Similar question as here but now on Python packages. Currently, the CVXPY is missing in Azure ML. I am also trying to get other solvers such as GLPK, CLP and COINMP working in Azure ML.
How can I install Python packages in Azure ML?
Update about trying to install the Python packages not found in Azure ML.
I did as instructed by Peter Pan but I think the 32bits CVXPY files are wrong for the Anaconda 4 and Python 3.5 in Azure ML, logs and errors are here.
[Information] Running with Python 3.5.1 |Anaconda 4.0.0 (64-bit)| (default, Feb 16 2016, 09:49:46) [MSC v.1900 64 bit (AMD64)]
Update 2 with win_amd64 files (paste here)
[Information] Extracting Script Bundle.zip to .\Script Bundle
[Information] File Name Modified Size
[Information] cvxopt-1.1.9-cp35-cp35m-win_amd64.whl 2017-06-07 01:03:34 1972074
[Information] __MACOSX/ 2017-06-07 01:26:28 0
[Information] __MACOSX/._cvxopt-1.1.9-cp35-cp35m-win_amd64.whl 2017-06-07 01:03:34 452
[Information] cvxpy-0.4.10-py3-none-any.whl 2017-06-07 00:25:36 300880
[Information] __MACOSX/._cvxpy-0.4.10-py3-none-any.whl 2017-06-07 00:25:36 444
[Information] ecos-2.0.4-cp35-cp35m-win_amd64.whl 2017-06-07 01:03:40 56522
[Information] __MACOSX/._ecos-2.0.4-cp35-cp35m-win_amd64.whl 2017-06-07 01:03:40 450
[Information] numpy-1.13.0rc2+mkl-cp35-cp35m-win_amd64.whl 2017-06-07 01:25:02 127909457
[Information] __MACOSX/._numpy-1.13.0rc2+mkl-cp35-cp35m-win_amd64.whl 2017-06-07 01:25:02 459
[Information] scipy-0.19.0-cp35-cp35m-win_amd64.whl 2017-06-07 01:05:12 12178932
[Information] __MACOSX/._scipy-0.19.0-cp35-cp35m-win_amd64.whl 2017-06-07 01:05:12 452
[Information] scs-1.2.6-cp35-cp35m-win_amd64.whl 2017-06-07 01:03:34 78653
[Information] __MACOSX/._scs-1.2.6-cp35-cp35m-win_amd64.whl 2017-06-07 01:03:34 449
[Information] [ READING ] 0:00:00
[Information] Input pandas.DataFrame #1:
[Information] Empty DataFrame
[Information] Columns: [1]
[Information] Index: []
[Information] [ EXECUTING ] 0:00:00
[Information] [ WRITING ] 0:00:00
where import cvxpy
, import cvxpy-0.4.10-py3-none-any.whl
or cvxpy-0.4.10-py3-none-any
do not work so
How can I use the following wheel files downloaded from here to use the external Python packages not found in Azure ML?
Update about permission problem about importing cvxpy (paste here)
[Error] ImportError: No module named 'canonInterface'
where the ZIP Bundle is organised a bit differently, the content of each wheel downloaded to a folder and the content having all zipped as a ZIP Bundle.
According to the Limitations
and Technical Notes
of Execute Python Script
tutorial, the only way to add custom Python modules is via the zip file mechanism to package the modules and all dependencies.
For example to install CVXPY
, as below.
- Download the wheel file of
CVXPY
and its dependencies like CVXOPT
.
- Decompress these wheel files, and package these files in the path
cvxpy
and cvxopt
, etc as a zipped file with your script.
- Upload the zip file as a dataset and use it as the script bundle.
If you were using IPython, you also can try to install the Python Package via the code !pip install cvxpy
.
And there are some similar SO threads which may be helpful for you, as below.
- Azure ML Python with Script Bundle cannot import module
- How to install a Python package from within IPython?
Hope it helps.
Update:
For IPython interface of Azure ML, you move to the NOTEBOOKS
tab to create a notebook via ADD TO PROJECT
button at the bottom of the page, as the figure below.
Or you can directly login to the website https://notebooks.azure.com
to use it.
I will demo Peter Pan's answer here and I show first a working experiment with external package. Building the ZIP Bundle for the external package CVXPY was not that straight-forward but educational.
Demo about external package using ZIP Bundle in Azure ML
This is a working example about using an additional package in Python Script module provided by Smit Shah
https://gallery.cortanaintelligence.com/Experiment/Python-additional-package
where
[Information] Extracting Script Bundle.zip to .\Script Bundle
[Information] File Name Modified Size
[Information] adal/__init__.py 2017-05-01 10:03:04 1822
[Information] adal/__init__.pyc 2017-05-01 10:03:12 629
[Information] adal/adal_error.py 2017-05-01 10:03:04 1553
[Information] adal/adal_error.pyc 2017-05-01 10:03:12 685
[Information] adal/argument.py 2017-05-01 10:03:04 2023
[Information] adal/argument.pyc 2017-05-01 10:03:12 837
[Information] adal/authentication_context.py 2017-05-01 10:03:04 13766
[Information] adal/authentication_context.pyc 2017-05-01 10:03:12 14198
[Information] adal/authentication_parameters.py 2017-05-01 10:03:04 8195
[Information] adal/authentication_parameters.pyc 2017-05-01 10:03:12 4820
[Information] adal/authority.py 2017-05-01 10:03:04 6908
[Information] adal/authority.pyc 2017-05-01 10:03:12 6091
[Information] adal/cache_driver.py 2017-05-01 10:03:04 9773
[Information] adal/cache_driver.pyc 2017-05-01 10:03:12 9293
[Information] adal/code_request.py 2017-05-01 10:03:04 2744
[Information] adal/code_request.pyc 2017-05-01 10:03:12 2225
[Information] adal/constants.py 2017-05-01 10:03:04 7359
[Information] adal/constants.pyc 2017-05-01 10:03:12 9305
[Information] adal/log.py 2017-05-01 10:03:04 4058
[Information] adal/log.pyc 2017-05-01 10:03:12 3699
[Information] adal/mex.py 2017-05-01 10:03:04 11186
[Information] adal/mex.pyc 2017-05-01 10:03:12 8804
[Information] adal/oauth2_client.py 2017-05-01 10:03:04 14196
[Information] adal/oauth2_client.pyc 2017-05-01 10:03:12 11619
[Information] adal/self_signed_jwt.py 2017-05-01 10:03:04 4823
[Information] adal/self_signed_jwt.pyc 2017-05-01 10:03:12 5301
[Information] adal/token_cache.py 2017-05-01 10:03:04 4761
[Information] adal/token_cache.pyc 2017-05-01 10:03:12 4883
[Information] adal/token_request.py 2017-05-01 10:03:04 17703
[Information] adal/token_request.pyc 2017-05-01 10:03:12 15096
[Information] adal/user_realm.py 2017-05-01 10:03:04 6362
[Information] adal/user_realm.pyc 2017-05-01 10:03:12 5325
[Information] adal/util.py 2017-05-01 10:03:04 3567
[Information] adal/util.pyc 2017-05-01 10:03:12 2723
[Information] adal/wstrust_request.py 2017-05-01 10:03:04 8402
[Information] adal/wstrust_request.pyc 2017-05-01 10:03:12 6816
[Information] adal/wstrust_response.py 2017-05-01 10:03:04 8751
[Information] adal/wstrust_response.pyc 2017-05-01 10:03:12 5467
[Information] adal/xmlutil.py 2017-05-01 10:03:04 2806
[Information] adal/xmlutil.pyc 2017-05-01 10:03:12 2309
[Information] cryptography/__about__.py 2017-04-27 17:51:38 817
[Information] cryptography/__about__.pyc 2017-04-27 17:51:50 892
[Information] cryptography/__init__.py 2017-04-27 17:51:38 829
[Information] cryptography/__init__.pyc 2017-04-27 17:51:50 962
[Information] cryptography/exceptions.py 2017-04-27 17:51:38 1234
[Information] cryptography/exceptions.pyc 2017-04-27 17:51:50 3406
[Information] cryptography/fernet.py 2017-04-27 17:51:38 4305
[Information] cryptography/fernet.pyc 2017-04-27 17:51:50 5670
[Information] cryptography/hazmat/ 2017-04-27 17:51:50 0
[Information] cryptography/hazmat/__init__.py 2017-04-27 17:51:38 483
[Information] cryptography/hazmat/__init__.pyc 2017-04-27 17:51:50 560
[Information] cryptography/hazmat/backends/ 2017-04-27 17:51:50 0
[Information] cryptography/hazmat/backends/__init__.py 2017-04-27 17:51:38 2403
[Information] cryptography/hazmat/backends/__init__.pyc 2017-04-27 17:51:50 1783
[Information] cryptography/hazmat/backends/commoncrypto/ 2017-04-27 17:51:50 0
[Information] cryptography/hazmat/backends/commoncrypto/__init__.py 2017-04-27 17:51:38 341
[Information] cryptography/hazmat/backends/commoncrypto/__init__.pyc 2017-04-27 17:51:50 448
[Information] cryptography/hazmat/backends/commoncrypto/backend.py 2017-04-27 17:51:38 8840
[Information] cryptography/hazmat/backends/commoncrypto/backend.pyc 2017-04-27 17:51:50 9402
[Information] cryptography/hazmat/backends/commoncrypto/ciphers.py 2017-04-27 17:51:38 9362
[Information] cryptography/hazmat/backends/commoncrypto/ciphers.pyc 2017-04-27 17:51:50 8265
[Information] cryptography/hazmat/backends/commoncrypto/hashes.py 2017-04-27 17:51:38 2040
[Information] cryptography/hazmat/backends/commoncrypto/hashes.pyc 2017-04-27 17:51:50 2884
[Information] cryptography/hazmat/backends/commoncrypto/hmac.py 2017-04-27 17:51:38 2188
[Information] cryptography/hazmat/backends/commoncrypto/hmac.pyc 2017-04-27 17:51:50 3231
[Information] cryptography/hazmat/backends/interfaces.py 2017-04-27 17:51:38 10493
[Information] cryptography/hazmat/backends/interfaces.pyc 2017-04-27 17:51:50 21555
[Information] cryptography/hazmat/backends/multibackend.py 2017-04-27 17:51:38 19700
[Information] cryptography/hazmat/backends/multibackend.pyc 2017-04-27 17:51:50 25269
[Information] cryptography/hazmat/backends/openssl/ 2017-04-27 17:51:50 0
[Information] cryptography/hazmat/backends/openssl/__init__.py 2017-04-27 17:51:38 336
[Information] cryptography/hazmat/backends/openssl/__init__.pyc 2017-04-27 17:51:50 438
[Information] cryptography/hazmat/backends/openssl/backend.py 2017-04-27 17:51:38 68646
[Information] cryptography/hazmat/backends/openssl/backend.pyc 2017-04-27 17:51:50 64293
[Information] cryptography/hazmat/backends/openssl/ciphers.py 2017-04-27 17:51:38 7665
[Information] cryptography/hazmat/backends/openssl/ciphers.pyc 2017-04-27 17:51:50 6101
[Information] cryptography/hazmat/backends/openssl/cmac.py 2017-04-27 17:51:38 2797
[Information] cryptography/hazmat/backends/openssl/cmac.pyc 2017-04-27 17:51:50 3668
[Information] cryptography/hazmat/backends/openssl/decode_asn1.py 2017-04-27 17:51:38 29210
[Information] cryptography/hazmat/backends/openssl/decode_asn1.pyc 2017-04-27 17:51:50 28941
[Information] cryptography/hazmat/backends/openssl/dh.py 2017-04-27 17:51:38 9945
[Information] cryptography/hazmat/backends/openssl/dh.pyc 2017-04-27 17:51:50 10966
[Information] cryptography/hazmat/backends/openssl/dsa.py 2017-04-27 17:51:38 10044
[Information] cryptography/hazmat/backends/openssl/dsa.pyc 2017-04-27 17:51:50 12467
[Information] cryptography/hazmat/backends/openssl/ec.py 2017-04-27 17:51:38 9914
[Information] cryptography/hazmat/backends/openssl/ec.pyc 2017-04-27 17:51:50 12615
[Information] cryptography/hazmat/backends/openssl/encode_asn1.py 2017-04-27 17:51:38 22285
[Information] cryptography/hazmat/backends/openssl/encode_asn1.pyc 2017-04-27 17:51:50 22267
[Information] cryptography/hazmat/backends/openssl/hashes.py 2017-04-27 17:51:38 2532
[Information] cryptography/hazmat/backends/openssl/hashes.pyc 2017-04-27 17:51:50 3185
[Information] cryptography/hazmat/backends/openssl/hmac.py 2017-04-27 17:51:38 2980
[Information] cryptography/hazmat/backends/openssl/hmac.pyc 2017-04-27 17:51:50 3732
[Information] cryptography/hazmat/backends/openssl/rsa.py 2017-04-27 17:51:38 18610
[Information] cryptography/hazmat/backends/openssl/rsa.pyc 2017-04-27 17:51:50 17931
[Information] cryptography/hazmat/backends/openssl/utils.py 2017-04-27 17:51:38 862
[Information] cryptography/hazmat/backends/openssl/utils.pyc 2017-04-27 17:51:50 1088
[Information] cryptography/hazmat/backends/openssl/x509.py 2017-04-27 17:51:38 15804
[Information] cryptography/hazmat/backends/openssl/x509.pyc 2017-04-27 17:51:50 23091
[Information] cryptography/hazmat/bindings/ 2017-04-27 17:51:50 0
[Information] cryptography/hazmat/bindings/__init__.py 2017-04-27 17:51:38 246
[Information] cryptography/hazmat/bindings/__init__.pyc 2017-04-27 17:51:50 313
[Information] cryptography/hazmat/bindings/_constant_time.pyd 2017-04-27 17:51:38 8192
[Information] cryptography/hazmat/bindings/_openssl.pyd 2017-04-27 17:51:38 2754560
[Information] cryptography/hazmat/bindings/_padding.pyd 2017-04-27 17:51:38 8704
[Information] cryptography/hazmat/bindings/commoncrypto/ 2017-04-27 17:51:50 0
[Information] cryptography/hazmat/bindings/commoncrypto/__init__.py 2017-04-27 17:51:38 246
[Information] cryptography/hazmat/bindings/commoncrypto/__init__.pyc 2017-04-27 17:51:50 326
[Information] cryptography/hazmat/bindings/commoncrypto/binding.py 2017-04-27 17:51:38 410
[Information] cryptography/hazmat/bindings/commoncrypto/binding.pyc 2017-04-27 17:51:50 785
[Information] cryptography/hazmat/bindings/openssl/ 2017-04-27 17:51:50 0
[Information] cryptography/hazmat/bindings/openssl/__init__.py 2017-04-27 17:51:38 246
[Information] cryptography/hazmat/bindings/openssl/__init__.pyc 2017-04-27 17:51:50 321
[Information] cryptography/hazmat/bindings/openssl/_conditional.py 2017-04-27 17:51:38 8854
[Information] cryptography/hazmat/bindings/openssl/_conditional.pyc 2017-04-27 17:51:50 8138
[Information] cryptography/hazmat/bindings/openssl/binding.py 2017-04-27 17:51:38 5067
[Information] cryptography/hazmat/bindings/openssl/binding.pyc 2017-04-27 17:51:50 5118
[Information] cryptography/hazmat/primitives/ 2017-04-27 17:51:50 0
[Information] cryptography/hazmat/primitives/__init__.py 2017-04-27 17:51:38 246
[Information] cryptography/hazmat/primitives/__init__.pyc 2017-04-27 17:51:50 315
[Information] cryptography/hazmat/primitives/asymmetric/ 2017-04-27 17:51:50 0
[Information] cryptography/hazmat/primitives/asymmetric/__init__.py 2017-04-27 17:51:38 1020
[Information] cryptography/hazmat/primitives/asymmetric/__init__.pyc 2017-04-27 17:51:50 2305
[Information] cryptography/hazmat/primitives/asymmetric/dh.py 2017-04-27 17:51:38 5093
[Information] cryptography/hazmat/primitives/asymmetric/dh.pyc 2017-04-27 17:51:50 10298
[Information] cryptography/hazmat/primitives/asymmetric/dsa.py 2017-04-27 17:51:38 6890
[Information] cryptography/hazmat/primitives/asymmetric/dsa.pyc 2017-04-27 17:51:50 13468
[Information] cryptography/hazmat/primitives/asymmetric/ec.py 2017-04-27 17:51:38 9570
[Information] cryptography/hazmat/primitives/asymmetric/ec.pyc 2017-04-27 17:51:50 18550
[Information] cryptography/hazmat/primitives/asymmetric/padding.py 2017-04-27 17:51:38 2261
[Information] cryptography/hazmat/primitives/asymmetric/padding.pyc 2017-04-27 17:51:50 4322
[Information] cryptography/hazmat/primitives/asymmetric/rsa.py 2017-04-27 17:51:38 10226
[Information] cryptography/hazmat/primitives/asymmetric/rsa.pyc 2017-04-27 17:51:50 15084
[Information] cryptography/hazmat/primitives/asymmetric/utils.py 2017-04-27 17:51:38 1704
[Information] cryptography/hazmat/primitives/asymmetric/utils.pyc 2017-04-27 17:51:50 2984
[Information] cryptography/hazmat/primitives/ciphers/ 2017-04-27 17:51:50 0
[Information] cryptography/hazmat/primitives/ciphers/__init__.py 2017-04-27 17:51:38 574
[Information] cryptography/hazmat/primitives/ciphers/__init__.pyc 2017-04-27 17:51:50 654
[Information] cryptography/hazmat/primitives/ciphers/algorithms.py 2017-04-27 17:51:38 3424
[Information] cryptography/hazmat/primitives/ciphers/algorithms.pyc 2017-04-27 17:51:50 7930
[Information] cryptography/hazmat/primitives/ciphers/base.py 2017-04-27 17:51:38 7663
[Information] cryptography/hazmat/primitives/ciphers/base.pyc 2017-04-27 17:51:50 12557
[Information] cryptography/hazmat/primitives/ciphers/modes.py 2017-04-27 17:51:38 5517
[Information] cryptography/hazmat/primitives/ciphers/modes.pyc 2017-04-27 17:51:50 9165
[Information] cryptography/hazmat/primitives/cmac.py 2017-04-27 17:51:38 2235
[Information] cryptography/hazmat/primitives/cmac.pyc 2017-04-27 17:51:50 3192
[Information] cryptography/hazmat/primitives/constant_time.py 2017-04-27 17:51:38 798
[Information] cryptography/hazmat/primitives/constant_time.pyc 2017-04-27 17:51:50 1237
[Information] cryptography/hazmat/primitives/hashes.py 2017-04-27 17:51:38 5081
[Information] cryptography/hazmat/primitives/hashes.pyc 2017-04-27 17:51:50 9263
[Information] cryptography/hazmat/primitives/hmac.py 2017-04-27 17:51:38 2353
[Information] cryptography/hazmat/primitives/hmac.pyc 2017-04-27 17:51:50 3322
[Information] cryptography/hazmat/primitives/interfaces/ 2017-04-27 17:51:50 0
[Information] cryptography/hazmat/primitives/interfaces/__init__.py 2017-04-27 17:51:38 884
[Information] cryptography/hazmat/primitives/interfaces/__init__.pyc 2017-04-27 17:51:50 1961
[Information] cryptography/hazmat/primitives/kdf/ 2017-04-27 17:51:50 0
[Information] cryptography/hazmat/primitives/kdf/__init__.py 2017-04-27 17:51:38 771
[Information] cryptography/hazmat/primitives/kdf/__init__.pyc 2017-04-27 17:51:50 1473
[Information] cryptography/hazmat/primitives/kdf/concatkdf.py 2017-04-27 17:51:38 4109
[Information] cryptography/hazmat/primitives/kdf/concatkdf.pyc 2017-04-27 17:51:50 5908
[Information] cryptography/hazmat/primitives/kdf/hkdf.py 2017-04-27 17:51:38 3674
[Information] cryptography/hazmat/primitives/kdf/hkdf.pyc 2017-04-27 17:51:50 4986
[Information] cryptography/hazmat/primitives/kdf/kbkdf.py 2017-04-27 17:51:38 5017
[Information] cryptography/hazmat/primitives/kdf/kbkdf.pyc 2017-04-27 17:51:50 5610
[Information] cryptography/hazmat/primitives/kdf/pbkdf2.py 2017-04-27 17:51:38 2185
[Information] cryptography/hazmat/primitives/kdf/pbkdf2.pyc 2017-04-27 17:51:50 2813
[Information] cryptography/hazmat/primitives/kdf/scrypt.py 2017-04-27 17:51:38 2252
[Information] cryptography/hazmat/primitives/kdf/scrypt.pyc 2017-04-27 17:51:50 2957
[Information] cryptography/hazmat/primitives/kdf/x963kdf.py 2017-04-27 17:51:38 2363
[Information] cryptography/hazmat/primitives/kdf/x963kdf.pyc 2017-04-27 17:51:50 3296
[Information] cryptography/hazmat/primitives/keywrap.py 2017-04-27 17:51:38 3050
[Information] cryptography/hazmat/primitives/keywrap.pyc 2017-04-27 17:51:50 3136
[Information] cryptography/hazmat/primitives/padding.py 2017-04-27 17:51:38 5736
[Information] cryptography/hazmat/primitives/padding.pyc 2017-04-27 17:51:50 10471
[Information] cryptography/hazmat/primitives/serialization.py 2017-04-27 17:51:38 5288
[Information] cryptography/hazmat/primitives/serialization.pyc 2017-04-27 17:51:50 8668
[Information] cryptography/hazmat/primitives/twofactor/ 2017-04-27 17:51:50 0
[Information] cryptography/hazmat/primitives/twofactor/__init__.py 2017-04-27 17:51:38 288
[Information] cryptography/hazmat/primitives/twofactor/__init__.pyc 2017-04-27 17:51:50 607
[Information] cryptography/hazmat/primitives/twofactor/hotp.py 2017-04-27 17:51:38 2589
[Information] cryptography/hazmat/primitives/twofactor/hotp.pyc 2017-04-27 17:51:50 3808
[Information] cryptography/hazmat/primitives/twofactor/totp.py 2017-04-27 17:51:38 1594
[Information] cryptography/hazmat/primitives/twofactor/totp.pyc 2017-04-27 17:51:50 2637
[Information] cryptography/hazmat/primitives/twofactor/utils.py 2017-04-27 17:51:38 954
[Information] cryptography/hazmat/primitives/twofactor/utils.pyc 2017-04-27 17:51:50 1208
[Information] cryptography/utils.py 2017-04-27 17:51:38 4130
[Information] cryptography/utils.pyc 2017-04-27 17:51:50 6969
[Information] cryptography/x509/ 2017-04-27 17:51:50 0
[Information] cryptography/x509/__init__.py 2017-04-27 17:51:38 6857
[Information] cryptography/x509/__init__.pyc 2017-04-27 17:51:50 6944
[Information] cryptography/x509/base.py 2017-04-27 17:51:38 23315
[Information] cryptography/x509/base.pyc 2017-04-27 17:51:50 31205
[Information] cryptography/x509/extensions.py 2017-04-27 17:51:38 37228
[Information] cryptography/x509/extensions.pyc 2017-04-27 17:51:50 59587
[Information] cryptography/x509/general_name.py 2017-04-27 17:51:38 7519
[Information] cryptography/x509/general_name.pyc
...
2017-04-27 11:28:02 21986
[Information] dateutil/relativedelta.pyc 2017-04-27 11:28:06 17516
[Information] dateutil/rrule.py 2017-04-27 11:28:02 61792
[Information] dateutil/rrule.pyc 2017-04-27 11:28:06 48786
[Information] dateutil/tz/ 2017-04-27 11:28:06 0
[Information] dateutil/tz/__init__.py 2017-04-27 11:28:02 145
[Information] dateutil/tz/__init__.pyc 2017-04-27 11:28:06 379
[Information] dateutil/tz/_common.py 2017-04-27 11:28:02 11744
[Information] dateutil/tz/_common.pyc 2017-04-27 11:28:06 13900
[Information] dateutil/tz/tz.py 2017-04-27 11:28:02 48924
[Information] dateutil/tz/tz.pyc 2017-04-27 11:28:06 44590
[Information] dateutil/tz/win.py 2017-04-27 11:28:02 11466
[Information] dateutil/tz/win.pyc 2017-04-27 11:28:06 12475
[Information] dateutil/tzwin.py 2017-04-27 11:28:02 58
[Information] dateutil/tzwin.pyc 2017-04-27 11:28:06 211
[Information] dateutil/zoneinfo/ 2017-04-27 11:28:06 0
[Information] dateutil/zoneinfo/__init__.py 2017-04-27 11:28:02 6810
[Information] dateutil/zoneinfo/__init__.pyc 2017-04-27 11:28:06 7654
[Information] dateutil/zoneinfo/dateutil-zoneinfo.tar.gz 2017-04-27 11:28:02 139671
[Information] dateutil/zoneinfo/rebuild.py 2017-04-27 11:28:02 1688
[Information] dateutil/zoneinfo/rebuild.pyc 2017-04-27 11:28:06 2239
[Information] jwt/__init__.py 2017-06-06 14:51:08 738
[Information] jwt/__init__.pyc 2017-06-06 14:51:08 1177
[Information] jwt/__main__.py 2017-06-06 14:51:08 3585
[Information] jwt/__main__.pyc 2017-06-06 14:51:08 3120
[Information] jwt/algorithms.py 2017-06-06 14:51:08 13758
[Information] jwt/algorithms.pyc 2017-06-06 14:51:08 14450
[Information] jwt/api_jws.py 2017-06-06 14:51:08 7133
[Information] jwt/api_jws.pyc 2017-06-06 14:51:08 7462
[Information] jwt/api_jwt.py 2017-06-06 14:51:08 6547
[Information] jwt/api_jwt.pyc 2017-06-06 14:51:08 6842
[Information] jwt/compat.py 2017-06-06 14:51:08 1784
[Information] jwt/compat.pyc 2017-06-06 14:51:08 2253
[Information] jwt/contrib/ 2017-06-06 14:51:08 0
[Information] jwt/contrib/__init__.py 2017-06-06 14:51:08 0
[Information] jwt/contrib/__init__.pyc 2017-06-06 14:51:08 163
[Information] jwt/contrib/algorithms/ 2017-06-06 14:51:08 0
[Information] jwt/contrib/algorithms/__init__.py 2017-06-06 14:51:08 0
[Information] jwt/contrib/algorithms/__init__.pyc 2017-06-06 14:51:08 174
[Information] jwt/contrib/algorithms/py_ecdsa.py 2017-06-06 14:51:08 1771
[Information] jwt/contrib/algorithms/py_ecdsa.pyc 2017-06-06 14:51:08 2406
[Information] jwt/contrib/algorithms/pycrypto.py 2017-06-06 14:51:08 1250
[Information] jwt/contrib/algorithms/pycrypto.pyc 2017-06-06 14:51:08 2325
[Information] jwt/exceptions.py 2017-06-06 14:51:08 841
[Information] jwt/exceptions.pyc 2017-06-06 14:51:08 2777
[Information] jwt/utils.py 2017-06-06 14:51:08 2629
[Information] jwt/utils.pyc 2017-06-06 14:51:08 4204
so the ZIP bundle has been done in a specific way such that packages' dist-info folders are removed and only the folders having the exact name of the package is included
by which I was able to run import cvxpy
, notice that new packages multiplocess
and CVXCanon
are included. Yet in solving a problem, I got error with ecos
module missing next. So I created a new directory ecos
for all files found in the original ecos.*.wheel
package so the updated ZIP Bundle looks like this
by which I was able to solve the following convex optimisation problem with DCP tool called CVXPY.
Code inside Python Script module that solves an optimisation problem with CVXPY in Azure ML
import pandas as pd
from cvxpy import *
import numpy
def azureml_main(dataframe1 = None, dataframe2 = None):
# Problem data.
m = 30
n = 20
numpy.random.seed(1)
A = numpy.random.randn(m, n)
b = numpy.random.randn(m)
# Construct the problem.
x = Variable(n)
objective = Minimize(sum_squares(A*x - b))
constraints = [0 <= x, x <= 1]
prob = Problem(objective, constraints)
# The optimal objective is returned by prob.solve().
result = prob.solve()
# The optimal value for x is stored in x.value.
#print x.value
# The optimal Lagrange multiplier for a constraint
# is stored in constraint.dual_value.
#print constraints[0].dual_value
dataframe1=pd.DataFrame(numpy.zeros(1))
dataframe1[0][0]=result
# Return value must be of a sequence of pandas.DataFrame
return dataframe1,
Further reading
- Notice that the code creates a Panda DataFrame with size one zero matrix, there may be more elegant way to do it, more in
Python Pandas DataFrame with only a single number stored?