Skip to main content

Hunter is a flexible code tracing toolkit, not for measuring coverage, but for debugging, logging, inspection and other nefarious purposes. It has a Python API, terminal activation (see Environment variable activation). and supports tracing other processes (see Tracing processes).

  • Free software: BSD license

Installation

pip install hunter

Documentation

https://python-hunter.readthedocs.org/

Overview

The default action is to just print the code being executed. Example:

import hunter
hunter.trace(module='posixpath')

import os
os.path.join('a', 'b')

Would result in:

>>> os.path.join('a', 'b')
         /usr/lib/python3.5/posixpath.py:71    call      def join(a, *p):
         /usr/lib/python3.5/posixpath.py:76    line          sep = _get_sep(a)
         /usr/lib/python3.5/posixpath.py:39    call      def _get_sep(path):
         /usr/lib/python3.5/posixpath.py:40    line          if isinstance(path, bytes):
         /usr/lib/python3.5/posixpath.py:43    line              return '/'
         /usr/lib/python3.5/posixpath.py:43    return            return '/'
                                               ...       return value: '/'
         /usr/lib/python3.5/posixpath.py:77    line          path = a
         /usr/lib/python3.5/posixpath.py:78    line          try:
         /usr/lib/python3.5/posixpath.py:79    line              if not p:
         /usr/lib/python3.5/posixpath.py:81    line              for b in p:
         /usr/lib/python3.5/posixpath.py:82    line                  if b.startswith(sep):
         /usr/lib/python3.5/posixpath.py:84    line                  elif not path or path.endswith(sep):
         /usr/lib/python3.5/posixpath.py:87    line                      path += sep + b
         /usr/lib/python3.5/posixpath.py:81    line              for b in p:
         /usr/lib/python3.5/posixpath.py:91    line          return path
         /usr/lib/python3.5/posixpath.py:91    return        return path
                                               ...       return value: 'a/b'
'a/b'
  • or in a terminal:

https://raw.githubusercontent.com/ionelmc/python-hunter/master/docs/simple-trace.png

Custom actions

The tracer allow custom actions like CallPrinter or VarsPrinter.

With CallPrinter (added in hunter 1.2.0, will be the default action in 2.0.1):

import hunter
hunter.trace(module='posixpath', action=hunter.CallPrinter)

import os
os.path.join('a', 'b')

Would result in:

>>> os.path.join('a', 'b')
         /usr/lib/python3.5/posixpath.py:71    call      => join(a='a')
         /usr/lib/python3.5/posixpath.py:76    line         sep = _get_sep(a)
         /usr/lib/python3.5/posixpath.py:39    call         => _get_sep(path='a')
         /usr/lib/python3.5/posixpath.py:40    line            if isinstance(path, bytes):
         /usr/lib/python3.5/posixpath.py:43    line            return '/'
         /usr/lib/python3.5/posixpath.py:43    return       <= _get_sep: '/'
         /usr/lib/python3.5/posixpath.py:77    line         path = a
         /usr/lib/python3.5/posixpath.py:78    line         try:
         /usr/lib/python3.5/posixpath.py:79    line         if not p:
         /usr/lib/python3.5/posixpath.py:81    line         for b in p:
         /usr/lib/python3.5/posixpath.py:82    line         if b.startswith(sep):
         /usr/lib/python3.5/posixpath.py:84    line         elif not path or path.endswith(sep):
         /usr/lib/python3.5/posixpath.py:87    line         path += sep + b
         /usr/lib/python3.5/posixpath.py:81    line         for b in p:
         /usr/lib/python3.5/posixpath.py:91    line         return path
         /usr/lib/python3.5/posixpath.py:91    return    <= join: 'a/b'
'a/b'

In a terminal it would look like:

https://raw.githubusercontent.com/ionelmc/python-hunter/master/docs/code-trace.png

With VarsPrinter:

import hunter
# note that this kind of invocation will also use the default `CodePrinter`
hunter.trace(hunter.Q(module='posixpath', action=hunter.VarsPrinter('path')))

import os
os.path.join('a', 'b')

Would result in:

>>> os.path.join('a', 'b')
         /usr/lib/python3.5/posixpath.py:71    call      def join(a, *p):
         /usr/lib/python3.5/posixpath.py:76    line          sep = _get_sep(a)
                                               vars      path => 'a'
         /usr/lib/python3.5/posixpath.py:39    call      def _get_sep(path):
                                               vars      path => 'a'
         /usr/lib/python3.5/posixpath.py:40    line          if isinstance(path, bytes):
                                               vars      path => 'a'
         /usr/lib/python3.5/posixpath.py:43    line              return '/'
                                               vars      path => 'a'
         /usr/lib/python3.5/posixpath.py:43    return            return '/'
                                               ...       return value: '/'
         /usr/lib/python3.5/posixpath.py:77    line          path = a
                                               vars      path => 'a'
         /usr/lib/python3.5/posixpath.py:78    line          try:
                                               vars      path => 'a'
         /usr/lib/python3.5/posixpath.py:79    line              if not p:
                                               vars      path => 'a'
         /usr/lib/python3.5/posixpath.py:81    line              for b in p:
                                               vars      path => 'a'
         /usr/lib/python3.5/posixpath.py:82    line                  if b.startswith(sep):
                                               vars      path => 'a'
         /usr/lib/python3.5/posixpath.py:84    line                  elif not path or path.endswith(sep):
                                               vars      path => 'a'
         /usr/lib/python3.5/posixpath.py:87    line                      path += sep + b
                                               vars      path => 'a/b'
         /usr/lib/python3.5/posixpath.py:81    line              for b in p:
                                               vars      path => 'a/b'
         /usr/lib/python3.5/posixpath.py:91    line          return path
                                               vars      path => 'a/b'
         /usr/lib/python3.5/posixpath.py:91    return        return path
                                               ...       return value: 'a/b'
'a/b'

In a terminal it would look like:

https://raw.githubusercontent.com/ionelmc/python-hunter/master/docs/vars-trace.png

You can give it a tree-like configuration where you can optionally configure specific actions for parts of the tree (like dumping variables or a pdb set_trace):

from hunter import trace, Q, Debugger
from pdb import Pdb

trace(
    # drop into a Pdb session if ``foo.bar()`` is called
    Q(module="foo", function="bar", kind="call", action=Debugger(klass=Pdb))
    |  # or
    Q(
        # show code that contains "mumbo.jumbo" on the current line
        lambda event: event.locals.get("mumbo") == "jumbo",
        # and it's not in Python's stdlib
        stdlib=False,
        # and it contains "mumbo" on the current line
        source__contains="mumbo"
    )
)

import foo
foo.func()

With a foo.py like this:

def bar():
    execution_will_get_stopped  # cause we get a Pdb session here

def func():
    mumbo = 1
    mumbo = "jumbo"
    print("not shown in trace")
    print(mumbo)
    mumbo = 2
    print(mumbo) # not shown in trace
    bar()

We get:

>>> foo.func()
not shown in trace
    /home/ionel/osp/python-hunter/foo.py:8     line          print(mumbo)
jumbo
    /home/ionel/osp/python-hunter/foo.py:9     line          mumbo = 2
2
    /home/ionel/osp/python-hunter/foo.py:1     call      def bar():
> /home/ionel/osp/python-hunter/foo.py(2)bar()
-> execution_will_get_stopped  # cause we get a Pdb session here
(Pdb)

In a terminal it would look like:

https://raw.githubusercontent.com/ionelmc/python-hunter/master/docs/tree-trace.png

Tracing processes

In similar fashion to strace Hunter can trace other processes, eg:

hunter-trace --gdb -p 123

If you wanna play it safe (no messy GDB) then pip install 'hunter[remote]' and add this in your code:

from hunter import remote
remote.install()

Then you can do:

hunter-trace -p 123

See docs on the remote feature.

Note: Windows ain’t supported.

Environment variable activation

For your convenience environment variable activation is available. Just run your app like this:

PYTHONHUNTER="module='os.path'" python yourapp.py

On Windows you’d do something like:

set PYTHONHUNTER=module='os.path'
python yourapp.py

The activation works with a clever .pth file that checks for that env var presence and before your app runs does something like this:

from hunter import *
trace(<whatever-you-had-in-the-PYTHONHUNTER-env-var>)

Note that Hunter is activated even if the env var is empty, eg: PYTHONHUNTER="".

Filtering DSL

Hunter supports a flexible query DSL, see the introduction.

Development

To run the all tests run:

tox

FAQ

Why not Smiley?

There’s some obvious overlap with smiley but there are few fundamental differences:

  • Complexity. Smiley is simply over-engineered:

    • It uses IPC and a SQL database.

    • It has a webserver. Lots of dependencies.

    • It uses threads. Side-effects and subtle bugs are introduced in your code.

    • It records everything. Tries to dump any variable. Often fails and stops working.

    Why do you need all that just to debug some stuff in a terminal? Simply put, it’s a nice idea but the design choices work against you when you’re already neck-deep into debugging your own code. In my experience Smiley has been very buggy and unreliable. Your mileage may vary of course.

  • Tracing long running code. This will make Smiley record lots of data, making it unusable.

    Now because Smiley records everything, you’d think it’s better suited for short programs. But alas, if your program runs quickly then it’s pointless to record the execution. You can just run it again.

    It seems there’s only one situation where it’s reasonable to use Smiley: tracing io-bound apps remotely. Those apps don’t execute lots of code, they just wait on network so Smiley’s storage won’t blow out of proportion and tracing overhead might be acceptable.

  • Use-cases. It seems to me Smiley’s purpose is not really debugging code, but more of a “non interactive monitoring” tool.

In contrast, Hunter is very simple:

  • Few dependencies.

  • Low overhead (tracing/filtering code has an optional Cython extension).

  • No storage. This simplifies lots of things.

    The only cost is that you might need to run the code multiple times to get the filtering/actions right. This means Hunter is not really suited for “post-mortem” debugging. If you can’t reproduce the problem anymore then Hunter won’t be of much help.

Why not pytrace?

Pytrace is another tracer tool. It seems quite similar to Smiley - it uses a sqlite database for the events, threads and IPC.

TODO: Expand this.

Why (not) coverage?

For purposes of debugging coverage is a great tool but only as far as “debugging by looking at what code is (not) run”. Checking branch coverage is good but it will only get you as far.

>From the other perspective, you’d be wondering if you could use Hunter to measure coverage-like things. You could do it but for that purpose Hunter is very “rough”: it has no builtin storage. You’d have to implement your own storage. You can do it but it wouldn’t give you any advantage over making your own tracer if you don’t need to “pre-filter” whatever you’re recording.

In other words, filtering events is the main selling point of Hunter - it’s fast (cython implementation) and the query API is flexible enough.

Changelog

2.0.1 (2017-09-09)

  • Now Py_AddPendingCall is used instead of acquiring the GIL (when using GDB).

2.0.0 (2017-09-02)

  • Added the Event.count and Event.calls attributes.

  • Added the lt/lte/gt/gte lookups.

  • Added convenience aliases for startswith (sw), endswith (ew) and regex (rx).

  • Added a convenience hunter.wrap decorator to start tracing around a function.

  • Added support for remote tracing (with two backends: manhole and GDB) via the hunter-trace bin. Note: Windows is NOT SUPPORTED.

  • Changed the default action to CallPrinter. You’ll need to use action=CodePrinter if you want the old output.

1.4.1 (2016-09-24)

  • Fix support for getting sources for Cython module (it was broken on Windows and Python3.5+).

1.4.0 (2016-09-24)

  • Added support for tracing Cython modules (#30). A # cython: linetrace=True stanza or equivalent is required in Cython modules for this to work.

1.3.0 (2016-04-14)

  • Added Event.thread.

  • Added Event.threadid and Event.threadname (available for filtering with Q objects).

  • Added threading_support argument to hunter.trace: makes new threads be traced and changes action output to include threadname.

  • Added support for using pdb++ in the Debugger action.

  • Added support for using manhole via a new Manhole action.

  • Made the handler a public but readonly property of Tracer objects.

1.2.2 (2016-01-28)

  • Fix broken import. Require fields>=4.0.

  • Simplify a string check in Cython code.

1.2.1 (2016-01-27)

  • Fix “KeyError: ‘normal’” bug in CallPrinter. Create the NO_COLORS dict from the COLOR dicts. Some keys were missing.

1.2.0 (2016-01-24)

  • Fixed printouts of objects that return very large string in __repr__(). Trimmed to 512. Configurable in actions with the repr_limit option.

  • Improved validation of VarsPrinter’s initializer.

  • Added a CallPrinter action.

1.1.0 (2016-01-21)

  • Implemented a destructor (__dealloc__) for the Cython tracer.

  • Improved the restoring of the previous tracer in the Cython tracer (use PyEval_SetTrace) directly.

  • Removed tracer as an allowed filtering argument in hunter.Query.

  • Add basic validation (must be callable) for positional arguments and actions passed into hunter.Q. Closes #23.

  • Fixed stdlib checks (wasn’t very reliable). Closes #24.

1.0.2 (2016-01-05)

  • Fixed missing import in setup.py.

1.0.1 (2015-12-24)

  • Fix a compile issue with the MSVC compiler (seems it don’t like the inline option on the fast_When_call).

1.0.0 (2015-12-24)

  • Implemented fast tracer and query objects in Cython. MAY BE BACKWARDS INCOMPATIBLE

    To force using the old pure-python implementation set the PUREPYTHONHUNTER environment variable to non-empty value.

  • Added filtering operators: contains, startswith, endswith and in. Examples:

    • Q(module_startswith='foo' will match events from foo, foo.bar and foobar.

    • Q(module_startswith=['foo', 'bar'] will match events from foo, foo.bar, foobar, bar, bar.foo and baroo .

    • Q(module_endswith='bar' will match events from foo.bar and foobar.

    • Q(module_contains='ip' will match events from lipsum.

    • Q(module_in=['foo', 'bar'] will match events from foo and bar.

    • Q(module_regex=r"(re|sre.*)\b") will match events from ``re, re.foobar, srefoobar but not from repr.

  • Removed the merge option. Now when you call hunter.trace(...) multiple times only the last one is active. BACKWARDS INCOMPATIBLE

  • Remove the previous_tracer handling. Now when you call hunter.trace(...) the previous tracer (whatever was in sys.gettrace()) is disabled and restored when hunter.stop() is called. BACKWARDS INCOMPATIBLE

  • Fixed CodePrinter to show module name if it fails to get any sources.

0.6.0 (2015-10-10)

  • Added a clear_env_var option on the tracer (disables tracing in subprocess).

  • Added force_colors option on VarsPrinter and CodePrinter.

  • Allowed setting the stream to a file name (option on VarsPrinter and CodePrinter).

  • Bumped up the filename alignment to 40 cols.

  • If not merging then self is not kept as a previous tracer anymore. Closes #16.

  • Fixed handling in VarsPrinter: properly print eval errors and don’t try to show anything if there’s an AttributeError. Closes #18.

  • Added a stdlib boolean flag (for filtering purposes). Closes #15.

  • Fixed broken frames that have “None” for filename or module (so they can still be treated as strings).

  • Corrected output files in the install_lib command so that pip can uninstall the pth file. This only works when it’s installed with pip (sadly, setup.py install/develop and pip install -e will still leave pth garbage on pip uninstall hunter).

0.5.1 (2015-04-15)

  • Fixed Event.globals to actually be the dict of global vars (it was just the locals).

0.5.0 (2015-04-06)

  • Fixed And and Or “single argument unwrapping”.

  • Implemented predicate compression. Example: Or(Or(a, b), c) is converted to Or(a, b, c).

  • Renamed the Event.source to Event.fullsource.

  • Added Event.source that doesn’t do any fancy sourcecode tokenization.

  • Fixed Event.fullsource return value for situations where the tokenizer would fail.

  • Made the print function available in the PYTHONHUNTER env var payload.

  • Added a __repr__ for Event.

0.4.0 (2015-03-29)

  • Disabled colors for Jython (contributed by Claudiu Popa in #12).

  • Test suite fixes for Windows (contributed by Claudiu Popa in #11).

  • Added an introduction section in the docs.

  • Implemented a prettier fallback for when no sources are available for that frame.

  • Implemented fixups in cases where you use action classes as a predicates.

0.3.1 (2015-03-29)

  • Forgot to merge some commits …

0.3.0 (2015-03-29)

  • Added handling for internal repr failures.

  • Fixed issues with displaying code that has non-ascii characters.

  • Implemented better display for call frames so that when a function has decorators the function definition is shown (instead of just the first decorator). See: #8.

0.2.1 (2015-03-28)

  • Added missing color entry for exception events.

  • Added Event.line property. It returns the source code for the line being run.

0.2.0 (2015-03-27)

  • Added color support (and colorama as dependency).

  • Added support for expressions in VarsPrinter.

  • Breaking changes:

    • Renamed F to Q. And Q is now just a convenience wrapper for Query.

    • Renamed the PYTHON_HUNTER env variable to PYTHONHUNTER.

    • Changed When to take positional arguments.

    • Changed output to show 2 path components (still not configurable).

    • Changed VarsPrinter to take positional arguments for the names.

  • Improved error reporting for env variable activation (PYTHONHUNTER).

  • Fixed env var activator (the .pth file) installation with setup.py install (the “egg installs”) and setup.py develop/pip install -e (the “egg links”).

0.1.0 (2015-03-22)

  • First release on PyPI.

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

hunter-2.0.1.tar.gz (396.6 kB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

hunter-2.0.1-cp36-cp36m-win_amd64.whl (400.1 kB view details)

Uploaded CPython 3.6mWindows x86-64

hunter-2.0.1-cp36-cp36m-win32.whl (371.9 kB view details)

Uploaded CPython 3.6mWindows x86

hunter-2.0.1-cp36-cp36m-manylinux1_x86_64.whl (955.7 kB view details)

Uploaded CPython 3.6m

hunter-2.0.1-cp36-cp36m-manylinux1_i686.whl (900.5 kB view details)

Uploaded CPython 3.6m

hunter-2.0.1-cp35-cp35m-win_amd64.whl (398.0 kB view details)

Uploaded CPython 3.5mWindows x86-64

hunter-2.0.1-cp35-cp35m-win32.whl (370.0 kB view details)

Uploaded CPython 3.5mWindows x86

hunter-2.0.1-cp35-cp35m-manylinux1_x86_64.whl (936.5 kB view details)

Uploaded CPython 3.5m

hunter-2.0.1-cp35-cp35m-manylinux1_i686.whl (874.9 kB view details)

Uploaded CPython 3.5m

hunter-2.0.1-cp34-cp34m-win_amd64.whl (392.2 kB view details)

Uploaded CPython 3.4mWindows x86-64

hunter-2.0.1-cp34-cp34m-win32.whl (370.3 kB view details)

Uploaded CPython 3.4mWindows x86

hunter-2.0.1-cp34-cp34m-manylinux1_x86_64.whl (966.4 kB view details)

Uploaded CPython 3.4m

hunter-2.0.1-cp34-cp34m-manylinux1_i686.whl (901.2 kB view details)

Uploaded CPython 3.4m

hunter-2.0.1-cp33-cp33m-win_amd64.whl (392.6 kB view details)

Uploaded CPython 3.3mWindows x86-64

hunter-2.0.1-cp33-cp33m-win32.whl (370.6 kB view details)

Uploaded CPython 3.3mWindows x86

hunter-2.0.1-cp33-cp33m-manylinux1_x86_64.whl (901.0 kB view details)

Uploaded CPython 3.3m

hunter-2.0.1-cp33-cp33m-manylinux1_i686.whl (837.7 kB view details)

Uploaded CPython 3.3m

hunter-2.0.1-cp27-cp27mu-manylinux1_x86_64.whl (859.6 kB view details)

Uploaded CPython 2.7mu

hunter-2.0.1-cp27-cp27mu-manylinux1_i686.whl (796.6 kB view details)

Uploaded CPython 2.7mu

hunter-2.0.1-cp27-cp27m-win_amd64.whl (398.3 kB view details)

Uploaded CPython 2.7mWindows x86-64

hunter-2.0.1-cp27-cp27m-win32.whl (369.7 kB view details)

Uploaded CPython 2.7mWindows x86

hunter-2.0.1-cp27-cp27m-manylinux1_x86_64.whl (859.6 kB view details)

Uploaded CPython 2.7m

hunter-2.0.1-cp27-cp27m-manylinux1_i686.whl (796.7 kB view details)

Uploaded CPython 2.7m

File details

Details for the file hunter-2.0.1.tar.gz.

File metadata

  • Download URL: hunter-2.0.1.tar.gz
  • Upload date:
  • Size: 396.6 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No

File hashes

Hashes for hunter-2.0.1.tar.gz
Algorithm Hash digest
SHA256 a4cbef6953d7fc9a1fb161b117e2ee7c1a635a7abd642b2b7ce8c0e4ce04e11a
MD5 ab150c79d3f52e5b5ed8be09045cad5f
BLAKE2b-256 10b1b6ba92bca280b581acf779ab21bebcb6f245a7961293fc6fda85da0bf084

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp36-cp36m-win_amd64.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp36-cp36m-win_amd64.whl
Algorithm Hash digest
SHA256 d0e927bafcdf88dfbab8d4a57db7b0425c872a6746b2429a609fcfbeb51c49d0
MD5 07418d9ed7733fd65ce35bb412b7393b
BLAKE2b-256 4eeb480f3905758e0922dd1bdf1f17d281a1b9a50617fd3dbad9dd375b0efea4

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp36-cp36m-win32.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp36-cp36m-win32.whl
Algorithm Hash digest
SHA256 d7ad422e70fc365aa349f1783a3c342140d4fd13d5a9dfd3b50d689077416554
MD5 91efd1f89517e3fe5533e55bbc0a6fd3
BLAKE2b-256 450aba3adf8bab5bc25e47f13517efd7ffa45e5eaf1cdbff8c13cb26b3de052e

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp36-cp36m-manylinux1_x86_64.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp36-cp36m-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 89957e945c4f8c056f1142256a66b69e1ba9a6600c84bface8f4303037552b54
MD5 8d04517a0db5a06ab033142c778c99b2
BLAKE2b-256 a29e84f116d6df34ec5a41c58d85a6ed0ece30835a7eab67461c2097d681427f

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp36-cp36m-manylinux1_i686.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp36-cp36m-manylinux1_i686.whl
Algorithm Hash digest
SHA256 cb72b21108d8eb21510a308a8bc15284883a16f995c8769fd7c99f15c0d7fe33
MD5 704d6bb39d6faa94fe8cd87d61fce6d9
BLAKE2b-256 94a4f520e17a542990d661d4e63ef9ab8ee861d120e09f70485d84542c829039

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp35-cp35m-win_amd64.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp35-cp35m-win_amd64.whl
Algorithm Hash digest
SHA256 7db8942e38e13751985e362fe0ac2ca47576d171bc2af144ce8720f168742029
MD5 08df363bcc36b17406f73d77ad823af4
BLAKE2b-256 18850f68429af271fe221ec47a52d1219f288cb2043259d7fb7ea89937f591c8

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp35-cp35m-win32.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp35-cp35m-win32.whl
Algorithm Hash digest
SHA256 50d0a67fbaeca266ab28dd31e241e2f6420868119c79f5317c40a3a5b0d0cf8a
MD5 240c4e221ca207c4cf692b53d7d3cb08
BLAKE2b-256 615102584264931640ef119812ad9ef3f393f6d093c4c4e5cb4471501454cc1e

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp35-cp35m-manylinux1_x86_64.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp35-cp35m-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 edee895c7c82bd5524c3cfc8ca55912feee5195982f4cec858a665c682a99a67
MD5 40e12d160e39feb98ed7b7f255ce2fb7
BLAKE2b-256 1c29ac17f5b64ab14ab50acc918de56d026455f40a381b54c9d9cd44b9b2ffa7

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp35-cp35m-manylinux1_i686.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp35-cp35m-manylinux1_i686.whl
Algorithm Hash digest
SHA256 015dfe0e0f0eb1bcae314357fae6e2e3c8e9cf742c00a7c8dab8b400a5badbf5
MD5 dca71f0f7184d7a80c349f37fba1ddab
BLAKE2b-256 4a4267be9e4daf09b7a1c3ea7b529efc3b23249b7071aa423c7d245c20690ede

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp34-cp34m-win_amd64.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp34-cp34m-win_amd64.whl
Algorithm Hash digest
SHA256 069e9b516c2fc1ca8b0b8116f4f7aa397171255ee04ecd1ba78d57b2a4d4332b
MD5 f602aa31a3c0cf4acaf60384ce9d90f0
BLAKE2b-256 f969a2ee01541a852a3d86b7ed21962f0bf5d82be7a96c798f232b6101d05e7c

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp34-cp34m-win32.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp34-cp34m-win32.whl
Algorithm Hash digest
SHA256 be7b602ed7a75264548e08021b41cfa8b11a599071400d67927f2a4290e89696
MD5 1f8e35094df55e9fc4dda5855c59bda8
BLAKE2b-256 15b4a5fe1968c38e4144fe20c40f6822448a992d5e6edcb5650a23cca4e4c101

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp34-cp34m-manylinux1_x86_64.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp34-cp34m-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 5425c76716e7f632604d43150afecabd44fc87b81819a574713ab9d2b7390260
MD5 7af19213a93a456fe69e2b4c107f0222
BLAKE2b-256 af243cb019b3b5cc22660876eb1eb6ee39a4ed1067664d99394bd79e5fa0aadf

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp34-cp34m-manylinux1_i686.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp34-cp34m-manylinux1_i686.whl
Algorithm Hash digest
SHA256 77b3330bf7b47ca56e44b7265da2dc86951fa3fde12822dd5075ec24d4ccb143
MD5 f275ed1564ac41ef81b8191e991ed7ba
BLAKE2b-256 6fa228006d54d2b5f34d9066660fee822fcc757812210c5bb6befdb9a7b408f6

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp33-cp33m-win_amd64.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp33-cp33m-win_amd64.whl
Algorithm Hash digest
SHA256 874f759c3627d6b368a7e53771cb00513c34b36d45480e87320e8d594fd3f320
MD5 31e46277fe989c89358fd38c6d840c07
BLAKE2b-256 22fd0ff5610fe1ce7ff01242653bad834438b3e3c28f9a7eedfc135f18e4c6bc

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp33-cp33m-win32.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp33-cp33m-win32.whl
Algorithm Hash digest
SHA256 82ba2ccb5d39bf5bba73120d4488f6bfa33f694d688e7d4c5e86134796b9bc7a
MD5 e53f7f4712bf345fedcbac5fb4ad4433
BLAKE2b-256 bca8503ea72bc773973e349b5b25d14f9e4c337ce9ba1668e033c189925d918d

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp33-cp33m-manylinux1_x86_64.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp33-cp33m-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 3ff303b3b2b51e1c80925e9d70813c345ea5e054101350fbce3749ed33e5d78c
MD5 4699a5eed48d9c86b7180fe5000be02c
BLAKE2b-256 0f4e17dafd5a0e44403ebb40ccd09afc91607d78121bc3fc7aa2498a2932b165

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp33-cp33m-manylinux1_i686.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp33-cp33m-manylinux1_i686.whl
Algorithm Hash digest
SHA256 6e21c89a002afdabc76fccd2335b3cd2dca9250f949412a0d231501e5953e5a6
MD5 a073928fb671cb98ff819ad952f67956
BLAKE2b-256 da22e7f4f49caba2d8137f608438b835f22e0732fe2e4d5b438a091e647ac843

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp27-cp27mu-manylinux1_x86_64.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp27-cp27mu-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 75465f0d30ac2c5d6fb809f1e68909dc28f688481fdba6383fc274dacbb02620
MD5 5bcb71758b6690ed821c24109b986899
BLAKE2b-256 0b8ff15ed291f5e3ecdfecaff25f8d2ff550fd3ca0ac700fe1276d7ee9eb109d

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp27-cp27mu-manylinux1_i686.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp27-cp27mu-manylinux1_i686.whl
Algorithm Hash digest
SHA256 76caba4f41f71b049c3854fb7d43f0e83e66cee52f4f311dea0485e1a1d3ae6a
MD5 84dce7e8ad2f805e3a41eb12cbdc99d3
BLAKE2b-256 a459728885ac3e467282526ceec1790ef9dde1931c40998e34d642272e6acb5a

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp27-cp27m-win_amd64.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp27-cp27m-win_amd64.whl
Algorithm Hash digest
SHA256 2679acf61f4839941b9b5e3e1dcb27f6cc6bc28eca63f57b193bcad11e867df5
MD5 a0e2216a8ea8ebf8c2862881ebcbd783
BLAKE2b-256 fbe7824ed6e51be1b56e40e8f3ea884c00ec5420540fe077d4b8d50f34b012ac

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp27-cp27m-win32.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp27-cp27m-win32.whl
Algorithm Hash digest
SHA256 c523e811ce4273eb6ac9e646ff373d24eac28b0e62ec08b214a80d65d215992d
MD5 9d1332bb4a31aace76747e6739611f8a
BLAKE2b-256 e4964b328d6a887fff2b6e8e704011127e479a3c23328ccb606db78977da0dfc

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp27-cp27m-manylinux1_x86_64.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp27-cp27m-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 2a68b44d4a9fd49c04846bbd611b5d7a38628def04981fc926a27e3277d29604
MD5 cbdf29ab5411d756582bfce78ee63885
BLAKE2b-256 874a189013bfe4020299184db026f345f597f60e4014e92709477dcba8dff9e2

See more details on using hashes here.

File details

Details for the file hunter-2.0.1-cp27-cp27m-manylinux1_i686.whl.

File metadata

File hashes

Hashes for hunter-2.0.1-cp27-cp27m-manylinux1_i686.whl
Algorithm Hash digest
SHA256 b32524991943f51da9ae805ea166670b86b7998ad4db2ecca0b21d8bf0c838a7
MD5 0eb02245ed3cc9834292ed27bacc5c72
BLAKE2b-256 f4beada82b3fa526499906a8d41d245835675aee32b4dcc3cd4e6eecc6d1281e

See more details on using hashes here.

Release history Release notifications | RSS feed

3.9.0

51 files

3.8.0

30 files

3.7.0

37 files

3.6.1

16 files

3.6.0

16 files

3.5.1

32 files

3.5.0

32 files

3.4.3

37 files

3.4.1

32 files

3.4.0

31 files

3.3.8

22 files

3.3.5

22 files

3.3.3

22 files

3.3.2

22 files

3.3.1

22 files

3.3.0

20 files

3.2.2

22 files

3.2.1

22 files

3.2.0

22 files

3.1.3

18 files

3.1.2

18 files

3.1.1

13 files

3.1.0

13 files

3.0.5

18 files

3.0.4

18 files

3.0.3

15 files

3.0.2

14 files

3.0.1

15 files

3.0.0

15 files

2.2.1

18 files

2.2.0.post1

1 file

2.2.0

18 files

2.1.0

22 files

2.0.2

23 files

This release

2.0.1 This release

23 files

2.0.0

23 files

1.4.1

14 files

1.4.0

8 files

1.3.0

14 files

1.2.2

7 files

1.2.1

7 files

1.2.0

7 files

1.1.0

7 files

1.0.2

7 files

1.0.1

7 files

1.0.0

1 file

0.6.0

2 files

0.5.1

2 files

0.5.0

2 files

0.4.0

2 files

0.3.1

2 files

0.3.0

2 files

0.2.1

2 files

0.2.0

2 files

0.1.0

2 files

0.0.1

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page