conda install -c conda-forge zipline<\/code><\/pre>\n\uc774 \uba85\ub839\uc5b4\ub294 conda-forge \uc800\uc7a5\uc18c\uc5d0\uc11c Zipline\uc744 \uc124\uce58\ud569\ub2c8\ub2e4. \uc124\uce58\uac00 \uc644\ub8cc\ub418\uba74 Zipline\uc744 \uc0ac\uc6a9\ud560 \uc900\ube44\uac00 \ub05d\ub0ac\uc2b5\ub2c8\ub2e4.<\/p>\n
3. \uae30\ubcf8\uc801\uc778 Zipline \uc0ac\uc6a9\ubc95<\/h2>\n
Zipline\uc744 \uc124\uce58\ud55c \ud6c4, \uae30\ubcf8\uc801\uc778 \uc0ac\uc6a9\ubc95\uc744 \ubc30\uc6b0\uae30 \uc704\ud574 \uac04\ub2e8\ud55c \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uad6c\ud604\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
3.1 \ub9e4\ub9e4 \uc804\ub7b5 \uc815\uc758\ud558\uae30<\/h3>\n
\uc774\ubc88 \uc608\uc81c\uc5d0\uc11c\ub294 \uac04\ub2e8\ud55c \uc774\ub3d9 \ud3c9\uade0 \uad50\ucc28 \uc804\ub7b5\uc744 \uc0ac\uc6a9\ud560 \uac83\uc785\ub2c8\ub2e4. \uc774 \uc804\ub7b5\uc740 \ub2e8\uae30 \uc774\ub3d9 \ud3c9\uade0\uc120\uc774 \uc7a5\uae30 \uc774\ub3d9 \ud3c9\uade0\uc120\uc744 \uc0c1\ud5a5 \ub3cc\ud30c\ud560 \ub54c \ub9e4\uc218\ud558\uace0, \ubc18\ub300\ub85c \ud558\ud5a5 \ub3cc\ud30c\ud560 \ub54c \ub9e4\ub3c4\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4.<\/p>\n
3.2 \uc804\ub7b5 \ucf54\ub4dc \uc791\uc131<\/h3>\n
\ub2e4\uc74c\uc740 Zipline\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc774\ub3d9 \ud3c9\uade0 \uad50\ucc28 \uc804\ub7b5\uc744 \uad6c\ud604\ud558\ub294 \ucf54\ub4dc\uc785\ub2c8\ub2e4:<\/p>\n
import zipline\n from zipline.api import order, record, symbol\n from zipline import run_algorithm\n import pandas as pd\n from datetime import datetime\n import pytz\n\n def initialize(context):\n context.asset = symbol('AAPL') # \uc560\ud50c \uc8fc\uc2dd \uc0ac\uc6a9\n context.short_mavg = 50 # \ub2e8\uae30 \uc774\ub3d9 \ud3c9\uade0 \uae30\uac04\n context.long_mavg = 200 # \uc7a5\uae30 \uc774\ub3d9 \ud3c9\uade0 \uae30\uac04\n\n def handle_data(context, data):\n short_mavg = data.history(context.asset, 'price', context.short_mavg, '1d').mean()\n long_mavg = data.history(context.asset, 'price', context.long_mavg, '1d').mean()\n\n if short_mavg > long_mavg and context.asset not in context.portfolio.positions:\n order(context.asset, 10) # \ub9e4\uc218\n elif short_mavg < long_mavg and context.asset in context.portfolio.positions:\n order(context.asset, -10) # \ub9e4\ub3c4\n\n record(AAPL=data.current(context.asset, 'price'))\n\n start = datetime(2015, 1, 1, 0, 0, 0, tzinfo=pytz.UTC)\n end = datetime(2020, 1, 1, 0, 0, 0, tzinfo=pytz.UTC)\n\n run_algorithm(start=start,\n end=end,\n initialize=initialize,\n capital_base=10000,\n handle_data=handle_data,\n bundle='quantopian-quandl')\n <\/code><\/pre>\n3.3 \ucf54\ub4dc \uc124\uba85\ud558\uae30<\/h3>\n
\uc704 \ucf54\ub4dc\ub294 zipline\uc5d0\uc11c \uc791\ub3d9\ud558\ub294 \uac04\ub2e8\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud55c \uc608\uc785\ub2c8\ub2e4. \uac01\uac01\uc758 \ud568\uc218\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4:<\/p>\n
\n- initialize(context)<\/strong>: \uc54c\uace0\ub9ac\uc998\uc774 \uc2dc\uc791\ub420 \ub54c \ud55c \ubc88 \ud638\ucd9c\ub418\uba70, \ud544\uc694\ud55c \ubcc0\uc218\ub97c \ucd08\uae30\ud654\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c \ub9e4\ub9e4\ud560 \uc790\uc0b0(AAPL)\uacfc \uc774\ub3d9 \ud3c9\uade0 \uae30\uac04\uc744 \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n
- handle_data(context, data)<\/strong>: \ub9e4 \uac70\ub798\ub9c8\ub2e4 \ud638\ucd9c\ub418\uba70, \uc5ec\uae30\uc11c\ub294 \ud604\uc7ac \uc790\uc0b0\uc758 \ub2e8\uae30 \ubc0f \uc7a5\uae30 \uc774\ub3d9 \ud3c9\uade0\uc744 \uacc4\uc0b0\ud558\uace0, \uc870\uac74\uc5d0 \ub530\ub77c \ub9e4\ub9e4 \uc8fc\ubb38\uc744 \uc2e4\ud589\ud569\ub2c8\ub2e4.<\/li>\n
- record()<\/strong>: \ub9e4 \uac70\ub798\uc77c\ub9c8\ub2e4 \ubcc0\uc218\uc758 \uac12\uc744 \uc800\uc7a5\ud558\uc5ec \ub098\uc911\uc5d0 \ubd84\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n
- run_algorithm()<\/strong>: \uc804\uccb4 \uc54c\uace0\ub9ac\uc998\uc758 \uc2e4\ud589\uc744 \ub2f4\ub2f9\ud558\uba70, \uc2dc\uc791\uc77c\uacfc \uc885\ub8cc\uc77c, \ucd08\uae30 \uc790\ubcf8, \uac01\uc885 \uc124\uc815\ub4e4\uc744 \uc778\uc790\ub85c \ubc1b\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
4. Zipline \uc124\uce58 \ud6c4 \ub370\uc774\ud130 \uc0ac\uc6a9\ud558\uae30<\/h2>\n
Zipline\uc744 \uc0ac\uc6a9\ud558\uace0\uc790 \ud560 \ub54c\ub294 \ub370\uc774\ud130\ub97c \uac00\uc838\uc640\uc57c \ud569\ub2c8\ub2e4. Zipline\uc740 \ub370\uc774\ud130 \ubc88\ub4e4\uacfc \uacb0\ud569\ud558\uc5ec \uc791\ub3d9\ud558\ubbc0\ub85c \ud000\ud2b8\ud53c\uc544\ub098(Quantopian)\uc758 Quandl \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \uc77c\ubc18\uc801\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574\uc11c\ub294 \uba3c\uc800 \ub370\uc774\ud130 \ubc88\ub4e4\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud558\uace0 \uc124\uc815\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
4.1 \ub370\uc774\ud130 \ubc88\ub4e4 \uc124\uc815<\/h3>\n
\ub2e4\uc74c \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec Quandl \ub370\uc774\ud130 \ubc88\ub4e4\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud569\ub2c8\ub2e4. Anaconda Prompt\uc5d0\uc11c \ub2e4\uc74c\uc744 \uc785\ub825\ud569\ub2c8\ub2e4:<\/p>\n
zipline ingest -b quantopian-quandl<\/code><\/pre>\n\uc774 \uba85\ub839\uc5b4\ub294 Quandl\uc758 \uc8fc\uac00 \ubc0f \uae30\ud0c0 \uacbd\uc81c \ub370\uc774\ud130\ub97c \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc5ec Zipline\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uc815\ud569\ub2c8\ub2e4.<\/p>\n
4.2 \ub370\uc774\ud130 \ud655\uc778\ud558\uae30<\/h3>\n
\ub2e4\uc6b4\ub85c\ub4dc\uac00 \uc644\ub8cc\ub41c \ud6c4, \ub370\uc774\ud130\ub97c \ud655\uc778\ud558\uace0 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec AAPL \uc8fc\uc2dd\uc758 \ub370\uc774\ud130\ub97c \ucd9c\ub825\ud574 \ubcf4\uc138\uc694:<\/p>\n
from zipline.data import bundles\n import pandas as pd\n\n # \ub370\uc774\ud130 \ubc88\ub4e4 \ubd88\ub7ec\uc624\uae30\n bundle_data = bundles.load('quantopian-quandl')\n asset_data = bundle_data.asset_finder.retrieve_all([\n symbol('AAPL')\n ])\n\n # \ub370\uc774\ud130\ub97c \ub370\uc774\ud130\ud504\ub808\uc784\uc73c\ub85c \ubcc0\ud658\ud558\uace0 \ucd9c\ub825\n aapl_data = pd.DataFrame(asset_data)\n print(aapl_data)\n <\/code><\/pre>\n5. Zipline\uc73c\ub85c \uc804\ub7b5 \ucd5c\uc801\ud654\ud558\uae30<\/h2>\n
\uc790\ub3d9\ub9e4\ub9e4\uc5d0\uc11c \uc804\ub7b5 \ucd5c\uc801\ud654\ub294 \ub9e4\uc6b0 \uc911\uc694\ud55c \uacfc\uc815\uc785\ub2c8\ub2e4. \uc5ec\ub7ec \ub9e4\uac1c\ubcc0\uc218\ub4e4\uc744 \uc870\uc815\ud558\uc5ec \uc131\uacfc\ub97c \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 Zipline\uc744 \ud1b5\ud574 \ub9e4\uac1c\ubcc0\uc218\ub97c \ubcc0\uacbd\ud558\uba74\uc11c \uc804\ub7b5\uc744 \ucd5c\uc801\ud654\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/p>\n
5.1 \ud30c\ub77c\ubbf8\ud130 \uc870\uc815\ud558\uae30<\/h3>\n
\uc704\uc758 \uae30\ubcf8 \uc54c\uace0\ub9ac\uc998\uc5d0\uc11c \ub2e8\uae30 \ubc0f \uc7a5\uae30 \uc774\ub3d9 \ud3c9\uade0 \uae30\uac04\uc744 \ubcc0\uacbd\ud558\uc5ec \uc5ec\ub7ec \ubc88\uc758 \ubc31\ud14c\uc2a4\ud2b8\ub97c \uc9c4\ud589\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ub2e8\uae30 \ubc0f \uc7a5\uae30 \uc774\ub3d9 \ud3c9\uade0 \uae30\uac04\uc744 \uc870\uc815\ud558\uc5ec \uacb0\uacfc\ub97c \ubc18\ud658\ud558\ub294 \ucf54\ub4dc\uc785\ub2c8\ub2e4:<\/p>\n
def run_multiple_backtests(short_mavg_list, long_mavg_list):\n results = {}\n for short_mavg in short_mavg_list:\n for long_mavg in long_mavg_list:\n result = run_algorithm(start=start,\n end=end,\n initialize=lambda context: initialize(context, short_mavg, long_mavg),\n capital_base=10000,\n handle_data=handle_data,\n bundle='quantopian-quandl')\n results[(short_mavg, long_mavg)] = result\n return results\n\n results = run_multiple_backtests(short_mavg_list=[10, 20, 50],\n long_mavg_list=[100, 150, 200])\n <\/code><\/pre>\n\uacb0\uacfc\ub97c \uc2dc\uac01\ud654\ud558\uc5ec \uc5b4\ub5a4 \uc870\ud569\uc774 \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778\uc9c0 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud558\uc5ec \uc62c\ubc14\ub978 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n
6. \uacb0\uacfc \uc2dc\uac01\ud654 \ubc0f \ud3c9\uac00<\/h2>\n
\uc804\ub7b5\uc744 \ubc31\ud14c\uc2a4\ud2b8\ud55c \ud6c4, \uacb0\uacfc\ub97c \uc2dc\uac01\ud654\ud558\uc5ec \uc131\uacfc\ub97c \ud3c9\uac00\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. Zipline\uc5d0\uc11c\ub294 Pyfolio<\/code>\ub77c\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Pyfolio<\/code>\ub294 \ud22c\uc790 \uc804\ub7b5\uc758 \uc131\uacfc\ub97c \ubd84\uc11d\ud558\uace0 \uacb0\uacfc\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \uc81c\uacf5\ud558\ub294 \ub3c4\uad6c\uc785\ub2c8\ub2e4.<\/p>\n6.1 Pyfolio \uc124\uce58<\/h3>\n
Pyfolio\ub97c \uc124\uce58\ud558\ub824\uba74 \uc544\ub798\uc758 \uba85\ub839\uc5b4\ub97c \uc785\ub825\ud558\uc5ec \uc124\uce58\ud569\ub2c8\ub2e4.<\/p>\n
pip install pyfolio<\/code><\/pre>\n6.2 \uacb0\uacfc \uc2dc\uac01\ud654<\/h3>\n
\uc774\uc81c Pyfolio\ub97c \uc0ac\uc6a9\ud558\uc5ec \uacb0\uacfc\ub97c \uc2dc\uac01\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c \ucf54\ub4dc\ub97c \ucc38\uace0\ud558\uc138\uc694:<\/p>\n
import pyfolio as pf\n\n # Zipline \uacb0\uacfc\ub97c Pyfolio\uc5d0 \uc804\ub2ec\n pf.create_full_tear_sheet(results[(50, 200)])\n <\/code><\/pre>\n\uacb0\ub860<\/h2>\n
\uc774 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc758 \uccab\uac78\uc74c\uc73c\ub85c Zipline\uc744 \uc18c\uac1c\ud558\uace0, \uae30\ubcf8\uc801\uc778 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. Zipline\uacfc \uac19\uc740 \uac15\ub825\ud55c \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uba74 \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d, \uc804\ub7b5 \uac1c\ubc1c \ubc0f \ucd5c\uc801\ud654\uac00 \uac00\ub2a5\ud558\uba70, \uc5b4\ub5bb\uac8c \uc131\uacfc\ub97c \uc2dc\uac01\ud654\ud558\uace0 \ud3c9\uac00\ud560 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud574\uc11c\ub3c4 \ubc30\uc6e0\uc2b5\ub2c8\ub2e4. \uc790\ub3d9\ub9e4\ub9e4\ub97c \ud1b5\ud574 \ub354 \ud6a8\uc728\uc801\uc774\uace0 \uc131\uacf5\uc801\uc778 \ud22c\uc790 \uc804\ub7b5\uc744 \uc2e4\ud589\ud560 \uc218 \uc788\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4. \uc55e\uc73c\ub85c\uc758 \ud22c\uc790 \uc5ec\uc815\uc5d0 \ud589\uc6b4\uc774 \uac00\ub4dd\ud558\uae38 \ubc14\ub78d\ub2c8\ub2e4!<\/p>\n
\n
\ucc38\uace0:<\/strong> \uc774\uc0c1\uc801\uc73c\ub85c\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud574 \ub208\uc5d0 \ub744\ub294 \uc804\ub7b5\uc774\ub098 \ub354 \ub192\uc740 \uc131\uacfc\ub97c \uc704\ud574 \uc5ec\ub7ec \ub370\uc774\ud130\uc758 \uc870\ud569\uc744 \uace0\ub824\ud574\uc57c \ud558\uba70, \uc2e4\uc804 \ub9e4\ub9e4\ub97c \uc704\ud55c \ub9ac\uc2a4\ud06c \uad00\ub9ac\ub3c4 \ub9e4\uc6b0 \uc911\uc694\ud558\ub2e4\ub294 \uc810\uc744 \uc78a\uc9c0 \ub9c8\uc2ed\uc2dc\uc624.<\/p>\n<\/div>\n<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \uc790\ub3d9\ub9e4\ub9e4\ub294 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ud070 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud574 \ub9e4\ub9e4 \uacb0\uc815\uc744 \uc790\ub3d9\uc73c\ub85c \ub0b4\ub9bc\uc73c\ub85c\uc368 \ud22c\uc790\uc790\ub4e4\uc774 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc774\uace0, \uac10\uc815\uc5d0 \ud718\ub458\ub9ac\uc9c0 \uc54a\ub294 \uac70\ub798\ub97c \ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \ud30c\uc774\uc36c\uc740 \uc774\ub7ec\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \ub9e4\uc6b0 \uc801\ud569\ud55c \uc5b8\uc5b4\ub85c, \ub2e4\uc591\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \ub3c4\uad6c\ub4e4\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 Zipline\uc740 \uac00\uc7a5 \uc720\uba85\ud55c \ud30c\uc774\uc36c \uae30\ubc18\uc758 \uc790\ub3d9\ub9e4\ub9e4 \ud504\ub808\uc784\uc6cc\ud06c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 … \ub354 \ubcf4\uae30 “\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, Zipline \uc2dc\uc791\ud558\uae30”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[37],"tags":[],"class_list":["post-30877","post","type-post","status-publish","format-standard","hentry","category-37"],"yoast_head":"\n\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, Zipline \uc2dc\uc791\ud558\uae30 - 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