Python
Available versions
Currently, we have a variety of Python-Versions available as module files. To list them all run
$ module avail|& grep 'lang/Python'
Content of those modulefiles
Python2 < 2.7.16 and Python3 < 3.7.4
The Python-Versions available as module files, do provide numpy
, scipy
, pandas
, cython
and more. However, especially a matplotlib
module is most likely missing. This is because our installation framework installs it separately. Hence, the matplotlib
functionality has to be loaded as an additional functionality as a module file.
The intel
versions are linked against Intel's MKL. Exporting OMP_NUM_THREADS
enables multithreaded matrix handling with numpy
.
Python2 >= 2.7.16 and Python3 >= 3.7.4
Our installation framework altered its policies to avoid the cluttering of modulefiles. Hence, when loading a Python Module:
$ module load lang/Python/<python-version>
only the bare Python with a few additional libraries (or “modules” in Python-speak) is available. To use the scientific modules load:
$ module load lang/SciPy-bundle/<bundle-version>
The toolchain version of the bundle-version
has to fit the compiler of the python-version
. The same is true for the matplotlib modules, which can be loaded as:
$ module load vis/matplotlib/<matplotlib-version>
In this case the Python versions of the Python-module and the matplotlib module have to match as well as the toolchain version to the python version.
Which version should be picked?
If you intend to use Python in combination with another module, ensure that the toolchain and the toolchain version of the additional module fit with your selected Python module. With regard to the Python version, try to stay as current as possible.
If you need additional Python packages, you can easily install them yourself either "globally" in your home directory or inside of a virtual environment.
Your Personal Environment (Additional Packages)
In general, having a personal Python environment where you can install third-party packages (without needing root priviliges) yourself is very easy. The preparation steps needed on MOGON are described below.

While the first variant is already sufficient, we recommend using virtualenvs since they are a lot easier to work with. Virtualenvs can also be shared between users if created in your groups project directory, but most importantly virtual environments bear the potential to avoid the setup hell you might otherwise experience.
-bare
as they are installed as special dependencies for particular modules (or actually installed by accident) to construct your virtual environment.
*conda
setup on one of our clusters: It has often been a source of messing up an existing environment only to be discovered at a source of interference when switching back our modules.
Personal Setup
- First load an appropriate Python module, see the implications above.
- Then navigate to your home directory (if in doubt, type
cd
).
Using Virtual Environments
A so called virtualenv can be seen as an isolated, self-contained Python environment of third-party packages.
Different virtualenvs do not interfere with each other nor with the system-wide installed packages.
It is advised to make use of virtualenv in Python, especially if you intend to install different combinations or versions of various Python packages. Virtualenvs can also be shared between users if created in your groups project directory.
<ENV>
as a place holder for the environment name you intend to use. Feel free to choose a name to your liking. We recommend naming the environment after its purpose and/or the python-version you intend to use.
Setting the webproxy
Current versions of Python require the protocoll for the http(s)_proxy
variables to be set. Hence, you need to issue
$ export http_proxy=http://webproxy.zdv.uni-mainz.de:8888 $ # or $ export https_proxy=http://webproxy.zdv.uni-mainz.de:8888
Create
You can simply create, activate, use, deactivate and destroy as many virtual environments as you want:
When using Python 3
please use the built-in virtualenv-module of Python 3python3 -m venv
instead of virtualenv –python=$(which python)
.
Creating a virtualenv will simply set up a directory structure and install some baseline packages:
$ python -m venv <ENV>
Now, your virtual environment could be activated, yet always the respective modules would have to be loaded, first. We take one scipy-bundle as an example - you can take any. And we take a scipy-bundle, because you will probably need it anyway and it resolves other python dependencies.
$ # we shall make the activation script writable - temporarily: $ chmod +w <ENV>/bin/activate $ # then we append the module load statement we have been using earlier to the activation script $ # NOTE: the -s will prevent the module load statement from cluttering your terminal or log file $ echo module load lang/SciPy-bundle/<version> >> <ENV>/bin/activate $ # likewise you can add a matching matplotlib version, if you would like to have that functionality $ echo module load vis/matplotlib/<version> >> <ENV>/bin/activate $ # in the end we need to protect the activate script from accidental modification: $ chmod -w <ENV>/bin/activate
Activate
To work in a virtualenv, you first have to activate it, which sets some environment variables for you:
$ source <ENV>/bin/activate (<ENV>)$ # Note the name of the virtualenv in front of your prompt - nice, heh?
Use
Now you can use your virtualenv - newly installed packages will just be installed inside the virtualenv and just be visible to the python interpreter you start from within the virtualenv:
(<ENV>)$ pip install dill Defaulting to user installation because normal site-packages is not writeable Collecting dill Downloading dill-0.3.3-py2.py3-none-any.whl (81 kB) |████████████████████████████████| 81 kB 244 kB/s Installing collected packages: dill Successfully installed dill-0.3.3
And now compare what happens with the python interpreter from inside the virtualenv and with the system python interpreter:
(<ENV>)$ python -c 'import dill' (>ENV>)$ /usr/bin/python -c 'import dill' Traceback (most recent call last): File "<string>", line 1, in <module> ImportError: No module named dill
Deactivate
Deactivating a virtualenv reverts the activation step and all its changes to your environment:
(<ENV>)$ deactivate $
Destroy
To destroy a virtualenv, simply delete its directory:
$ rm <ENV>
Using Virtual Environment Modules using GPU Nodes
You can use virtual environments exactly as described when working with accelerators. However, as the architecture is different, you need maintain a virtual environment which is not created on the login-node but on an accelerator node.
MODULEPATH
search path) on s-nodes is different to the rest of MOGON I. Hence, you cannot expect to find all modules on the login nodes also on the s-node.
Load Environment Modules (module load [mod])
To load environment modules in python:
execfile('/usr/share/Modules/init/python.py') module('load',<modulename>)
Multiprocessing
Smaller numbers of tasks can be divided amongst workers on a single node. In high level languages like Python, or in lower level languages using threading language constructs such as OpenMP, this can be accomplished with little more effort than a serial loop. This example also demonstrates using Python as the script interpreter for a Slurm batch script, however note that since Slurm copies and executes batch scripts from a private directory, it is necessary to manually add the runtime directory to the Python search path.
#!/bin/env python #SBATCH --job-name=multiprocess #SBATCH --output=logs/multiprocess_%j.out #SBATCH --time=01:00:00 #SBATCH --partition=parallel # Mogon II #SBATCH --account=<youraccount> #SBATCH --nodes=1 #SBATCH --exclusive import multiprocessing import sys import os # necessary to add cwd to path when script run # by slurm (since it executes a copy) sys.path.append(os.getcwd()) def some_worker_function(some_input): pass # get number of cpus available to job ncpus = int(os.environ["SLURM_JOB_CPUS_PER_NODE"]) # create pool of ncpus workers pool = multiprocessing.Pool(ncpus) # apply work function in parallel pool.map(some_worker_function, range(100))
MPI
Process and threaded level parallelism is limited to a single machine. To submit a job using MPI for Python, you may want to adapt this template:
#!/bin/env python #SBATCH --job-name=mpi #SBATCH --output=logs/mpi_%j.out #SBATCH --time=01:00:00 #SBATCH --partition=parallel # Mogon II #SBATCH --ntasks=128 # e.g. 2 skylake nodes on Mogon II from mpi4py import MPI def some_worker_function(rank, size) comm = MPI.COMM_WORLD rank = comm.Get_rank() size = comm.Get_size() some_worker_function(rank, size)
MPI programs and Python scripts must be launched using srun
as shown in this Slurm batch script:
#!/bin/bash #SBATCH --job-name=mpi #SBATCH --output=logs/mpi_%j.out #SBATCH --time=01:00:00 #SBATCH --partition=parallel # Mogon II #SBATCH --account=<your account> #SBATCH --ntasks=128 # two skylake nodes on Mogon II module load <python module with mpi4py> srun --mpi=pmi2 python mpi_pk.py
In this case we are only using MPI as a mechanism to remotely launch tasks on distributed nodes. All processes must start and end at the same time, which can lead to waste of resources if some job steps take longer than others.
Performance Hints
Many of the hints are inspired by O'Reilly's Python Cookbook chapter on performance (Chapter 14)1). We only discuss very little here explicitly, it is worth reading this chapter. If you need help getting performance out of Python scripts contact us.
Profiling and Timing
Better than guessing is to profile, how much time a certain program or task within this program takes. Guessing bottlenecks is a hard task, profiling often worth the effort. The above mentioned Cookbook covers this chapter.
Regular Expressions
Avoid them as much you can. If you have to use them, compile them, prior to any looping, e.g.:
import re myreg = re.compile('\d') for stringitem in list: re.search(myreg, stringitem) # or myreg.search(stringitem)
Use Functions
A little-known fact is that code defined in the global scope like this runs slower than code defined in a function. The speed difference has to do with the implementation of local versus global variables (operations involving locals are faster). So, if you want to make the program run faster, simply put the scripting statements in a function (also: see O'Reilly's Python Cookbook chapter on performance).
The speed difference depends heavily on the processing being performed.
Selectively Eliminate Attribute Access
Every use of the dot (.) operator to access attributes comes with a cost. Under the covers, this triggers special methods, such as getattribute()
and getattr()
, which often lead to dictionary lookups.
You can often avoid attribute lookups by using the from module import name
form of import as well as making selected use of bound methods. See the illustration in O'Reilly's Python Cookbook chapter on performance.
Too many print statements
To avoid constant flushing (particularly in Python 2.x) and use buffered output instead, either use Python's logging
module instead as it supports buffered output. An alternative is to write to sys.stdout
and only flush in the end of a logical block.
In Python 3.x the print()
-function comes with a keyword argument flush
, which defaults to False
. However, use of the logging module is still recommended.
Working with Scalars in Numerics Code
Any constant scalar is best not calculated in any loop - regardless of the programming language. Compilers might(!) optimize this away, but are not always capable of doing so.
One example (timings for the module tools/IPython/6.2.1-foss-2017a-Python-3.6.4
on Mogon I, results on Mogon II may differ, the message will hold):
Every trivial constant is re-computed, if the interpreter is asked for this:
In [1]: from math import pi In [2]: %timeit [1*pi for _ in range(1000)] ...: 149 µs ± 6.5 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each) In [3]: %timeit [pi for _ in range(1000)] 87.1 µs ± 2 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)
The effect is more pronounced, if division is involved2):
In [4]: some_scalar = 300 In [5]: pi_2 = pi / 2 In [6]: %timeit [some_scalar / (pi / 2) for _ in range(1000)] 249 µs ± 10.4 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each) In [7]: %timeit [some_scalar / pi_2 for _ in range(1000)] 224 µs ± 5.62 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)
Solution: Some evaluations are best placed outside of loops and bound to a variable.
Compile Code!!!
Remember that every Python Module on Mogon comes with Cython. Cython is an optimising static compiler for both the Python programming language and the extended Cython programming language.
While we cannot give a comprehensive intro in this wiki document, we recommend using Cython whenever possible and give this little example:
Imaging you have a (tested) script, you need to call frequently. Then create modules your main script can import and write a setup script like this:
# script: setup.py #!/usr/bin/env python import os from distutils.core import setup from distutils.extension import Extension from Cython.Distutils import build_ext named_extension = Extension( "name of your extension", ["directory_of_your_module/<module_name1>.pyx", "directory_of_your_module/<module_name2>.pyx"], extra_compile_args=['-fopenmp'], extra_link_args=['-fopenmp'], include_path = os.environ['CPATH'].split(':') ) setup( name = "some_name", cmdclass = {'build_ext': build_ext}, ext_modules = [named_extension] )
Replace named_extension
with a name of your liking, and fill-in all place holders. You can now call the setup-skript like this:
$ python ./setup.py build_ext --inplace
This will create a file directory_of_your_module/<module_name1>.c
and a file directory_of_your_module/<module_name1>.so
will be the result of a subsequent compilation step.
In Cython you can release the global interpreter lock (GIL), see this document (scroll down a bit), when not dealing with pure python objects.
In particular Cython works with ''numpy''.
Memory Profiling
Profiling memory is a special topic on itself. There is, however, the Python module "memory profiler", which is really helpful if you have an idea where to look. There is also Pympler, yet another such module.
Things to consider
Python is an interpreted language. As such it should not be used for lengthy runs in an HPC environment. Please use the availability to compile your own modules with Cython; consult the relevant Cython documentation. If you do not know how to start, attend a local Python course or schedule a meeting at our local HPC workshop.
Python Packages and Modules
Known Issues
- None
Package List
Known Issues
- None
Package List
- Cython-0.28.3 The Cython compiler for writing C extensions for the Python language.
- PyNaCl-1.2.1 Python binding to the Networking and Cryptography (NaCl) library
- asn1crypto-0.24.0 Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12, PKCS#5, X.509 and TSP
- bcrypt-3.1.4 Modern password hashing for your software and your servers
- bitstring-3.1.5 Simple construction, analysis and modification of binary data.
- blist-1.3.6 a list-like type with better asymptotic performance and similar performance on small lists
- certifi-2018.4.16 Python package for providing Mozilla's CA Bundle.
- cffi-1.11.5 Foreign Function Interface for Python calling C code.
- chardet-3.0.4 Universal encoding detector for Python 2 and 3
- cryptography-2.2.2 cryptography is a package which provides cryptographic recipes and primitives to Python developers.
- deap-1.2.2 Distributed Evolutionary Algorithms in Python
- decorator-4.3.0 Decorators for Humans
- docopt-0.6.2 Pythonic argument parser, that will make you smile
- ecdsa-0.13 ECDSA cryptographic signature library (pure python)
- enum34-1.1.6 Python 3.4 Enum backported to 3.3, 3.2, 3.1, 2.7, 2.6, 2.5, and 2.4
- funcsigs-1.0.2 Python function signatures from PEP362 for Python 2.6, 2.7 and 3.2+
- idna-2.7 Internationalized Domain Names in Applications (IDNA)
- ipaddress-1.0.22 IPv4/IPv6 manipulation library
- joblib-0.11 Lightweight pipelining with Python functions
- liac-arff-2.2.2 A module for read and write ARFF files in Python.
- mock-2.0.0 Rolling backport of unittest.mock for all Pythons
- mpi4py-3.0.0 Python bindings for MPI
- netaddr-0.7.19 A network address manipulation library for Python
- netifaces-0.10.7 Portable network interface information.
- nose-1.3.7 nose extends unittest to make testing easier
- numpy-1.14.5 NumPy is the fundamental package for array computing with Python.
- pandas-0.23.1 Powerful data structures for data analysis, time series, and statistics
- paramiko-2.4.1 SSH2 protocol library
- paycheck-1.0.2 A Python QuickCheck implementation
- pbr-4.0.4 Python Build Reasonableness
- pip-10.0.1 The PyPA recommended tool for installing Python packages.
- py_expression_eval-0.3.4 Python Mathematical Expression Evaluator
- pyasn1-0.4.3 ASN.1 types and codecs
- pycparser-2.18 C parser in Python
- pycrypto-2.6.1 Cryptographic modules for Python.
- pyparsing-2.2.0 Python parsing module
- python-dateutil-2.7.3 Extensions to the standard Python datetime module
- pytz-2018.4 World timezone definitions, modern and historical
- requests-2.19.1 Python HTTP for Humans.
- scipy-1.1.0 SciPy: Scientific Library for Python
- setuptools-39.2.0 Easily download, build, install, upgrade, and uninstall Python packages
- six-1.11.0 Python 2 and 3 compatibility utilities
- urllib3-1.23 HTTP library with thread-safe connection pooling, file post, and more.
- virtualenv-16.0.0 Virtual Python Environment builder
- xlrd-1.1.0 Library for developers to extract data from Microsoft Excel (tm) .xls spreadsheet files
Known Issues
- None
Package List
- Cython-0.28.5 The Cython compiler for writing C extensions for the Python language.
- PyNaCl-1.2.1 Python binding to the Networking and Cryptography (NaCl) library
- asn1crypto-0.24.0 Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12, PKCS#5, X.509 and TSP
- bcrypt-3.1.4 Modern password hashing for your software and your servers
- bitstring-3.1.5 Simple construction, analysis and modification of binary data.
- blist-1.3.6 a list-like type with better asymptotic performance and similar performance on small lists
- certifi-2018.8.13 Python package for providing Mozilla's CA Bundle.
- cffi-1.11.5 Foreign Function Interface for Python calling C code.
- chardet-3.0.4 Universal encoding detector for Python 2 and 3
- cryptography-2.3.1 cryptography is a package which provides cryptographic recipes and primitives to Python developers.
- deap-1.2.2 Distributed Evolutionary Algorithms in Python
- decorator-4.3.0 Decorators for Humans
- docopt-0.6.2 Pythonic argument parser, that will make you smile
- ecdsa-0.13 ECDSA cryptographic signature library (pure python)
- idna-2.7 Internationalized Domain Names in Applications (IDNA)
- joblib-0.12.2 Lightweight pipelining with Python functions
- liac-arff-2.3 A module for read and write ARFF files in Python.
- mock-2.0.0 Rolling backport of unittest.mock for all Pythons
- mpi4py-3.0.0 Python bindings for MPI
- mpmath-1.0.0 Python library for arbitrary-precision floating-point arithmetic
- netaddr-0.7.19 A network address manipulation library for Python
- netifaces-0.10.7 Portable network interface information.
- nose-1.3.7 nose extends unittest to make testing easier
- numpy-1.15.0 NumPy is the fundamental package for array computing with Python.
- pandas-0.23.4 Powerful data structures for data analysis, time series, and statistics
- paramiko-2.4.1 SSH2 protocol library
- paycheck-1.0.2 A Python QuickCheck implementation
- pbr-4.2.0 Python Build Reasonableness
- pip-18.0 The PyPA recommended tool for installing Python packages.
- py_expression_eval-0.3.4 Python Mathematical Expression Evaluator
- pyasn1-0.4.4 ASN.1 types and codecs
- pycparser-2.18 C parser in Python
- pycrypto-2.6.1 Cryptographic modules for Python.
- pyparsing-2.2.0 Python parsing module
- python-dateutil-2.7.3 Extensions to the standard Python datetime module
- pytz-2018.5 World timezone definitions, modern and historical
- requests-2.19.1 Python HTTP for Humans.
- scipy-1.1.0 SciPy: Scientific Library for Python
- setuptools-40.0.0 Easily download, build, install, upgrade, and uninstall Python packages
- six-1.11.0 Python 2 and 3 compatibility utilities
- tabulate-0.8.2 Pretty-print tabular data
- urllib3-1.23 HTTP library with thread-safe connection pooling, file post, and more.
- virtualenv-16.0.0 Virtual Python Environment builder
- xlrd-1.1.0 Library for developers to extract data from Microsoft Excel (tm) .xls spreadsheet files
Known Issues
- None
Package List
- Bottleneck-1.3.2 Fast NumPy array functions written in C
- beniget-0.4.1 Extract semantic information about static Python code
- deap-1.3.1 Distributed Evolutionary Algorithms in Python
- gast-0.5.2 Python AST that abstracts the underlying Python version
- mpi4py-3.1.1 Python bindings for MPI
- mpmath-1.2.1 Python library for arbitrary-precision floating-point arithmetic
- numexpr-2.7.3 Fast numerical expression evaluator for NumPy
- numpy-1.21.3 NumPy is the fundamental package for array computing with Python.
- pandas-1.3.4 Powerful data structures for data analysis, time series, and statistics
- ply-3.11 Python Lex & Yacc
- pythran-0.10.0 Ahead of Time compiler for numeric kernels
- scipy-1.7.1 SciPy: Scientific Library for Python
Known Issues
- None
Package List
- Cython-0.27.3 The Cython compiler for writing C extensions for the Python language.
- bitstring-3.1.5 Simple construction, analysis and modification of binary data.
- blist-1.3.6 a list-like type with better asymptotic performance and similar performance on small lists
- cryptography-2.1.4 cryptography is a package which provides cryptographic recipes and primitives to Python developers.
- deap-1.2.2 Distributed Evolutionary Algorithms in Python
- decorator-4.1.2 Decorators for Humans
- docopt-0.6.2 Pythonic argument parser, that will make you smile
- ecdsa-0.13 ECDSA cryptographic signature library (pure python)
- enum34-1.1.6 Python 3.4 Enum backported to 3.3, 3.2, 3.1, 2.7, 2.6, 2.5, and 2.4
- funcsigs-1.0.2 Python function signatures from PEP362 for Python 2.6, 2.7 and 3.2+
- ipaddress-1.0.19 IPv4/IPv6 manipulation library
- joblib-0.11 Lightweight pipelining with Python functions
- liac-arff-2.1.1 A module for read and write ARFF files in Python.
- mock-2.0.0 Rolling backport of unittest.mock for all Pythons
- mpi4py-3.0.0 Python bindings for MPI
- netaddr-0.7.19 A network address manipulation library for Python
- netifaces-0.10.6 Portable network interface information.
- nose-1.3.7 nose extends unittest to make testing easier
- numpy-1.14.0 NumPy is the fundamental package for array computing with Python.
- pandas-0.22.0 Powerful data structures for data analysis, time series, and statistics
- paramiko-2.4.0 SSH2 protocol library
- paycheck-1.0.2 A Python QuickCheck implementation
- pbr-3.1.1 Python Build Reasonableness
- pip-9.0.1 The PyPA recommended tool for installing Python packages.
- py_expression_eval-0.3.4 Python Mathematical Expression Evaluator
- pycrypto-2.6.1 Cryptographic modules for Python.
- pyparsing-2.2.0 Python parsing module
- python-dateutil-2.6.1 Extensions to the standard Python datetime module
- pytz-2017.3 World timezone definitions, modern and historical
- requests-2.18.4 Python HTTP for Humans.
- scipy-1.0.0 SciPy: Scientific Library for Python
- setuptools-38.4.0 Easily download, build, install, upgrade, and uninstall Python packages
- six-1.11.0 Python 2 and 3 compatibility utilities
- virtualenv-15.1.0 Virtual Python Environment builder
- xlrd-1.1.0 Library for developers to extract data from Microsoft Excel (tm) .xls spreadsheet files
Known Issues
- None
Package List
- deap-1.3.1 Distributed Evolutionary Algorithms in Python
- mpi4py-3.0.3 Python bindings for MPI
- mpmath-1.1.0 Python library for arbitrary-precision floating-point arithmetic
- numpy-1.18.3 NumPy is the fundamental package for array computing with Python.
- pandas-1.0.3 Powerful data structures for data analysis, time series, and statistics
- scipy-1.4.1 SciPy: Scientific Library for Python
Known Issues
- None
Package List
- Babel-2.7.0 Internationalization utilities
- Click-7.0 Composable command line interface toolkit
- Cython-0.29.13 The Cython compiler for writing C extensions for the Python language.
- Jinja2-2.10.1 A very fast and expressive template engine.
- MarkupSafe-1.1.1 Safely add untrusted strings to HTML/XML markup.
- PyNaCl-1.3.0 Python binding to the Networking and Cryptography (NaCl) library
- Pygments-2.4.2 Pygments is a syntax highlighting package written in Python.
- Sphinx-2.2.0 Python documentation generator
- alabaster-0.7.12 A configurable sidebar-enabled Sphinx theme
- asn1crypto-0.24.0 Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12, PKCS#5, X.509 and TSP
- atomicwrites-1.3.0 Atomic file writes.
- attrs-19.1.0 Classes Without Boilerplate
- bcrypt-3.1.7 Modern password hashing for your software and your servers
- bitstring-3.1.6 Simple construction, analysis and modification of binary data.
- blist-1.3.6 a list-like type with better asymptotic performance and similar performance on small lists
- certifi-2019.9.11 Python package for providing Mozilla's CA Bundle.
- cffi-1.12.3 Foreign Function Interface for Python calling C code.
- chardet-3.0.4 Universal encoding detector for Python 2 and 3
- cryptography-2.7 cryptography is a package which provides cryptographic recipes and primitives to Python developers.
- deap-1.3.0 Distributed Evolutionary Algorithms in Python
- decorator-4.4.0 Decorators for Humans
- docopt-0.6.2 Pythonic argument parser, that will make you smile
- docutils-0.15.2 Docutils -- Python Documentation Utilities
- ecdsa-0.13.2 ECDSA cryptographic signature library (pure python)
- future-0.17.1 Clean single-source support for Python 3 and 2
- idna-2.8 Internationalized Domain Names in Applications (IDNA)
- imagesize-1.1.0 Getting image size from png/jpeg/jpeg2000/gif file
- importlib_metadata-0.22 Read metadata from Python packages
- intervaltree-3.0.2 Editable interval tree data structure for Python 2 and 3
- ipaddress-1.0.22 IPv4/IPv6 manipulation library
- joblib-0.13.2 Lightweight pipelining with Python functions
- liac-arff-2.4.0 A module for read and write ARFF files in Python.
- mock-3.0.5 Rolling backport of unittest.mock for all Pythons
- more-itertools-7.2.0 More routines for operating on iterables, beyond itertools
- mpi4py-3.0.2 Python bindings for MPI
- mpmath-1.1.0 Python library for arbitrary-precision floating-point arithmetic
- netaddr-0.7.19 A network address manipulation library for Python
- netifaces-0.10.9 Portable network interface information.
- nose-1.3.7 nose extends unittest to make testing easier
- numpy-1.17.3 NumPy is the fundamental package for array computing with Python.
- packaging-19.1 Core utilities for Python packages
- pandas-0.25.3 Powerful data structures for data analysis, time series, and statistics
- paramiko-2.6.0 SSH2 protocol library
- pathlib2-2.3.4 Object-oriented filesystem paths
- paycheck-1.0.2 A Python QuickCheck implementation
- pbr-5.4.3 Python Build Reasonableness
- pip-19.2.3 The PyPA recommended tool for installing Python packages.
- pluggy-0.13.0 plugin and hook calling mechanisms for python
- psutil-5.6.3 Cross-platform lib for process and system monitoring in Python.
- py-1.8.0 library with cross-python path, ini-parsing, io, code, log facilities
- py_expression_eval-0.3.9 Python Mathematical Expression Evaluator
- pyasn1-0.4.7 ASN.1 types and codecs
- pycparser-2.19 C parser in Python
- pycrypto-2.6.1 Cryptographic modules for Python.
- pyparsing-2.4.2 Python parsing module
- pytest-5.1.2 pytest: simple powerful testing with Python
- python-dateutil-2.8.0 Extensions to the standard Python datetime module
- pytz-2019.2 World timezone definitions, modern and historical
- requests-2.22.0 Python HTTP for Humans.
- scandir-1.10.0 scandir, a better directory iterator and faster os.walk()
- scipy-1.3.1 SciPy: Scientific Library for Python
- setuptools-41.2.0 Easily download, build, install, upgrade, and uninstall Python packages
- setuptools_scm-3.3.3 the blessed package to manage your versions by scm tags
- six-1.12.0 Python 2 and 3 compatibility utilities
- snowballstemmer-1.9.1 This package provides 29 stemmers for 28 languages generated from Snowball algorithms.
- sortedcontainers-2.1.0 Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
- sphinxcontrib-applehelp-1.0.1 sphinxcontrib-applehelp is a sphinx extension which outputs Apple help books
- sphinxcontrib-devhelp-1.0.1 sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp document.
- sphinxcontrib-htmlhelp-1.0.2 sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
- sphinxcontrib-jsmath-1.0.1 A sphinx extension which renders display math in HTML via JavaScript
- sphinxcontrib-qthelp-1.0.2 sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp document.
- sphinxcontrib-serializinghtml-1.1.3 sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle).
- sphinxcontrib-websupport-1.1.2 Sphinx API for Web Apps
- tabulate-0.8.3 Pretty-print tabular data
- ujson-1.35 Ultra fast JSON encoder and decoder for Python
- urllib3-1.25.3 HTTP library with thread-safe connection pooling, file post, and more.
- virtualenv-16.7.5 Virtual Python Environment builder
- wcwidth-0.1.7 Measures the displayed width of unicode strings in a terminal
- wheel-0.33.6 A built-package format for Python
- xlrd-1.2.0 Library for developers to extract data from Microsoft Excel (tm) .xls spreadsheet files
- zipp-0.6.0 Backport of pathlib-compatible object wrapper for zip files
Known Issues
- None
Package List
- Babel-2.7.0 Internationalization utilities
- Click-7.0 Composable command line interface toolkit
- Cython-0.29.13 The Cython compiler for writing C extensions for the Python language.
- Jinja2-2.10.1 A very fast and expressive template engine.
- MarkupSafe-1.1.1 Safely add untrusted strings to HTML/XML markup.
- PyNaCl-1.3.0 Python binding to the Networking and Cryptography (NaCl) library
- Pygments-2.4.2 Pygments is a syntax highlighting package written in Python.
- Sphinx-2.2.0 Python documentation generator
- alabaster-0.7.12 A configurable sidebar-enabled Sphinx theme
- asn1crypto-0.24.0 Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12, PKCS#5, X.509 and TSP
- atomicwrites-1.3.0 Atomic file writes.
- attrs-19.1.0 Classes Without Boilerplate
- bcrypt-3.1.7 Modern password hashing for your software and your servers
- bitstring-3.1.6 Simple construction, analysis and modification of binary data.
- blist-1.3.6 a list-like type with better asymptotic performance and similar performance on small lists
- certifi-2019.9.11 Python package for providing Mozilla's CA Bundle.
- cffi-1.12.3 Foreign Function Interface for Python calling C code.
- chardet-3.0.4 Universal encoding detector for Python 2 and 3
- cryptography-2.7 cryptography is a package which provides cryptographic recipes and primitives to Python developers.
- deap-1.3.0 Distributed Evolutionary Algorithms in Python
- decorator-4.4.0 Decorators for Humans
- docopt-0.6.2 Pythonic argument parser, that will make you smile
- docutils-0.15.2 Docutils -- Python Documentation Utilities
- ecdsa-0.13.2 ECDSA cryptographic signature library (pure python)
- future-0.17.1 Clean single-source support for Python 3 and 2
- idna-2.8 Internationalized Domain Names in Applications (IDNA)
- imagesize-1.1.0 Getting image size from png/jpeg/jpeg2000/gif file
- importlib_metadata-0.22 Read metadata from Python packages
- intervaltree-3.0.2 Editable interval tree data structure for Python 2 and 3
- ipaddress-1.0.22 IPv4/IPv6 manipulation library
- joblib-0.13.2 Lightweight pipelining with Python functions
- liac-arff-2.4.0 A module for read and write ARFF files in Python.
- mock-3.0.5 Rolling backport of unittest.mock for all Pythons
- more-itertools-7.2.0 More routines for operating on iterables, beyond itertools
- mpi4py-3.0.2 Python bindings for MPI
- mpmath-1.1.0 Python library for arbitrary-precision floating-point arithmetic
- netaddr-0.7.19 A network address manipulation library for Python
- netifaces-0.10.9 Portable network interface information.
- nose-1.3.7 nose extends unittest to make testing easier
- numpy-1.17.3 NumPy is the fundamental package for array computing with Python.
- packaging-19.1 Core utilities for Python packages
- pandas-0.25.3 Powerful data structures for data analysis, time series, and statistics
- paramiko-2.6.0 SSH2 protocol library
- pathlib2-2.3.4 Object-oriented filesystem paths
- paycheck-1.0.2 A Python QuickCheck implementation
- pbr-5.4.3 Python Build Reasonableness
- pip-19.2.3 The PyPA recommended tool for installing Python packages.
- pluggy-0.13.0 plugin and hook calling mechanisms for python
- psutil-5.6.3 Cross-platform lib for process and system monitoring in Python.
- py-1.8.0 library with cross-python path, ini-parsing, io, code, log facilities
- py_expression_eval-0.3.9 Python Mathematical Expression Evaluator
- pyasn1-0.4.7 ASN.1 types and codecs
- pycparser-2.19 C parser in Python
- pycrypto-2.6.1 Cryptographic modules for Python.
- pyparsing-2.4.2 Python parsing module
- pytest-5.1.2 pytest: simple powerful testing with Python
- python-dateutil-2.8.0 Extensions to the standard Python datetime module
- pytz-2019.2 World timezone definitions, modern and historical
- requests-2.22.0 Python HTTP for Humans.
- scandir-1.10.0 scandir, a better directory iterator and faster os.walk()
- scipy-1.3.1 SciPy: Scientific Library for Python
- setuptools-41.2.0 Easily download, build, install, upgrade, and uninstall Python packages
- setuptools_scm-3.3.3 the blessed package to manage your versions by scm tags
- six-1.12.0 Python 2 and 3 compatibility utilities
- snowballstemmer-1.9.1 This package provides 29 stemmers for 28 languages generated from Snowball algorithms.
- sortedcontainers-2.1.0 Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
- sphinxcontrib-applehelp-1.0.1 sphinxcontrib-applehelp is a sphinx extension which outputs Apple help books
- sphinxcontrib-devhelp-1.0.1 sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp document.
- sphinxcontrib-htmlhelp-1.0.2 sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
- sphinxcontrib-jsmath-1.0.1 A sphinx extension which renders display math in HTML via JavaScript
- sphinxcontrib-qthelp-1.0.2 sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp document.
- sphinxcontrib-serializinghtml-1.1.3 sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle).
- sphinxcontrib-websupport-1.1.2 Sphinx API for Web Apps
- tabulate-0.8.3 Pretty-print tabular data
- ujson-1.35 Ultra fast JSON encoder and decoder for Python
- urllib3-1.25.3 HTTP library with thread-safe connection pooling, file post, and more.
- virtualenv-16.7.5 Virtual Python Environment builder
- wcwidth-0.1.7 Measures the displayed width of unicode strings in a terminal
- wheel-0.33.6 A built-package format for Python
- xlrd-1.2.0 Library for developers to extract data from Microsoft Excel (tm) .xls spreadsheet files
- zipp-0.6.0 Backport of pathlib-compatible object wrapper for zip files
Known Issues
- None
Package List
- Babel-2.8.0 Internationalization utilities
- Bottleneck-1.3.2 Fast NumPy array functions written in C
- CacheControl-0.12.6 httplib2 caching for requests
- Cython-0.29.21 The Cython compiler for writing C extensions for the Python language.
- Jinja2-2.11.2 A very fast and expressive template engine.
- MarkupSafe-1.1.1 Safely add untrusted strings to HTML/XML markup.
- PyNaCl-1.4.0 Python binding to the Networking and Cryptography (NaCl) library
- Pygments-2.7.1 Pygments is a syntax highlighting package written in Python.
- SecretStorage-3.1.2 Python bindings to FreeDesktop.org Secret Service API
- Sphinx-3.2.1 Python documentation generator
- alabaster-0.7.12 A configurable sidebar-enabled Sphinx theme
- appdirs-1.4.4 A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
- asn1crypto-1.4.0 Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12, PKCS#5, X.509 and TSP
- atomicwrites-1.4.0 Atomic file writes.
- attrs-20.2.0 Classes Without Boilerplate
- bcrypt-3.2.0 Modern password hashing for your software and your servers
- bitstring-3.1.7 Simple construction, analysis and modification of binary data.
- blist-1.3.6 a list-like type with better asymptotic performance and similar performance on small lists
- cachy-0.3.0 Cachy provides a simple yet effective caching library.
- certifi-2020.6.20 Python package for providing Mozilla's CA Bundle.
- cffi-1.14.3 Foreign Function Interface for Python calling C code.
- chardet-3.0.4 Universal encoding detector for Python 2 and 3
- cleo-0.8.1 Cleo allows you to create beautiful and testable command-line interfaces.
- click-7.1.2 Composable command line interface toolkit
- clikit-0.6.2 CliKit is a group of utilities to build beautiful and testable command line interfaces.
- colorama-0.4.3 Cross-platform colored terminal text.
- crashtest-0.3.1 Manage Python errors with ease
- cryptography-3.1.1 cryptography is a package which provides cryptographic recipes and primitives to Python developers.
- deap-1.3.1 Distributed Evolutionary Algorithms in Python
- decorator-4.4.2 Decorators for Humans
- distlib-0.3.1 Distribution utilities
- docopt-0.6.2 Pythonic argument parser, that will make you smile
- docutils-0.16 Docutils -- Python Documentation Utilities
- ecdsa-0.16.0 ECDSA cryptographic signature library (pure python)
- filelock-3.0.12 A platform independent file lock.
- flit-3.0.0 A simple packaging tool for simple packages.
- flit-core-3.0.0 Distribution-building parts of Flit. See flit package for more information
- fsspec-0.8.4 File-system specification
- future-0.18.2 Clean single-source support for Python 3 and 2
- html5lib-1.1 HTML parser based on the WHATWG HTML specification
- idna-2.10 Internationalized Domain Names in Applications (IDNA)
- imagesize-1.2.0 Getting image size from png/jpeg/jpeg2000/gif file
- importlib_metadata-2.0.0 Read metadata from Python packages
- iniconfig-1.0.1 iniconfig: brain-dead simple config-ini parsing
- intervaltree-3.1.0 Editable interval tree data structure for Python 2 and 3
- intreehooks-1.0 Load a PEP 517 backend from inside the source tree
- ipaddress-1.0.23 IPv4/IPv6 manipulation library
- jeepney-0.4.3 Low-level, pure Python DBus protocol wrapper.
- joblib-0.17.0 Lightweight pipelining with Python functions
- jsonschema-3.2.0 An implementation of JSON Schema validation for Python
- keyring-21.4.0 Store and access your passwords safely.
- keyrings.alt-4.0.0 Alternate keyring implementations
- liac-arff-2.5.0 A module for read and write ARFF files in Python.
- lockfile-0.12.2 Platform-independent file locking module
- mock-4.0.2 Rolling backport of unittest.mock for all Pythons
- more-itertools-8.5.0 More routines for operating on iterables, beyond itertools
- mpi4py-3.0.3 Python bindings for MPI
- mpmath-1.1.0 Python library for arbitrary-precision floating-point arithmetic
- msgpack-1.0.0 MessagePack (de)serializer.
- netaddr-0.8.0 A network address manipulation library for Python
- netifaces-0.10.9 Portable network interface information.
- nose-1.3.7 nose extends unittest to make testing easier
- numexpr-2.7.1 Fast numerical expression evaluator for NumPy
- numpy-1.19.4 NumPy is the fundamental package for array computing with Python.
- packaging-20.4 Core utilities for Python packages
- pandas-1.1.4 Powerful data structures for data analysis, time series, and statistics
- paramiko-2.7.2 SSH2 protocol library
- pastel-0.2.1 Bring colors to your terminal.
- pathlib2-2.3.5 Object-oriented filesystem paths
- paycheck-1.0.2 A Python QuickCheck implementation
- pbr-5.5.0 Python Build Reasonableness
- pexpect-4.8.0 Pexpect allows easy control of interactive console applications.
- pip-20.2.3 The PyPA recommended tool for installing Python packages.
- pkginfo-1.5.0.1 Query metadatdata from sdists / bdists / installed packages.
- pluggy-0.13.1 plugin and hook calling mechanisms for python
- poetry-1.1.3 Python dependency management and packaging made easy.
- poetry-core-1.0.0 Poetry PEP 517 Build Backend
- psutil-5.7.2 Cross-platform lib for process and system monitoring in Python.
- ptyprocess-0.6.0 Run a subprocess in a pseudo terminal
- py-1.9.0 library with cross-python path, ini-parsing, io, code, log facilities
- py_expression_eval-0.3.10 Python Mathematical Expression Evaluator
- pyasn1-0.4.8 ASN.1 types and codecs
- pycparser-2.20 C parser in Python
- pycrypto-2.6.1 Cryptographic modules for Python.
- pylev-1.3.0 A pure Python Levenshtein implementation that's not freaking GPL'd.
- pyparsing-2.4.7 Python parsing module
- pyrsistent-0.17.3 Persistent/Functional/Immutable data structures
- pytest-6.1.1 pytest: simple powerful testing with Python
- python-dateutil-2.8.1 Extensions to the standard Python datetime module
- pytoml-0.1.21 A parser for TOML-0.4.0
- pytz-2020.1 World timezone definitions, modern and historical
- regex-2020.10.11 Alternative regular expression module, to replace re.
- requests-2.24.0 Python HTTP for Humans.
- requests-toolbelt-0.9.1 A utility belt for advanced users of python-requests
- scandir-1.10.0 scandir, a better directory iterator and faster os.walk()
- scipy-1.5.4 SciPy: Scientific Library for Python
- setuptools-50.3.0 Easily download, build, install, upgrade, and uninstall Python packages
- setuptools_scm-4.1.2 the blessed package to manage your versions by scm tags
- shellingham-1.3.2 Tool to Detect Surrounding Shell
- simplegeneric-0.8.1 Simple generic functions (similar to Python's own len(), pickle.dump(), etc.)
- simplejson-3.17.2 Simple, fast, extensible JSON encoder/decoder for Python
- six-1.15.0 Python 2 and 3 compatibility utilities
- snowballstemmer-2.0.0 This package provides 29 stemmers for 28 languages generated from Snowball algorithms.
- sortedcontainers-2.2.2 Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
- sphinx-bootstrap-theme-0.7.1 Sphinx Bootstrap Theme.
- sphinxcontrib-applehelp-1.0.2 sphinxcontrib-applehelp is a sphinx extension which outputs Apple help books
- sphinxcontrib-devhelp-1.0.2 sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp document.
- sphinxcontrib-htmlhelp-1.0.3 sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
- sphinxcontrib-jsmath-1.0.1 A sphinx extension which renders display math in HTML via JavaScript
- sphinxcontrib-qthelp-1.0.3 sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp document.
- sphinxcontrib-serializinghtml-1.1.4 sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle).
- sphinxcontrib-websupport-1.2.4 Sphinx API for Web Apps
- tabulate-0.8.7 Pretty-print tabular data
- threadpoolctl-2.1.0 threadpoolctl
- toml-0.10.1 Python Library for Tom's Obvious, Minimal Language
- tomlkit-0.7.0 Style preserving TOML library
- ujson-4.0.1 Ultra fast JSON encoder and decoder for Python
- urllib3-1.25.10 HTTP library with thread-safe connection pooling, file post, and more.
- virtualenv-20.0.34 Virtual Python Environment builder
- wcwidth-0.2.5 Measures the displayed width of unicode strings in a terminal
- webencodings-0.5.1 Character encoding aliases for legacy web content
- wheel-0.35.1 A built-package format for Python
- xlrd-1.2.0 Library for developers to extract data from Microsoft Excel (tm) .xls spreadsheet files
- zipp-3.3.0 Backport of pathlib-compatible object wrapper for zip files
Known Issues
- None
Package List
- Cython-0.27.3 The Cython compiler for writing C extensions for the Python language.
- arff-2.1.1 Python package for reading and writing Weka arff files
- bitstring-3.1.5 Simple construction, analysis and modification of binary data.
- blist-1.3.6 a list-like type with better asymptotic performance and similar performance on small lists
- cryptography-2.1.3 cryptography is a package which provides cryptographic recipes and primitives to Python developers.
- dateutil 2.6.1
- deap-1.2.2 Distributed Evolutionary Algorithms in Python
- decorator-4.1.2 Decorators for Humans
- docopt-0.6.2 Pythonic argument parser, that will make you smile
- ecdsa-0.13 ECDSA cryptographic signature library (pure python)
- enum34-1.1.6 Python 3.4 Enum backported to 3.3, 3.2, 3.1, 2.7, 2.6, 2.5, and 2.4
- funcsigs-1.0.2 Python function signatures from PEP362 for Python 2.6, 2.7 and 3.2+
- joblib-0.11 Lightweight pipelining with Python functions
- mock-2.0.0 Rolling backport of unittest.mock for all Pythons
- mpi4py-3.0.0 Python bindings for MPI
- netaddr-0.7.19 A network address manipulation library for Python
- netifaces-0.10.6 Portable network interface information.
- nose-1.3.7 nose extends unittest to make testing easier
- numpy-1.13.3 NumPy is the fundamental package for array computing with Python.
- pandas-0.21.0 Powerful data structures for data analysis, time series, and statistics
- paramiko-2.4.0 SSH2 protocol library
- paycheck-1.0.2 A Python QuickCheck implementation
- pbr-3.1.1 Python Build Reasonableness
- pip-9.0.1 The PyPA recommended tool for installing Python packages.
- pycrypto-2.6.1 Cryptographic modules for Python.
- pyparsing-2.2.0 Python parsing module
- pytz-2017.3 World timezone definitions, modern and historical
- scipy-1.0.0 SciPy: Scientific Library for Python
- setuptools-37.0.0 Easily download, build, install, upgrade, and uninstall Python packages
- six-1.11.0 Python 2 and 3 compatibility utilities
- virtualenv-15.1.0 Virtual Python Environment builder
Known Issues
- None
Package List
- Cython-0.25.2 The Cython compiler for writing C extensions for the Python language.
- arff-2.1.0 Python package for reading and writing Weka arff files
- bitstring-3.1.5 Simple construction, analysis and modification of binary data.
- blist-1.3.6 a list-like type with better asymptotic performance and similar performance on small lists
- cryptography-1.8.1 cryptography is a package which provides cryptographic recipes and primitives to Python developers.
- dateutil 2.6.0
- deap-1.0.2 Distributed Evolutionary Algorithms in Python
- decorator-4.0.11 Decorators for Humans
- docopt-0.6.2 Pythonic argument parser, that will make you smile
- ecdsa-0.13 ECDSA cryptographic signature library (pure python)
- enum34-1.1.6 Python 3.4 Enum backported to 3.3, 3.2, 3.1, 2.7, 2.6, 2.5, and 2.4
- funcsigs-1.0.2 Python function signatures from PEP362 for Python 2.6, 2.7 and 3.2+
- mock-2.0.0 Rolling backport of unittest.mock for all Pythons
- mpi4py-2.0.0 Python bindings for MPI
- netaddr-0.7.19 A network address manipulation library for Python
- netifaces-0.10.5 Portable network interface information.
- nose-1.3.7 nose extends unittest to make testing easier
- numpy-1.12.1 NumPy is the fundamental package for array computing with Python.
- pandas-0.19.2 Powerful data structures for data analysis, time series, and statistics
- paramiko-2.1.2 SSH2 protocol library
- paycheck-1.0.2 A Python QuickCheck implementation
- pbr-2.0.0 Python Build Reasonableness
- pip-9.0.1 The PyPA recommended tool for installing Python packages.
- pycrypto-2.6.1 Cryptographic modules for Python.
- pyparsing-2.2.0 Python parsing module
- pytz-2017.2 World timezone definitions, modern and historical
- scipy-0.19.0 SciPy: Scientific Library for Python
- setuptools-33.1.1 Easily download, build, install, upgrade, and uninstall Python packages
- six-1.10.0 Python 2 and 3 compatibility utilities
- virtualenv-15.1.0 Virtual Python Environment builder
Known Issues
- None
Package List
- Cython-0.27.1 The Cython compiler for writing C extensions for the Python language.
- arff-2.1.1 Python package for reading and writing Weka arff files
- blist-1.3.6 a list-like type with better asymptotic performance and similar performance on small lists
- cryptography-2.1.1 cryptography is a package which provides cryptographic recipes and primitives to Python developers.
- dateutil 2.6.1
- deap-1.0.2 Distributed Evolutionary Algorithms in Python
- decorator-4.1.2 Decorators for Humans
- docopt-0.6.2 Pythonic argument parser, that will make you smile
- ecdsa-0.13 ECDSA cryptographic signature library (pure python)
- joblib-0.11 Lightweight pipelining with Python functions
- lockfile-0.12.2 Platform-independent file locking module
- mpi4py-2.0.0 Python bindings for MPI
- netaddr-0.7.19 A network address manipulation library for Python
- netifaces-0.10.6 Portable network interface information.
- nose-1.3.7 nose extends unittest to make testing easier
- numpy-1.13.3 NumPy is the fundamental package for array computing with Python.
- pandas-0.20.3 Powerful data structures for data analysis, time series, and statistics
- paramiko-2.3.1 SSH2 protocol library
- paycheck-1.0.2 A Python QuickCheck implementation
- pbr-3.1.1 Python Build Reasonableness
- pip-9.0.1 The PyPA recommended tool for installing Python packages.
- pycrypto-2.6.1 Cryptographic modules for Python.
- pyparsing-2.2.0 Python parsing module
- scipy-0.19.1 SciPy: Scientific Library for Python
- setuptools-36.6.0 Easily download, build, install, upgrade, and uninstall Python packages
- six-1.11.0 Python 2 and 3 compatibility utilities
- virtualenv-15.1.0 Virtual Python Environment builder
Known Issues
- None
Package List
- Cython-0.27.3 The Cython compiler for writing C extensions for the Python language.
- PyNaCl-1.2.1 Python binding to the Networking and Cryptography (NaCl) library
- asn1crypto-0.24.0 Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12, PKCS#5, X.509 and TSP
- bcrypt-3.1.4 Modern password hashing for your software and your servers
- bitstring-3.1.5 Simple construction, analysis and modification of binary data.
- blist-1.3.6 a list-like type with better asymptotic performance and similar performance on small lists
- certifi-2018.1.18 Python package for providing Mozilla's CA Bundle.
- cffi-1.11.5 Foreign Function Interface for Python calling C code.
- chardet-3.0.4 Universal encoding detector for Python 2 and 3
- cryptography-2.1.4 cryptography is a package which provides cryptographic recipes and primitives to Python developers.
- deap-1.2.2 Distributed Evolutionary Algorithms in Python
- decorator-4.1.2 Decorators for Humans
- docopt-0.6.2 Pythonic argument parser, that will make you smile
- ecdsa-0.13 ECDSA cryptographic signature library (pure python)
- idna-2.6 Internationalized Domain Names in Applications (IDNA)
- ipaddress-1.0.22 IPv4/IPv6 manipulation library
- joblib-0.11 Lightweight pipelining with Python functions
- liac-arff-2.1.1 A module for read and write ARFF files in Python.
- mock-2.0.0 Rolling backport of unittest.mock for all Pythons
- mpi4py-3.0.0 Python bindings for MPI
- mpmath-1.0.0 Python library for arbitrary-precision floating-point arithmetic
- netaddr-0.7.19 A network address manipulation library for Python
- netifaces-0.10.6 Portable network interface information.
- nose-1.3.7 nose extends unittest to make testing easier
- numpy-1.14.0 NumPy is the fundamental package for array computing with Python.
- pandas-0.22.0 Powerful data structures for data analysis, time series, and statistics
- paramiko-2.4.0 SSH2 protocol library
- paycheck-1.0.2 A Python QuickCheck implementation
- pbr-3.1.1 Python Build Reasonableness
- pip-9.0.1 The PyPA recommended tool for installing Python packages.
- py_expression_eval-0.3.4 Python Mathematical Expression Evaluator
- pyasn1-0.4.2 ASN.1 types and codecs
- pycparser-2.18 C parser in Python
- pycrypto-2.6.1 Cryptographic modules for Python.
- pyparsing-2.2.0 Python parsing module
- python-dateutil-2.6.1 Extensions to the standard Python datetime module
- pytz-2017.3 World timezone definitions, modern and historical
- requests-2.18.4 Python HTTP for Humans.
- scipy-1.0.0 SciPy: Scientific Library for Python
- setuptools-38.4.0 Easily download, build, install, upgrade, and uninstall Python packages
- six-1.11.0 Python 2 and 3 compatibility utilities
- tabulate-0.8.2 Pretty-print tabular data
- urllib3-1.22 HTTP library with thread-safe connection pooling, file post, and more.
- virtualenv-15.1.0 Virtual Python Environment builder
- xlrd-1.1.0 Library for developers to extract data from Microsoft Excel (tm) .xls spreadsheet files
Known Issues
- None
Package List
- Babel-2.8.0 Internationalization utilities
- Cython-0.29.16 The Cython compiler for writing C extensions for the Python language.
- Jinja2-2.11.2 A very fast and expressive template engine.
- MarkupSafe-1.1.1 Safely add untrusted strings to HTML/XML markup.
- PyNaCl-1.3.0 Python binding to the Networking and Cryptography (NaCl) library
- Pygments-2.5.2 Pygments is a syntax highlighting package written in Python.
- Sphinx-3.0.2 Python documentation generator
- alabaster-0.7.12 A configurable sidebar-enabled Sphinx theme
- appdirs-1.4.3 A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
- asn1crypto-1.3.0 Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12, PKCS#5, X.509 and TSP
- atomicwrites-1.3.0 Atomic file writes.
- attrs-19.3.0 Classes Without Boilerplate
- bcrypt-3.1.7 Modern password hashing for your software and your servers
- bitstring-3.1.6 Simple construction, analysis and modification of binary data.
- blist-1.3.6 a list-like type with better asymptotic performance and similar performance on small lists
- certifi-2020.4.5.1 Python package for providing Mozilla's CA Bundle.
- cffi-1.14.0 Foreign Function Interface for Python calling C code.
- chardet-3.0.4 Universal encoding detector for Python 2 and 3
- click-7.1.1 Composable command line interface toolkit
- cryptography-2.9.2 cryptography is a package which provides cryptographic recipes and primitives to Python developers.
- deap-1.3.1 Distributed Evolutionary Algorithms in Python
- decorator-4.4.2 Decorators for Humans
- distlib-0.3.0 Distribution utilities
- docopt-0.6.2 Pythonic argument parser, that will make you smile
- docutils-0.16 Docutils -- Python Documentation Utilities
- ecdsa-0.15 ECDSA cryptographic signature library (pure python)
- filelock-3.0.12 A platform independent file lock.
- future-0.18.2 Clean single-source support for Python 3 and 2
- idna-2.9 Internationalized Domain Names in Applications (IDNA)
- imagesize-1.2.0 Getting image size from png/jpeg/jpeg2000/gif file
- importlib_metadata-1.6.0 Read metadata from Python packages
- intervaltree-3.0.2 Editable interval tree data structure for Python 2 and 3
- ipaddress-1.0.23 IPv4/IPv6 manipulation library
- joblib-0.14.1 Lightweight pipelining with Python functions
- liac-arff-2.4.0 A module for read and write ARFF files in Python.
- mock-4.0.1 Rolling backport of unittest.mock for all Pythons
- more-itertools-8.2.0 More routines for operating on iterables, beyond itertools
- mpi4py-3.0.3 Python bindings for MPI
- mpmath-1.1.0 Python library for arbitrary-precision floating-point arithmetic
- netaddr-0.7.19 A network address manipulation library for Python
- netifaces-0.10.9 Portable network interface information.
- nose-1.3.7 nose extends unittest to make testing easier
- numpy-1.18.3 NumPy is the fundamental package for array computing with Python.
- packaging-20.3 Core utilities for Python packages
- pandas-1.0.3 Powerful data structures for data analysis, time series, and statistics
- paramiko-2.7.1 SSH2 protocol library
- pathlib2-2.3.5 Object-oriented filesystem paths
- paycheck-1.0.2 A Python QuickCheck implementation
- pbr-5.4.5 Python Build Reasonableness
- pip-20.0.2 The PyPA recommended tool for installing Python packages.
- pluggy-0.13.1 plugin and hook calling mechanisms for python
- psutil-5.7.0 Cross-platform lib for process and system monitoring in Python.
- py-1.8.1 library with cross-python path, ini-parsing, io, code, log facilities
- py_expression_eval-0.3.9 Python Mathematical Expression Evaluator
- pyasn1-0.4.8 ASN.1 types and codecs
- pycparser-2.20 C parser in Python
- pycrypto-2.6.1 Cryptographic modules for Python.
- pyparsing-2.4.7 Python parsing module
- pytest-5.4.1 pytest: simple powerful testing with Python
- python-dateutil-2.8.1 Extensions to the standard Python datetime module
- pytz-2019.3 World timezone definitions, modern and historical
- requests-2.23.0 Python HTTP for Humans.
- scandir-1.10.0 scandir, a better directory iterator and faster os.walk()
- scipy-1.4.1 SciPy: Scientific Library for Python
- setuptools-45.2.0 Easily download, build, install, upgrade, and uninstall Python packages
- setuptools_scm-3.5.0 the blessed package to manage your versions by scm tags
- six-1.14.0 Python 2 and 3 compatibility utilities
- snowballstemmer-2.0.0 This package provides 29 stemmers for 28 languages generated from Snowball algorithms.
- sortedcontainers-2.2.2 Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
- sphinxcontrib-applehelp-1.0.2 sphinxcontrib-applehelp is a sphinx extension which outputs Apple help books
- sphinxcontrib-devhelp-1.0.2 sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp document.
- sphinxcontrib-htmlhelp-1.0.3 sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
- sphinxcontrib-jsmath-1.0.1 A sphinx extension which renders display math in HTML via JavaScript
- sphinxcontrib-qthelp-1.0.3 sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp document.
- sphinxcontrib-serializinghtml-1.1.4 sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle).
- sphinxcontrib-websupport-1.2.1 Sphinx API for Web Apps
- tabulate-0.8.7 Pretty-print tabular data
- toml-0.10.0 Python Library for Tom's Obvious, Minimal Language
- ujson-2.0.3 Ultra fast JSON encoder and decoder for Python
- urllib3-1.25.9 HTTP library with thread-safe connection pooling, file post, and more.
- virtualenv-20.0.18 Virtual Python Environment builder
- wcwidth-0.1.9 Measures the displayed width of unicode strings in a terminal
- wheel-0.34.2 A built-package format for Python
- xlrd-1.2.0 Library for developers to extract data from Microsoft Excel (tm) .xls spreadsheet files
- zipp-1.2.0 Backport of pathlib-compatible object wrapper for zip files
Known Issues
- None
Package List
- Cython-0.27.3 The Cython compiler for writing C extensions for the Python language.
- arff-2.1.1 Python package for reading and writing Weka arff files
- bitstring-3.1.5 Simple construction, analysis and modification of binary data.
- blist-1.3.6 a list-like type with better asymptotic performance and similar performance on small lists
- cryptography-2.1.3 cryptography is a package which provides cryptographic recipes and primitives to Python developers.
- dateutil 2.6.1
- deap-1.2.2 Distributed Evolutionary Algorithms in Python
- decorator-4.1.2 Decorators for Humans
- docopt-0.6.2 Pythonic argument parser, that will make you smile
- ecdsa-0.13 ECDSA cryptographic signature library (pure python)
- enum34-1.1.6 Python 3.4 Enum backported to 3.3, 3.2, 3.1, 2.7, 2.6, 2.5, and 2.4
- funcsigs-1.0.2 Python function signatures from PEP362 for Python 2.6, 2.7 and 3.2+
- joblib-0.11 Lightweight pipelining with Python functions
- mock-2.0.0 Rolling backport of unittest.mock for all Pythons
- mpi4py-3.0.0 Python bindings for MPI
- netaddr-0.7.19 A network address manipulation library for Python
- netifaces-0.10.6 Portable network interface information.
- nose-1.3.7 nose extends unittest to make testing easier
- numpy-1.13.3 NumPy is the fundamental package for array computing with Python.
- pandas-0.21.0 Powerful data structures for data analysis, time series, and statistics
- paramiko-2.4.0 SSH2 protocol library
- paycheck-1.0.2 A Python QuickCheck implementation
- pbr-3.1.1 Python Build Reasonableness
- pip-9.0.1 The PyPA recommended tool for installing Python packages.
- pycrypto-2.6.1 Cryptographic modules for Python.
- pyparsing-2.2.0 Python parsing module
- pytz-2017.3 World timezone definitions, modern and historical
- scipy-1.0.0 SciPy: Scientific Library for Python
- setuptools-37.0.0 Easily download, build, install, upgrade, and uninstall Python packages
- six-1.11.0 Python 2 and 3 compatibility utilities
- virtualenv-15.1.0 Virtual Python Environment builder
Known Issues
- None
Package List
- Babel-2.8.0 Internationalization utilities
- Bottleneck-1.3.2 Fast NumPy array functions written in C
- CacheControl-0.12.6 httplib2 caching for requests
- Cython-0.29.21 The Cython compiler for writing C extensions for the Python language.
- Jinja2-2.11.2 A very fast and expressive template engine.
- MarkupSafe-1.1.1 Safely add untrusted strings to HTML/XML markup.
- PyNaCl-1.4.0 Python binding to the Networking and Cryptography (NaCl) library
- Pygments-2.7.1 Pygments is a syntax highlighting package written in Python.
- SecretStorage-3.1.2 Python bindings to FreeDesktop.org Secret Service API
- Sphinx-3.2.1 Python documentation generator
- alabaster-0.7.12 A configurable sidebar-enabled Sphinx theme
- appdirs-1.4.4 A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
- asn1crypto-1.4.0 Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12, PKCS#5, X.509 and TSP
- atomicwrites-1.4.0 Atomic file writes.
- attrs-20.2.0 Classes Without Boilerplate
- bcrypt-3.2.0 Modern password hashing for your software and your servers
- bitstring-3.1.7 Simple construction, analysis and modification of binary data.
- blist-1.3.6 a list-like type with better asymptotic performance and similar performance on small lists
- cachy-0.3.0 Cachy provides a simple yet effective caching library.
- certifi-2020.6.20 Python package for providing Mozilla's CA Bundle.
- cffi-1.14.3 Foreign Function Interface for Python calling C code.
- chardet-3.0.4 Universal encoding detector for Python 2 and 3
- cleo-0.8.1 Cleo allows you to create beautiful and testable command-line interfaces.
- click-7.1.2 Composable command line interface toolkit
- clikit-0.6.2 CliKit is a group of utilities to build beautiful and testable command line interfaces.
- colorama-0.4.3 Cross-platform colored terminal text.
- crashtest-0.3.1 Manage Python errors with ease
- cryptography-3.1.1 cryptography is a package which provides cryptographic recipes and primitives to Python developers.
- deap-1.3.1 Distributed Evolutionary Algorithms in Python
- decorator-4.4.2 Decorators for Humans
- distlib-0.3.1 Distribution utilities
- docopt-0.6.2 Pythonic argument parser, that will make you smile
- docutils-0.16 Docutils -- Python Documentation Utilities
- ecdsa-0.16.0 ECDSA cryptographic signature library (pure python)
- filelock-3.0.12 A platform independent file lock.
- flit-3.0.0 A simple packaging tool for simple packages.
- flit-core-3.0.0 Distribution-building parts of Flit. See flit package for more information
- fsspec-0.8.4 File-system specification
- future-0.18.2 Clean single-source support for Python 3 and 2
- html5lib-1.1 HTML parser based on the WHATWG HTML specification
- idna-2.10 Internationalized Domain Names in Applications (IDNA)
- imagesize-1.2.0 Getting image size from png/jpeg/jpeg2000/gif file
- importlib_metadata-2.0.0 Read metadata from Python packages
- iniconfig-1.0.1 iniconfig: brain-dead simple config-ini parsing
- intervaltree-3.1.0 Editable interval tree data structure for Python 2 and 3
- intreehooks-1.0 Load a PEP 517 backend from inside the source tree
- ipaddress-1.0.23 IPv4/IPv6 manipulation library
- jeepney-0.4.3 Low-level, pure Python DBus protocol wrapper.
- joblib-0.17.0 Lightweight pipelining with Python functions
- jsonschema-3.2.0 An implementation of JSON Schema validation for Python
- keyring-21.4.0 Store and access your passwords safely.
- keyrings.alt-4.0.0 Alternate keyring implementations
- liac-arff-2.5.0 A module for read and write ARFF files in Python.
- lockfile-0.12.2 Platform-independent file locking module
- mock-4.0.2 Rolling backport of unittest.mock for all Pythons
- more-itertools-8.5.0 More routines for operating on iterables, beyond itertools
- mpi4py-3.0.3 Python bindings for MPI
- mpmath-1.1.0 Python library for arbitrary-precision floating-point arithmetic
- msgpack-1.0.0 MessagePack (de)serializer.
- netaddr-0.8.0 A network address manipulation library for Python
- netifaces-0.10.9 Portable network interface information.
- nose-1.3.7 nose extends unittest to make testing easier
- numexpr-2.7.1 Fast numerical expression evaluator for NumPy
- numpy-1.19.4 NumPy is the fundamental package for array computing with Python.
- packaging-20.4 Core utilities for Python packages
- pandas-1.1.4 Powerful data structures for data analysis, time series, and statistics
- paramiko-2.7.2 SSH2 protocol library
- pastel-0.2.1 Bring colors to your terminal.
- pathlib2-2.3.5 Object-oriented filesystem paths
- paycheck-1.0.2 A Python QuickCheck implementation
- pbr-5.5.0 Python Build Reasonableness
- pexpect-4.8.0 Pexpect allows easy control of interactive console applications.
- pip-20.2.3 The PyPA recommended tool for installing Python packages.
- pkginfo-1.5.0.1 Query metadatdata from sdists / bdists / installed packages.
- pluggy-0.13.1 plugin and hook calling mechanisms for python
- poetry-1.1.3 Python dependency management and packaging made easy.
- poetry-core-1.0.0 Poetry PEP 517 Build Backend
- psutil-5.7.2 Cross-platform lib for process and system monitoring in Python.
- ptyprocess-0.6.0 Run a subprocess in a pseudo terminal
- py-1.9.0 library with cross-python path, ini-parsing, io, code, log facilities
- py_expression_eval-0.3.10 Python Mathematical Expression Evaluator
- pyasn1-0.4.8 ASN.1 types and codecs
- pycparser-2.20 C parser in Python
- pycrypto-2.6.1 Cryptographic modules for Python.
- pylev-1.3.0 A pure Python Levenshtein implementation that's not freaking GPL'd.
- pyparsing-2.4.7 Python parsing module
- pyrsistent-0.17.3 Persistent/Functional/Immutable data structures
- pytest-6.1.1 pytest: simple powerful testing with Python
- python-dateutil-2.8.1 Extensions to the standard Python datetime module
- pytoml-0.1.21 A parser for TOML-0.4.0
- pytz-2020.1 World timezone definitions, modern and historical
- regex-2020.10.11 Alternative regular expression module, to replace re.
- requests-2.24.0 Python HTTP for Humans.
- requests-toolbelt-0.9.1 A utility belt for advanced users of python-requests
- scandir-1.10.0 scandir, a better directory iterator and faster os.walk()
- scipy-1.5.4 SciPy: Scientific Library for Python
- setuptools-50.3.0 Easily download, build, install, upgrade, and uninstall Python packages
- setuptools_scm-4.1.2 the blessed package to manage your versions by scm tags
- shellingham-1.3.2 Tool to Detect Surrounding Shell
- simplegeneric-0.8.1 Simple generic functions (similar to Python's own len(), pickle.dump(), etc.)
- simplejson-3.17.2 Simple, fast, extensible JSON encoder/decoder for Python
- six-1.15.0 Python 2 and 3 compatibility utilities
- snowballstemmer-2.0.0 This package provides 29 stemmers for 28 languages generated from Snowball algorithms.
- sortedcontainers-2.2.2 Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
- sphinx-bootstrap-theme-0.7.1 Sphinx Bootstrap Theme.
- sphinxcontrib-applehelp-1.0.2 sphinxcontrib-applehelp is a sphinx extension which outputs Apple help books
- sphinxcontrib-devhelp-1.0.2 sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp document.
- sphinxcontrib-htmlhelp-1.0.3 sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
- sphinxcontrib-jsmath-1.0.1 A sphinx extension which renders display math in HTML via JavaScript
- sphinxcontrib-qthelp-1.0.3 sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp document.
- sphinxcontrib-serializinghtml-1.1.4 sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle).
- sphinxcontrib-websupport-1.2.4 Sphinx API for Web Apps
- tabulate-0.8.7 Pretty-print tabular data
- threadpoolctl-2.1.0 threadpoolctl
- toml-0.10.1 Python Library for Tom's Obvious, Minimal Language
- tomlkit-0.7.0 Style preserving TOML library
- ujson-4.0.1 Ultra fast JSON encoder and decoder for Python
- urllib3-1.25.10 HTTP library with thread-safe connection pooling, file post, and more.
- virtualenv-20.0.34 Virtual Python Environment builder
- wcwidth-0.2.5 Measures the displayed width of unicode strings in a terminal
- webencodings-0.5.1 Character encoding aliases for legacy web content
- wheel-0.35.1 A built-package format for Python
- xlrd-1.2.0 Library for developers to extract data from Microsoft Excel (tm) .xls spreadsheet files
- zipp-3.3.0 Backport of pathlib-compatible object wrapper for zip files
Known Issues
- None
Package List
- Cython-0.25.2 The Cython compiler for writing C extensions for the Python language.
- arff-2.1.0 Python package for reading and writing Weka arff files
- bitstring-3.1.5 Simple construction, analysis and modification of binary data.
- blist-1.3.6 a list-like type with better asymptotic performance and similar performance on small lists
- cryptography-1.8.1 cryptography is a package which provides cryptographic recipes and primitives to Python developers.
- dateutil 2.6.0
- deap-1.0.2 Distributed Evolutionary Algorithms in Python
- decorator-4.0.11 Decorators for Humans
- docopt-0.6.2 Pythonic argument parser, that will make you smile
- ecdsa-0.13 ECDSA cryptographic signature library (pure python)
- enum34-1.1.6 Python 3.4 Enum backported to 3.3, 3.2, 3.1, 2.7, 2.6, 2.5, and 2.4
- funcsigs-1.0.2 Python function signatures from PEP362 for Python 2.6, 2.7 and 3.2+
- mock-2.0.0 Rolling backport of unittest.mock for all Pythons
- mpi4py-2.0.0 Python bindings for MPI
- netaddr-0.7.19 A network address manipulation library for Python
- netifaces-0.10.5 Portable network interface information.
- nose-1.3.7 nose extends unittest to make testing easier
- numpy-1.12.1 NumPy is the fundamental package for array computing with Python.
- pandas-0.19.2 Powerful data structures for data analysis, time series, and statistics
- paramiko-2.1.2 SSH2 protocol library
- paycheck-1.0.2 A Python QuickCheck implementation
- pbr-2.0.0 Python Build Reasonableness
- pip-9.0.1 The PyPA recommended tool for installing Python packages.
- pycrypto-2.6.1 Cryptographic modules for Python.
- pyparsing-2.2.0 Python parsing module
- pytz-2017.2 World timezone definitions, modern and historical
- scipy-0.19.0 SciPy: Scientific Library for Python
- setuptools-33.1.1 Easily download, build, install, upgrade, and uninstall Python packages
- six-1.10.0 Python 2 and 3 compatibility utilities
- virtualenv-15.1.0 Virtual Python Environment builder
Known Issues
- None
Package List
- Cython-0.25.2 The Cython compiler for writing C extensions for the Python language.
- arff-2.1.0 Python package for reading and writing Weka arff files
- blist-1.3.6 a list-like type with better asymptotic performance and similar performance on small lists
- cryptography-1.8.1 cryptography is a package which provides cryptographic recipes and primitives to Python developers.
- dateutil 2.6.0
- deap-1.0.2 Distributed Evolutionary Algorithms in Python
- decorator-4.0.11 Decorators for Humans
- docopt-0.6.2 Pythonic argument parser, that will make you smile
- ecdsa-0.13 ECDSA cryptographic signature library (pure python)
- joblib-0.11 Lightweight pipelining with Python functions
- lockfile-0.12.2 Platform-independent file locking module
- mpi4py-2.0.0 Python bindings for MPI
- netaddr-0.7.19 A network address manipulation library for Python
- netifaces-0.10.5 Portable network interface information.
- nose-1.3.7 nose extends unittest to make testing easier
- numpy-1.12.1 NumPy is the fundamental package for array computing with Python.
- pandas-0.19.2 Powerful data structures for data analysis, time series, and statistics
- paramiko-2.1.2 SSH2 protocol library
- paycheck-1.0.2 A Python QuickCheck implementation
- pbr-2.0.0 Python Build Reasonableness
- pip-9.0.1 The PyPA recommended tool for installing Python packages.
- pycrypto-2.6.1 Cryptographic modules for Python.
- pyparsing-2.2.0 Python parsing module
- scipy-0.19.0 SciPy: Scientific Library for Python
- setuptools-33.1.1 Easily download, build, install, upgrade, and uninstall Python packages
- six-1.10.0 Python 2 and 3 compatibility utilities
- virtualenv-15.1.0 Virtual Python Environment builder
Known Issues
- None
Package List
- Cython-0.28.3 The Cython compiler for writing C extensions for the Python language.
- PyNaCl-1.2.1 Python binding to the Networking and Cryptography (NaCl) library
- asn1crypto-0.24.0 Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12, PKCS#5, X.509 and TSP
- bcrypt-3.1.4 Modern password hashing for your software and your servers
- bitstring-3.1.5 Simple construction, analysis and modification of binary data.
- blist-1.3.6 a list-like type with better asymptotic performance and similar performance on small lists
- certifi-2018.4.16 Python package for providing Mozilla's CA Bundle.
- chardet-3.0.4 Universal encoding detector for Python 2 and 3
- cryptography-2.2.2 cryptography is a package which provides cryptographic recipes and primitives to Python developers.
- deap-1.2.2 Distributed Evolutionary Algorithms in Python
- decorator-4.3.0 Decorators for Humans
- docopt-0.6.2 Pythonic argument parser, that will make you smile
- ecdsa-0.13 ECDSA cryptographic signature library (pure python)
- enum34-1.1.6 Python 3.4 Enum backported to 3.3, 3.2, 3.1, 2.7, 2.6, 2.5, and 2.4
- funcsigs-1.0.2 Python function signatures from PEP362 for Python 2.6, 2.7 and 3.2+
- idna-2.7 Internationalized Domain Names in Applications (IDNA)
- ipaddress-1.0.22 IPv4/IPv6 manipulation library
- joblib-0.11 Lightweight pipelining with Python functions
- liac-arff-2.2.2 A module for read and write ARFF files in Python.
- mock-2.0.0 Rolling backport of unittest.mock for all Pythons
- mpi4py-3.0.0 Python bindings for MPI
- netaddr-0.7.19 A network address manipulation library for Python
- netifaces-0.10.7 Portable network interface information.
- nose-1.3.7 nose extends unittest to make testing easier
- numpy-1.14.5 NumPy is the fundamental package for array computing with Python.
- pandas-0.23.1 Powerful data structures for data analysis, time series, and statistics
- paramiko-2.4.1 SSH2 protocol library
- paycheck-1.0.2 A Python QuickCheck implementation
- pbr-4.0.4 Python Build Reasonableness
- pip-10.0.1 The PyPA recommended tool for installing Python packages.
- py_expression_eval-0.3.4 Python Mathematical Expression Evaluator
- pyasn1-0.4.3 ASN.1 types and codecs
- pycrypto-2.6.1 Cryptographic modules for Python.
- pyparsing-2.2.0 Python parsing module
- python-dateutil-2.7.3 Extensions to the standard Python datetime module
- pytz-2018.4 World timezone definitions, modern and historical
- requests-2.19.1 Python HTTP for Humans.
- scipy-1.1.0 SciPy: Scientific Library for Python
- setuptools-39.2.0 Easily download, build, install, upgrade, and uninstall Python packages
- six-1.11.0 Python 2 and 3 compatibility utilities
- urllib3-1.23 HTTP library with thread-safe connection pooling, file post, and more.
- virtualenv-16.0.0 Virtual Python Environment builder
- xlrd-1.1.0 Library for developers to extract data from Microsoft Excel (tm) .xls spreadsheet files