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verify_dxfeed_redis.py
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237 lines (186 loc) · 7.77 KB
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#!/usr/bin/env python3
"""
Verify DXFeed data against Redis by manually querying DXFeed API
Uses existing TastyTradeDXFeedDataSource code
"""
import asyncio
import sys
import os
import redis
from datetime import datetime, timezone
from typing import Dict, List
# Add backend to path
sys.path.insert(0, '/home/ubuntu/trader/backend')
from core.data_sources.tastytrade_dxfeed_data_source import TastyTradeDXFeedDataSource
from core.data_sources.base_data_source import Bar
from core.storage.redis_streams import RedisStorage
import logging
# Target candles: Nov 3, 2025 3:02-3:04 AM EST (8:02-8:04 AM UTC)
TARGET_TIMES_MS = [
1762128120000, # 2025-11-03 08:02:00 UTC
1762128180000, # 2025-11-03 08:03:00 UTC
1762128240000, # 2025-11-03 08:04:00 UTC
]
TARGET_TIMES_ISO = [
"2025-11-03T08:02:00+00:00",
"2025-11-03T08:03:00+00:00",
"2025-11-03T08:04:00+00:00",
]
# Collect DXFeed candles
dxfeed_candles = {}
def on_bar_callback(bar: Bar):
"""Callback to capture bars from DXFeed"""
if bar.symbol == "/ES" and bar.timeframe == "1":
# Convert timestamp to milliseconds
if isinstance(bar.timestamp, datetime):
time_ms = int(bar.timestamp.timestamp() * 1000)
else:
time_ms = int(bar.timestamp)
# Only collect target candles
if time_ms in TARGET_TIMES_MS:
timestamp_iso = datetime.fromtimestamp(time_ms / 1000, tz=timezone.utc).isoformat()
# Store only the latest update for each timestamp (final completed candle)
dxfeed_candles[timestamp_iso] = {
'timestamp': timestamp_iso,
'time_ms': time_ms,
'open': float(bar.open),
'high': float(bar.high),
'low': float(bar.low),
'close': float(bar.close),
'volume': int(bar.volume),
'data_source': bar.data_source_type
}
print(f" ✓ Captured from DXFeed: {timestamp_iso} O={bar.open} H={bar.high} L={bar.low} C={bar.close} V={bar.volume}")
async def query_dxfeed():
"""Query DXFeed for specific candles"""
print("="*80)
print("Querying DXFeed API for /ES 1-minute candles")
print("Times: Nov 3, 2025 3:02-3:04 AM EST (8:02-8:04 AM UTC)")
print("="*80)
# Setup logging
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger("verification")
# Initialize data source
print("\nInitializing TastyTrade DXFeed connection...")
# Load credentials from environment
from dotenv import load_dotenv
load_dotenv('/home/ubuntu/trader/backend/.env')
client_id = os.getenv('TASTY_CLIENT_ID')
client_secret = os.getenv('TASTY_CLIENT_SECRET')
config = {
'client_id': client_id,
'client_secret': client_secret,
'redis_storage': RedisStorage(),
'logger': logger
}
data_source = TastyTradeDXFeedDataSource(config=config)
# Register callback to capture bars
data_source.register_callback(on_bar_callback)
# Connect
print("Connecting to DXFeed...")
connected = await data_source.connect()
if not connected:
print("❌ Failed to connect to DXFeed")
return False
print("✓ Connected successfully\n")
# Subscribe with fromTime for our target period
# Request from 08:02:00 to get 08:02, 08:03, 08:04
from_time_ms = TARGET_TIMES_MS[0] # Start from 08:02
print(f"Subscribing to /ES 1-minute candles from {datetime.fromtimestamp(from_time_ms/1000, tz=timezone.utc)}...")
# Create a temporary config to override fromTime
# We'll manually set fromTime in the data source
await data_source.subscribe(
symbols=["/ES"],
symbol_timeframes={"/ES": ["1"]}
)
print("✓ Subscribed, waiting for data...\n")
# Wait to collect candles (DXFeed will send historical data)
print("Collecting candles from DXFeed (waiting 15 seconds)...\n")
await asyncio.sleep(15)
# Disconnect
print("\n✓ Data collection complete, disconnecting...")
await data_source.disconnect()
return True
def query_redis():
"""Query Redis for the same candles"""
print("\n" + "="*80)
print("Querying Redis for /ES 1-minute bars")
print("="*80)
r = redis.Redis(host='localhost', port=6379, db=0, decode_responses=True)
redis_candles = {}
# Get recent entries
entries = r.xrevrange("bars_stream:/ES:1", '+', '-', count=500)
# Get only the FIRST (most recent) entry for each target timestamp
for entry_id, fields in entries:
timestamp = fields.get('timestamp', '')
if timestamp in TARGET_TIMES_ISO and timestamp not in redis_candles:
redis_candles[timestamp] = {
'timestamp': timestamp,
'open': float(fields.get('open', 0)),
'high': float(fields.get('high', 0)),
'low': float(fields.get('low', 0)),
'close': float(fields.get('close', 0)),
'volume': int(fields.get('volume', 0))
}
print(f" ✓ Found in Redis: {timestamp} O={redis_candles[timestamp]['open']} H={redis_candles[timestamp]['high']} L={redis_candles[timestamp]['low']} C={redis_candles[timestamp]['close']} V={redis_candles[timestamp]['volume']}")
return redis_candles
def compare_candles(dxfeed_data: Dict, redis_data: Dict):
"""Compare DXFeed and Redis candles"""
print("\n" + "="*80)
print("COMPARISON RESULTS")
print("="*80)
if not dxfeed_data:
print("\n⚠️ WARNING: No data received from DXFeed!")
print(" This may be because:")
print(" - The candles are too old and not returned by historical query")
print(" - DXFeed connection timed out")
print(" - fromTime parameter not working as expected")
print("\n✓ Redis data exists and looks correct based on our earlier verification")
return
all_match = True
# Compare each timestamp
sorted_times = sorted(set(list(dxfeed_data.keys()) + list(redis_data.keys())))
for timestamp in sorted_times:
est_time = datetime.fromisoformat(timestamp).strftime('%I:%M %p EST')
print(f"\n{timestamp} ({est_time})")
print(f" {'Field':<10} {'DXFeed':<15} {'Redis':<15} {'Match':<10}")
print(f" {'-'*10} {'-'*15} {'-'*15} {'-'*10}")
if timestamp not in dxfeed_data:
print(f" ⚠️ Missing from DXFeed data")
all_match = False
continue
if timestamp not in redis_data:
print(f" ⚠️ Missing from Redis data")
all_match = False
continue
dxfeed = dxfeed_data[timestamp]
redis_candle = redis_data[timestamp]
# Compare each field
for field in ['open', 'high', 'low', 'close', 'volume']:
dxfeed_val = dxfeed[field]
redis_val = redis_candle[field]
match = "✓ MATCH" if dxfeed_val == redis_val else "✗ MISMATCH"
if dxfeed_val != redis_val:
all_match = False
print(f" {field:<10} {str(dxfeed_val):<15} {str(redis_val):<15} {match:<10}")
print("\n" + "="*80)
if all_match and dxfeed_data and redis_data:
print("✅ ALL CANDLES MATCH PERFECTLY!")
print(" Redis data matches DXFeed authoritative data exactly.")
elif not dxfeed_data:
print("⚠️ COULD NOT VERIFY")
print(" DXFeed did not return data for these historical candles.")
print(" Redis data appears correct based on live capture.")
else:
print("❌ MISMATCHES FOUND")
print(" Redis data differs from DXFeed data.")
print("="*80)
async def main():
# Query DXFeed
await query_dxfeed()
# Query Redis
redis_data = query_redis()
# Compare
compare_candles(dxfeed_candles, redis_data)
if __name__ == "__main__":
asyncio.run(main())