Files
catalyst/catalyst/exchange/exchange_utils.py
T

168 lines
4.7 KiB
Python

import json
import os
import pickle
import urllib
from datetime import date, datetime
import pandas as pd
from catalyst.exchange.exchange_errors import ExchangeAuthNotFound, \
ExchangeSymbolsNotFound
from catalyst.utils.paths import data_root, ensure_directory
SYMBOLS_URL = 'https://s3.amazonaws.com/enigmaco/catalyst-exchanges/' \
'{exchange}/symbols.json'
def get_exchange_folder(exchange_name, environ=None):
if not environ:
environ = os.environ
root = data_root(environ)
exchange_folder = os.path.join(root, 'exchanges', exchange_name)
ensure_directory(exchange_folder)
return exchange_folder
def get_exchange_symbols_filename(exchange_name, environ=None):
exchange_folder = get_exchange_folder(exchange_name, environ)
return os.path.join(exchange_folder, 'symbols.json')
def download_exchange_symbols(exchange_name, environ=None):
filename = get_exchange_symbols_filename(exchange_name)
url = SYMBOLS_URL.format(exchange=exchange_name)
response = urllib.urlretrieve(url=url, filename=filename)
return response
def get_exchange_symbols(exchange_name, environ=None):
filename = get_exchange_symbols_filename(exchange_name)
if not os.path.isfile(filename):
download_exchange_symbols(exchange_name, environ)
if os.path.isfile(filename):
with open(filename) as data_file:
data = json.load(data_file)
return data
else:
raise ExchangeSymbolsNotFound(
exchange=exchange_name,
filename=filename
)
def get_exchange_auth(exchange_name, environ=None):
exchange_folder = get_exchange_folder(exchange_name, environ)
filename = os.path.join(exchange_folder, 'auth.json')
if os.path.isfile(filename):
with open(filename) as data_file:
data = json.load(data_file)
return data
else:
raise ExchangeAuthNotFound(
exchange=exchange_name,
filename=filename
)
def get_algo_folder(algo_name, environ=None):
if not environ:
environ = os.environ
root = data_root(environ)
algo_folder = os.path.join(root, 'live_algos', algo_name)
ensure_directory(algo_folder)
return algo_folder
def get_algo_object(algo_name, key, environ=None, rel_path=None):
folder = get_algo_folder(algo_name, environ)
if rel_path is not None:
folder = os.path.join(folder, rel_path)
filename = os.path.join(folder, key + '.p')
if os.path.isfile(filename):
try:
with open(filename, 'rb') as handle:
return pickle.load(handle)
except Exception as e:
return None
else:
return None
def save_algo_object(algo_name, key, obj, environ=None, rel_path=None):
folder = get_algo_folder(algo_name, environ)
if rel_path is not None:
folder = os.path.join(folder, rel_path)
ensure_directory(folder)
filename = os.path.join(folder, key + '.p')
with open(filename, 'wb') as handle:
pickle.dump(obj, handle, protocol=pickle.HIGHEST_PROTOCOL)
def append_algo_object(algo_name, key, obj, environ=None):
algo_folder = get_algo_folder(algo_name, environ)
filename = os.path.join(algo_folder, key + '.p')
mode = 'a+b' if os.path.isfile(filename) else 'wb'
with open(filename, mode) as handle:
pickle.dump(obj, handle, protocol=pickle.HIGHEST_PROTOCOL)
def get_algo_df(algo_name, key, environ=None, rel_path=None):
folder = get_algo_folder(algo_name, environ)
if rel_path is not None:
folder = os.path.join(folder, rel_path)
filename = os.path.join(folder, key + '.csv')
if os.path.isfile(filename):
try:
with open(filename, 'rb') as handle:
return pd.read_csv(handle, index_col=0, parse_dates=True)
except IOError:
return pd.DataFrame()
else:
return pd.DataFrame()
def save_algo_df(algo_name, key, df, environ=None, rel_path=None):
folder = get_algo_folder(algo_name, environ)
if rel_path is not None:
folder = os.path.join(folder, rel_path)
ensure_directory(folder)
filename = os.path.join(folder, key + '.csv')
with open(filename, 'wb') as handle:
df.to_csv(handle)
def get_exchange_minute_writer_root(exchange_name, environ=None):
exchange_folder = get_exchange_folder(exchange_name, environ)
minute_data_folder = os.path.join(exchange_folder, 'minute_data')
ensure_directory(minute_data_folder)
return minute_data_folder
def perf_serial(obj):
"""JSON serializer for objects not serializable by default json code"""
if isinstance(obj, (datetime, date)):
return obj.isoformat()
raise TypeError("Type %s not serializable" % type(obj))