Files
lightweight-charts-python/lightweight_charts/polygon.py
louisnw 34ce3f7199 Refactoring/Enhancements/Fixes
Breaking Changes:
- Removed the `api` parameter; callbacks no longer need to be in a specific class.
- Topbar callbacks now take a chart as an argument (see updated callback examples)
- Removed the `topbar` parameter from chart declaration. The Topbar will be automatically created upon declaration of a topbar widget.
- Removed the `searchbox` parameter from charts. It will be created upon subscribing to it in `chart.events`.
- Removed `dynamic_loading`.
- Removed ‘volume_enabled’ parameter. Volume will be enabled if the volumn column is present in the dataframe.
- Widgets’ `func` parameter is now declared last.
- Switchers take a tuple of options rather than a variable number of arguments.
- `add_hotkey` renamed to `hotkey`
- Horizontal lines now take a `func` argument rather than `interactive`. This event will emit the Line object that was moved.
- Removed the `name` parameter from `line.set`. Line object names are now declared upon creation.

Enhancements:
- Added the `button` widget to the Topbar.
- Added the color picker to the drawing context menu.
- Charts now have a `candle_data` method, which returns the current data displayed on the chart as a DataFrame.
- Fixed callbacks are now located in the `chart.events` object:
    - search (e.g `chart.events.search += on_search`)
    - new_bar
    - range_change
- Added volume to the legend
- Drawings can now be accessed through `chart.toolbox.drawings`
- added the `style` and `name` parameters to `create_line`

Bug Fixes:
- Fixed a bug causing new charts not to load after `exit` was called.
- Refactored rayline placement to ensure they do not move the visible range.
- Fixed a bug causing the visible range to shift when trendlines are moved past the final candlestick.
- Fixed a bug preventing trendlines and raylines on irregular timeframes.
- Fixed a bug causing the legend to prevent mouse input into the chart.
2023-08-14 16:06:16 +01:00

388 lines
17 KiB
Python

import asyncio
import logging
import datetime as dt
import re
import threading
import queue
import json
import ssl
from typing import Literal, Union, List
import pandas as pd
from lightweight_charts import Chart
try:
import requests
except ImportError:
requests = None
try:
import websockets
except ImportError:
websockets = None
def convert_timeframe(timeframe):
spans = {
'min': 'minute',
'H': 'hour',
'D': 'day',
'W': 'week',
'M': 'month',
}
try:
multiplier = re.findall(r'\d+', timeframe)[0]
except IndexError:
return 1, spans[timeframe]
timespan = spans[timeframe.replace(multiplier, '')]
return multiplier, timespan
class PolygonAPI:
"""
Offers direct access to Polygon API data within all Chart objects.
It is not designed to be initialized by the user, and should be utilised
through the `polygon` method of `LWC` (chart.polygon.<method>).
"""
def __init__(self, chart):
ch = logging.StreamHandler()
ch.setFormatter(logging.Formatter('%(asctime)s | [polygon.io] %(levelname)s: %(message)s', datefmt='%H:%M:%S'))
ch.setLevel(logging.DEBUG)
self._log = logging.getLogger('polygon')
self._log.setLevel(logging.ERROR)
self._log.addHandler(ch)
self.max_ticks_per_response = 20
self._chart = chart
self._lasts = {}
self._key = None
self._ws_q = queue.Queue()
self._q = queue.Queue()
self._lock = threading.Lock()
self._using_live_data = False
self._using_live = {'stocks': False, 'options': False, 'indices': False, 'crypto': False, 'forex': False}
self._ws = {'stocks': None, 'options': None, 'indices': None, 'crypto': None, 'forex': None}
self._tickers = {}
def log(self, info: bool):
"""
Streams informational messages related to Polygon.io.
"""
self._log.setLevel(logging.INFO) if info else self._log.setLevel(logging.ERROR)
def api_key(self, key: str):
"""
Sets the API key to be used with Polygon.io.
"""
self._key = key
def stock(self, symbol: str, timeframe: str, start_date: str, end_date='now', limit: int = 5_000, live: bool = False):
"""
Requests and displays stock data pulled from Polygon.io.\n
:param symbol: Ticker to request.
:param timeframe: Timeframe to request (1min, 5min, 2H, 1D, 1W, 2M, etc).
:param start_date: Start date of the data (YYYY-MM-DD).
:param end_date: End date of the data (YYYY-MM-DD). If left blank, this will be set to today.
:param limit: The limit of base aggregates queried to create the timeframe given (max 50_000).
:param live: If true, the data will be updated in real-time.
"""
return self._set(self._chart, 'stocks', symbol, timeframe, start_date, end_date, limit, live)
def option(self, symbol: str, timeframe: str, start_date: str, expiration: str = None, right: Literal['C', 'P'] = None, strike: Union[int, float] = None,
end_date: str = 'now', limit: int = 5_000, live: bool = False):
"""
Requests and displays option data pulled from Polygon.io.\n
:param symbol: The underlying ticker to request. A formatted option ticker can also be given instead of using the expiration, right, and strike parameters.
:param timeframe: Timeframe to request (1min, 5min, 2H, 1D, 1W, 2M, etc).
:param start_date: Start date of the data (YYYY-MM-DD).
:param expiration: Expiration of the option (YYYY-MM-DD).
:param right: Right of the option (C, P).
:param strike: The strike price of the option.
:param end_date: End date of the data (YYYY-MM-DD). If left blank, this will be set to today.
:param limit: The limit of base aggregates queried to create the timeframe given (max 50_000).
:param live: If true, the data will be updated in real-time.
"""
if any((expiration, right, strike)):
symbol = f'{symbol}{dt.datetime.strptime(expiration, "%Y-%m-%d").strftime("%y%m%d")}{right}{strike * 1000:08d}'
return self._set(self._chart, 'options', f'O:{symbol}', timeframe, start_date, end_date, limit, live)
def index(self, symbol, timeframe, start_date, end_date='now', limit: int = 5_000, live=False):
"""
Requests and displays index data pulled from Polygon.io.\n
:param symbol: Ticker to request.
:param timeframe: Timeframe to request (1min, 5min, 2H, 1D, 1W, 2M, etc).
:param start_date: Start date of the data (YYYY-MM-DD).
:param end_date: End date of the data (YYYY-MM-DD). If left blank, this will be set to today.
:param limit: The limit of base aggregates queried to create the timeframe given (max 50_000).
:param live: If true, the data will be updated in real-time.
"""
return self._set(self._chart, 'indices', f'I:{symbol}', timeframe, start_date, end_date, limit, live)
def forex(self, fiat_pair, timeframe, start_date, end_date='now', limit: int = 5_000, live=False):
"""
Requests and displays forex data pulled from Polygon.io.\n
:param fiat_pair: The fiat pair to request. (USD-CAD, GBP-JPY etc.)
:param timeframe: Timeframe to request (1min, 5min, 2H, 1D, 1W, 2M, etc).
:param start_date: Start date of the data (YYYY-MM-DD).
:param end_date: End date of the data (YYYY-MM-DD). If left blank, this will be set to today.
:param limit: The limit of base aggregates queried to create the timeframe given (max 50_000).
:param live: If true, the data will be updated in real-time.
"""
return self._set(self._chart, 'forex', f'C:{fiat_pair}', timeframe, start_date, end_date, limit, live)
def crypto(self, crypto_pair, timeframe, start_date, end_date='now', limit: int = 5_000, live=False):
"""
Requests and displays crypto data pulled from Polygon.io.\n
:param crypto_pair: The crypto pair to request. (BTC-USD, ETH-BTC etc.)
:param timeframe: Timeframe to request (1min, 5min, 2H, 1D, 1W, 2M, etc).
:param start_date: Start date of the data (YYYY-MM-DD).
:param end_date: End date of the data (YYYY-MM-DD). If left blank, this will be set to today.
:param limit: The limit of base aggregates queried to create the timeframe given (max 50_000).
:param live: If true, the data will be updated in real-time.
"""
return self._set(self._chart, 'crypto', f'X:{crypto_pair}', timeframe, start_date, end_date, limit, live)
def _set(self, chart, sec_type, ticker, timeframe, start_date, end_date, limit, live):
if requests is None:
raise ImportError('The "requests" library was not found, and must be installed to use polygon.io.')
self._ws_q.put(('_unsubscribe', chart))
end_date = dt.datetime.now().strftime('%Y-%m-%d') if end_date == 'now' else end_date
mult, span = convert_timeframe(timeframe)
query_url = f"https://api.polygon.io/v2/aggs/ticker/{ticker.replace('-', '')}/range/{mult}/{span}/{start_date}/{end_date}?limit={limit}&apiKey={self._key}"
response = requests.get(query_url, headers={'User-Agent': 'lightweight_charts/1.0'})
if response.status_code != 200:
error = response.json()
self._log.error(f'({response.status_code}) Request failed: {error["error"]}')
return
data = response.json()
if 'results' not in data:
self._log.error(f'No results for "{ticker}" ({sec_type})')
return
df = pd.DataFrame(data['results'])
columns = ['t', 'o', 'h', 'l', 'c']
rename = {'o': 'open', 'h': 'high', 'l': 'low', 'c': 'close', 't': 'time'}
if sec_type != 'indices':
rename['v'] = 'volume'
columns.append('v')
df = df[columns].rename(columns=rename)
df['time'] = pd.to_datetime(df['time'], unit='ms')
chart.set(df, render_drawings=self._tickers.get(chart) == ticker)
self._tickers[chart] = ticker
if not live:
return True
if not self._using_live_data:
threading.Thread(target=asyncio.run, args=[self._thread_loop()], daemon=True).start()
self._using_live_data = True
with self._lock:
if not self._ws[sec_type]:
self._ws_q.put(('_websocket_connect', self._key, sec_type))
self._ws_q.put(('_subscribe', chart, ticker, sec_type))
return True
async def _thread_loop(self):
while 1:
while self._ws_q.empty():
await asyncio.sleep(0.05)
value = self._ws_q.get()
func, args = value[0], value[1:]
asyncio.create_task(getattr(self, func)(*args))
async def _subscribe(self, chart, ticker, sec_type):
key = ticker if ':' not in ticker else ticker.split(':')[1]
if not self._lasts.get(key):
self._lasts[key] = {
'ticker': ticker,
'sec_type': sec_type,
'sub_type': {
'stocks': ('Q', 'A'),
'options': ('Q', 'A'),
'indices': ('V', None),
'forex': ('C', 'CA'),
'crypto': ('XQ', 'XA'),
}[sec_type],
'price': chart._last_bar['close'],
'charts': [],
}
quotes, aggs = self._lasts[key]['sub_type']
await self._send(self._lasts[key]['sec_type'], 'subscribe', f'{quotes}.{ticker}')
await self._send(self._lasts[key]['sec_type'], 'subscribe', f'{aggs}.{ticker}') if aggs else None
if sec_type != 'indices':
self._lasts[key]['volume'] = chart._last_bar['volume']
if chart in self._lasts[key]['charts']:
return
self._lasts[key]['charts'].append(chart)
async def _unsubscribe(self, chart):
for data in self._lasts.values():
if chart in data['charts']:
break
else:
return
if chart in data['charts']:
data['charts'].remove(chart)
if data['charts']:
return
while self._q.qsize():
self._q.get() # Flush the queue
quotes, aggs = data['sub_type']
await self._send(data['sec_type'], 'unsubscribe', f'{quotes}.{data["ticker"]}')
await self._send(data['sec_type'], 'unsubscribe', f'{aggs}.{data["ticker"]}')
async def _send(self, sec_type, action, params):
while 1:
with self._lock:
ws = self._ws[sec_type]
if ws:
break
await asyncio.sleep(0.1)
await ws.send(json.dumps({'action': action, 'params': params}))
async def _handle_tick(self, sec_type, data):
data['ticker_key'] = {
'stocks': 'sym',
'options': 'sym',
'indices': 'T',
'forex': 'p',
'crypto': 'pair',
}[sec_type]
key = data[data['ticker_key']].replace('/', '-')
if ':' in key:
key = key[key.index(':')+1:]
data['t'] = pd.to_datetime(data.pop('s'), unit='ms') if 't' not in data else pd.to_datetime(data['t'], unit='ms')
if data['ev'] in ('Q', 'V', 'C', 'XQ'):
self._lasts[key]['time'] = data['t']
if sec_type == 'forex':
data['bp'] = data.pop('b')
data['ap'] = data.pop('a')
if sec_type == 'indices':
self._lasts[key]['price'] = data['val']
else:
self._lasts[key]['price'] = (data['bp']+data['ap'])/2
self._lasts[key]['volume'] = 0
elif data['ev'] in ('A', 'CA', 'XA'):
self._lasts[key]['volume'] = data['v']
if not self._lasts[key].get('time'):
return
for chart in self._lasts[key]['charts']:
self._q.put((chart.update_from_tick, pd.Series(self._lasts[key]), True))
async def _websocket_connect(self, api_key, sec_type):
if websockets is None:
raise ImportError('The "websockets" library was not found, and must be installed to pull live data.')
ssl_context = ssl.create_default_context()
ssl_context.check_hostname = False
ssl_context.verify_mode = ssl.CERT_NONE
async with websockets.connect(f'wss://socket.polygon.io/{sec_type}', ssl=ssl_context) as ws:
with self._lock:
self._ws[sec_type] = ws
await self._send(sec_type, 'auth', api_key)
while 1:
response = await ws.recv()
data_list: List[dict] = json.loads(response)
for i, data in enumerate(data_list):
if data['ev'] == 'status':
self._log.info(f'{data["message"]}')
continue
elif data_list.index(data) < len(data_list)-self.max_ticks_per_response:
continue
await self._handle_tick(sec_type, data)
def _subchart(self, subchart):
return PolygonAPISubChart(self, subchart)
class PolygonAPISubChart(PolygonAPI):
def __init__(self, polygon, subchart):
super().__init__(subchart)
self._set = polygon._set
class PolygonChart(Chart):
"""
A prebuilt callback chart object allowing for a standalone and plug-and-play
experience of Polygon.io's API.
Tickers, security types and timeframes are to be defined within the chart window.
If using the standard `show` method, the `block` parameter must be set to True.
When using `show_async`, either is acceptable.
"""
def __init__(self, api_key: str, live: bool = False, num_bars: int = 200, end_date: str = 'now', limit: int = 5_000,
timeframe_options: tuple = ('1min', '5min', '30min', 'D', 'W'),
security_options: tuple = ('Stock', 'Option', 'Index', 'Forex', 'Crypto'),
toolbox: bool = True, width: int = 800, height: int = 600, x: int = None, y: int = None,
on_top: bool = False, maximize: bool = False, debug: bool = False):
super().__init__(width=width, height=height, x=x, y=y, on_top=on_top, maximize=maximize, debug=debug, toolbox=toolbox)
self.chart = self
self.num_bars = num_bars
self.end_date = end_date
self.limit = limit
self.live = live
self.polygon.api_key(api_key)
self.topbar.active_background_color = 'rgb(91, 98, 246)'
self.topbar.textbox('symbol')
self.topbar.switcher('timeframe', timeframe_options, func=self._on_timeframe_selection)
self.topbar.switcher('security', security_options, func=self._on_security_selection)
self.legend(True)
self.grid(False, False)
self.crosshair(vert_visible=False, horz_visible=False)
self.events.search += self.on_search
self.run_script(f'''
{self.id}.search.box.style.backgroundColor = 'rgba(91, 98, 246, 0.5)'
{self.id}.spinner.style.borderTop = '4px solid rgba(91, 98, 246, 0.8)'
{self.id}.search.window.style.display = "flex"
{self.id}.search.box.focus()
''')
def _polygon(self, symbol):
self.spinner(True)
self.set(pd.DataFrame(), True)
self.crosshair(vert_visible=False, horz_visible=False)
mult, span = convert_timeframe(self.topbar['timeframe'].value)
delta = dt.timedelta(**{span + 's': int(mult)})
short_delta = (delta < dt.timedelta(days=7))
start_date = dt.datetime.now() if self.end_date == 'now' else dt.datetime.strptime(self.end_date, '%Y-%m-%d')
remaining_bars = self.num_bars
while remaining_bars > 0:
start_date -= delta
if start_date.weekday() > 4 and short_delta: # Monday to Friday (0 to 4)
continue
remaining_bars -= 1
epoch = dt.datetime.fromtimestamp(0)
start_date = epoch if start_date < epoch else start_date
success = getattr(self.polygon, self.topbar['security'].value.lower())(
symbol,
timeframe=self.topbar['timeframe'].value,
start_date=start_date.strftime('%Y-%m-%d'),
end_date=self.end_date,
limit=self.limit,
live=self.live
)
self.spinner(False)
self.crosshair(vert_visible=True, horz_visible=True) if success else None
return success
async def on_search(self, chart, searched_string):
self.topbar['symbol'].set(searched_string if self._polygon(searched_string) else '')
async def _on_timeframe_selection(self, chart):
self._polygon(self.topbar['symbol'].value) if self.topbar['symbol'].value else None
async def _on_security_selection(self, chart):
self.precision(5 if self.topbar['security'].value == 'Forex' else 2)