test_trading.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-06T13:32:22.524241",
     "start_time": "2017-06-06T13:32:22.508249Z"
    },
    "code_folding": [],
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /usr/local/lib/python3.5/dist-packages/tensorflow/contrib/learn/python/learn/datasets/base.py:198: retry (from tensorflow.contrib.learn.python.learn.datasets.base) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use the retry module or similar alternatives.\n"
     ]
    }
   ],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "#CUDA_VISIBLE_DEVICES=0\n",
    "import os\n",
    "import pandas as pd\n",
    "from multiprocessing import Pool\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import numpy as np\n",
    "import scipy\n",
    "\n",
    "import pybacktest as pb\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import threading\n",
    "import multiprocessing\n",
    "import tensorflow as tf\n",
    "import tensorflow.contrib.slim as slim\n",
    "import scipy.signal\n",
    "%matplotlib inline\n",
    "from random import choice\n",
    "from time import sleep\n",
    "from time import time\n",
    "import sys\n",
    "from trader_gym import environment\n",
    "from A3C_class import *\n",
    "import mpld3\n",
    "mpld3.enable_notebook()\n",
    "# %load_ext ipycache\n",
    "max_episode_length = 300\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install git+https://github.com/ematvey/pybacktest.git\n",
    "# !pip install pandas_datareader\n",
    "# from pandas.api.types import is_list_like\n",
    "# !pip install mpld3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-06T13:32:23.521341",
     "start_time": "2017-06-06T13:32:23.515468Z"
    },
    "code_folding": [],
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "# plt.plot([prices[max(0,i-5000):i].mean() for i in range(1,prices.shape[0])])\n",
    "# plt.plot([prices[-50000:].mean()for i in range(1,prices.shape[0])])\n",
    "# plt.legend(['past_mean', 'mean'])\n",
    "# plt.show()\n",
    "# plt.plot([prices[max(0,i-5000):i].min() for i in range(1,prices.shape[0])])\n",
    "# plt.plot([prices[-50000:].min()for i in range(1,prices.shape[0])])\n",
    "# plt.legend(['past_min', 'min'])\n",
    "# plt.show()\n",
    "# plt.plot([prices[max(0,i-5000):i].max() for i in range(1,prices.shape[0])])\n",
    "# plt.plot([prices[-50000:].max()for i in range(1,prices.shape[0])])\n",
    "# plt.legend(['past_max', 'max'])\n",
    "# plt.show()\n",
    "# # plt.savefig(\"means.pdf\")\n",
    "# plt.plot([pd.rolling_min(prices, 1000) for i in range(1,prices.shape[0])])\n",
    "# plt.plot([prices[-5000:].max()for i in range(1,prices.shape[0])])\n",
    "# plt.legend(['past_max', 'max'])\n",
    "# # plt.savefig(\"maxs.pdf\")\n",
    "# plt.show()\n",
    "# plt.plot([pd.rolling_max(prices, 1000) for i in range(1,prices.shape[0])])\n",
    "# plt.plot([prices[-5000:].min()for i in range(1,prices.shape[0])])\n",
    "# plt.legend(['past_min', 'min'])\n",
    "# # plt.savefig(\"mins.pdf\")\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir_path = '/mnt/a3c_data/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from google_drive_downloader import GoogleDriveDownloader as gdd  \n",
    "    \n",
    "gdd.download_file_from_google_drive(file_id='0B0ozwxwZOzYLRHpWSktjWmVfdHM',\n",
    "                                    dest_path=data_dir_path+\"['RTS-12.15']\",\n",
    "                                    unzip=False)\n",
    "gdd.download_file_from_google_drive(file_id='0B0ozwxwZOzYLcjNWUHV1NFdXRE0',\n",
    "                                    dest_path=data_dir_path+\"['RTS-3.16']\",\n",
    "                                    unzip=False)\n",
    "gdd.download_file_from_google_drive(file_id='0B0ozwxwZOzYLVVhQUkpfS0VCWUk',\n",
    "                                    dest_path=data_dir_path+\"['RTS-6.16']\",\n",
    "                                    unzip=False)\n",
    "gdd.download_file_from_google_drive(file_id='0B0ozwxwZOzYLSDM1VWxwRTZQN1E',\n",
    "                                    dest_path=data_dir_path+\"['RTS-9.16']\",\n",
    "                                    unzip=False)\n",
    "gdd.download_file_from_google_drive(file_id='0B0ozwxwZOzYLWV9PRXplcmZBVHM',\n",
    "                                    dest_path=data_dir_path+\"['RTS-12.15', 'RTS-3.16']\",\n",
    "                                    unzip=False)\n",
    "gdd.download_file_from_google_drive(file_id='0B0ozwxwZOzYLQl9qeV9ZN28yWGM',\n",
    "                                    dest_path=data_dir_path+\"['RTS-9.15', 'RTS-12.15', 'RTS-3.16']\",\n",
    "                                    unzip=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-06T13:37:38.421505",
     "start_time": "2017-06-06T13:37:38.251063Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "105027 149170\n"
     ]
    }
   ],
   "source": [
    "postfix = ['RTS-9.15', 'RTS-12.15', 'RTS-3.16']\n",
    "R = pd.read_pickle(data_dir_path+str(postfix))\n",
    "start_pt = R.index.get_loc('2015-12-15 10:00:00')[0]\n",
    "print(start_pt, R.ix[:,:].shape[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# RUNNIN MEAN FOR 5K"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-06T13:48:13.633094",
     "start_time": "2017-06-06T13:38:18.740482Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 4min 13s, sys: 520 ms, total: 4min 13s\n",
      "Wall time: 4min 13s\n",
      "CPU times: user 4min 13s, sys: 408 ms, total: 4min 13s\n",
      "Wall time: 4min 13s\n",
      "CPU times: user 4min, sys: 408 ms, total: 4min\n",
      "Wall time: 4min\n"
     ]
    }
   ],
   "source": [
    "postfix_to_save = ['RTS-3.16', 'RTS-6.16']\n",
    "# dd = R.values\n",
    "# Rs = pd.DataFrame(data=dd[start_pt:], index = R.index[start_pt:], columns = R.columns)\n",
    "# print(Rs.head(2))\n",
    "len = R.ix[:,:].shape[0]\n",
    "%time Rmax = np.array([R.ix[max(0,i-5000):max(1,i),:].max() for i in range(len)])\n",
    "%time Rmin = np.array([R.ix[max(0,i-5000):max(1,i),:].min() for i in range(len)])\n",
    "%time Rmean = np.array([R.ix[max(0,i-5000):max(1,i),:].mean() for i in range(len)])\n",
    "\n",
    "dd = (R.values - Rmean)/(Rmax - Rmin)\n",
    "Rs = pd.DataFrame(data=dd[start_pt:], index = R.index[start_pt:], columns = R.columns)\n",
    "\n",
    "Rs.to_pickle(data_dir_path+str(postfix_to_save)+'w5k')\n",
    "import pickle\n",
    "def change_pickle_protocol(filepath,protocol=2):\n",
    "    with open(filepath,'rb') as f:\n",
    "        obj = pickle.load(f)\n",
    "    with open(filepath,'wb') as f:\n",
    "        pickle.dump(obj,f,protocol=protocol)\n",
    "change_pickle_protocol(data_dir_path+str(postfix_to_save)+'w5k')\n",
    "\n",
    "# for i in range(37):\n",
    "#     plt.plot(Rmax[:,i])\n",
    "#     plt.plot(Rmin[:,i])\n",
    "#     plt.plot(Rmean[:,i])\n",
    "#     plt.legend(['max', 'min', 'mean'])\n",
    "#     plt.title('Max|Min|Mean, window=5000, feature={}'.format(i))\n",
    "#     plt.savefig('MMM_window=5000_feature={}.pdf'.format(i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-07T16:09:23.421007",
     "start_time": "2017-05-07T16:09:22.277307Z"
    },
    "code_folding": [],
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "# data\n",
    "postfix = ['RTS-3.16', 'RTS-6.16']\n",
    "R = pd.read_pickle(data_dir_path+str(postfix))\n",
    "test_R = R.copy()\n",
    "# print (R.mean()[0], R.max()[0], (R.max()[0] - R.min()[0]), (R.max()[0] - R.mean()[0])/(R.max()[0] - R.min()[0]), (R.min()[0] - R.mean()[0])/(R.max()[0] - R.min()[0]))\n",
    "R = (R - R.mean()) / (R.max() - R.min())\n",
    "old_R = R.copy()\n",
    "vals = R.values\n",
    "D = np.hstack([vals[i:-dep+i-1, :] for i in range(dep,0,-1)])\n",
    "R = pd.DataFrame(D, R[dep:-1].index)\n",
    "# R = R[:10000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-07T16:09:23.465354",
     "start_time": "2017-05-07T16:09:23.424371Z"
    },
    "code_folding": [],
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "# Main\n",
    "def run_trades(max_episode_length, gamma, s_size, a_size, load_model, model_path, length, env):\n",
    "    tf.reset_default_graph()\n",
    "    with tf.device('/gpu:0'): \n",
    "        global_episodes = tf.Variable(0,dtype=tf.int32,name='global_episodes',trainable=False)\n",
    "        trainer = tf.train.RMSPropOptimizer(learning_rate = 1e-3, decay = 0.99, epsilon = 1e-6)\n",
    "        master_network = AC_Network(s_size,a_size,'global',None)\n",
    "        num_workers = 1\n",
    "        workers = []\n",
    "        for i in range(num_workers):\n",
    "            workers.append(Test_Worker(env,i,s_size,a_size,trainer,model_path,global_episodes))\n",
    "        saver = tf.train.Saver(max_to_keep=5)\n",
    "\n",
    "    gpu_options = tf.GPUOptions(per_process_gpu_memory_fraction=0)\n",
    "    if not os.path.exists(model_path):\n",
    "        os.makedirs(model_path)\n",
    "    with tf.Session(config=tf.ConfigProto(allow_soft_placement=False, log_device_placement=False, gpu_options=gpu_options)) as sess:   \n",
    "        coord = tf.train.Coordinator()\n",
    "\n",
    "        if load_model == True:\n",
    "            print ('Loading Model...')\n",
    "            ckpt = tf.train.get_checkpoint_state(model_path)\n",
    "            saver.restore(sess,ckpt.model_checkpoint_path)\n",
    "        else:\n",
    "            sess.run(tf.global_variables_initializer())\n",
    "\n",
    "        summary_writer = tf.summary.FileWriter('tb/train', graph=sess.graph)\n",
    "        worker_threads = []\n",
    "        for worker in workers:\n",
    "            worker_work = lambda: worker.work(max_episode_length,gamma,sess,coord,saver,dep, 0.33)\n",
    "            t = threading.Thread(target=(worker_work))\n",
    "            t.start()\n",
    "            worker_threads.append(t)\n",
    "\n",
    "        coord.join(worker_threads)\n",
    "        acts = workers[0].acts\n",
    "        rews = workers[0].rewards\n",
    "    return acts, rews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-07T16:09:23.490997",
     "start_time": "2017-05-07T16:09:23.468403Z"
    },
    "code_folding": [],
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "## Торговая система - покупаем/продаем в зависимости от предсказанного класса\n",
    "def backtest(acts, o_R):\n",
    "    pacts = np.asarray(acts).copy()\n",
    "    for i in range(1,pacts.shape[0]):\n",
    "        if pacts[i] == 0:\n",
    "            if pacts[i-1] == -1:\n",
    "                #from short\n",
    "                pacts[i] = 0.5\n",
    "            elif pacts[i-1] == 1:\n",
    "                pacts[i] = -0.5\n",
    "\n",
    "    # plt.plot(pacts, '.')\n",
    "    data = o_R[dep-1:-3]\n",
    "\n",
    "    buy= cover = pd.Series(pacts == 1, index=data.index)\n",
    "    short = sell= pd.Series(pacts == -1, index=data.index)\n",
    "    cover = pd.Series(pacts > 0, index=data.index)\n",
    "    sell = pd.Series(pacts < 0, index=data.index)\n",
    "    # print(np.sum(buy-sell))\n",
    "    OHLC = data[[('DealPrice', 'close'), ('DealPrice', 'close'), ('DealPrice', 'close'), ('DealPrice', 'close')]]\n",
    "    OHLC.columns = ['O', 'H', 'L', 'C']\n",
    "    # Основной график эквити\n",
    "    bt = pb.Backtest(locals())\n",
    "    return bt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-07T16:14:49.241622",
     "start_time": "2017-05-07T16:09:23.493822Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting worker 0\n",
      "92582 -337.6272561101092\n",
      "0 0\n",
      "Starting worker 0\n",
      "92582 -3235.072048217807\n",
      "0 1\n",
      "Starting worker 0\n",
      "92582 -448.5385429603152\n",
      "0 2\n",
      "Starting worker 0\n",
      "92582 -16951.261947320058\n",
      "0 3\n"
     ]
    }
   ],
   "source": [
    "\n",
    "load_model = False\n",
    "model_path = 'model'\n",
    "length = R.shape[0]\n",
    "noise_level = 1e-5\n",
    "price = R.values[:,3]\n",
    "n_noises = 1\n",
    "n_runs = 4\n",
    "\n",
    "test_acts = np.zeros((n_noises, n_runs, length-1))\n",
    "test_rews = np.zeros((n_noises, n_runs, length-1))\n",
    "\n",
    "for j in range(n_noises):\n",
    "    np.random.seed(j)\n",
    "    env = environment(R+(np.random.rand(R.shape[0],R.shape[1])-0.5)*(1e-5*(0**j)), length)\n",
    "    for i in range(n_runs):\n",
    "        np.random.seed(i+1377)\n",
    "        test_acts[j,i,:], test_rews[j,i,:] = run_trades(max_episode_length, gamma, s_size, a_size, load_model, model_path, length, env)\n",
    "        print(j,i)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-07T16:14:50.618585",
     "start_time": "2017-05-07T16:14:49.245300Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "## ПРИ НЕУВЕРЕННОСТИ НУЖНО ДЕЛАТЬ ПРЕДЫДУЩЕЕ ДЕЙСТВИЕ, А НЕ 0\n",
    "\n",
    "test_acts_probs = np.zeros((n_noises, a_size, length-1))\n",
    "tresh = 0.0\n",
    "acts = np.zeros((n_noises, length-1))\n",
    "test_acts = test_acts.astype(int)\n",
    "for k in range(n_noises):\n",
    "    for j in range(n_runs):\n",
    "        for i in range(length-1):\n",
    "            a = test_acts[k,j,i]\n",
    "            test_acts_probs[k,a+1,i] += 1\n",
    "    test_acts_probs[k,:,:] = test_acts_probs[k,:,:]/n_runs\n",
    "    acts[k,:] = [np.argmax(x)-1 if max(x) > tresh else 0 for x in test_acts_probs[k,:,:].T]\n",
    "# print(test_acts_probs)\n",
    "# plt.plot(acts.T)\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-07T16:26:58.262996",
     "start_time": "2017-05-07T16:26:56.338703Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DatetimeIndex' object has no attribute 'to_datetime'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-19-6c38a2fe2582>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     21\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     22\u001b[0m     \u001b[0;31m# Отчет по системе\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 23\u001b[0;31m     \u001b[0mB\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreport\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     24\u001b[0m     \u001b[0mwrite_report\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mB\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata_dir_path\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'plots/'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mfolder\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'_.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/cached_property.py\u001b[0m in \u001b[0;36m__get__\u001b[0;34m(self, obj, cls)\u001b[0m\n\u001b[1;32m     33\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_wrap_in_coroutine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     34\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 35\u001b[0;31m         \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__dict__\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     36\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     37\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/pybacktest/backtest.py\u001b[0m in \u001b[0;36mreport\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    162\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0mcached_property\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    163\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mreport\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 164\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mpybacktest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mperformance\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mperformance_summary\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mequity\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    165\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    166\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0msummary\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/pybacktest/performance.py\u001b[0m in \u001b[0;36mperformance_summary\u001b[0;34m(equity_diffs, quantile, precision)\u001b[0m\n\u001b[1;32m     89\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0meqd\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     90\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 91\u001b[0;31m     \u001b[0mhold\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mholding_periods\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mequity_diffs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     92\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     93\u001b[0m     return _format_out({\n",
      "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/pybacktest/performance.py\u001b[0m in \u001b[0;36mholding_periods\u001b[0;34m(eqd)\u001b[0m\n\u001b[1;32m     68\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mholding_periods\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0meqd\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m     \u001b[0;31m# rather crude, but will do\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 70\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0meqd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_datetime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0meqd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mobject\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdiff\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdropna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     71\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     72\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'DatetimeIndex' object has no attribute 'to_datetime'"
     ]
    },
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\n",
      "text/html": [
       "\n",
       "\n",
       "<style>\n",
       "\n",
       "</style>\n",
       "\n",
       "<div id=\"fig_el2471399649319001926761591221\"></div>\n",
       "<script>\n",
       "function mpld3_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(mpld3) !== \"undefined\" && mpld3._mpld3IsLoaded){\n",
       "   // already loaded: just create the figure\n",
       "   !function(mpld3){\n",
       "       \n",
       "       mpld3.draw_figure(\"fig_el2471399649319001926761591221\", {\"axes\": [{\"axes\": [{\"tickvalues\": null, \"grid\": {\"gridOn\": false}, \"position\": \"bottom\", \"visible\": true, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"nticks\": 8}, {\"tickvalues\": null, \"grid\": {\"gridOn\": false}, \"position\": \"left\", \"visible\": true, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"nticks\": 7}], \"zoomable\": true, \"bbox\": [0.125, 0.20000000000000007, 0.775, 0.6799999999999999], \"yscale\": \"linear\", \"texts\": [{\"alpha\": 1, \"fontsize\": 10.0, \"text\": \"Time\", \"color\": \"#000000\", \"h_anchor\": \"middle\", \"zorder\": 3, \"id\": \"el247139965308125816\", \"position\": [0.49999999999999994, -0.24878857249716296], \"coordinates\": \"axes\", \"v_baseline\": \"hanging\", \"rotation\": -0.0}, {\"alpha\": 1, \"fontsize\": 10.0, \"text\": \"Rubles\", \"color\": \"#000000\", \"h_anchor\": \"middle\", \"zorder\": 3, \"id\": 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       "   }(mpld3);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/mpld3\n",
       "   require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.3.js\", function(){\n",
       "         \n",
       "         mpld3.draw_figure(\"fig_el2471399649319001926761591221\", {\"axes\": [{\"axes\": [{\"tickvalues\": null, \"grid\": {\"gridOn\": false}, \"position\": \"bottom\", \"visible\": true, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"nticks\": 8}, {\"tickvalues\": null, \"grid\": {\"gridOn\": false}, \"position\": \"left\", \"visible\": true, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"nticks\": 7}], \"zoomable\": true, \"bbox\": [0.125, 0.20000000000000007, 0.775, 0.6799999999999999], \"yscale\": \"linear\", \"texts\": [{\"alpha\": 1, \"fontsize\": 10.0, \"text\": \"Time\", \"color\": \"#000000\", \"h_anchor\": \"middle\", \"zorder\": 3, \"id\": \"el247139965308125816\", \"position\": [0.49999999999999994, -0.24878857249716296], \"coordinates\": \"axes\", \"v_baseline\": \"hanging\", \"rotation\": -0.0}, {\"alpha\": 1, \"fontsize\": 10.0, \"text\": \"Rubles\", \"color\": \"#000000\", \"h_anchor\": \"middle\", \"zorder\": 3, \"id\": 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[[0.7539575866188769, 0.9310661764705883, 0.8544730392156863, 0.7778799019607843, 0.7012867647058824]], \"data03\": [[735947.4180555556, 76080.0], [735947.4194444445, 76100.0], [735947.4208333333, 76130.0], [735947.4236111111, 75890.0], [735947.425, 75960.0], [735947.4263888889, 75830.0], [735947.4284722222, 76090.0], [735947.4298611111, 76070.0], [735947.43125, 76220.0]], \"data02\": [[735947.4180555556, 76080.0], [735947.4194444445, 76100.0], [735947.4215277778, 76010.0], [735947.4236111111, 75890.0], [735947.425, 75960.0], [735947.4263888889, 75830.0], [735947.4284722222, 76090.0], [735947.4298611111, 76070.0], [735947.43125, 76220.0]]}, \"plugins\": [{\"type\": \"reset\"}, {\"type\": \"zoom\", \"enabled\": false, \"button\": true}, {\"type\": \"boxzoom\", \"enabled\": false, \"button\": true}], \"height\": 288.0, \"width\": 432.0, \"id\": \"el247139964931900192\"});\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & mpld3\n",
       "    mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
       "         mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.3.js\", function(){\n",
       "                 \n",
       "                 mpld3.draw_figure(\"fig_el2471399649319001926761591221\", {\"axes\": [{\"axes\": [{\"tickvalues\": null, \"grid\": {\"gridOn\": false}, \"position\": \"bottom\", \"visible\": true, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"nticks\": 8}, {\"tickvalues\": null, \"grid\": {\"gridOn\": false}, \"position\": \"left\", \"visible\": true, \"tickformat\": null, \"scale\": \"linear\", \"fontsize\": 10.0, \"nticks\": 7}], \"zoomable\": true, \"bbox\": [0.125, 0.20000000000000007, 0.775, 0.6799999999999999], \"yscale\": \"linear\", \"texts\": [{\"alpha\": 1, \"fontsize\": 10.0, \"text\": \"Time\", \"color\": \"#000000\", \"h_anchor\": \"middle\", \"zorder\": 3, \"id\": \"el247139965308125816\", \"position\": [0.49999999999999994, -0.24878857249716296], \"coordinates\": \"axes\", \"v_baseline\": \"hanging\", \"rotation\": -0.0}, {\"alpha\": 1, \"fontsize\": 10.0, \"text\": \"Rubles\", \"color\": \"#000000\", \"h_anchor\": \"middle\", \"zorder\": 3, \"id\": \"el247139965308126824\", \"position\": [-0.12694145758661887, 0.5], \"coordinates\": \"axes\", \"v_baseline\": \"auto\", \"rotation\": -90.0}, {\"alpha\": 1, \"fontsize\": 12.0, \"text\": \"Backtestinga3c_for_trading_2w\", \"color\": \"#000000\", \"h_anchor\": \"middle\", \"zorder\": 3, \"id\": \"el247139965308085528\", \"position\": [0.49999999999999994, 1.030637254901961], \"coordinates\": \"axes\", \"v_baseline\": \"auto\", \"rotation\": -0.0}, {\"alpha\": 1, \"fontsize\": 10.0, \"text\": \"long enter\", \"color\": \"#000000\", \"h_anchor\": \"start\", \"zorder\": 1000003.0, \"id\": \"el247139964931959384\", \"position\": [0.8077210274790919, 0.9131944444444445], \"coordinates\": \"axes\", \"v_baseline\": \"auto\", \"rotation\": -0.0}, {\"alpha\": 1, \"fontsize\": 10.0, \"text\": \"short enter\", \"color\": \"#000000\", \"h_anchor\": \"start\", \"zorder\": 1000003.0, \"id\": \"el247139965331423640\", \"position\": [0.8077210274790919, 0.8366013071895425], \"coordinates\": 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       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def write_report(r, filename):    \n",
    "    with open(filename, \"a\") as input_file:\n",
    "        for k, v in r.items():\n",
    "            line = '{}, {}'.format(k, v) \n",
    "            print(line, file=input_file)\n",
    "            \n",
    "folder = os.path.relpath(\".\",\"..\")\n",
    "for i in range(4):    \n",
    "    lengths = [ R.index.get_loc('2015-12-29 10:06:00')[0], R.index.get_loc('2016-01-15 10:06:00')[0], \\\n",
    "                    R.index.get_loc('2016-03-15 10:06:00')[0], R.index.get_loc('2016-06-15 10:06:00')[0] ]\n",
    "    names = ['2w', '1m', '3m', '6m']\n",
    "    bt = backtest(acts[-1,:lengths[i]], test_R[:lengths[i]+dep+2])\n",
    "    fig = plt.figure(figsize=(12, 10))\n",
    "    bt.plot_trades()\n",
    "    plt.legend(loc='best')\n",
    "    plt.title('Backtesting'+folder+'_'+names[i])\n",
    "    plt.ylabel('Rubles')\n",
    "    plt.xlabel('Time')        \n",
    "    plt.plot()\n",
    "    # plt.show()\n",
    "    plt.savefig(data_dir_path+'plots/'+folder+'_'+names[i]+'.png', bbox_inches='tight')\n",
    "\n",
    "    # Отчет по системе\n",
    "    B = bt.report\n",
    "    write_report(B, data_dir_path+'plots/'+folder+'_.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-07T16:14:50.981448",
     "start_time": "2017-05-07T16:08:52.789Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "# # Зависимость от доли выборщиков\n",
    "# for tresh in np.arange(0,1,0.1):\n",
    "#     acts[-1,:] = [np.argmax(x)-1 if max(x) > tresh else 0 for x in test_acts_probs[-1,:,:].T]\n",
    "#     bt = backtest(acts[-1,:], old_R)\n",
    "#     B = bt.report\n",
    "#     profit = B['performance']['profit']\n",
    "#     print tresh, profit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-07T16:14:50.983260",
     "start_time": "2017-05-07T16:08:52.789Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "Missing parentheses in call to 'print' (<ipython-input-20-8b0c4d719d2b>, line 7)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-20-8b0c4d719d2b>\"\u001b[0;36m, line \u001b[0;32m7\u001b[0m\n\u001b[0;31m    print profit\u001b[0m\n\u001b[0m               ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m Missing parentheses in call to 'print'\n"
     ]
    }
   ],
   "source": [
    "tresh = 0.0\n",
    "for k in range(n_noises):\n",
    "    acts[k,:] = [np.argmax(x)-1 if max(x) > tresh else 0 for x in test_acts_probs[k,:,:].T]\n",
    "    bt = backtest(acts[k,:], old_R)\n",
    "    B = bt.report\n",
    "    profit = B['performance']['profit']\n",
    "    print profit"
   ]
  },
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   "outputs": [],
   "source": []
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