123
#657
by filipchenkoai - opened
123
ADDED
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@@ -0,0 +1,91 @@
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from smolagents import CodeAgent, DuckDuckGoSearchTool, HfApiModel, load_tool, tool
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import datetime
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import requests
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import pytz
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import yaml
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from tools.final_answer import FinalAnswerTool
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from Gradio_UI import GradioUI
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@tool
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def analyze_ichimoku_signal(prices_close: list, high_prices: list, low_prices: list) -> str:
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"""Инструмент для технического анализа по системе Ichimoku Cloud.
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Анализирует TK Zone, положение цены и будущее облако для выдачи торгового вердикта.
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Args:
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prices_close: Список цен закрытия (нужно минимум 52 периода).
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high_prices: Список максимальных цен за те же периоды.
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low_prices: Список минимальных цен за те же периоды.
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"""
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if len(prices_close) < 52:
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return "Ошибка: Недостаточно данных. Требуется минимум 52 свечи для корректного расчета."
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# Функция расчета средней цены за период
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def get_mid(h, l, p):
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return (max(h[-p:]) + min(l[-p:])) / 2
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# Текущие показатели
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tenkan = get_mid(high_prices, low_prices, 9)
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kijun = get_mid(high_prices, low_prices, 26)
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current_price = prices_close[-1]
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# Будущее облако (проекция на текущий момент)
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span_a = (tenkan + kijun) / 2
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span_b = get_mid(high_prices, low_prices, 52)
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kumo_bullish = span_a > span_b
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# Анализ зон
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in_tk_zone = min(tenkan, kijun) <= current_price <= max(tenkan, kijun)
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# Формирование вердикта
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if current_price > max(tenkan, kijun) and kumo_bullish:
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verdict = "🚀 LONG: Цена выше TK Zone, Облако бычье. Импульс подтвержден."
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elif current_price < min(tenkan, kijun) and not kumo_bullish:
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verdict = "📉 SHORT: Цена ниже TK Zone, Облако медвежье. Давление продавцов."
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elif in_tk_zone:
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verdict = "⏳ NEUTRAL: Цена в зоне равновесия (TK Zone). Ожидаем выхода."
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else:
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verdict = "🤔 MIXED: Сигналы противоречат друг другу. Рекомендуется наблюдение."
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return f"Анализ Ichimoku: Цена={current_price}, Tenkan={tenkan:.2f}, Kijun={kijun:.2f}. Вердикт: {verdict}"
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@tool
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def get_current_time_in_timezone(timezone: str) -> str:
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"""A tool that fetches the current local time in a specified timezone.
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Args:
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timezone: A string representing a valid timezone (e.g., 'America/New_York').
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"""
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try:
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tz = pytz.timezone(timezone)
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local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S")
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return f"The current local time in {timezone} is: {local_time}"
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except Exception as e:
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return f"Error fetching time for timezone '{timezone}': {str(e)}"
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final_answer = FinalAnswerTool()
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# Модель Qwen2.5-Coder отлично подходит для исполнения логики инструментов
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model = HfApiModel(
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max_tokens=2096,
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temperature=0.5,
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model_id='Qwen/Qwen2.5-Coder-32B-Instruct',
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custom_role_conversions=None,
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)
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# Загрузка шаблонов промптов
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try:
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with open("prompts.yaml", 'r') as stream:
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prompt_templates = yaml.safe_load(stream)
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except FileNotFoundError:
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prompt_templates = None # Если файла нет, агент использует стандартные
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# Создание агента с регистрацией всех инструментов
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agent = CodeAgent(
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model=model,
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tools=[final_answer, analyze_ichimoku_signal, get_current_time_in_timezone],
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max_steps=6,
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verbosity_level=1,
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prompt_templates=prompt_templates
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)
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# Запуск интерфейса
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if __name__ == "__main__":
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GradioUI(agent).launch()
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app.py
DELETED
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@@ -1,69 +0,0 @@
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from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool
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import datetime
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import requests
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import pytz
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import yaml
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from tools.final_answer import FinalAnswerTool
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from Gradio_UI import GradioUI
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# Below is an example of a tool that does nothing. Amaze us with your creativity !
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@tool
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def my_custom_tool(arg1:str, arg2:int)-> str: #it's import to specify the return type
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#Keep this format for the description / args / args description but feel free to modify the tool
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"""A tool that does nothing yet
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Args:
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arg1: the first argument
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arg2: the second argument
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"""
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return "What magic will you build ?"
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@tool
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def get_current_time_in_timezone(timezone: str) -> str:
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"""A tool that fetches the current local time in a specified timezone.
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Args:
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timezone: A string representing a valid timezone (e.g., 'America/New_York').
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"""
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try:
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# Create timezone object
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tz = pytz.timezone(timezone)
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# Get current time in that timezone
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local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S")
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return f"The current local time in {timezone} is: {local_time}"
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except Exception as e:
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return f"Error fetching time for timezone '{timezone}': {str(e)}"
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final_answer = FinalAnswerTool()
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# If the agent does not answer, the model is overloaded, please use another model or the following Hugging Face Endpoint that also contains qwen2.5 coder:
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# model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud'
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model = HfApiModel(
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max_tokens=2096,
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temperature=0.5,
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model_id='Qwen/Qwen2.5-Coder-32B-Instruct',# it is possible that this model may be overloaded
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custom_role_conversions=None,
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)
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# Import tool from Hub
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image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True)
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with open("prompts.yaml", 'r') as stream:
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prompt_templates = yaml.safe_load(stream)
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agent = CodeAgent(
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model=model,
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tools=[final_answer], ## add your tools here (don't remove final answer)
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max_steps=6,
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verbosity_level=1,
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grammar=None,
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planning_interval=None,
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name=None,
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description=None,
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prompt_templates=prompt_templates
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)
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GradioUI(agent).launch()
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