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md_stream.py
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#!/usr/bin/env python3
'''
Created on September 15, 2024
Author: Rufus Ayeni
Contact: https://github.com/rayeni/python_rithmic_power_meter/discussions/
'''
#################################################################
# LIBRARY IMPORTS #
#################################################################
import asyncio
import random
import traceback
import google.protobuf.message
import pathlib
import ssl
import sys
import websockets
import pandas as pd
import threading
from datetime import datetime as dt, timedelta
from protobuf import base_pb2
from protobuf import request_heartbeat_pb2
from protobuf import request_rithmic_system_info_pb2
from protobuf import response_rithmic_system_info_pb2
from protobuf import request_login_pb2
from protobuf import response_login_pb2
from protobuf import request_logout_pb2
from protobuf import request_market_data_update_pb2
from protobuf import response_market_data_update_pb2
from protobuf import last_trade_pb2
class MdStreamApp:
def __init__(self, uri, system_name, user_id, password, exchange, symbol, window_seconds):
self.uri = uri
self.system_name = system_name
self.user_id = user_id
self.exchange = exchange
self.password = password
self.symbol = symbol
self.unique_user_id = ''
self.heartbeat_task = None
self.exit_consume = False
self.ssl_context = None
self.trades_df = pd.DataFrame(columns=['date', 'buy_volume', 'sell_volume'])
self.trades_df = self.trades_df.set_index('date')
self.trades_df.index = pd.to_datetime(self.trades_df.index)
self.trades_df['buy_volume'] = self.trades_df['buy_volume'].astype(int)
self.trades_df['sell_volume'] = self.trades_df['sell_volume'].astype(int)
self.trades_60_df = None
self.window_seconds = window_seconds
self.lock = threading.Lock()
def cleanup(self):
'''
Clean up processes that are run by an external thread that has been stopped.
'''
# Code to gracefully shutdown connections and tasks
self.exit_consume = True
print("md_stream consumed() stopped...")
async def reestablish_state(self, ws):
'''
Re-establish any necessary state here (e.g., log in, subscribe to symbols)
'''
await self.rithmic_login(ws, request_login_pb2.RequestLogin.SysInfraType.TICKER_PLANT)
await self.resubscribe_to_symbols(ws)
async def reconnect(self):
'''
Reconnect to the specified URI and returns the websocket
connection object.
'''
backoff = 1
# Maximum backoff time in seconds
max_backoff = 32
while True:
try:
print(f"Attempting to reconnect...")
ws = await websockets.connect(self.uri, ssl=self.ssl_context)
print(f"Reconnected.")
return ws
except (asyncio.TimeoutError, websockets.exceptions.WebSocketException) as e:
print(f"Reconnection failed: {e}")
await asyncio.sleep(backoff)
# Exponential backoff with jitter
backoff = min(backoff * 2, max_backoff) + random.uniform(0, 1)
async def resubscribe_to_symbols(self, ws):
'''
This routine resubscribes to symbols after reconnecting to Rithmic.
'''
# Subscribe to symbol
await self.subscribe(ws)
async def connect_to_rithmic(self):
'''
Connect to the specified URI and returns the websocket
connection object.
'''
# disable ping keep-alive mechanism
ws = await websockets.connect(self.uri, ssl=self.ssl_context, ping_interval=3)
print(f"connected to {self.uri}")
return (ws)
async def send_heartbeat(self, ws):
'''
This routine sends a heartbeat request. It does not do anything about
reading the heartbeat response (see consume() for reading).
'''
rq = request_heartbeat_pb2.RequestHeartbeat()
rq.template_id = 18
serialized = rq.SerializeToString()
length = len(serialized)
# length into bytes (4 bytes, big/little, true/false)
buf = bytearray()
buf = length.to_bytes(4, byteorder='big', signed=True)
buf += serialized
await ws.send(buf)
#print(f"sent heartbeat request")
async def list_systems(self, ws):
'''
Requests the list of available Rithmic systems, and waits for
the response from the server. After this request is processed by the
server, the server will initiate the closing of the websocket connection.
'''
rq = request_rithmic_system_info_pb2.RequestRithmicSystemInfo()
rq.template_id = 16
rq.user_msg.append("hello");
rq.user_msg.append("world");
serialized = rq.SerializeToString()
length = len(serialized)
# Length into bytes (4 bytes, big/little, true/false)
buf = bytearray()
buf = length.to_bytes(4, byteorder='big', signed=True)
buf += serialized
await ws.send(buf)
print(f"sent list_systems request")
rp_buf = bytearray()
rp_buf = await ws.recv()
# Get length from first four bytes from rp_buf
rp_length = int.from_bytes(rp_buf[0:3], byteorder='big', signed=True)
rp = response_rithmic_system_info_pb2.ResponseRithmicSystemInfo()
rp.ParseFromString(rp_buf[4:])
# An rp code of "0" indicates that the request was completed successfully
if rp.rp_code[0] == "0":
print(f" Available Systems :")
print(f" ===================")
for sys_name in rp.system_name:
print(f"{sys_name}")
else:
print(f" error retrieving system list :")
print(f" template_id : {rp.template_id}")
print(f" user_msg : {rp.user_msg}")
print(f" rp code : {rp.rp_code}")
print(f" system_name : {rp.system_name}")
async def consume(self, ws):
'''
Reads data off the wire, occassionally send heartbeats if
there is no traffic. Exit after receiving....
'''
# Local variable to hold timestamp
dt_marker = ''
# Local variable/dict to hold new tick data {Date, Close}
new_data = {}
# Send a heartbeat immediately, just in case
await self.send_heartbeat(ws)
while self.exit_consume == False:
msg_buf = bytearray()
waiting_for_msg = True
while waiting_for_msg:
try:
#print(f"\nwaiting for msg ...")
msg_buf = await asyncio.wait_for(ws.recv(), timeout=5)
waiting_for_msg = False
except asyncio.TimeoutError:
if not ws.open:
print(f"connection appears to be closed. attempting to reconnect...")
ws = await self.reconnect()
await self.reestablish_state(ws)
# Cancel existing heartbeat task and start a new one
if self.heartbeat_task:
self.heartbeat_task.cancel()
self.heartbeat_task = asyncio.create_task(self.heartbeat_loop(ws))
except (websockets.exceptions.ConnectionClosed,
websockets.exceptions.ConnectionClosedError) as e:
print(f"Connection closed with error: {e}. Attempting to reconnect...")
ws = await self.reconnect()
await self.reestablish_state(ws)
# Similar handling for heartbeat_task as above
if self.heartbeat_task:
self.heartbeat_task.cancel()
self.heartbeat_task = asyncio.create_task(self.heartbeat_loop(ws))
# Get length from first four bytes from msg_buf
msg_length = int.from_bytes(msg_buf[0:3], byteorder='big', signed=True)
# Parse into base class just to get a template id
base = base_pb2.Base()
base.ParseFromString(msg_buf[4:])
# Route msg based on template id
if base.template_id == 13:
msg_type = "logout response"
print(f" consumed msg : {msg_type} ({base.template_id})")
elif base.template_id == 101:
msg = response_market_data_update_pb2.ResponseMarketDataUpdate()
msg.ParseFromString(msg_buf[4:])
# print(f"")
# print(f" ResponseMarketDataUpdate : ")
# print(f" user_msg : {msg.user_msg}")
# print(f" rp_code : {msg.rp_code}")
elif base.template_id == 150: # last_trade
msg = last_trade_pb2.LastTrade()
msg.ParseFromString(msg_buf[4:])
is_last_trade = True if msg.presence_bits & last_trade_pb2.LastTrade.PresenceBits.LAST_TRADE else False
# Capture last traded price
if msg.trade_price > 0 and is_last_trade == True:
# Convert epoch to datetime_object, then convert to datetime string
dt_marker = dt.fromtimestamp(msg.ssboe).strftime('%Y-%m-%d %H:%M:%S')
# Determine if trade is buy or sell
if msg.aggressor == 1:
buy_volume = msg.trade_size
sell_volume = 0
elif msg.aggressor == 2:
buy_volume = 0
sell_volume = msg.trade_size
with self.lock:
# Using loc to directly add to DataFrame
dt_marker = pd.to_datetime(dt_marker)
self.trades_df.loc[dt_marker, 'buy_volume'] = int(buy_volume)
self.trades_df.loc[dt_marker, 'sell_volume'] = int(sell_volume)
# Get trades over the last 60 seconds
cutoff_time = dt.now() - timedelta(seconds=self.window_seconds)
self.trades_60_df = self.trades_df[self.trades_df.index > cutoff_time]
# Export trade data to csv file
self.trades_df.to_csv('./trades.csv')
async def rithmic_login(self, ws, infra_type):
'''
Logs into the specified Rithmic system using the specified
credentials. It will also wait for the login response.
'''
rq = request_login_pb2.RequestLogin()
rq.template_id = 10;
rq.template_version = "3.9"
rq.user_msg.append("hello")
rq.user = self.user_id
rq.password = self.password
rq.app_name = "CHANGE_ME:md_stream.py"
rq.app_version = "0.1.0.0"
rq.system_name = self.system_name
rq.infra_type = infra_type
serialized = rq.SerializeToString()
length = len(serialized)
buf = bytearray()
buf = length.to_bytes(4, byteorder = 'big', signed=True)
buf += serialized
await ws.send(buf)
rp_buf = bytearray()
rp_buf = await ws.recv()
# get length from first four bytes from rp_buf
rp_length = int.from_bytes(rp_buf[0:3], byteorder='big', signed=True)
rp = response_login_pb2.ResponseLogin()
rp.ParseFromString(rp_buf[4:])
print(f" ResponseLogin :")
print(f" ===============")
print(f" template_id : {rp.template_id}")
print(f" template_version : {rp.template_version}")
print(f" user_msg : {rp.user_msg}")
print(f" rp code : {rp.rp_code}")
print(f" fcm_id : {rp.fcm_id}")
print(f" ib_id : {rp.ib_id}")
print(f" country_code : {rp.country_code}")
print(f" state_code : {rp.state_code}")
print(f" heartbeat_interval : {rp.heartbeat_interval}")
print(f" unique_user_id : {rp.unique_user_id}\n\n")
self.unique_user_id = rp.unique_user_id
async def subscribe(self, ws):
'''
Subscribe to best bid/offer or trade market data for the
specified instrument. Any received messages from this
subscription request are handled elsewhere (see the consume() routine)
'''
rq = request_market_data_update_pb2.RequestMarketDataUpdate()
rq.template_id = 100;
rq.user_msg.append("hello")
rq.symbol = self.symbol
rq.exchange = self.exchange
rq.request = request_market_data_update_pb2.RequestMarketDataUpdate.Request.SUBSCRIBE
rq.update_bits = request_market_data_update_pb2.RequestMarketDataUpdate.UpdateBits.LAST_TRADE
serialized = rq.SerializeToString()
length = len(serialized)
buf = bytearray()
buf = length.to_bytes(4, byteorder = 'big', signed=True)
buf += serialized
await ws.send(buf)
async def heartbeat_loop(self, ws):
'''
Start and continue process to send heartbeat to Rithmic.
'''
while True:
try:
await asyncio.sleep(4) # Send heartbeat every 30 seconds, adjust as needed
await self.send_heartbeat(ws)
except asyncio.CancelledError:
print("Heartbeat task cancelled")
break
except Exception as e:
print(f"Error in heartbeat loop: {e}")
# Decide how to handle unexpected errors, e.g., break or continue
async def unsubscribe(self, ws):
'''
Unsubscribe from best bid/offer and trade market data for the
specified instrument.
'''
rq = request_market_data_update_pb2.RequestMarketDataUpdate()
rq.template_id = 100;
rq.user_msg.append("hello")
rq.symbol = self.symbol
rq.exchange = self.exchange
rq.request = request_market_data_update_pb2.RequestMarketDataUpdate.Request.UNSUBSCRIBE
rq.update_bits = request_market_data_update_pb2.RequestMarketDataUpdate.UpdateBits.LAST_TRADE
serialized = rq.SerializeToString()
length = len(serialized)
buf = bytearray()
buf = length.to_bytes(4, byteorder = 'big', signed=True)
buf += serialized
await ws.send(buf)
async def rithmic_logout(self, ws):
'''
Sends a logout request. Do not wait for a response.
'''
rq = request_logout_pb2.RequestLogout()
rq.template_id = 12;
rq.user_msg.append("hello")
serialized = rq.SerializeToString()
length = len(serialized)
buf = bytearray()
buf = length.to_bytes(4, byteorder = 'big', signed=True)
buf += serialized
await ws.send(buf)
async def disconnect_from_rithmic(self, ws):
'''
Closes the websocket connection. The status code is
hard-coded to 1000, indicating a normal closure.
'''
await ws.close(1000, "see you tomorrow")
def run(self):
loop = asyncio.get_event_loop()
# check if we should use ssl/tls
#ssl_context = None
if "wss://" in self.uri:
# Set up the ssl context. One can also use an alternate SSL/TLS cert file
# or database
self.ssl_context = ssl.SSLContext(ssl.PROTOCOL_TLS_CLIENT)
localhost_pem = pathlib.Path(__file__).with_name("rithmic_ssl_cert_auth_params")
self.ssl_context.load_verify_locations(localhost_pem)
ws = loop.run_until_complete(self.connect_to_rithmic())
loop.run_until_complete(self.rithmic_login(ws, request_login_pb2.RequestLogin.SysInfraType.TICKER_PLANT,))
loop.run_until_complete(self.subscribe(ws))
# Start the heartbeat task
self.heartbeat_task = loop.create_task(self.heartbeat_loop(ws))
try:
loop.run_until_complete(self.consume(ws))
except Exception as e:
print(traceback.print_exc())
print(e)
pass
finally:
# If the loop is interrupted or finishes, ensure the heartbeat task is cancelled
self.heartbeat_task.cancel()
try:
# Await the task to handle its cancellation
loop.run_until_complete(self.heartbeat_task)
except asyncio.CancelledError:
# Expect the CancelledError and ignore it, as it's a normal part of cancelling a task
pass
if ws.open:
print(f"unsubscribing ...")
loop.run_until_complete(self.unsubscribe(ws))
print(f"logging out ...")
loop.run_until_complete(self.rithmic_logout(ws))
print(f"disconnecting ...")
loop.run_until_complete(self.disconnect_from_rithmic(ws))
print(f"done!")
print("")
else:
print(f"connection appears to be closed. exiting app.")