added Huobi HTX data provider

This commit is contained in:
Dobromir Popov
2025-08-10 02:23:22 +03:00
parent b17d53510a
commit 4ea2386d07
3 changed files with 357 additions and 1 deletions

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@ -47,6 +47,7 @@ from .tick_aggregator import RealTimeTickAggregator, RawTick, OHLCVBar
from .cnn_monitor import log_cnn_prediction from .cnn_monitor import log_cnn_prediction
from .williams_market_structure import WilliamsMarketStructure, PivotPoint, TrendLevel from .williams_market_structure import WilliamsMarketStructure, PivotPoint, TrendLevel
from .enhanced_cob_websocket import EnhancedCOBWebSocket, get_enhanced_cob_websocket from .enhanced_cob_websocket import EnhancedCOBWebSocket, get_enhanced_cob_websocket
from .huobi_cob_websocket import get_huobi_cob_websocket
from .cob_integration import COBIntegration from .cob_integration import COBIntegration
logger = logging.getLogger(__name__) logger = logging.getLogger(__name__)
@ -4279,7 +4280,7 @@ class DataProvider:
dashboard_callback=self._on_cob_websocket_status dashboard_callback=self._on_cob_websocket_status
) )
# Add callback for COB data # Add callback for Binance COB data
self.enhanced_cob_websocket.add_cob_callback(self._on_cob_websocket_data) self.enhanced_cob_websocket.add_cob_callback(self._on_cob_websocket_data)
# Start WebSocket in background thread # Start WebSocket in background thread
@ -4307,6 +4308,103 @@ class DataProvider:
except Exception as e: except Exception as e:
logger.error(f"Error initializing COB WebSocket: {e}") logger.error(f"Error initializing COB WebSocket: {e}")
self._start_rest_only_cob_collection() self._start_rest_only_cob_collection()
# Start Huobi WS in background (parallel to Binance) and merge data
try:
import asyncio
def run_huobi_ws():
try:
loop = asyncio.new_event_loop()
asyncio.set_event_loop(loop)
ws = loop.run_until_complete(get_huobi_cob_websocket(self.symbols))
ws.add_cob_callback(lambda symbol, data: asyncio.run_coroutine_threadsafe(self._merge_huobi_tick(symbol, data), loop))
loop.run_forever()
except Exception as he:
logger.error(f"Error in Huobi WS thread: {he}")
huobi_thread = threading.Thread(target=run_huobi_ws, daemon=True)
huobi_thread.start()
logger.info("Huobi COB WebSocket initialized and started")
except Exception as he:
logger.warning(f"Huobi COB WebSocket init failed: {he}")
async def _merge_huobi_tick(self, symbol: str, huobi_data: dict):
"""Merge Huobi depth into consolidated snapshot for symbol with minimal overhead.
Strategy: prefer best bid/ask from best spread; sum top-N notional liquidity across exchanges.
"""
try:
# Update latest cache for Huobi
if not huobi_data or not isinstance(huobi_data, dict):
return
# Build a lightweight merged snapshot using latest Binance (if any)
with self.subscriber_lock:
latest = {}
if hasattr(self, 'cob_data_cache') and symbol in self.cob_data_cache and self.cob_data_cache[symbol]:
latest = dict(self.cob_data_cache[symbol][-1])
# Construct merged bids/asks limited depth
hb_bids = huobi_data.get('bids', []) or []
hb_asks = huobi_data.get('asks', []) or []
bn_bids = latest.get('bids', []) if isinstance(latest.get('bids'), list) else []
bn_asks = latest.get('asks', []) if isinstance(latest.get('asks'), list) else []
# Concatenate and re-sort with depth limit
merged_bids = (bn_bids + hb_bids)[:2000]
merged_asks = (bn_asks + hb_asks)[:2000]
if merged_bids:
merged_bids.sort(key=lambda x: x['price'], reverse=True)
if merged_asks:
merged_asks.sort(key=lambda x: x['price'])
merged_bids = merged_bids[:1000]
merged_asks = merged_asks[:1000]
# Stats from merged
if merged_bids and merged_asks:
best_bid = merged_bids[0]['price']
best_ask = merged_asks[0]['price']
mid = (best_bid + best_ask) / 2.0
spread = best_ask - best_bid
spread_bps = (spread / mid) * 10000 if mid > 0 else 0
top_bids = merged_bids[:20]
top_asks = merged_asks[:20]
bid_vol = sum(x['price'] * x['size'] for x in top_bids)
ask_vol = sum(x['price'] * x['size'] for x in top_asks)
total = bid_vol + ask_vol
merged_stats = {
'best_bid': best_bid,
'best_ask': best_ask,
'mid_price': mid,
'spread': spread,
'spread_bps': spread_bps,
'bid_volume': bid_vol,
'ask_volume': ask_vol,
'imbalance': (bid_vol - ask_vol) / total if total > 0 else 0.0,
}
else:
merged_stats = latest.get('stats', {}) if isinstance(latest.get('stats', {}), dict) else {}
# Create merged snapshot (preserve original + annotate source)
merged = {
'symbol': symbol,
'timestamp': time.time(),
'bids': merged_bids,
'asks': merged_asks,
'stats': merged_stats,
'source': 'merged_ws',
'exchanges': ['binance', 'huobi']
}
# Store as new tick into raw deque and cache
if hasattr(self, 'cob_raw_ticks') and symbol in self.cob_raw_ticks:
self.cob_raw_ticks[symbol].append(merged)
if not hasattr(self, 'cob_data_cache'):
self.cob_data_cache = {}
if symbol not in self.cob_data_cache:
self.cob_data_cache[symbol] = []
self.cob_data_cache[symbol].append(merged)
if len(self.cob_data_cache[symbol]) > 1800:
self.cob_data_cache[symbol].pop(0)
# Notify subscribers outside lock
self._notify_cob_subscribers(symbol, merged)
except Exception as e:
logger.debug(f"Huobi merge error for {symbol}: {e}")
def _start_cob_tick_aggregation(self): def _start_cob_tick_aggregation(self):
"""Start COB tick aggregation system""" """Start COB tick aggregation system"""

208
core/huobi_cob_websocket.py Normal file
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@ -0,0 +1,208 @@
#!/usr/bin/env python3
"""
Huobi (HTX) COB WebSocket Connector
Low-latency order book stream for additional market depth aggregation.
Features:
- GZIP-compressed message handling
- Ping/pong keepalive
- Automatic reconnection with backoff
- Per-symbol tasks; safe for Windows
This module emits standardized COB snapshots via callbacks:
{ 'symbol': 'ETH/USDT', 'bids': [{'price': .., 'size': ..}], 'asks': [...],
'exchange': 'huobi', 'source': 'huobi_ws', 'timestamp': datetime }
"""
import asyncio
import json
import logging
import time
from datetime import datetime
from typing import Callable, Dict, List, Optional
import gzip
try:
import websockets
from websockets.client import connect as websockets_connect
WEBSOCKETS_AVAILABLE = True
except Exception:
websockets = None
websockets_connect = None
WEBSOCKETS_AVAILABLE = False
logger = logging.getLogger(__name__)
class HuobiCOBWebSocket:
"""Minimal Huobi order book WebSocket for depth updates."""
def __init__(self, symbols: Optional[List[str]] = None):
# Expect symbols like 'ETH/USDT', 'BTC/USDT'
self.symbols = symbols or ['ETH/USDT', 'BTC/USDT']
self.ws_tasks: Dict[str, asyncio.Task] = {}
self.callbacks: List[Callable] = []
self._stopping = False
def add_cob_callback(self, callback: Callable):
self.callbacks.append(callback)
async def start(self):
if not WEBSOCKETS_AVAILABLE:
logger.warning("Huobi WS not available (websockets missing)")
return
for symbol in self.symbols:
if symbol not in self.ws_tasks or self.ws_tasks[symbol].done():
self.ws_tasks[symbol] = asyncio.create_task(self._run_symbol(symbol))
async def stop(self):
self._stopping = True
for _, task in list(self.ws_tasks.items()):
if task and not task.done():
task.cancel()
try:
await task
except asyncio.CancelledError:
pass
def _to_huobi_symbol(self, symbol: str) -> str:
# 'ETH/USDT' -> 'ethusdt'
return symbol.replace('/', '').lower()
async def _run_symbol(self, symbol: str):
huobi_symbol = self._to_huobi_symbol(symbol)
sub_msg = {
"sub": f"market.{huobi_symbol}.depth.step0",
"id": f"sub_{huobi_symbol}_{int(time.time())}"
}
url = "wss://api.huobi.pro/ws"
backoff = 1
while not self._stopping:
try:
logger.info(f"Huobi: connecting WS for {symbol} -> {url}")
async with websockets_connect(url, ping_interval=20, ping_timeout=60, close_timeout=10) as ws:
# Subscribe
await ws.send(json.dumps(sub_msg))
logger.info(f"Huobi: subscribed {sub_msg}")
backoff = 1
while not self._stopping:
raw = await ws.recv()
# Huobi sends gzip-compressed bytes
if isinstance(raw, (bytes, bytearray)):
try:
message = gzip.decompress(raw).decode('utf-8')
except Exception:
# Some servers send raw JSON; try decode directly
try:
message = raw.decode('utf-8')
except Exception:
continue
else:
message = raw
try:
data = json.loads(message)
except Exception:
continue
# Ping/pong
if 'ping' in data:
await ws.send(json.dumps({"pong": data['ping']}))
continue
# Depth update
if 'tick' in data and 'ch' in data:
tick = data['tick'] or {}
bids = tick.get('bids', []) or []
asks = tick.get('asks', []) or []
# Convert to standardized structure
std_bids = []
std_asks = []
for b in bids[:1000]:
try:
price = float(b[0]); size = float(b[1])
if size > 0:
std_bids.append({'price': price, 'size': size})
except Exception:
continue
for a in asks[:1000]:
try:
price = float(a[0]); size = float(a[1])
if size > 0:
std_asks.append({'price': price, 'size': size})
except Exception:
continue
if std_bids:
std_bids.sort(key=lambda x: x['price'], reverse=True)
if std_asks:
std_asks.sort(key=lambda x: x['price'])
cob = {
'symbol': symbol,
'timestamp': datetime.now(),
'bids': std_bids,
'asks': std_asks,
'exchange': 'huobi',
'source': 'huobi_ws'
}
# Stats
if std_bids and std_asks:
best_bid = std_bids[0]['price']
best_ask = std_asks[0]['price']
mid = (best_bid + best_ask) / 2.0
spread = best_ask - best_bid
spread_bps = (spread / mid) * 10000 if mid > 0 else 0
top_bids = std_bids[:20]; top_asks = std_asks[:20]
bid_vol = sum(x['price'] * x['size'] for x in top_bids)
ask_vol = sum(x['price'] * x['size'] for x in top_asks)
tot = bid_vol + ask_vol
cob['stats'] = {
'best_bid': best_bid,
'best_ask': best_ask,
'mid_price': mid,
'spread': spread,
'spread_bps': spread_bps,
'bid_volume': bid_vol,
'ask_volume': ask_vol,
'imbalance': (bid_vol - ask_vol) / tot if tot > 0 else 0.0,
}
# Notify
for cb in self.callbacks:
try:
await cb(symbol, cob)
except Exception as cb_ex:
logger.debug(f"Huobi callback error: {cb_ex}")
except asyncio.CancelledError:
break
except Exception as e:
logger.warning(f"Huobi WS error for {symbol}: {e}")
await asyncio.sleep(backoff)
backoff = min(backoff * 2, 60)
huobi_cob_websocket: Optional[HuobiCOBWebSocket] = None
async def get_huobi_cob_websocket(symbols: Optional[List[str]] = None) -> HuobiCOBWebSocket:
global huobi_cob_websocket
if huobi_cob_websocket is None:
huobi_cob_websocket = HuobiCOBWebSocket(symbols)
await huobi_cob_websocket.start()
return huobi_cob_websocket
async def stop_huobi_cob_websocket():
global huobi_cob_websocket
if huobi_cob_websocket:
await huobi_cob_websocket.stop()
huobi_cob_websocket = None

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@ -58,6 +58,12 @@ logger = logging.getLogger(__name__)
# Reduce Werkzeug/Dash logging noise # Reduce Werkzeug/Dash logging noise
logging.getLogger('werkzeug').setLevel(logging.WARNING) logging.getLogger('werkzeug').setLevel(logging.WARNING)
# Type imports for linter clarity (not required at runtime)
try:
from core.data_models import BaseDataInput, OHLCVBar, COBData, PivotPoint # noqa: F401
except Exception:
pass
logging.getLogger('dash').setLevel(logging.WARNING) logging.getLogger('dash').setLevel(logging.WARNING)
logging.getLogger('dash.dash').setLevel(logging.WARNING) logging.getLogger('dash.dash').setLevel(logging.WARNING)
@ -2416,6 +2422,50 @@ class CleanTradingDashboard:
# Mini 1-second chart (if available) # Mini 1-second chart (if available)
if has_mini_chart and ws_data_1s is not None: if has_mini_chart and ws_data_1s is not None:
# Overlay COB heatmap (up to 5 minutes) behind the 1s price line
try:
hm_seconds = 300 # 5 minutes
bucket_radius = 10 # ±10 buckets
# Prefer raw liquidity for visual; models can still use normalized features internally
times, prices, matrix, mids = self.data_provider.get_cob_heatmap_matrix(
symbol=symbol,
seconds=hm_seconds,
bucket_radius=bucket_radius,
metric='liquidity'
)
if times and prices and matrix:
# Align times to local tz-naive to match chart
try:
_local_tz = datetime.now().astimezone().tzinfo
except Exception:
_local_tz = None
x_vals = []
for t in times:
try:
if hasattr(t, 'tzinfo') and t.tzinfo is not None:
tt = t.astimezone(_local_tz) if _local_tz else t
tt = tt.replace(tzinfo=None)
else:
tt = t
x_vals.append(tt)
except Exception:
x_vals.append(t)
# Plot heatmap beneath the 1s price line
fig.add_trace(
go.Heatmap(
x=x_vals,
y=prices, # numeric prices to share axis with 1s line
z=matrix,
colorscale='Turbo',
showscale=False,
zsmooth='best',
opacity=0.8,
name='COB Liquidity'
),
row=2, col=1
)
except Exception as e:
logger.debug(f"COB heatmap overlay skipped: {e}")
# Align mini chart to local tz-naive # Align mini chart to local tz-naive
try: try:
if hasattr(ws_data_1s.index, 'tz') and ws_data_1s.index.tz is not None: if hasattr(ws_data_1s.index, 'tz') and ws_data_1s.index.tz is not None: