We're happy to share that python libraries are now fully supported in QuantConnect. We've completely re-engineered the python stack to use PythonNet which acts as a bridge between Python and .NET enabling use of all your favorite libraries!
The vast majority of the API remains identical but there will be some gotcha's. If you find your python algorithm aren't working anymore you will need to do a little conversion work to get them into the new system. There are 30 examples of the new python net framework in github you can use as a reference.
We've been testing for about 6 months but there will likely be issues in the integration. If you find an issue please let us know through support: support@quantconnect.com
Thanks Alex and Stefano for all their work!
Artur Sokolovsky
Is there an option of using sklearn now? I failed importing it for some reason.
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Jared Broad
libraries people want -- are there any others you might need?
Best,
Jared
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Artur Sokolovsky
Awesome, thank you for the reply and your work!
Well, there are also keras, theano and tensorflow might be needed in the future:)
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Lucas Silva
That is super.
Nice work!
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Nolan English
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Nolan English
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Alexandre Catarino
At the moment, numpy, pandas and scipy are supported.
We have tested sklearn, blaze, cvxopt, cvxpy, pykalman and statsmodels and they will be available as soon as possible.
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Jayakumar Munuswamy
+1 for keras, theano and tensorflow
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Nate Betz
Add a vote for xgboost.
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Nate Betz
I haven't researched PythonNet yet; could a C# algorithm reference the whitelisted Python libraries?
The use case I'm thinking of would involve using C# for all of the trade execution logic, but pass data to one of Python's superior predictive modeling packages for scoring?
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Alexandre Catarino
With Python.NET, a C# algorithm can import the whitelisted Python libraries.
We will work on this idea/suggestion. Thank you.
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Alexandre Catarino
Update.
Here is the whilelist as of today (20170602): pycparser, pandas, scipy, numpy, sklearn, blaze, cvxopt, cvxpy, pykalman, statistics, statsmodels, arch, copulalib, xgboost, theano, keras and tensorflow.
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Joshua Engelman
Would love pyhsmm and pymc3 as well
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Dewald Abrie
Will you please add Chainer?
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Kiki Te Iri
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German Hernandez
I will add to Alexandre Catarino wish list tpot, gplearn and deap
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RajRoy
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VizTra
Hey,
just started playing around with
and lines 42/43, which are self.PlotIndicator(..) lead to this error:
"Backtest Error: Array type can not be an open generic type".
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Petter Hansson
Like Nate Betz says, I would love an option to use Python libs from my C# code or otherwise my own Python code (using said libs) from my C# code to build alpha signal part of my algos. Mainly because Python has better ML tooling (also since Accord.net remains broken on QC cloud). Usually I find C# more productive though and I would certainly prefer to not port my codebase to Python.
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Saurav
Hi, what about plotting libraries like matplotlib and seaborn.
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BrandonHall
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Wayne Adams
How about pretty much everything supported by Anaconda?
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Karen Chaltikian
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Daniel Santiago Rincón
Hi guys I just landed here and I'm setting up the enviroment. Is there an up to date list of the current available python libraries? How are you guys doing in order to use Keras, Tensorflow, etc. in your algorithms? I saw something about porting data via Lean. Any help on that is appreciated.
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Brooke Nyatogo
GREAT
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Derek Tishler
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Sebastian Lueneburg
+1 for more resources on how to enable debugging python scripts in VS lean locally. So far, I found only this. Does it work for others seamlessly?
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Qq
i cound't get it to work either. actually i can't even get the 'auto suggestion' to work. for example when we type 'pandas. ', no suggestion pop up
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Young Zhang
Please white-list seaborn as well, thx!
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Derek Tishler
Woulld it make sense, secuirty wise, to consider the Dropbox(or other cloud storage api like google storage, etc) package as a quick way to allow for uploading files to a cloud storage? Might be considered a lazy/terrible quickfix to algo/model persistance untill that feature is platform wide?
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Yunpeng Li
Would be great if add PyTorch as well. Thanks!
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Custos
I would like to have the NLTK library (natural language processing)
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Rob Robinson
Is there a list of the python libraries that are supported and the version #'s?
I am seeing some known errors with scipy and I'd like to know which version is currently deployed.
Thanks!
Rob
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Derek Tishler
Rob Robinson you can see the 'install' scripts here to see exactly what is in the master(may not be live in the cloud yet) version.
To get the working version perhaps you can try something like:
import x as X
#inside init
self.Log(str(X.__version__))
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Rob Robinson
That worked great - thanks!
FWIW scipy shows it is installed as version 0.19.1.
#import pycparser #import pandas import scipy #import numpy #import sklearn #import blaze #import cvxopt #import cvxpy #import pykalman #import statistics #import statsmodels #import arch #import copulalib #import xgboost #import theano #import keras #import tensorflow #import deap class BasicTemplateAlgorithm(QCAlgorithm): def Initialize(self): self.Log(str(scipy.__version__)) def OnData(self, slice): pass
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Leo Striker
How to use the latest python 3.0 here? I saw it is supporting python 2.0
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Gabriel Moncarz
Does Python Net allow to install talib? Would be useful. I know you support about 100 indicators, but the way TA-LIB manages is different (using Pandas Dataframe, and also is easier to migrate Quantopian algos.
Thanks.
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Tom M
How about hmmlearn (https://hmmlearn.readthedocs.io/en/latest/)?
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Alexandre Catarino
Hi guys, I think most of the requests have been addressed.
Leo Striker, Lean support Python 3.6.
Gabriel Moncarz, ta-lib is white-listed.
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Jake Mitchell
from pyramid.arima import auto_arima
or
https://github.com/tgsmith61591/pmdarima from pmdarima.arima import auto_arima
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