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morepath / morepath

Python web microframework with superpowers
http://morepath.readthedocs.org
BSD 3-Clause "New" or "Revised" License
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webob exceptions slow down over time #494

Open faassen opened 8 years ago

faassen commented 8 years ago

I just did some benchmarking on 'notfound' errors in Morepath. Morepath is slower at this than it should be, and it seems to get worse the more iterations I run per test. The benchmarking tool is howareyou:

https://github.com/faassen/howareyou

When I run the default amount of iterations (100,000) then I get these results:

howareyou -b notfound -f morepath
Benchmark : notfound
Frameworks: morepath
                ms     rps  tcalls  funcs
morepath     95624    1046     343    135

If I use half those iterations:

 howareyou -b notfound -f morepath -n 50000
Benchmark : notfound
Frameworks: morepath
                ms     rps  tcalls  funcs
morepath     25138    1989     343    135

if I use less iterations:

(py2)[faassen@cosmos howareyou]$ howareyou -b notfound -f morepath -n 10000
Benchmark : notfound
Frameworks: morepath
                ms     rps  tcalls  funcs
morepath      2433    4110     343    135

and even less iterations:

$ howareyou -b notfound -f morepath -n 1000
Benchmark : notfound
Frameworks: morepath, flask
                ms     rps  tcalls  funcs
morepath       225    4437     343    135

This isn't supposed to happen. When I profile, I find that lazify in webob's exc.py totally dominates performance::

   Ordered by: internal time
   List reduced from 147 to 10 due to restriction <10>

   ncalls  tottime  percall  cumtime  percall filename:lineno(function)
   100000   64.692    0.001   64.765    0.001 exc.py:191(lazify)
faassen commented 8 years ago

This is on Python 2.

faassen commented 8 years ago

I cannot reproduce this issue on Python 3.

faassen commented 8 years ago

I can reproduce this with github master of webob. The line number is 188 now but it's still lazify.

faassen commented 8 years ago

If I get rid of lazify on line 283 in exc.py then while I see slightly lower rps, it is stable and doesn't shrink over time.

digitalresistor commented 8 years ago

Python 2.7.10 on OS X with master of WebOb and pip install -r requirements.txt in howareyou repo.

Benchmark : notfound
Frameworks: morepath
                ms     rps  tcalls  funcs
morepath    111361     898     481    145

With the profiler:

(howareyou)alexandra:howareyou xistence$ python -m cProfile -s tottime ~/.ve/howareyou/bin/howareyou -b notfound -f morepath -n 50000
Benchmark : notfound
Frameworks: morepath
                ms     rps  tcalls  funcs
morepath     43358    1153     481    145
         24122935 function calls (24119073 primitive calls) in 43.737 seconds

   Ordered by: internal time

   ncalls  tottime  percall  cumtime  percall filename:lineno(function)
    50000   14.638    0.000   14.699    0.000 exc.py:188(lazify)
   100000    1.385    0.000    7.850    0.000 response.py:176(__init__)
   100105    1.032    0.000    3.961    0.000 {method 'sub' of '_sre.SRE_Pattern' objects}
   100000    0.965    0.000    1.115    0.000 response.py:363(_status__set)
   700000    0.959    0.000    1.405    0.000 headers.py:15(__getitem__)
  2953708    0.902    0.000    0.902    0.000 {method 'lower' of 'str' objects}
   300000    0.797    0.000    1.282    0.000 headers.py:43(__setitem__)
   250000    0.763    0.000    0.990    0.000 acceptparse.py:35(parse)
   300000    0.744    0.000    2.929    0.000 string.py:162(convert)
   250000    0.647    0.000    1.838    0.000 acceptparse.py:252(parse)
    50000    0.634    0.000   30.082    0.001 exc.py:324(generate_response)

I am seeing more tcalls/funcs than you though... are there changes that are not in the howareyou repo?

Changing lazify to:

class _lazify(object):
    def __init__(self, func):
        self.func = func

    def __call__(self, value):
        self.value = value
        return self

    def __str__(self):
        return self.func(self.value)

def lazify(func):
    return _lazify(func)

I get the following numbers:

(howareyou)alexandra:howareyou xistence$ howareyou -b notfound -f morepath
Benchmark : notfound
Frameworks: morepath
                ms     rps  tcalls  funcs
morepath     35253    2837     481    145

Nearly triple what I was getting before...

(howareyou)alexandra:howareyou xistence$ python -m cProfile -s tottime ~/.ve/howareyou/bin/howareyou -b notfound -f morepath -n 50000
Benchmark : notfound
Frameworks: morepath
                ms     rps  tcalls  funcs
morepath     24750    2020     481    145
         24122938 function calls (24119076 primitive calls) in 25.007 seconds

   Ordered by: internal time

   ncalls  tottime  percall  cumtime  percall filename:lineno(function)
   100000    1.201    0.000    7.131    0.000 response.py:176(__init__)
   700000    0.906    0.000    1.355    0.000 headers.py:15(__getitem__)
  2953708    0.904    0.000    0.904    0.000 {method 'lower' of 'str' objects}
   100105    0.878    0.000    3.407    0.000 {method 'sub' of '_sre.SRE_Pattern' objects}
   100000    0.831    0.000    0.971    0.000 response.py:363(_status__set)
   300000    0.726    0.000    1.190    0.000 headers.py:43(__setitem__)
   250000    0.709    0.000    0.920    0.000 acceptparse.py:35(parse)
   300000    0.622    0.000    2.529    0.000 string.py:162(convert)
   250000    0.609    0.000    1.729    0.000 acceptparse.py:252(parse)
   700000    0.562    0.000    1.917    0.000 _abcoll.py:379(get)
    50000    0.534    0.000   13.423    0.000 exc.py:330(generate_response)
   100000    0.448    0.000    3.116    0.000 response.py:796(_content_type__set)
   700943    0.442    0.000    0.442    0.000 {method 'split' of 'str' objects}
   250000    0.431    0.000    1.777    0.000 response.py:762(_content_type__get)
   250001    0.406    0.000    0.527    0.000 {method 'decode' of 'str' objects}
  1050000    0.402    0.000    0.701    0.000 response.py:432(_headers__get)
   200000    0.401    0.000    1.655    0.000 util.py:12(html_escape)
   250000    0.386    0.000    1.342    0.000 response.py:716(_charset__get)
   350087    0.381    0.000    0.381    0.000 {method 'search' of '_sre.SRE_Pattern' objects}
  1307485    0.370    0.000    0.371    0.000 {isinstance}
    50000    0.331    0.000    1.344    0.000 request.py:23(__init__)
    50000    0.330    0.000    0.961    0.000 response.py:852(_content_type_params__set)
    50000    0.305    0.000    0.521    0.000 acceptparse.py:126(best_match)
    50000    0.297    0.000    0.576    0.000 response.py:836(_content_type_params__get)
    50000    0.264    0.000    8.886    0.000 core.py:171(excview_tween)
  1300923    0.257    0.000    0.257    0.000 {method 'group' of '_sre.SRE_Match' objects}
   301474    0.252    0.000    0.318    0.000 {getattr}
    50000    0.251    0.000    1.980    0.000 acceptparse.py:30(__init__)
    50000    0.245    0.000    4.476    0.000 exc.py:265(__init__)
   200000    0.233    0.000    0.432    0.000 cgi.py:1039(escape)
   400461    0.232    0.000    0.232    0.000 {range}
   150000    0.218    0.000    0.218    0.000 __init__.py:57(get)

Here's the entries for _lazify and lazify:

    50000    0.044    0.000    0.061    0.000 exc.py:199(lazify)
        1    0.000    0.000    0.000    0.000 exc.py:188(_lazify)

I will drop that patch into WebOb and backport it to 1.6.x. I have no problems fixing performance issues as they come along.

digitalresistor commented 8 years ago 
(howareyou)alexandra:howareyou xistence$ howareyou -b notfound -f morepath -n 10000
Benchmark : notfound
Frameworks: morepath
                ms     rps  tcalls  funcs
morepath      3526    2836     481    145
(howareyou)alexandra:howareyou xistence$ howareyou -b notfound -f morepath -n 500000
Benchmark : notfound
Frameworks: morepath
                ms     rps  tcalls  funcs
morepath    174118    2872     481    145

With that patch iterations no longer matters either...

faassen commented 8 years ago

Cool, thanks, @bertjwregeer ! Definitely weird Python behavior that a nested class can have this cumulative effect...

I can't explain fully why you see a different amount of tcalls and funcs than I do, but I think earlier I was testing with an unreleased version of Morepath which affected things. When I test with the 0.15 version I get this:

                ms     rps  tcalls  funcs
morepath     37745    2649     460    141

Which is still less function calls. It's possible there are some differences depending on platform in the Python standard library; I'm testing on Linux.

digitalresistor commented 8 years ago

That patch I provided doesn't do what it was supposed to do... I definitely should not code tired.

Updated:

class _lazified(object):
    def __init__(self, func, value):
        self.func = func
        self.value = value

    def __str__(self):
        return self.func(self.value)

def lazify(func):
    def wrapper(value):
        return _lazified(func, value)
    return wrapper
(howareyou)alexandra:howareyou xistence$ howareyou -b notfound -f morepath
Benchmark : notfound
Frameworks: morepath
                ms     rps  tcalls  funcs
morepath     33640    2973     483    145
digitalresistor commented 8 years ago 
(howareyou)alexandra:howareyou xistence$ howareyou -b notfound -f morepath
Benchmark : notfound
Frameworks: morepath
                ms     rps  tcalls  funcs
morepath     33640    2973     483    145
(howareyou)alexandra:howareyou xistence$ howareyou -b notfound -f morepath -n 500000
Benchmark : notfound
Frameworks: morepath
                ms     rps  tcalls  funcs
morepath    174269    2869     483    145

Note that this is running on my desktop, so some variations with browsers/terminal windows is to be expected. It's close enough for government work ;-)

cProfile output ``` Benchmark : notfound Frameworks: morepath ms rps tcalls funcs morepath 25717 1944 483 145 24222938 function calls (24219076 primitive calls) in 25.973 seconds Ordered by: internal time ncalls tottime percall cumtime percall filename:lineno(function) 100000 1.240 0.000 7.330 0.000 response.py:176(__init__) 700000 0.930 0.000 1.360 0.000 headers.py:15(__getitem__) 100105 0.913 0.000 3.557 0.000 {method 'sub' of '_sre.SRE_Pattern' objects} 2953708 0.873 0.000 0.873 0.000 {method 'lower' of 'str' objects} 100000 0.871 0.000 1.014 0.000 response.py:363(_status__set) 300000 0.752 0.000 1.219 0.000 headers.py:43(__setitem__) 250000 0.722 0.000 0.933 0.000 acceptparse.py:35(parse) 300000 0.663 0.000 2.644 0.000 string.py:162(convert) 250000 0.617 0.000 1.750 0.000 acceptparse.py:252(parse) 700000 0.589 0.000 1.948 0.000 _abcoll.py:379(get) 50000 0.561 0.000 13.966 0.000 exc.py:329(generate_response) 100000 0.463 0.000 3.209 0.000 response.py:796(_content_type__set) 700943 0.450 0.000 0.450 0.000 {method 'split' of 'str' objects} 250000 0.445 0.000 1.823 0.000 response.py:762(_content_type__get) 250001 0.412 0.000 0.541 0.000 {method 'decode' of 'str' objects} 200000 0.411 0.000 1.726 0.000 util.py:12(html_escape) 1050000 0.409 0.000 0.715 0.000 response.py:432(_headers__get) 350087 0.395 0.000 0.395 0.000 {method 'search' of '_sre.SRE_Pattern' objects} 250000 0.392 0.000 1.366 0.000 response.py:716(_charset__get) 1307485 0.373 0.000 0.373 0.000 {isinstance} 50000 0.350 0.000 1.407 0.000 request.py:23(__init__) 50000 0.339 0.000 0.990 0.000 response.py:852(_content_type_params__set) 50000 0.314 0.000 0.534 0.000 acceptparse.py:126(best_match) 50000 0.309 0.000 0.592 0.000 response.py:836(_content_type_params__get) 50000 0.279 0.000 9.198 0.000 core.py:171(excview_tween) 50000 0.261 0.000 2.011 0.000 acceptparse.py:30(__init__) 301474 0.261 0.000 0.329 0.000 {getattr} 200000 0.254 0.000 0.468 0.000 cgi.py:1039(escape) 50000 0.253 0.000 4.582 0.000 exc.py:264(__init__) 1300923 0.252 0.000 0.252 0.000 {method 'group' of '_sre.SRE_Match' objects} 400461 0.246 0.000 0.246 0.000 {range} 50000 0.232 0.000 25.669 0.001 run.py:42() 150000 0.229 0.000 0.229 0.000 __init__.py:57(get) 200000 0.223 0.000 0.804 0.000 argextract.py:109(__call__) 50000 0.221 0.000 3.366 0.000 exc.py:286(_make_body) 50000 0.215 0.000 1.019 0.000 predicate.py:137(get_key) 800082 0.213 0.000 0.213 0.000 {method 'replace' of 'str' objects} 100000 0.203 0.000 0.269 0.000 response.py:393(_status_code__get) 100000 0.201 0.000 3.772 0.000 string.py:148(substitute) 50000 0.200 0.000 14.243 0.000 exc.py:354(__call__) 50000 0.198 0.000 4.391 0.000 exc.py:313(html_body) 50000 0.191 0.000 0.191 0.000 {_warnings.warn} 50005 0.184 0.000 0.333 0.000 predicate.py:146(key_by_predicate_name) 50000 0.173 0.000 0.574 0.000 response.py:731(_charset__set) 50000 0.173 0.000 9.523 0.000 core.py:210(poisoned_host_header_protection_tween) 50000 0.169 0.000 6.685 0.000 registry.py:376(call) 50000 0.165 0.000 0.255 0.000 headers.py:79(pop) 200000 0.163 0.000 0.536 0.000 compat.py:24(text_) 50000 0.157 0.000 0.285 0.000 traject.py:325(consume) 100010 0.154 0.000 0.155 0.000 {method 'encode' of 'unicode' objects} 50000 0.154 0.000 0.197 0.000 response.py:1215(_abs_headerlist) 100000 0.149 0.000 0.282 0.000 multidict.py:45(view_list) 50000 0.148 0.000 4.834 0.000 mapply.py:27(lookup_mapply) 977641/977052 0.144 0.000 0.144 0.000 {len} 901300 0.143 0.000 0.143 0.000 {method 'get' of 'dict' objects} 50000 0.142 0.000 0.217 0.000 descriptors.py:148(fdel) 250000 0.134 0.000 0.172 0.000 descriptors.py:47(fget) 50000 0.132 0.000 7.107 0.000 publish.py:121(resolve_response) 100000 0.130 0.000 0.252 0.000 dispatch.py:74(get_lookup) 100000 0.127 0.000 0.127 0.000 {method 'finditer' of '_sre.SRE_Pattern' objects} 200000 0.127 0.000 1.853 0.000 exc.py:193(__str__) 50493 0.124 0.000 0.124 0.000 {method 'match' of '_sre.SRE_Pattern' objects} 50000 0.123 0.000 0.261 0.000 argextract.py:60(__call__) 50000 0.122 0.000 1.446 0.000 registry.py:205(predicate_key) 50000 0.121 0.000 0.290 0.000 view.py:47(__call__) 50000 0.120 0.000 25.361 0.001 app.py:94(__call__) 50004 0.116 0.000 0.184 0.000 traject.py:368(parse_path) 668559 0.115 0.000 0.115 0.000 {method 'append' of 'list' objects} 100000 0.112 0.000 0.138 0.000 argextract.py:82(extract_arg) 50000 0.106 0.000 0.324 0.000 response.py:1202(__call__) 50000 0.102 0.000 0.293 0.000 util.py:48(warn_deprecation) 50000 0.102 0.000 0.577 0.000 publish.py:44(resolve_model) 150000 0.101 0.000 0.161 0.000 exc.py:197(wrapper) 50000 0.101 0.000 0.239 0.000 request.py:897(_is_body_readable__get) 100000 0.101 0.000 0.116 0.000 multidict.py:28(__init__) 200022 0.099 0.000 0.122 0.000 predicate.py:42(key_by_predicate_name) 50000 0.094 0.000 0.364 0.000 request.py:168(encget) 100000 0.094 0.000 0.305 0.000 descriptors.py:166(fget) 50000 0.092 0.000 0.092 0.000 {_codecs.utf_8_decode} 300000 0.092 0.000 0.092 0.000 {method 'count' of 'str' objects} 100000 0.092 0.000 0.266 0.000 registry.py:300(component) 50000 0.083 0.000 0.102 0.000 request.py:109(__init__) 50000 0.082 0.000 4.664 0.000 core.py:46(model_not_found) 50000 0.081 0.000 6.883 0.000 dispatch.py:54(__call__) 50003/50002 0.079 0.000 0.419 0.000 reify.py:41(__get__) 50037 0.077 0.000 0.077 0.000 {method 'copy' of 'dict' objects} 50000 0.072 0.000 0.257 0.000 request.py:179(encset) 100019 0.071 0.000 0.071 0.000 {method 'pop' of 'dict' objects} 50000 0.069 0.000 0.646 0.000 registry.py:440(component_key_dict) 50000 0.067 0.000 0.067 0.000 descriptors.py:268(parse_int) 50000 0.067 0.000 1.474 0.000 app.py:86(request) 50000 0.065 0.000 0.350 0.000 publish.py:84(consume) 50024 0.065 0.000 0.065 0.000 {sorted} 50000 0.064 0.000 0.100 0.000 descriptors.py:133(fget) 50009 0.060 0.000 0.452 0.000 registry.py:184(key_dict_to_predicate_key) 150000 0.060 0.000 0.060 0.000 exc.py:189(__init__) 106291 0.059 0.000 0.059 0.000 {method 'startswith' of 'str' objects} 50000 0.058 0.000 0.077 0.000 response.py:531(_has_body__get) 50000 0.058 0.000 0.837 0.000 dispatch.py:64(component_key_dict) 50000 0.057 0.000 0.090 0.000 implicit.py:15(set_implicit) 100000 0.057 0.000 0.113 0.000 response.py:1448(_content_type_has_charset) 50000 0.056 0.000 0.056 0.000 {method 'split' of 'unicode' objects} 50000 0.055 0.000 0.069 0.000 traject.py:228(get) 50000 0.055 0.000 0.092 0.000 publish.py:143(get_view_name) 50000 0.054 0.000 7.738 0.000 publish.py:28(publish) 50000 0.053 0.000 0.471 0.000 core.py:93(body_model_predicate) 100000 0.051 0.000 0.051 0.000 implicit.py:68(lookup) 50007 0.048 0.000 0.381 0.000 predicate.py:285(key_by_predicate_name) 1 0.048 0.048 25.717 25.717 timeit.py:96(inner) 200000 0.048 0.000 0.048 0.000 response.py:412(_headerlist__get) 50000 0.047 0.000 0.322 0.000 request.py:64(body_obj) 102416 0.046 0.000 0.046 0.000 {min} 50000 0.045 0.000 0.054 0.000 traject.py:359(create_path) 50000 0.044 0.000 0.302 0.000 descriptors.py:69(fset) 50000 0.044 0.000 0.408 0.000 descriptors.py:67(fget) 50260 0.043 0.000 0.125 0.000 compat.py:29(bytes_) 50000 0.041 0.000 0.068 0.000 acceptparse.py:278(_match) 50000 0.040 0.000 0.095 0.000 registry.py:319(fallback) 50000 0.040 0.000 0.077 0.000 core.py:74(request_method_predicate) 50000 0.037 0.000 0.276 0.000 request.py:694(_body__get) 150000 0.037 0.000 0.037 0.000 response.py:357(_status__get) 50000 0.036 0.000 0.128 0.000 utf_8.py:15(decode) 150307 0.035 0.000 0.035 0.000 {method 'items' of 'dict' objects} 50000 0.035 0.000 0.125 0.000 app.py:83(set_implicit) 50000 0.034 0.000 1.054 0.000 predicate.py:282(key) 50000 0.033 0.000 0.033 0.000 {method 'startswith' of 'unicode' objects} 50000 0.032 0.000 0.032 0.000 implicit.py:75(lookup) 50000 0.031 0.000 0.031 0.000 response.py:1428(_code_has_body) 50000 0.030 0.000 0.030 0.000 request.py:657(_host__get) 50000 0.029 0.000 0.029 0.000 {method 'lstrip' of 'unicode' objects} 50000 0.025 0.000 0.025 0.000 exc.py:196(lazify) 100295 0.024 0.000 0.024 0.000 {max} 50000 0.022 0.000 0.022 0.000 core.py:37(model_predicate) 50035 0.022 0.000 0.022 0.000 arginfo.py:5(arginfo) 50000 0.020 0.000 0.020 0.000 request.py:325(clear_after) 3044 0.020 0.000 0.020 0.000 {posix.lstat} 50262 0.020 0.000 0.020 0.000 {method 'pop' of 'list' objects} 50000 0.019 0.000 0.019 0.000 request.py:1663(_is_utf8) 100944 0.018 0.000 0.019 0.000 {method 'join' of 'str' objects} 50175 0.017 0.000 0.017 0.000 {setattr} 50000 0.013 0.000 0.013 0.000 descriptors.py:273(parse_int_safe) 566/106 0.013 0.000 0.036 0.000 sre_parse.py:395(_parse) 50000 0.011 0.000 0.011 0.000 core.py:55(name_predicate) 50000 0.010 0.000 0.010 0.000 run.py:17(start_response) 9450 0.010 0.000 0.011 0.000 sre_parse.py:193(__next) 1 0.008 0.008 0.115 0.115 __init__.py:15() 50000 0.008 0.000 0.008 0.000 core.py:219(standard_exception_view) 50006 0.007 0.000 0.007 0.000 {method 'reverse' of 'list' objects} 1073/94 0.007 0.000 0.017 0.000 sre_compile.py:64(_compile) 397/337 0.006 0.000 0.040 0.000 posixpath.py:380(_joinrealpath) 18 0.006 0.000 0.006 0.000 {method 'read' of 'file' objects} 99 0.005 0.000 0.005 0.000 {imp.find_module} 12 0.005 0.000 0.006 0.000 collections.py:293(namedtuple) 3222 0.004 0.000 0.007 0.000 posixpath.py:61(join) 397 0.004 0.000 0.004 0.000 {posix.stat} 3044 0.004 0.000 0.026 0.000 posixpath.py:132(islink) 1512/542 0.004 0.000 0.004 0.000 sre_parse.py:151(getwidth) 560 0.003 0.000 0.006 0.000 posixpath.py:329(normpath) 8334 0.003 0.000 0.013 0.000 sre_parse.py:212(get) 4565 0.003 0.000 0.005 0.000 sre_parse.py:141(__getitem__) 1 0.003 0.003 0.018 0.018 utils.py:5() 1 0.003 0.003 0.015 0.015 request.py:1() 2 0.003 0.001 0.007 0.003 compat.py:3() 393 0.003 0.000 0.004 0.000 sre_compile.py:256(_optimize_charset) 1 0.002 0.002 0.002 0.002 hashlib.py:56() 8 0.002 0.000 0.041 0.005 __init__.py:1() 24 0.002 0.000 0.002 0.000 {posix.listdir} 1 0.002 0.002 25.974 25.974 howareyou:3() 1 0.002 0.002 0.002 0.002 socket.py:45() 108 0.002 0.000 0.015 0.000 __init__.py:2098(find_on_path) 1 0.002 0.002 0.002 0.002 {method 'enable' of '_lsprof.Profiler' objects} 1 0.002 0.002 0.006 0.006 urllib.py:23() 1 0.002 0.002 0.002 0.002 exc.py:166() 396/96 0.002 0.000 0.037 0.000 sre_parse.py:317(_parse_sub) 1 0.002 0.002 0.002 0.002 __init__.py:24() 7730 0.002 0.000 0.002 0.000 {method 'endswith' of 'str' objects} 2 0.002 0.001 0.002 0.001 run.py:1() 1 0.002 0.002 0.006 0.006 zipfile.py:3() 254 0.001 0.000 0.006 0.000 inspect.py:440(getsourcefile) 3021 0.001 0.000 0.002 0.000 stat.py:55(S_ISLNK) 1 0.001 0.001 0.002 0.002 __init__.py:4() 220 0.001 0.000 0.063 0.000 re.py:230(_compile) 1 0.001 0.001 0.042 0.042 request.py:5() 1 0.001 0.001 0.002 0.002 collections.py:1() 2 0.001 0.001 0.140 0.070 app.py:1() 1 0.001 0.001 0.004 0.004 random.py:40() 3229 0.001 0.000 0.002 0.000 sre_parse.py:206(match) 1 0.001 0.001 0.115 0.115 __init__.py:13() 393 0.001 0.000 0.006 0.000 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faassen commented 8 years ago

Thanks @bertjwregeer!

faassen commented 8 years ago

So this issue should be fixed with the next release of webob, and also should be fixed if you use Python 3.