backtests

utils/commander.py

@@ -43,6 +43,7 @@ TRADERS
 65) toggle_pause        66) toggle_cleanup      67) toggle_autoswitch
 68) toggle_check_old_long_price                 69) switch_quote_currency
 70) reload_safety_order 71) view_old_long       72) switch_price
+73) backtests
 
 98) Change broker       99) Exit
 '''
@@ -614,4 +615,25 @@ if __name__=="__main__":
                 base,quote = trading_pair.split("/")
                 url = f"{base_url}{port}/switch_to_long_price?base={base}&quote={quote}"
                 print(json.loads(requests.get(url,headers=headers).content))               
-                input("Press ENTER to continue ")
+                input("Press ENTER to continue ")
+
+        elif command==73:
+            print("Returns backtests of the pairs available in an exchange")
+            broker = input("Exchange? (binance, gateio, kucoin or okx): ")
+            amount = input("Amount of days to consider? ")
+            max_rank = input("Maximum CoinMarketCap rank? ")
+            if not validate_int(amount):
+                print("The amount of days specified is invalid")
+                break
+            if not validate_int(max_rank):
+                print("The max_rank specified is invalid")
+                break
+            if input("Proceed? (Y/n) ") in ["Y","y",""]:
+                url = f"{base_url}/statistics_server/fetch_backtests?exchange_name={broker}&days={amount}&max_rank={max_rank}"
+                result = json.loads(requests.get(url,headers=headers).content)
+                #for item in result:
+                #    print(item, round(result[item],2))
+                sorted_result = {key: value for key, value in sorted(result.items(),key=lambda item: item[1])}
+                for item in sorted_result:
+                    print(item, sorted_result[item])
+                input("Press ENTER to continue ")                

utils/statistics_server_v3.py

@@ -2,6 +2,9 @@ import sqlite3
 import sys
 import datetime
 import time
+import ccxt
+import credentials
+import requests
 from flask import Flask, jsonify, request
 
 
@@ -32,6 +35,12 @@ hashes_db = {"fetch_last_n_deals":0,
             "total_profit_by_pair":0}
 
 
+def get_market_caps(limit):
+    api_key = credentials.get_credentials("CMC")["key"]
+    url = f"https://pro-api.coinmarketcap.com/v1/cryptocurrency/listings/latest?CMC_PRO_API_KEY={api_key}&convert=USD&limit={limit}"
+    return requests.get(url).json()["data"]
+
+
 def load_keys_from_db(file_name):
     #valid_keys = []
     
@@ -219,8 +228,97 @@ def last_n_lines(file_name,width,amount=4,full_log=False):
     return result[:amount],len(file_contents)
 
 
+def return_parkinson_backtests(broker, days, max_rank):
+    '''
+    Returns a dictionary containing backtests with the format {coin: value}
+    '''
+    if broker not in ["binance", "gateio", "kucoin", "okx"]:
+        return {}
+    
+    evaluation_dictionary = {}
+    start_of_day = int(time.mktime(datetime.datetime.now().date().timetuple()))
+    since = int(start_of_day - 60*60*24*days)
+
+    # Getting the data from the database
+    print("Querying database...")
+    conn = sqlite3.connect(f"data/{broker}.db")
+    cursor = conn.cursor()
+    cursor.execute('SELECT * FROM volatilities_table WHERE timestamp > ?', (since,))
+    rows = cursor.fetchall()
+    conn.close()
+
+    # Parse the data
+    print("Parsing the data...")
+    for row in rows:
+        if row[0] not in evaluation_dictionary:
+            evaluation_dictionary[row[0]] = [row[2]]
+        else:
+            evaluation_dictionary[row[0]].append(row[2])
+
+    #Calculate weighted averages
+    print("Calculating weighted averages")
+    weighted_averages = {}
+    for key in evaluation_dictionary:
+        multiplier = len(evaluation_dictionary[key])
+        total = 0
+        for value in evaluation_dictionary[key][::-1]:
+            total+=value*multiplier/len(evaluation_dictionary[key])
+            multiplier-=1
+        weighted_averages[key] = total/len(evaluation_dictionary[key])
+
+    #Filter by rank
+    print("Filtering results by CMC rank")
+    coins_accepted = []
+    market_caps = get_market_caps(max_rank)
+    for result in market_caps:
+        coins_accepted.append(result["symbol"])
+
+    for coin in weighted_averages.copy():
+        if coin.split("/")[0] not in coins_accepted:
+            del(weighted_averages[coin])
+
+
+    #Checking open markets
+    print("Filtering results by market state")
+    exchange_class = getattr(ccxt, broker)
+    broker = exchange_class({     
+        "apiKey": "",
+        "secret": "",
+        "timeout": 30000,
+        "enableRateLimit": True,
+        'options': {
+                    'newOrderRespType': 'FULL'}
+    })
+
+    markets = broker.load_markets()
+    for key in weighted_averages.copy():
+        if key not in markets or not markets[key]["active"]:
+            del(weighted_averages[key])
+
+    return weighted_averages
+
+
 stats_api = Flask(__name__)
 
+@stats_api.route("/fetch_backtests")
+def fetch_backtests():
+    '''
+    GET request
+    Parameters: 'exchange_name" -> string
+                'days' -> int
+                'max_rank' -> int
+    '''    
+    if "X-API-KEY" in request.headers and request.headers.get("X-API-KEY") in valid_keys:          
+        try:
+            broker = request.args.get("exchange_name")
+            days = int(request.args.get("days")) # type: ignore
+            max_rank = int(request.args.get("max_rank")) # type: ignore
+            return return_parkinson_backtests(broker,days,max_rank)  
+        except Exception as e:
+            print(e)
+            return jsonify({"HORROR": f"{e}"})
+    return jsonify({'Error': 'API key invalid'}), 401    
+
 
 @stats_api.route("/clear_caches")
 def clear_hashes():