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These are just some sample scripts to dump the nats stream and replay it to a local NATs server.
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#!/usr/bin/env python | |
from nats.aio.client import Client as NATS | |
import json | |
import asyncio | |
import logging | |
import argparse | |
import gzip | |
import glob | |
import time | |
import os | |
import re | |
async def main(loop, nc, datafiles): | |
await nc.connect(servers=opt.nats, loop=loop) | |
map = { | |
"sym": "symbol", | |
"a": "average", | |
"c": "close", | |
"h": "high", | |
"k": "transactions", | |
"l": "low", | |
"o": "open", | |
"t": "totalvalue", | |
"x": "exchange", | |
"v": "volume", | |
"s": "start", | |
"e": "end", | |
"vw": "vwap", | |
"av": "totalvolume", | |
"op": | |
"dailyopen", # depricated? stream often has 0 for op | |
} | |
needed_keys = {'o', 'h', 'l', 'c', 'v'} | |
pam = {v: k for k, v in map.items()} | |
prevts = None | |
for file in datafiles: | |
print(f"Streaming contents of {file}...") | |
try: | |
with gzip.GzipFile(file, 'rb') as feed: | |
for line in feed: | |
event = json.loads(line) | |
if (not opt.all) and 'A.' in event['channel']: | |
continue | |
if (opt.match) and not opt.match.search(event['channel']): | |
continue | |
# print(event) | |
ts = int(event['ts']) | |
if needed_keys.intersection(list(event['data'].keys())): | |
data = event['data'] | |
else: | |
data = ({ | |
pam[k]: v | |
for k, v in event['data'].items() if k in pam | |
}) | |
print( | |
f'{time.strftime("%m/%d %H:%M:%S", time.localtime(ts/1000))} {event["channel"]}' | |
f' {data["o"]} {data["h"]} {data["l"]} {data["c"]} {data["v"]}' | |
f' {time.strftime("%m/%d %H:%M:%S", time.localtime(data['s']/1000))} - ' | |
f' {time.strftime("%m/%d %H:%M:%S", time.localtime(data['e']/1000))}' | |
) | |
if opt.speedup > 0 and prevts and prevts < ts: | |
sleep = ((ts - prevts) / 100) * opt.speedup | |
if sleep > opt.maxsleep: | |
sleep = opt.maxsleep | |
print(f' - sleep {sleep:0.2f}') | |
await asyncio.sleep(sleep, loop=loop) | |
# print(data) | |
await nc.publish(event['channel'], | |
json.dumps(data).encode()) | |
await nc.flush() | |
# msg = await asyncio.wait_for(future, 1) | |
prevts = ts | |
except Exception as e: | |
print(e) | |
await nc.close() | |
if __name__ == '__main__': | |
nc = NATS() | |
logging.basicConfig() | |
parser = argparse.ArgumentParser() | |
parser.add_argument( | |
"--datadir", | |
help="Specify a directory containing *.json.gz files to replay", | |
type=str, | |
nargs='*', | |
default='data/') | |
parser.add_argument( | |
"--datafiles", | |
help="Specify the file(s) to replay", | |
type=str, | |
nargs='*') | |
parser.add_argument( | |
"--speedup", | |
help="Change the time multiplier to speedup (or slow down >1) the event flow", | |
default=0.002, | |
type=float) | |
parser.add_argument( | |
"--maxsleep", | |
help="Max time to sleep between events", | |
default=2.0, | |
type=float) | |
parser.add_argument( | |
"--nosleep", "--fast", | |
help="Stream the data as fast as possible (no speedup multiplier used)", | |
const=0, | |
dest='speedup', | |
nargs='?', | |
type=float) | |
parser.add_argument( | |
"--match", | |
help="Include events wtih channel matching supplied regular expression", | |
type=re.compile) | |
parser.add_argument( | |
"--nats", | |
help="Specify the destination NATS server(s)", | |
type=str, | |
nargs='*', | |
default=["nats://192.168.0.100:4222"]) | |
parser.add_argument( | |
"--all", | |
help="Include A.* events as well as AM.*", | |
action='store_true') | |
opt = parser.parse_args() | |
if not opt.datafiles: | |
opt.datafiles = glob.glob(os.path.join(opt.datadir, '*.json.gz')) | |
future = asyncio.Future() | |
loop = asyncio.get_event_loop() | |
loop.run_until_complete(main(loop, nc, opt.datafiles)) |
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#!/usr/bin/env python | |
from alpaca_trade_api.stream2 import StreamConn | |
import time | |
import json | |
conn = StreamConn() | |
map = { | |
"sym": "symbol", | |
"a": "average", | |
"c": "close", | |
"h": "high", | |
"k": "transactions", | |
"l": "low", | |
"o": "open", | |
"t": "totalvalue", | |
"x": "exchange", | |
"v": "volume", | |
"s": "start", | |
"e": "end", | |
"vw": "vwap", | |
"av": "totalvolume", | |
"op": "dailyopen", | |
} | |
reverse_pam = {v: k for k,v in map.items()} | |
# revert the mapping done in polygon/stream, we could avoid using that module | |
# but it does the heavy asyncio lifting to make this a simple script. | |
def reverse_map(data): | |
data = ({reverse_pam[k]: v for k, v in data.items() if k in reverse_pam}) | |
return data | |
@conn.on(r'.*') | |
async def on_data(conn, channel, data): | |
print(json.dumps({'ts': round(time.time_ns()/1000000), 'channel': channel, 'data': reverse_map(data._raw)})) | |
if __name__ == '__main__': | |
conn.run(['AM.*', 'C.*']) |
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