Spaces:
Sleeping
Sleeping
first commit
Browse files- .gitattributes +0 -35
- Dockerfile +15 -0
- README.md +74 -5
- app.py +136 -0
- requirements.txt +7 -0
.gitattributes
DELETED
|
@@ -1,35 +0,0 @@
|
|
| 1 |
-
*.7z filter=lfs diff=lfs merge=lfs -text
|
| 2 |
-
*.arrow filter=lfs diff=lfs merge=lfs -text
|
| 3 |
-
*.bin filter=lfs diff=lfs merge=lfs -text
|
| 4 |
-
*.bz2 filter=lfs diff=lfs merge=lfs -text
|
| 5 |
-
*.ckpt filter=lfs diff=lfs merge=lfs -text
|
| 6 |
-
*.ftz filter=lfs diff=lfs merge=lfs -text
|
| 7 |
-
*.gz filter=lfs diff=lfs merge=lfs -text
|
| 8 |
-
*.h5 filter=lfs diff=lfs merge=lfs -text
|
| 9 |
-
*.joblib filter=lfs diff=lfs merge=lfs -text
|
| 10 |
-
*.lfs.* filter=lfs diff=lfs merge=lfs -text
|
| 11 |
-
*.mlmodel filter=lfs diff=lfs merge=lfs -text
|
| 12 |
-
*.model filter=lfs diff=lfs merge=lfs -text
|
| 13 |
-
*.msgpack filter=lfs diff=lfs merge=lfs -text
|
| 14 |
-
*.npy filter=lfs diff=lfs merge=lfs -text
|
| 15 |
-
*.npz filter=lfs diff=lfs merge=lfs -text
|
| 16 |
-
*.onnx filter=lfs diff=lfs merge=lfs -text
|
| 17 |
-
*.ot filter=lfs diff=lfs merge=lfs -text
|
| 18 |
-
*.parquet filter=lfs diff=lfs merge=lfs -text
|
| 19 |
-
*.pb filter=lfs diff=lfs merge=lfs -text
|
| 20 |
-
*.pickle filter=lfs diff=lfs merge=lfs -text
|
| 21 |
-
*.pkl filter=lfs diff=lfs merge=lfs -text
|
| 22 |
-
*.pt filter=lfs diff=lfs merge=lfs -text
|
| 23 |
-
*.pth filter=lfs diff=lfs merge=lfs -text
|
| 24 |
-
*.rar filter=lfs diff=lfs merge=lfs -text
|
| 25 |
-
*.safetensors filter=lfs diff=lfs merge=lfs -text
|
| 26 |
-
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
| 27 |
-
*.tar.* filter=lfs diff=lfs merge=lfs -text
|
| 28 |
-
*.tar filter=lfs diff=lfs merge=lfs -text
|
| 29 |
-
*.tflite filter=lfs diff=lfs merge=lfs -text
|
| 30 |
-
*.tgz filter=lfs diff=lfs merge=lfs -text
|
| 31 |
-
*.wasm filter=lfs diff=lfs merge=lfs -text
|
| 32 |
-
*.xz filter=lfs diff=lfs merge=lfs -text
|
| 33 |
-
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
-
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
-
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Dockerfile
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# syntax=docker/dockerfile:1
|
| 2 |
+
FROM python:3.11-slim
|
| 3 |
+
|
| 4 |
+
RUN apt-get update && apt-get install -y curl && rm -rf /var/lib/apt/lists/*
|
| 5 |
+
|
| 6 |
+
WORKDIR /app
|
| 7 |
+
|
| 8 |
+
COPY requirements.txt ./
|
| 9 |
+
RUN pip install --no-cache-dir -r requirements.txt
|
| 10 |
+
|
| 11 |
+
COPY . ./
|
| 12 |
+
|
| 13 |
+
EXPOSE 7860
|
| 14 |
+
|
| 15 |
+
CMD ["gunicorn", "--bind", "0.0.0.0:7860", "app:app"]
|
README.md
CHANGED
|
@@ -1,11 +1,80 @@
|
|
| 1 |
---
|
| 2 |
title: RapidAgentClient
|
| 3 |
-
emoji:
|
| 4 |
-
colorFrom:
|
| 5 |
-
colorTo:
|
| 6 |
sdk: docker
|
|
|
|
| 7 |
pinned: false
|
| 8 |
-
short_description: Microservice of RapidQuant for get AI assistant for crypto
|
| 9 |
---
|
| 10 |
|
| 11 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
---
|
| 2 |
title: RapidAgentClient
|
| 3 |
+
emoji: 🤖
|
| 4 |
+
colorFrom: purple
|
| 5 |
+
colorTo: blue
|
| 6 |
sdk: docker
|
| 7 |
+
app_port: 7860
|
| 8 |
pinned: false
|
|
|
|
| 9 |
---
|
| 10 |
|
| 11 |
+
# 🤖 RapidAgentClient - AI Analysis API
|
| 12 |
+
|
| 13 |
+
API de análisis de mercado con IA. Diseñado para ser consumido por RapidQuant.
|
| 14 |
+
|
| 15 |
+
## 📡 Endpoints
|
| 16 |
+
|
| 17 |
+
| Método | Endpoint | Descripción |
|
| 18 |
+
|--------|----------|-------------|
|
| 19 |
+
| GET | `/` | Estado del servicio |
|
| 20 |
+
| GET | `/health` | Health check |
|
| 21 |
+
| POST | `/analyze` | Análisis de mercado |
|
| 22 |
+
|
| 23 |
+
## 📥 Uso
|
| 24 |
+
|
| 25 |
+
### Request
|
| 26 |
+
```bash
|
| 27 |
+
curl -X POST https://tu-usuario-RapidAgentClient.huggingface.space/analyze \
|
| 28 |
+
-H "Content-Type: application/json" \
|
| 29 |
+
-d '{"symbol": "BTC"}'
|
| 30 |
+
```
|
| 31 |
+
|
| 32 |
+
### Response
|
| 33 |
+
```json
|
| 34 |
+
{
|
| 35 |
+
"success": true,
|
| 36 |
+
"data": {
|
| 37 |
+
"symbol": "BTC",
|
| 38 |
+
"price_data": {
|
| 39 |
+
"price": 50000,
|
| 40 |
+
"change_24h": 2.5,
|
| 41 |
+
"market_cap": 1000000000000
|
| 42 |
+
},
|
| 43 |
+
"tech_data": {
|
| 44 |
+
"rsi": 65,
|
| 45 |
+
"trend": "bullish"
|
| 46 |
+
},
|
| 47 |
+
"analysis": "..."
|
| 48 |
+
}
|
| 49 |
+
}
|
| 50 |
+
```
|
| 51 |
+
|
| 52 |
+
## 🔧 Configuración
|
| 53 |
+
|
| 54 |
+
### Variables de Entorno
|
| 55 |
+
- `HF_TOKEN`: Token de HuggingFace (opcional, para IA avanzada)
|
| 56 |
+
|
| 57 |
+
## 🔍 Verificar Conexión (Terminal)
|
| 58 |
+
|
| 59 |
+
```bash
|
| 60 |
+
# Estado del servicio
|
| 61 |
+
curl https://tu-usuario-RapidAgentClient.huggingface.space/
|
| 62 |
+
|
| 63 |
+
# Health check
|
| 64 |
+
curl https://tu-usuario-RapidAgentClient.huggingface.space/health
|
| 65 |
+
|
| 66 |
+
# Análisis de prueba
|
| 67 |
+
curl -X POST https://tu-usuario-RapidAgentClient.huggingface.space/analyze \
|
| 68 |
+
-H "Content-Type: application/json" \
|
| 69 |
+
-d '{"symbol": "ETH"}'
|
| 70 |
+
```
|
| 71 |
+
|
| 72 |
+
## 📊 Datos que Retorna
|
| 73 |
+
|
| 74 |
+
- **price_data**: Precio, cambio 24h/7d/30d, market cap, rank
|
| 75 |
+
- **tech_data**: RSI, MA7, MA20, tendencia, volatilidad
|
| 76 |
+
- **analysis**: Señal de trading (comprar/vender/mantener)
|
| 77 |
+
|
| 78 |
+
## 🔗 Consumido por
|
| 79 |
+
|
| 80 |
+
- **RapidQuant** - Frontend principal
|
app.py
ADDED
|
@@ -0,0 +1,136 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
#!/usr/bin/env python3
|
| 2 |
+
"""
|
| 3 |
+
RapidAgentClient - API Terminal
|
| 4 |
+
API para análisis de mercado. Diseñado para ser consumido por otros Spaces.
|
| 5 |
+
"""
|
| 6 |
+
|
| 7 |
+
from flask import Flask, request, jsonify
|
| 8 |
+
import os
|
| 9 |
+
import requests
|
| 10 |
+
from dotenv import load_dotenv
|
| 11 |
+
|
| 12 |
+
load_dotenv()
|
| 13 |
+
|
| 14 |
+
import yfinance as yf
|
| 15 |
+
import pandas as pd
|
| 16 |
+
import numpy as np
|
| 17 |
+
|
| 18 |
+
app = Flask(__name__)
|
| 19 |
+
|
| 20 |
+
HF_TOKEN = os.getenv("HF_TOKEN", "")
|
| 21 |
+
|
| 22 |
+
COINGECKO_API = "https://api.coingecko.com/api/v3"
|
| 23 |
+
|
| 24 |
+
SYMBOL_MAP = {
|
| 25 |
+
'BTC': 'bitcoin', 'ETH': 'ethereum', 'SOL': 'solana',
|
| 26 |
+
'ADA': 'cardano', 'DOT': 'polkadot', 'AVAX': 'avalanche-2',
|
| 27 |
+
'MATIC': 'matic-network', 'LINK': 'chainlink', 'XRP': 'ripple',
|
| 28 |
+
'DOGE': 'dogecoin', 'BNB': 'binancecoin', 'LTC': 'litecoin',
|
| 29 |
+
}
|
| 30 |
+
|
| 31 |
+
@app.route("/", methods=["GET"])
|
| 32 |
+
def index():
|
| 33 |
+
return jsonify({"success": True, "message": "RapidAgentClient API running"})
|
| 34 |
+
|
| 35 |
+
@app.route("/health", methods=["GET"])
|
| 36 |
+
def health():
|
| 37 |
+
return jsonify({"success": True, "status": "healthy"})
|
| 38 |
+
|
| 39 |
+
@app.route("/analyze", methods=["POST"])
|
| 40 |
+
def analyze():
|
| 41 |
+
data = request.get_json()
|
| 42 |
+
symbol = data.get("symbol", "BTC").upper()
|
| 43 |
+
|
| 44 |
+
price_data = get_price_data(symbol)
|
| 45 |
+
tech_data = get_technical_data(symbol)
|
| 46 |
+
|
| 47 |
+
analysis = generate_analysis(symbol, price_data, tech_data)
|
| 48 |
+
|
| 49 |
+
return jsonify({
|
| 50 |
+
"success": True,
|
| 51 |
+
"data": {
|
| 52 |
+
"symbol": symbol,
|
| 53 |
+
"price_data": price_data,
|
| 54 |
+
"tech_data": tech_data,
|
| 55 |
+
"analysis": analysis
|
| 56 |
+
}
|
| 57 |
+
})
|
| 58 |
+
|
| 59 |
+
def get_price_data(symbol):
|
| 60 |
+
try:
|
| 61 |
+
coin_id = SYMBOL_MAP.get(symbol, symbol.lower())
|
| 62 |
+
url = f"{COINGECKO_API}/coins/{coin_id}"
|
| 63 |
+
params = {'localization': 'false', 'tickers': 'false', 'community_data': 'false', 'developer_data': 'false', 'sparkline': 'false'}
|
| 64 |
+
response = requests.get(url, params=params, timeout=15)
|
| 65 |
+
if response.status_code == 200:
|
| 66 |
+
data = response.json()
|
| 67 |
+
return {
|
| 68 |
+
'success': True,
|
| 69 |
+
'price': data.get('market_data', {}).get('current_price', {}).get('usd', 0),
|
| 70 |
+
'change_24h': data.get('market_data', {}).get('price_change_percentage_24h', 0),
|
| 71 |
+
'change_7d': data.get('market_data', {}).get('price_change_percentage_7d', 0),
|
| 72 |
+
'change_30d': data.get('market_data', {}).get('price_change_percentage_30d', 0),
|
| 73 |
+
'market_cap': data.get('market_data', {}).get('market_cap', {}).get('usd', 0),
|
| 74 |
+
'volume_24h': data.get('market_data', {}).get('total_volume', {}).get('usd', 0),
|
| 75 |
+
'rank': data.get('market_cap_rank', 0),
|
| 76 |
+
}
|
| 77 |
+
except:
|
| 78 |
+
pass
|
| 79 |
+
return {'success': False}
|
| 80 |
+
|
| 81 |
+
def get_technical_data(symbol):
|
| 82 |
+
try:
|
| 83 |
+
ticker = yf.Ticker(f"{symbol}-USD")
|
| 84 |
+
hist = ticker.history(period="1mo")
|
| 85 |
+
if hist.empty:
|
| 86 |
+
return {'success': False}
|
| 87 |
+
|
| 88 |
+
current_price = hist['Close'].iloc[-1]
|
| 89 |
+
hist['MA7'] = hist['Close'].rolling(window=7).mean()
|
| 90 |
+
hist['MA20'] = hist['Close'].rolling(window=20).mean()
|
| 91 |
+
|
| 92 |
+
delta = hist['Close'].diff()
|
| 93 |
+
gain = (delta.where(delta > 0, 0)).rolling(window=14).mean()
|
| 94 |
+
loss = (-delta.where(delta < 0, 0)).rolling(window=14).mean()
|
| 95 |
+
rs = gain / loss
|
| 96 |
+
hist['RSI'] = 100 - (100 / (1 + rs))
|
| 97 |
+
|
| 98 |
+
volatility = hist['Close'].pct_change().std() * 100
|
| 99 |
+
|
| 100 |
+
return {
|
| 101 |
+
'success': True,
|
| 102 |
+
'price': float(current_price),
|
| 103 |
+
'rsi': float(hist['RSI'].iloc[-1]) if not pd.isna(hist['RSI'].iloc[-1]) else 50.0,
|
| 104 |
+
'ma7': float(hist['MA7'].iloc[-1]) if not pd.isna(hist['MA7'].iloc[-1]) else float(current_price),
|
| 105 |
+
'ma20': float(hist['MA20'].iloc[-1]) if not pd.isna(hist['MA20'].iloc[-1]) else float(current_price),
|
| 106 |
+
'volatility': float(volatility * 100),
|
| 107 |
+
'trend': 'bullish' if current_price > hist['MA7'].iloc[-1] else 'bearish' if current_price < hist['MA7'].iloc[-1] else 'neutral',
|
| 108 |
+
}
|
| 109 |
+
except:
|
| 110 |
+
return {'success': False}
|
| 111 |
+
|
| 112 |
+
def generate_analysis(symbol, price_data, tech_data):
|
| 113 |
+
rsi = tech_data.get('rsi', 50)
|
| 114 |
+
trend = tech_data.get('trend', 'neutral')
|
| 115 |
+
change_24h = price_data.get('change_24h', 0)
|
| 116 |
+
|
| 117 |
+
if rsi > 70:
|
| 118 |
+
signal = "vender"
|
| 119 |
+
risk = "alto"
|
| 120 |
+
elif rsi < 30:
|
| 121 |
+
signal = "comprar"
|
| 122 |
+
risk = "medio"
|
| 123 |
+
elif trend == "bullish" and change_24h > 0:
|
| 124 |
+
signal = "comprar"
|
| 125 |
+
risk = "bajo"
|
| 126 |
+
elif trend == "bearish" and change_24h < 0:
|
| 127 |
+
signal = "vender"
|
| 128 |
+
risk = "medio"
|
| 129 |
+
else:
|
| 130 |
+
signal = "mantener"
|
| 131 |
+
risk = "bajo"
|
| 132 |
+
|
| 133 |
+
return f'{{"tendencia": "{trend}", "senal": "{signal}", "riesgo": "{risk}", "accion": "Considerar {signal} {symbol}"}}'
|
| 134 |
+
|
| 135 |
+
if __name__ == "__main__":
|
| 136 |
+
app.run(host="0.0.0.0", port=7860)
|
requirements.txt
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
flask>=3.0.0
|
| 2 |
+
yfinance>=0.2.36
|
| 3 |
+
pandas>=2.1.0
|
| 4 |
+
numpy>=1.26.0
|
| 5 |
+
requests>=2.31.0
|
| 6 |
+
python-dotenv>=1.0.0
|
| 7 |
+
gunicorn>=21.0.0
|