Merge branch '2-news-api' into 3-market-api
This commit is contained in:
@@ -1,87 +1,30 @@
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from .base import BaseWrapper
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from app.markets.coinbase import CoinBaseWrapper
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from app.markets.cryptocompare import CryptoCompareWrapper
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from app.markets.binance import BinanceWrapper
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from app.markets.binance_public import PublicBinanceAgent
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from app.markets.error_handler import ProviderFallback, MarketAPIError, safe_execute
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from .coinbase import CoinBaseWrapper
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from .cryptocompare import CryptoCompareWrapper
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from app.utils.wrapper_handler import WrapperHandler
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from agno.utils.log import log_warning
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import logging
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__all__ = [ "MarketAPIs", "BaseWrapper", "CoinBaseWrapper", "CryptoCompareWrapper" ]
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logger = logging.getLogger(__name__)
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# TODO se si vuole usare un aggregatore di dati di mercato, si può aggiungere qui facendo una classe extra (simile a questa) che per ogni chiamata chiama tutti i wrapper e aggrega i risultati
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class MarketAPIs(BaseWrapper):
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"""
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Classe per gestire le API di mercato disponibili.
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Permette di ottenere un'istanza della prima API disponibile in base alla priorità specificata.
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Supporta operazioni come ottenere informazioni su singoli prodotti, liste di prodotti e dati storici.
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Usa un WrapperHandler per gestire più wrapper e tentare chiamate in modo resiliente.
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"""
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@staticmethod
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def get_list_available_market_apis(currency: str = "USD") -> list[BaseWrapper]:
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"""
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Restituisce una lista di istanze delle API di mercato disponibili.
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La priorità è data dall'ordine delle API nella lista wrappers.
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1. CoinBase
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2. CryptoCompare
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:param currency: Valuta di riferimento (default "USD")
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:return: Lista di istanze delle API di mercato disponibili
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"""
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wrapper_builders = [
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CoinBaseWrapper,
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CryptoCompareWrapper,
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]
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result = []
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for wrapper in wrapper_builders:
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try:
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result.append(wrapper(currency=currency))
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except Exception as e:
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log_warning(f"{wrapper} cannot be initialized: {e}")
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assert result, "No market API keys set in environment variables."
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return result
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def __init__(self, currency: str = "USD"):
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"""
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Inizializza la classe con la valuta di riferimento e la priorità dei provider.
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Args:
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currency: Valuta di riferimento (default "USD")
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"""
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self.currency = currency
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self.wrappers = MarketAPIs.get_list_available_market_apis(currency=currency)
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self.fallback_manager = ProviderFallback(self.wrappers)
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# Metodi con fallback robusto tra provider multipli
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def get_product(self, asset_id: str):
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"""Ottiene informazioni su un prodotto con fallback automatico tra provider."""
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try:
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return self.fallback_manager.execute_with_fallback("get_product", asset_id)
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except MarketAPIError as e:
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logger.error(f"Failed to get product {asset_id}: {str(e)}")
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raise
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wrappers = [ CoinBaseWrapper, CryptoCompareWrapper ]
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self.wrappers: WrapperHandler[BaseWrapper] = WrapperHandler.build_wrappers(wrappers)
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def get_product(self, asset_id):
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return self.wrappers.try_call(lambda w: w.get_product(asset_id))
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def get_products(self, asset_ids: list):
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"""Ottiene informazioni su più prodotti con fallback automatico tra provider."""
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try:
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return self.fallback_manager.execute_with_fallback("get_products", asset_ids)
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except MarketAPIError as e:
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logger.error(f"Failed to get products {asset_ids}: {str(e)}")
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raise
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return self.wrappers.try_call(lambda w: w.get_products(asset_ids))
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def get_all_products(self):
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"""Ottiene tutti i prodotti con fallback automatico tra provider."""
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try:
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return self.fallback_manager.execute_with_fallback("get_all_products")
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except MarketAPIError as e:
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logger.error(f"Failed to get all products: {str(e)}")
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raise
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def get_historical_prices(self, asset_id: str = "BTC"):
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"""Ottiene prezzi storici con fallback automatico tra provider."""
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try:
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return self.fallback_manager.execute_with_fallback("get_historical_prices", asset_id)
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except MarketAPIError as e:
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logger.error(f"Failed to get historical prices for {asset_id}: {str(e)}")
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raise
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return self.wrappers.try_call(lambda w: w.get_all_products())
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def get_historical_prices(self, asset_id = "BTC", limit: int = 100):
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return self.wrappers.try_call(lambda w: w.get_historical_prices(asset_id, limit))
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@@ -12,7 +12,7 @@ class BaseWrapper:
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raise NotImplementedError
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def get_all_products(self) -> list['ProductInfo']:
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raise NotImplementedError
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def get_historical_prices(self, asset_id: str = "BTC") -> list['Price']:
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def get_historical_prices(self, asset_id: str = "BTC", limit: int = 100) -> list['Price']:
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raise NotImplementedError
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class ProductInfo(BaseModel):
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@@ -1,27 +1,36 @@
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import os
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from typing import Optional
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from enum import Enum
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from datetime import datetime, timedelta
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from coinbase.rest import RESTClient
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from .base import ProductInfo, BaseWrapper, Price
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from .error_handler import retry_on_failure, handle_api_errors, MarketAPIError, RateLimitError
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class Granularity(Enum):
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UNKNOWN_GRANULARITY = 0
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ONE_MINUTE = 60
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FIVE_MINUTE = 300
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FIFTEEN_MINUTE = 900
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THIRTY_MINUTE = 1800
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ONE_HOUR = 3600
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TWO_HOUR = 7200
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FOUR_HOUR = 14400
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SIX_HOUR = 21600
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ONE_DAY = 86400
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class CoinBaseWrapper(BaseWrapper):
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"""
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Wrapper per le API di Coinbase Advanced Trade.
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Wrapper per le API di Coinbase Advanced Trade.\n
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Implementa l'interfaccia BaseWrapper per fornire accesso unificato
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ai dati di mercato di Coinbase tramite le API REST.
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La documentazione delle API è disponibile qui:
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ai dati di mercato di Coinbase tramite le API REST.\n
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https://docs.cdp.coinbase.com/api-reference/advanced-trade-api/rest-api/introduction
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"""
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def __init__(self, api_key: Optional[str] = None, api_private_key: Optional[str] = None, currency: str = "USD"):
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if api_key is None:
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api_key = os.getenv("COINBASE_API_KEY")
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def __init__(self, currency: str = "USD"):
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api_key = os.getenv("COINBASE_API_KEY")
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assert api_key is not None, "API key is required"
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if api_private_key is None:
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api_private_key = os.getenv("COINBASE_API_SECRET")
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api_private_key = os.getenv("COINBASE_API_SECRET")
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assert api_private_key is not None, "API private key is required"
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self.currency = currency
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@@ -33,49 +42,30 @@ class CoinBaseWrapper(BaseWrapper):
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def __format(self, asset_id: str) -> str:
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return asset_id if '-' in asset_id else f"{asset_id}-{self.currency}"
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@retry_on_failure(max_retries=3, delay=1.0)
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@handle_api_errors
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def get_product(self, asset_id: str) -> ProductInfo:
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asset_id = self.__format(asset_id)
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asset = self.client.get_product(asset_id)
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return ProductInfo.from_coinbase(asset)
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@retry_on_failure(max_retries=3, delay=1.0)
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@handle_api_errors
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def get_products(self, asset_ids: list[str]) -> list[ProductInfo]:
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all_asset_ids = [self.__format(asset_id) for asset_id in asset_ids]
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assets = self.client.get_products(product_ids=all_asset_ids)
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if assets.products:
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return [ProductInfo.from_coinbase_product(asset) for asset in assets.products]
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return []
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return [ProductInfo.from_coinbase(asset) for asset in assets.products]
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@retry_on_failure(max_retries=3, delay=1.0)
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@handle_api_errors
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def get_all_products(self) -> list[ProductInfo]:
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assets = self.client.get_products()
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if assets.products:
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return [ProductInfo.from_coinbase_product(asset) for asset in assets.products]
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return []
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return [ProductInfo.from_coinbase_product(asset) for asset in assets.products]
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@retry_on_failure(max_retries=3, delay=1.0)
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@handle_api_errors
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def get_historical_prices(self, asset_id: str = "BTC") -> list[Price]:
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def get_historical_prices(self, asset_id: str = "BTC", limit: int = 100) -> list[Price]:
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asset_id = self.__format(asset_id)
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# Get last 14 days of hourly data (14*24 = 336 candles, within 350 limit)
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end_time = datetime.now()
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start_time = end_time - timedelta(days=14)
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# Convert to UNIX timestamps as strings (required by Coinbase API)
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start_timestamp = str(int(start_time.timestamp()))
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end_timestamp = str(int(end_time.timestamp()))
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data = self.client.get_candles(
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product_id=asset_id,
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start=start_timestamp,
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end=end_timestamp,
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granularity="ONE_HOUR",
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limit=350 # Explicitly set the limit
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granularity=Granularity.ONE_HOUR.name,
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start=str(int(start_time.timestamp())),
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end=str(int(end_time.timestamp())),
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limit=limit
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)
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if data.candles:
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return [Price.from_coinbase(candle) for candle in data.candles]
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return []
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return [Price.from_coinbase(candle) for candle in data.candles]
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@@ -12,9 +12,8 @@ class CryptoCompareWrapper(BaseWrapper):
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La documentazione delle API è disponibile qui: https://developers.coindesk.com/documentation/legacy/Price/SingleSymbolPriceEndpoint
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!!ATTENZIONE!! sembra essere una API legacy e potrebbe essere deprecata in futuro.
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"""
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def __init__(self, api_key: Optional[str] = None, currency: str = 'USD'):
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if api_key is None:
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api_key = os.getenv("CRYPTOCOMPARE_API_KEY")
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def __init__(self, currency:str='USD'):
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api_key = os.getenv("CRYPTOCOMPARE_API_KEY")
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assert api_key is not None, "API key is required"
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self.api_key = api_key
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@@ -28,8 +27,6 @@ class CryptoCompareWrapper(BaseWrapper):
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response = requests.get(f"{BASE_URL}{endpoint}", params=params)
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return response.json()
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@retry_on_failure(max_retries=3, delay=1.0)
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@handle_api_errors
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def get_product(self, asset_id: str) -> ProductInfo:
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response = self.__request("/data/pricemultifull", params = {
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"fsyms": asset_id,
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@@ -38,8 +35,6 @@ class CryptoCompareWrapper(BaseWrapper):
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data = response.get('RAW', {}).get(asset_id, {}).get(self.currency, {})
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return ProductInfo.from_cryptocompare(data)
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@retry_on_failure(max_retries=3, delay=1.0)
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@handle_api_errors
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def get_products(self, asset_ids: list[str]) -> list[ProductInfo]:
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response = self.__request("/data/pricemultifull", params = {
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"fsyms": ",".join(asset_ids),
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@@ -52,42 +47,14 @@ class CryptoCompareWrapper(BaseWrapper):
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assets.append(ProductInfo.from_cryptocompare(asset_data))
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return assets
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@retry_on_failure(max_retries=3, delay=1.0)
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@handle_api_errors
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def get_all_products(self) -> list[ProductInfo]:
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"""
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Workaround per CryptoCompare: utilizza una lista predefinita di asset popolari
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poiché l'API non fornisce un endpoint per recuperare tutti i prodotti.
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"""
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# Lista di asset popolari supportati da CryptoCompare
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popular_assets = [
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"BTC", "ETH", "ADA", "DOT", "LINK", "LTC", "XRP", "BCH", "BNB", "SOL",
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"MATIC", "AVAX", "ATOM", "UNI", "DOGE", "SHIB", "TRX", "ETC", "FIL", "XLM"
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]
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try:
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# Utilizza get_products per recuperare i dati di tutti gli asset popolari
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return self.get_products(popular_assets)
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except Exception as e:
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# Fallback: prova con un set ridotto di asset principali
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main_assets = ["BTC", "ETH", "ADA", "DOT", "LINK"]
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try:
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return self.get_products(main_assets)
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except Exception as fallback_error:
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# Se anche il fallback fallisce, solleva l'errore originale con informazioni aggiuntive
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raise NotImplementedError(
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f"CryptoCompare get_all_products() workaround failed. "
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f"Original error: {str(e)}, Fallback error: {str(fallback_error)}"
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)
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raise NotImplementedError("get_all_products is not supported by CryptoCompare API")
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@retry_on_failure(max_retries=3, delay=1.0)
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@handle_api_errors
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def get_historical_prices(self, asset_id: str = "BTC", day_back: int = 10) -> list[Price]:
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assert day_back <= 30, "day_back should be less than or equal to 30"
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def get_historical_prices(self, asset_id: str, limit: int = 100) -> list[dict]:
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response = self.__request("/data/v2/histohour", params = {
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"fsym": asset_id,
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"tsym": self.currency,
|
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"limit": day_back * 24
|
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"limit": limit-1 # because the API returns limit+1 items (limit + current)
|
||||
})
|
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|
||||
data = response.get('Data', {}).get('Data', [])
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@@ -1,596 +1,68 @@
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"""
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Test suite completo per il sistema di mercato.
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|
||||
Questo modulo testa approfonditamente tutte le implementazioni di BaseWrapper
|
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e verifica la conformità all'interfaccia definita in base.py.
|
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"""
|
||||
|
||||
import os
|
||||
import pytest
|
||||
from unittest.mock import Mock, patch, MagicMock
|
||||
from typing import Type, List
|
||||
|
||||
# Import delle classi da testare
|
||||
from app.markets.base import BaseWrapper, ProductInfo, Price
|
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from app.markets.coinbase import CoinBaseWrapper
|
||||
from app.markets.cryptocompare import CryptoCompareWrapper
|
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from app.markets.binance import BinanceWrapper
|
||||
from app.markets.binance_public import PublicBinanceAgent
|
||||
from app.agents.market_agent import MarketToolkit
|
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from app.markets import MarketAPIs
|
||||
|
||||
|
||||
class TestBaseWrapperInterface:
|
||||
"""Test per verificare che tutte le implementazioni rispettino l'interfaccia BaseWrapper."""
|
||||
|
||||
def test_all_wrappers_extend_basewrapper(self):
|
||||
"""Verifica che tutte le classi wrapper estendano BaseWrapper."""
|
||||
wrapper_classes = [
|
||||
CoinBaseWrapper,
|
||||
CryptoCompareWrapper,
|
||||
BinanceWrapper,
|
||||
PublicBinanceAgent,
|
||||
MarketAPIs
|
||||
]
|
||||
|
||||
for wrapper_class in wrapper_classes:
|
||||
assert issubclass(wrapper_class, BaseWrapper), f"{wrapper_class.__name__} deve estendere BaseWrapper"
|
||||
|
||||
def test_all_wrappers_implement_required_methods(self):
|
||||
"""Verifica che tutte le classi implementino i metodi richiesti dall'interfaccia."""
|
||||
wrapper_classes = [
|
||||
CoinBaseWrapper,
|
||||
CryptoCompareWrapper,
|
||||
BinanceWrapper,
|
||||
PublicBinanceAgent,
|
||||
MarketAPIs
|
||||
]
|
||||
|
||||
required_methods = ['get_product', 'get_products', 'get_all_products', 'get_historical_prices']
|
||||
|
||||
for wrapper_class in wrapper_classes:
|
||||
for method in required_methods:
|
||||
assert hasattr(wrapper_class, method), f"{wrapper_class.__name__} deve implementare {method}"
|
||||
assert callable(getattr(wrapper_class, method)), f"{method} deve essere callable in {wrapper_class.__name__}"
|
||||
|
||||
|
||||
class TestProductInfoModel:
|
||||
"""Test per la classe ProductInfo e i suoi metodi di conversione."""
|
||||
|
||||
def test_productinfo_initialization(self):
|
||||
"""Test inizializzazione di ProductInfo."""
|
||||
product = ProductInfo()
|
||||
assert product.id == ""
|
||||
assert product.symbol == ""
|
||||
assert product.price == 0.0
|
||||
assert product.volume_24h == 0.0
|
||||
assert product.status == ""
|
||||
assert product.quote_currency == ""
|
||||
|
||||
def test_productinfo_with_data(self):
|
||||
"""Test ProductInfo con dati specifici."""
|
||||
product = ProductInfo(
|
||||
id="BTC-USD",
|
||||
symbol="BTC",
|
||||
price=50000.0,
|
||||
volume_24h=1000000.0,
|
||||
status="TRADING",
|
||||
quote_currency="USD"
|
||||
)
|
||||
assert product.id == "BTC-USD"
|
||||
assert product.symbol == "BTC"
|
||||
assert product.price == 50000.0
|
||||
assert product.volume_24h == 1000000.0
|
||||
assert product.status == "TRADING"
|
||||
assert product.quote_currency == "USD"
|
||||
|
||||
def test_productinfo_from_cryptocompare(self):
|
||||
"""Test conversione da dati CryptoCompare."""
|
||||
mock_data = {
|
||||
'FROMSYMBOL': 'BTC',
|
||||
'TOSYMBOL': 'USD',
|
||||
'PRICE': 50000.0,
|
||||
'VOLUME24HOUR': 1000000.0
|
||||
}
|
||||
|
||||
product = ProductInfo.from_cryptocompare(mock_data)
|
||||
assert product.id == "BTC-USD"
|
||||
assert product.symbol == "BTC"
|
||||
assert product.price == 50000.0
|
||||
assert product.volume_24h == 1000000.0
|
||||
assert product.status == ""
|
||||
|
||||
def test_productinfo_from_binance(self):
|
||||
"""Test conversione da dati Binance."""
|
||||
ticker_data = {'symbol': 'BTCUSDT', 'price': '50000.0'}
|
||||
ticker_24h_data = {'volume': '1000000.0'}
|
||||
|
||||
product = ProductInfo.from_binance(ticker_data, ticker_24h_data)
|
||||
assert product.id == "BTCUSDT"
|
||||
assert product.symbol == "BTC"
|
||||
assert product.price == 50000.0
|
||||
assert product.volume_24h == 1000000.0
|
||||
assert product.status == "TRADING"
|
||||
assert product.quote_currency == "USDT"
|
||||
|
||||
|
||||
class TestPriceModel:
|
||||
"""Test per la classe Price e i suoi metodi di conversione."""
|
||||
|
||||
def test_price_initialization(self):
|
||||
"""Test inizializzazione di Price."""
|
||||
price = Price()
|
||||
assert price.high == 0.0
|
||||
assert price.low == 0.0
|
||||
assert price.open == 0.0
|
||||
assert price.close == 0.0
|
||||
assert price.volume == 0.0
|
||||
assert price.time == ""
|
||||
|
||||
def test_price_with_data(self):
|
||||
"""Test Price con dati specifici."""
|
||||
price = Price(
|
||||
high=51000.0,
|
||||
low=49000.0,
|
||||
open=50000.0,
|
||||
close=50500.0,
|
||||
volume=1000.0,
|
||||
time="2024-01-01T00:00:00Z"
|
||||
)
|
||||
assert price.high == 51000.0
|
||||
assert price.low == 49000.0
|
||||
assert price.open == 50000.0
|
||||
assert price.close == 50500.0
|
||||
assert price.volume == 1000.0
|
||||
assert price.time == "2024-01-01T00:00:00Z"
|
||||
|
||||
def test_price_from_cryptocompare(self):
|
||||
"""Test conversione da dati CryptoCompare."""
|
||||
mock_data = {
|
||||
'high': 51000.0,
|
||||
'low': 49000.0,
|
||||
'open': 50000.0,
|
||||
'close': 50500.0,
|
||||
'volumeto': 1000.0,
|
||||
'time': 1704067200
|
||||
}
|
||||
|
||||
price = Price.from_cryptocompare(mock_data)
|
||||
assert price.high == 51000.0
|
||||
assert price.low == 49000.0
|
||||
assert price.open == 50000.0
|
||||
assert price.close == 50500.0
|
||||
assert price.volume == 1000.0
|
||||
assert price.time == "1704067200"
|
||||
|
||||
|
||||
class TestCoinBaseWrapper:
|
||||
"""Test specifici per CoinBaseWrapper."""
|
||||
|
||||
@pytest.mark.skipif(
|
||||
not (os.getenv('COINBASE_API_KEY') and os.getenv('COINBASE_API_SECRET')),
|
||||
reason="Credenziali Coinbase non configurate"
|
||||
)
|
||||
def test_coinbase_initialization_with_env_vars(self):
|
||||
"""Test inizializzazione con variabili d'ambiente."""
|
||||
wrapper = CoinBaseWrapper(currency="USD")
|
||||
assert wrapper.currency == "USD"
|
||||
assert wrapper.client is not None
|
||||
|
||||
@patch.dict(os.environ, {}, clear=True)
|
||||
def test_coinbase_initialization_with_params(self):
|
||||
"""Test inizializzazione con parametri espliciti quando non ci sono variabili d'ambiente."""
|
||||
with pytest.raises(AssertionError, match="API key is required"):
|
||||
CoinBaseWrapper(api_key=None, api_private_key=None)
|
||||
|
||||
@patch('app.markets.coinbase.RESTClient')
|
||||
def test_coinbase_asset_formatting_behavior(self, mock_client):
|
||||
"""Test comportamento di formattazione asset ID attraverso get_product."""
|
||||
mock_response = Mock()
|
||||
mock_response.product_id = "BTC-USD"
|
||||
mock_response.base_currency_id = "BTC"
|
||||
mock_response.price = "50000.0"
|
||||
mock_response.volume_24h = "1000000.0"
|
||||
mock_response.status = "TRADING"
|
||||
|
||||
mock_client_instance = Mock()
|
||||
mock_client_instance.get_product.return_value = mock_response
|
||||
mock_client.return_value = mock_client_instance
|
||||
|
||||
wrapper = CoinBaseWrapper(api_key="test", api_private_key="test")
|
||||
|
||||
# Test che entrambi i formati funzionino
|
||||
wrapper.get_product("BTC")
|
||||
wrapper.get_product("BTC-USD")
|
||||
|
||||
# Verifica che get_product sia stato chiamato con il formato corretto
|
||||
assert mock_client_instance.get_product.call_count == 2
|
||||
|
||||
@patch('app.markets.coinbase.RESTClient')
|
||||
def test_coinbase_get_product(self, mock_client):
|
||||
"""Test get_product con mock."""
|
||||
mock_response = Mock()
|
||||
mock_response.product_id = "BTC-USD"
|
||||
mock_response.base_currency_id = "BTC"
|
||||
mock_response.price = "50000.0"
|
||||
mock_response.volume_24h = "1000000.0"
|
||||
mock_response.status = "TRADING"
|
||||
|
||||
mock_client_instance = Mock()
|
||||
mock_client_instance.get_product.return_value = mock_response
|
||||
mock_client.return_value = mock_client_instance
|
||||
|
||||
wrapper = CoinBaseWrapper(api_key="test", api_private_key="test")
|
||||
product = wrapper.get_product("BTC")
|
||||
|
||||
assert isinstance(product, ProductInfo)
|
||||
assert product.symbol == "BTC"
|
||||
mock_client_instance.get_product.assert_called_once_with("BTC-USD")
|
||||
|
||||
|
||||
class TestCryptoCompareWrapper:
|
||||
"""Test specifici per CryptoCompareWrapper."""
|
||||
|
||||
@pytest.mark.skipif(
|
||||
not os.getenv('CRYPTOCOMPARE_API_KEY'),
|
||||
reason="CRYPTOCOMPARE_API_KEY non configurata"
|
||||
)
|
||||
def test_cryptocompare_initialization_with_env_var(self):
|
||||
"""Test inizializzazione con variabile d'ambiente."""
|
||||
wrapper = CryptoCompareWrapper(currency="USD")
|
||||
assert wrapper.currency == "USD"
|
||||
assert wrapper.api_key is not None
|
||||
|
||||
def test_cryptocompare_initialization_with_param(self):
|
||||
"""Test inizializzazione con parametro esplicito."""
|
||||
wrapper = CryptoCompareWrapper(api_key="test_key", currency="EUR")
|
||||
assert wrapper.api_key == "test_key"
|
||||
assert wrapper.currency == "EUR"
|
||||
|
||||
@patch('app.markets.cryptocompare.requests.get')
|
||||
def test_cryptocompare_get_product(self, mock_get):
|
||||
"""Test get_product con mock."""
|
||||
mock_response = Mock()
|
||||
mock_response.json.return_value = {
|
||||
'RAW': {
|
||||
'BTC': {
|
||||
'USD': {
|
||||
'FROMSYMBOL': 'BTC',
|
||||
'TOSYMBOL': 'USD',
|
||||
'PRICE': 50000.0,
|
||||
'VOLUME24HOUR': 1000000.0
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
mock_response.raise_for_status.return_value = None
|
||||
mock_get.return_value = mock_response
|
||||
|
||||
wrapper = CryptoCompareWrapper(api_key="test_key")
|
||||
product = wrapper.get_product("BTC")
|
||||
|
||||
assert isinstance(product, ProductInfo)
|
||||
assert product.symbol == "BTC"
|
||||
assert product.price == 50000.0
|
||||
|
||||
def test_cryptocompare_get_all_products_workaround(self):
|
||||
"""Test che get_all_products funzioni con il workaround implementato."""
|
||||
wrapper = CryptoCompareWrapper(api_key="test_key")
|
||||
# Il metodo ora dovrebbe restituire una lista di ProductInfo invece di sollevare NotImplementedError
|
||||
products = wrapper.get_all_products()
|
||||
assert isinstance(products, list)
|
||||
# Verifica che la lista non sia vuota (dovrebbe contenere almeno alcuni asset popolari)
|
||||
assert len(products) > 0
|
||||
# Verifica che ogni elemento sia un ProductInfo
|
||||
for product in products:
|
||||
assert isinstance(product, ProductInfo)
|
||||
|
||||
|
||||
class TestBinanceWrapper:
|
||||
"""Test specifici per BinanceWrapper."""
|
||||
|
||||
def test_binance_initialization_without_credentials(self):
|
||||
"""Test che l'inizializzazione fallisca senza credenziali."""
|
||||
# Assicuriamoci che le variabili d'ambiente siano vuote per questo test
|
||||
with patch.dict(os.environ, {}, clear=True):
|
||||
with pytest.raises(AssertionError, match="API key is required"):
|
||||
BinanceWrapper(api_key=None, api_secret="test")
|
||||
|
||||
with pytest.raises(AssertionError, match="API secret is required"):
|
||||
BinanceWrapper(api_key="test", api_secret=None)
|
||||
|
||||
@patch('app.markets.binance.Client')
|
||||
def test_binance_symbol_formatting_behavior(self, mock_client):
|
||||
"""Test comportamento di formattazione simbolo attraverso get_product."""
|
||||
mock_client_instance = Mock()
|
||||
mock_client_instance.get_symbol_ticker.return_value = {
|
||||
'symbol': 'BTCUSDT',
|
||||
'price': '50000.0'
|
||||
}
|
||||
mock_client_instance.get_ticker.return_value = {
|
||||
'volume': '1000000.0'
|
||||
}
|
||||
mock_client.return_value = mock_client_instance
|
||||
|
||||
wrapper = BinanceWrapper(api_key="test", api_secret="test")
|
||||
|
||||
# Test che entrambi i formati funzionino
|
||||
wrapper.get_product("BTC")
|
||||
wrapper.get_product("BTCUSDT")
|
||||
|
||||
# Verifica che i metodi siano stati chiamati
|
||||
assert mock_client_instance.get_symbol_ticker.call_count == 2
|
||||
|
||||
@patch('app.markets.binance.Client')
|
||||
def test_binance_get_product(self, mock_client):
|
||||
"""Test get_product con mock."""
|
||||
mock_client_instance = Mock()
|
||||
mock_client_instance.get_symbol_ticker.return_value = {
|
||||
'symbol': 'BTCUSDT',
|
||||
'price': '50000.0'
|
||||
}
|
||||
mock_client_instance.get_ticker.return_value = {
|
||||
'volume': '1000000.0'
|
||||
}
|
||||
mock_client.return_value = mock_client_instance
|
||||
|
||||
wrapper = BinanceWrapper(api_key="test", api_secret="test")
|
||||
product = wrapper.get_product("BTC")
|
||||
|
||||
assert isinstance(product, ProductInfo)
|
||||
assert product.symbol == "BTC"
|
||||
assert product.price == 50000.0
|
||||
|
||||
|
||||
class TestPublicBinanceAgent:
|
||||
"""Test specifici per PublicBinanceAgent."""
|
||||
|
||||
@patch('app.markets.binance_public.Client')
|
||||
def test_public_binance_initialization(self, mock_client):
|
||||
"""Test inizializzazione senza credenziali."""
|
||||
agent = PublicBinanceAgent()
|
||||
assert agent.client is not None
|
||||
mock_client.assert_called_once_with()
|
||||
|
||||
@patch('app.markets.binance_public.Client')
|
||||
def test_public_binance_symbol_formatting_behavior(self, mock_client):
|
||||
"""Test comportamento di formattazione simbolo attraverso get_product."""
|
||||
mock_client_instance = Mock()
|
||||
mock_client_instance.get_symbol_ticker.return_value = {
|
||||
'symbol': 'BTCUSDT',
|
||||
'price': '50000.0'
|
||||
}
|
||||
mock_client_instance.get_ticker.return_value = {
|
||||
'volume': '1000000.0'
|
||||
}
|
||||
mock_client.return_value = mock_client_instance
|
||||
|
||||
agent = PublicBinanceAgent()
|
||||
|
||||
# Test che entrambi i formati funzionino
|
||||
agent.get_product("BTC")
|
||||
agent.get_product("BTCUSDT")
|
||||
|
||||
# Verifica che i metodi siano stati chiamati
|
||||
assert mock_client_instance.get_symbol_ticker.call_count == 2
|
||||
|
||||
@patch('app.markets.binance_public.Client')
|
||||
def test_public_binance_get_product(self, mock_client):
|
||||
"""Test get_product con mock."""
|
||||
mock_client_instance = Mock()
|
||||
mock_client_instance.get_symbol_ticker.return_value = {
|
||||
'symbol': 'BTCUSDT',
|
||||
'price': '50000.0'
|
||||
}
|
||||
mock_client_instance.get_ticker.return_value = {
|
||||
'volume': '1000000.0'
|
||||
}
|
||||
mock_client.return_value = mock_client_instance
|
||||
|
||||
agent = PublicBinanceAgent()
|
||||
product = agent.get_product("BTC")
|
||||
|
||||
assert isinstance(product, ProductInfo)
|
||||
assert product.symbol == "BTC"
|
||||
assert product.price == 50000.0
|
||||
|
||||
@patch('app.markets.binance_public.Client')
|
||||
def test_public_binance_get_all_products(self, mock_client):
|
||||
"""Test get_all_products restituisce asset principali."""
|
||||
mock_client_instance = Mock()
|
||||
mock_client_instance.get_symbol_ticker.return_value = {
|
||||
'symbol': 'BTCUSDT',
|
||||
'price': '50000.0'
|
||||
}
|
||||
mock_client_instance.get_ticker.return_value = {
|
||||
'volume': '1000000.0'
|
||||
}
|
||||
mock_client.return_value = mock_client_instance
|
||||
|
||||
agent = PublicBinanceAgent()
|
||||
products = agent.get_all_products()
|
||||
|
||||
assert isinstance(products, list)
|
||||
assert len(products) == 8 # Numero di asset principali definiti
|
||||
for product in products:
|
||||
assert isinstance(product, ProductInfo)
|
||||
|
||||
@patch('app.markets.binance_public.Client')
|
||||
def test_public_binance_get_public_prices(self, mock_client):
|
||||
"""Test metodo specifico get_public_prices."""
|
||||
mock_client_instance = Mock()
|
||||
mock_client_instance.get_symbol_ticker.return_value = {'price': '50000.0'}
|
||||
mock_client_instance.get_server_time.return_value = {'serverTime': 1704067200000}
|
||||
mock_client.return_value = mock_client_instance
|
||||
|
||||
agent = PublicBinanceAgent()
|
||||
prices = agent.get_public_prices(["BTCUSDT"])
|
||||
|
||||
assert isinstance(prices, dict)
|
||||
assert 'BTC_USD' in prices
|
||||
assert prices['BTC_USD'] == 50000.0
|
||||
assert 'source' in prices
|
||||
assert prices['source'] == 'binance_public'
|
||||
|
||||
|
||||
@pytest.mark.limited # usa molte api calls e non voglio esaurire le chiavi api
|
||||
class TestMarketAPIs:
|
||||
"""Test per la classe MarketAPIs che aggrega i wrapper."""
|
||||
|
||||
def test_market_apis_initialization_no_providers(self):
|
||||
"""Test che l'inizializzazione fallisca senza provider disponibili."""
|
||||
with patch.dict(os.environ, {}, clear=True):
|
||||
with pytest.raises(AssertionError, match="No market API keys"):
|
||||
MarketAPIs("USD")
|
||||
|
||||
@patch('app.markets.CoinBaseWrapper')
|
||||
def test_market_apis_with_coinbase_only(self, mock_coinbase):
|
||||
"""Test con solo Coinbase disponibile."""
|
||||
mock_instance = Mock()
|
||||
mock_coinbase.return_value = mock_instance
|
||||
|
||||
with patch('app.markets.CryptoCompareWrapper', side_effect=Exception("No API key")):
|
||||
apis = MarketAPIs("USD")
|
||||
assert len(apis.wrappers) == 1
|
||||
assert apis.wrappers[0] == mock_instance
|
||||
|
||||
@patch('app.markets.CoinBaseWrapper')
|
||||
@patch('app.markets.CryptoCompareWrapper')
|
||||
def test_market_apis_delegation(self, mock_crypto, mock_coinbase):
|
||||
"""Test che i metodi vengano delegati al primo wrapper disponibile."""
|
||||
mock_coinbase_instance = Mock()
|
||||
mock_crypto_instance = Mock()
|
||||
mock_coinbase.return_value = mock_coinbase_instance
|
||||
mock_crypto.return_value = mock_crypto_instance
|
||||
|
||||
apis = MarketAPIs("USD")
|
||||
|
||||
# Test delegazione get_product
|
||||
apis.get_product("BTC")
|
||||
mock_coinbase_instance.get_product.assert_called_once_with("BTC")
|
||||
|
||||
# Test delegazione get_products
|
||||
apis.get_products(["BTC", "ETH"])
|
||||
mock_coinbase_instance.get_products.assert_called_once_with(["BTC", "ETH"])
|
||||
|
||||
# Test delegazione get_all_products
|
||||
apis.get_all_products()
|
||||
mock_coinbase_instance.get_all_products.assert_called_once()
|
||||
|
||||
# Test delegazione get_historical_prices
|
||||
apis.get_historical_prices("BTC")
|
||||
mock_coinbase_instance.get_historical_prices.assert_called_once_with("BTC")
|
||||
def test_wrapper_initialization(self):
|
||||
market_wrapper = MarketAPIs("USD")
|
||||
assert market_wrapper is not None
|
||||
assert hasattr(market_wrapper, 'get_product')
|
||||
assert hasattr(market_wrapper, 'get_products')
|
||||
assert hasattr(market_wrapper, 'get_all_products')
|
||||
assert hasattr(market_wrapper, 'get_historical_prices')
|
||||
|
||||
def test_wrapper_capabilities(self):
|
||||
market_wrapper = MarketAPIs("USD")
|
||||
capabilities = []
|
||||
if hasattr(market_wrapper, 'get_product'):
|
||||
capabilities.append('single_product')
|
||||
if hasattr(market_wrapper, 'get_products'):
|
||||
capabilities.append('multiple_products')
|
||||
if hasattr(market_wrapper, 'get_historical_prices'):
|
||||
capabilities.append('historical_data')
|
||||
assert len(capabilities) > 0
|
||||
|
||||
class TestErrorHandling:
|
||||
"""Test per la gestione degli errori in tutti i wrapper."""
|
||||
|
||||
@patch('app.markets.binance_public.Client')
|
||||
def test_public_binance_error_handling(self, mock_client):
|
||||
"""Test gestione errori in PublicBinanceAgent."""
|
||||
mock_client_instance = Mock()
|
||||
mock_client_instance.get_symbol_ticker.side_effect = Exception("API Error")
|
||||
mock_client.return_value = mock_client_instance
|
||||
|
||||
agent = PublicBinanceAgent()
|
||||
product = agent.get_product("INVALID")
|
||||
|
||||
# Dovrebbe restituire un ProductInfo vuoto invece di sollevare eccezione
|
||||
assert isinstance(product, ProductInfo)
|
||||
assert product.id == "INVALID"
|
||||
assert product.symbol == "INVALID"
|
||||
|
||||
@patch('app.markets.cryptocompare.requests.get')
|
||||
def test_cryptocompare_network_error(self, mock_get):
|
||||
"""Test gestione errori di rete in CryptoCompareWrapper."""
|
||||
mock_get.side_effect = Exception("Network Error")
|
||||
|
||||
wrapper = CryptoCompareWrapper(api_key="test")
|
||||
|
||||
with pytest.raises(Exception):
|
||||
wrapper.get_product("BTC")
|
||||
|
||||
@patch('app.markets.binance.Client')
|
||||
def test_binance_api_error_in_get_products(self, mock_client):
|
||||
"""Test gestione errori in BinanceWrapper.get_products."""
|
||||
mock_client_instance = Mock()
|
||||
mock_client_instance.get_symbol_ticker.side_effect = Exception("API Error")
|
||||
mock_client.return_value = mock_client_instance
|
||||
|
||||
wrapper = BinanceWrapper(api_key="test", api_secret="test")
|
||||
products = wrapper.get_products(["BTC", "ETH"])
|
||||
|
||||
# Dovrebbe restituire lista vuota invece di sollevare eccezione
|
||||
assert isinstance(products, list)
|
||||
assert len(products) == 0
|
||||
def test_market_data_retrieval(self):
|
||||
market_wrapper = MarketAPIs("USD")
|
||||
btc_product = market_wrapper.get_product("BTC")
|
||||
assert btc_product is not None
|
||||
assert hasattr(btc_product, 'symbol')
|
||||
assert hasattr(btc_product, 'price')
|
||||
assert btc_product.price > 0
|
||||
|
||||
def test_market_toolkit_integration(self):
|
||||
try:
|
||||
toolkit = MarketToolkit()
|
||||
assert toolkit is not None
|
||||
assert hasattr(toolkit, 'market_agent')
|
||||
assert toolkit.market_api is not None
|
||||
|
||||
class TestIntegrationScenarios:
|
||||
"""Test di integrazione per scenari reali."""
|
||||
|
||||
def test_wrapper_method_signatures(self):
|
||||
"""Verifica che tutti i wrapper abbiano le stesse signature dei metodi."""
|
||||
wrapper_classes = [CoinBaseWrapper, CryptoCompareWrapper, BinanceWrapper, PublicBinanceAgent]
|
||||
|
||||
for wrapper_class in wrapper_classes:
|
||||
# Verifica get_product
|
||||
assert hasattr(wrapper_class, 'get_product')
|
||||
|
||||
# Verifica get_products
|
||||
assert hasattr(wrapper_class, 'get_products')
|
||||
|
||||
# Verifica get_all_products
|
||||
assert hasattr(wrapper_class, 'get_all_products')
|
||||
|
||||
# Verifica get_historical_prices
|
||||
assert hasattr(wrapper_class, 'get_historical_prices')
|
||||
|
||||
def test_productinfo_consistency(self):
|
||||
"""Test che tutti i metodi from_* di ProductInfo restituiscano oggetti consistenti."""
|
||||
# Test from_cryptocompare
|
||||
crypto_data = {
|
||||
'FROMSYMBOL': 'BTC',
|
||||
'TOSYMBOL': 'USD',
|
||||
'PRICE': 50000.0,
|
||||
'VOLUME24HOUR': 1000000.0
|
||||
}
|
||||
crypto_product = ProductInfo.from_cryptocompare(crypto_data)
|
||||
|
||||
# Test from_binance
|
||||
binance_ticker = {'symbol': 'BTCUSDT', 'price': '50000.0'}
|
||||
binance_24h = {'volume': '1000000.0'}
|
||||
binance_product = ProductInfo.from_binance(binance_ticker, binance_24h)
|
||||
|
||||
# Verifica che entrambi abbiano gli stessi campi
|
||||
assert hasattr(crypto_product, 'id')
|
||||
assert hasattr(crypto_product, 'symbol')
|
||||
assert hasattr(crypto_product, 'price')
|
||||
assert hasattr(crypto_product, 'volume_24h')
|
||||
|
||||
assert hasattr(binance_product, 'id')
|
||||
assert hasattr(binance_product, 'symbol')
|
||||
assert hasattr(binance_product, 'price')
|
||||
assert hasattr(binance_product, 'volume_24h')
|
||||
|
||||
def test_price_consistency(self):
|
||||
"""Test che tutti i metodi from_* di Price restituiscano oggetti consistenti."""
|
||||
# Test from_cryptocompare
|
||||
crypto_data = {
|
||||
'high': 51000.0,
|
||||
'low': 49000.0,
|
||||
'open': 50000.0,
|
||||
'close': 50500.0,
|
||||
'volumeto': 1000.0,
|
||||
'time': 1704067200
|
||||
}
|
||||
crypto_price = Price.from_cryptocompare(crypto_data)
|
||||
|
||||
# Verifica che abbia tutti i campi richiesti
|
||||
assert hasattr(crypto_price, 'high')
|
||||
assert hasattr(crypto_price, 'low')
|
||||
assert hasattr(crypto_price, 'open')
|
||||
assert hasattr(crypto_price, 'close')
|
||||
assert hasattr(crypto_price, 'volume')
|
||||
assert hasattr(crypto_price, 'time')
|
||||
tools = toolkit.tools
|
||||
assert len(tools) > 0
|
||||
|
||||
except Exception as e:
|
||||
print(f"MarketToolkit test failed: {e}")
|
||||
# Non fail completamente - il toolkit potrebbe avere dipendenze specifiche
|
||||
|
||||
if __name__ == "__main__":
|
||||
pytest.main([__file__, "-v"])
|
||||
def test_provider_selection_mechanism(self):
|
||||
potential_providers = 0
|
||||
if os.getenv('CDP_API_KEY_NAME') and os.getenv('CDP_API_PRIVATE_KEY'):
|
||||
potential_providers += 1
|
||||
if os.getenv('CRYPTOCOMPARE_API_KEY'):
|
||||
potential_providers += 1
|
||||
|
||||
def test_error_handling(self):
|
||||
try:
|
||||
market_wrapper = MarketAPIs("USD")
|
||||
fake_product = market_wrapper.get_product("NONEXISTENT_CRYPTO_SYMBOL_12345")
|
||||
assert fake_product is None or fake_product.price == 0
|
||||
except Exception as e:
|
||||
pass
|
||||
|
||||
def test_wrapper_currency_support(self):
|
||||
market_wrapper = MarketAPIs("USD")
|
||||
assert hasattr(market_wrapper, 'currency')
|
||||
assert isinstance(market_wrapper.currency, str)
|
||||
assert len(market_wrapper.currency) >= 3 # USD, EUR, etc.
|
||||
|
||||
7
tests/api/test_binance.py
Normal file
7
tests/api/test_binance.py
Normal file
@@ -0,0 +1,7 @@
|
||||
import pytest
|
||||
|
||||
@pytest.mark.market
|
||||
@pytest.mark.api
|
||||
class TestBinance:
|
||||
# TODO fare dei test veri e propri
|
||||
pass
|
||||
54
tests/api/test_coinbase.py
Normal file
54
tests/api/test_coinbase.py
Normal file
@@ -0,0 +1,54 @@
|
||||
import os
|
||||
import pytest
|
||||
from app.markets import CoinBaseWrapper
|
||||
|
||||
@pytest.mark.market
|
||||
@pytest.mark.api
|
||||
@pytest.mark.skipif(not(os.getenv('COINBASE_API_KEY')) or not(os.getenv('COINBASE_API_SECRET')), reason="COINBASE_API_KEY or COINBASE_API_SECRET not set in environment variables")
|
||||
class TestCoinBase:
|
||||
|
||||
def test_coinbase_init(self):
|
||||
market = CoinBaseWrapper()
|
||||
assert market is not None
|
||||
assert hasattr(market, 'currency')
|
||||
assert market.currency == "USD"
|
||||
|
||||
def test_coinbase_get_product(self):
|
||||
market = CoinBaseWrapper()
|
||||
product = market.get_product("BTC")
|
||||
assert product is not None
|
||||
assert hasattr(product, 'symbol')
|
||||
assert product.symbol == "BTC"
|
||||
assert hasattr(product, 'price')
|
||||
assert product.price > 0
|
||||
|
||||
def test_coinbase_get_products(self):
|
||||
market = CoinBaseWrapper()
|
||||
products = market.get_products(["BTC", "ETH"])
|
||||
assert products is not None
|
||||
assert isinstance(products, list)
|
||||
assert len(products) == 2
|
||||
symbols = [p.symbol for p in products]
|
||||
assert "BTC" in symbols
|
||||
assert "ETH" in symbols
|
||||
for product in products:
|
||||
assert hasattr(product, 'price')
|
||||
assert product.price > 0
|
||||
|
||||
def test_coinbase_invalid_product(self):
|
||||
market = CoinBaseWrapper()
|
||||
with pytest.raises(Exception):
|
||||
_ = market.get_product("INVALID")
|
||||
|
||||
def test_coinbase_history(self):
|
||||
market = CoinBaseWrapper()
|
||||
history = market.get_historical_prices("BTC", limit=5)
|
||||
assert history is not None
|
||||
assert isinstance(history, list)
|
||||
assert len(history) == 5
|
||||
for entry in history:
|
||||
assert hasattr(entry, 'time')
|
||||
assert hasattr(entry, 'close')
|
||||
assert hasattr(entry, 'high')
|
||||
assert entry.close > 0
|
||||
assert entry.high > 0
|
||||
56
tests/api/test_cryptocompare.py
Normal file
56
tests/api/test_cryptocompare.py
Normal file
@@ -0,0 +1,56 @@
|
||||
import os
|
||||
import pytest
|
||||
from app.markets import CryptoCompareWrapper
|
||||
|
||||
@pytest.mark.market
|
||||
@pytest.mark.api
|
||||
@pytest.mark.skipif(not os.getenv('CRYPTOCOMPARE_API_KEY'), reason="CRYPTOCOMPARE_API_KEY not set in environment variables")
|
||||
class TestCryptoCompare:
|
||||
|
||||
def test_cryptocompare_init(self):
|
||||
market = CryptoCompareWrapper()
|
||||
assert market is not None
|
||||
assert hasattr(market, 'api_key')
|
||||
assert market.api_key == os.getenv('CRYPTOCOMPARE_API_KEY')
|
||||
assert hasattr(market, 'currency')
|
||||
assert market.currency == "USD"
|
||||
|
||||
def test_cryptocompare_get_product(self):
|
||||
market = CryptoCompareWrapper()
|
||||
product = market.get_product("BTC")
|
||||
assert product is not None
|
||||
assert hasattr(product, 'symbol')
|
||||
assert product.symbol == "BTC"
|
||||
assert hasattr(product, 'price')
|
||||
assert product.price > 0
|
||||
|
||||
def test_cryptocompare_get_products(self):
|
||||
market = CryptoCompareWrapper()
|
||||
products = market.get_products(["BTC", "ETH"])
|
||||
assert products is not None
|
||||
assert isinstance(products, list)
|
||||
assert len(products) == 2
|
||||
symbols = [p.symbol for p in products]
|
||||
assert "BTC" in symbols
|
||||
assert "ETH" in symbols
|
||||
for product in products:
|
||||
assert hasattr(product, 'price')
|
||||
assert product.price > 0
|
||||
|
||||
def test_cryptocompare_invalid_product(self):
|
||||
market = CryptoCompareWrapper()
|
||||
with pytest.raises(Exception):
|
||||
_ = market.get_product("INVALID")
|
||||
|
||||
def test_cryptocompare_history(self):
|
||||
market = CryptoCompareWrapper()
|
||||
history = market.get_historical_prices("BTC", limit=5)
|
||||
assert history is not None
|
||||
assert isinstance(history, list)
|
||||
assert len(history) == 5
|
||||
for entry in history:
|
||||
assert hasattr(entry, 'time')
|
||||
assert hasattr(entry, 'close')
|
||||
assert hasattr(entry, 'high')
|
||||
assert entry.close > 0
|
||||
assert entry.high > 0
|
||||
@@ -15,8 +15,7 @@ def pytest_configure(config:pytest.Config):
|
||||
markers = [
|
||||
("slow", "marks tests as slow (deselect with '-m \"not slow\"')"),
|
||||
("api", "marks tests that require API access"),
|
||||
("coinbase", "marks tests that require Coinbase credentials"),
|
||||
("cryptocompare", "marks tests that require CryptoCompare credentials"),
|
||||
("market", "marks tests that use market data"),
|
||||
("gemini", "marks tests that use Gemini model"),
|
||||
("ollama_gpt", "marks tests that use Ollama GPT model"),
|
||||
("ollama_qwen", "marks tests that use Ollama Qwen model"),
|
||||
@@ -30,24 +29,7 @@ def pytest_configure(config:pytest.Config):
|
||||
config.addinivalue_line("markers", line)
|
||||
|
||||
def pytest_collection_modifyitems(config, items):
|
||||
"""Modifica automaticamente gli item di test aggiungendogli marker basati sul nome"""
|
||||
|
||||
markers_to_add = {
|
||||
"coinbase": pytest.mark.api,
|
||||
"cryptocompare": pytest.mark.api,
|
||||
"overview": pytest.mark.slow,
|
||||
"analysis": pytest.mark.slow,
|
||||
"gemini": pytest.mark.gemini,
|
||||
"ollama_gpt": pytest.mark.ollama_gpt,
|
||||
"ollama_qwen": pytest.mark.ollama_qwen,
|
||||
}
|
||||
|
||||
for item in items:
|
||||
name = item.name.lower()
|
||||
for key, marker in markers_to_add.items():
|
||||
if key in name:
|
||||
item.add_marker(marker)
|
||||
|
||||
"""Modifica automaticamente degli item di test rimovendoli"""
|
||||
# Rimuovo i test "limited" e "slow" se non richiesti esplicitamente
|
||||
mark_to_remove = ['limited', 'slow']
|
||||
for mark in mark_to_remove:
|
||||
|
||||
Reference in New Issue
Block a user