis_client.set(cache_key, str(substances), ex=3600)
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return substances
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"""Classe pour gérer l'interface utilisateur Gradio."""
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def __init__(self):
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self.fetcher = PesticideDataFetcher()
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self.products = self.fetcher.get_products()
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self.product_choices = {
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p['product_name']: p['product_id'] for p in self.products
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}
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self.substances = self.fetcher.get_all_substances()
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self._cache = {}
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logger.info(f"Initialized interface with {len(self.product_choices)} products and {len(self.substances)} substances.")
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return regulation_number
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return f'<a href="{regulation_url}" target="_blank">{regulation_number}</a>'
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def get_product_details(self, product_name: str, period: str, show_only_changes: bool) -> pd.DataFrame:
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"""Récupère et formate les détails des MRLs pour un produit donné."""
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logger.info(f"Récupération des détails pour le produit: {product_name}")
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try:
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if not product_name:
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return pd.DataFrame({"Message": ["Veuillez sélectionner un produit"]})
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product_id = self.product_choices.get(product_name)
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if not product_id:
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return pd.DataFrame({"Message": ["Produit non trouvé"]})
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cache_key = f"{product_id}_{period}_{show_only_changes}"
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if cache_key in self._cache:
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return self._cache[cache_key]
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mrls = self.fetcher.get_mrls(product_id)
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if period != "Toutes les dates":
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mrls = self.filter_by_period(mrls, period)
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if not mrls:
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return pd.DataFrame({"Message": ["Aucune donnée trouvée pour la période sélectionnée"]})
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processed_mrls = []
|
| 241 |
+
with ThreadPoolExecutor(max_workers=10) as executor:
|
| 242 |
+
futures = {
|
| 243 |
+
executor.submit(self.fetcher.get_substance_details, mrl["pesticide_residue_id"]): mrl
|
| 244 |
+
for mrl in mrls
|
| 245 |
+
}
|
| 246 |
+
for future in futures:
|
| 247 |
+
mrl = futures[future]
|
| 248 |
+
try:
|
| 249 |
+
substance_details = future.result()
|
| 250 |
+
logger.info(f"Détails de la substance récupérés: {substance_details}")
|
| 251 |
+
# Formatage de la valeur LMR
|
| 252 |
+
mrl_value = mrl.get("mrl_value", "")
|
| 253 |
+
if isinstance(mrl_value, (int, float)):
|
| 254 |
+
formatted_mrl = f"{mrl_value}{'*' if str(mrl_value).endswith('*') else ''}"
|
| 255 |
+
else:
|
| 256 |
+
formatted_mrl = str(mrl_value)
|
| 257 |
+
mrl_data = {
|
| 258 |
+
"Substance": substance_details.get("substance_name", ""),
|
| 259 |
+
"Valeur LMR": formatted_mrl,
|
| 260 |
+
"Date d'application": self.parse_date(mrl.get("entry_into_force_date")),
|
| 261 |
+
"Date de modification": self.parse_date(mrl.get("modification_date")),
|
| 262 |
+
"Règlement": self.format_regulation_link(
|
| 263 |
+
mrl.get("regulation_url", ""),
|
| 264 |
+
mrl.get("regulation_number", "") or mrl.get("regulation_reference", "")
|
| 265 |
+
),
|
| 266 |
+
"Statut": substance_details.get("status", ""),
|
| 267 |
+
"Date d'approbation": self.parse_date(substance_details.get("approval_date")),
|
| 268 |
+
"Date d'expiration": self.parse_date(substance_details.get("expiry_date"))
|
| 269 |
+
}
|
| 270 |
+
logger.info(f"Données MRL formatées: {mrl_data}")
|
| 271 |
+
processed_mrls.append(mrl_data)
|
| 272 |
+
except Exception as e:
|
| 273 |
+
logger.error(f"Erreur lors du traitement de la substance: {e}")
|
| 274 |
+
df = pd.DataFrame(processed_mrls)
|
| 275 |
+
if show_only_changes and "Date de modification" in df.columns:
|
| 276 |
+
df = df[df["Date de modification"].notna()]
|
| 277 |
+
df = df.sort_values("Date d'application", ascending=False)
|
| 278 |
+
columns_order = [
|
| 279 |
+
"Substance", "Valeur LMR", "Date d'application", "Date de modification",
|
| 280 |
+
"Règlement", "Statut", "Date d'approbation", "Date d'expiration"
|
| 281 |
+
]
|
| 282 |
+
df = df[columns_order]
|
| 283 |
+
self._cache[cache_key] = df
|
| 284 |
+
return df
|
| 285 |
+
except Exception as e:
|
| 286 |
+
logger.error(f"Erreur dans get_product_details: {str(e)}")
|
| 287 |
+
return pd.DataFrame({"Message": [f"Erreur: {str(e)}"]})
|
| 288 |
|
| 289 |
def create_graph(self, df: pd.DataFrame) -> gr.Plot:
|
| 290 |
"""Crée un graphique interactif pour les dates d'application."""
|
|
|
|
| 297 |
df.to_csv(csv_file_path, index=False)
|
| 298 |
return csv_file_path
|
| 299 |
|
| 300 |
+
def get_substance_details_table(self, substance_name: str) -> pd.DataFrame:
|
| 301 |
"""Récupère et formate les détails d'une substance active."""
|
| 302 |
logger.info(f"Récupération des détails pour la substance: {substance_name}")
|
| 303 |
+
try:
|
| 304 |
+
if not substance_name:
|
| 305 |
+
return pd.DataFrame({"Message": ["Veuillez sélectionner une substance"]})
|
| 306 |
+
substance_details = self.fetcher.get_active_substance_details(substance_name)
|
| 307 |
+
if not substance_details:
|
| 308 |
+
return pd.DataFrame({"Message": ["Substance non trouvée"]})
|
| 309 |
+
df = pd.DataFrame([substance_details])
|
| 310 |
+
df = df.rename(columns={
|
| 311 |
+
"status": "Statut",
|
| 312 |
+
"approval_date": "Date d'approbation",
|
| 313 |
+
"expiry_date": "Date d'expiration"
|
| 314 |
+
})
|
| 315 |
+
df.insert(0, "Substance", substance_name)
|
| 316 |
+
return df
|
| 317 |
+
except Exception as e:
|
| 318 |
+
logger.error(f"Erreur dans get_substance_details_table: {str(e)}")
|
| 319 |
+
return pd.DataFrame({"Message": [f"Erreur: {str(e)}"]})
|
| 320 |
|
| 321 |
def create_interface(self) -> gr.Blocks:
|
| 322 |
"""Crée l'interface Gradio avec un design amélioré."""
|
|
|
|
| 367 |
interactive=False
|
| 368 |
)
|
| 369 |
fetch_btn.click(
|
| 370 |
+
fn=self.get_product_details,
|
| 371 |
inputs=[product_dropdown, period_radio, show_changes],
|
| 372 |
outputs=[mrls_table]
|
| 373 |
)
|
|
|
|
| 382 |
outputs=export_output
|
| 383 |
)
|
| 384 |
substance_dropdown.change(
|
| 385 |
+
fn=self.get_substance_details_table,
|
| 386 |
inputs=substance_dropdown,
|
| 387 |
outputs=substance_table
|
| 388 |
)
|
|
|
|
| 398 |
""")
|
| 399 |
return interface
|
| 400 |
|
| 401 |
+
def main():
|
| 402 |
interface = PesticideInterface()
|
| 403 |
app = interface.create_interface()
|
| 404 |
app.launch(
|
|
|
|
| 408 |
)
|
| 409 |
|
| 410 |
if __name__ == "__main__":
|
| 411 |
+
main()
|
| 412 |
|