Results ¶
arc_distance (source code) ¶
| Rank | Function name | Cold time (s) | Warm time (s): best (stddev) | Speedup | |
|---|---|---|---|---|---|
| #1 | arc_distance_pythran_nested_for_loops | 0.084 | 0.079 (0.003) | 86.9 | |
| #2 | arc_distance_parakeet_for_loops | 0.378 | 0.082 (0.001) | 84.0 | |
| #3 | arc_distance_theano_broadcast | 0.090 | 0.086 (0.000) | 79.6 | |
| #4 | arc_distance_parakeet_comprehensions | 0.446 | 0.092 (0.002) | 74.9 | |
| #5 | arc_distance_numpy_broadcast | N/A | 0.093 (0.000) | 73.4 | |
| #6 | arc_distance_theano_alloc | 0.116 | 0.107 (0.001) | 64.1 | |
| #7 | arc_distance_numpy_tile | N/A | 0.174 (0.000) | 39.3 | |
| #8 | arc_distance_python_nested_for_loops | N/A | 6.857 (0.000) | 1.0 |
There were 1 import error(s) while running this benchmark.
growcut (source code) ¶
| Rank | Function name | Cold time (s) | Warm time (s): best (stddev) | Speedup | |
|---|---|---|---|---|---|
| #1 | growcut_parakeet | 0.421 | 0.005 (0.000) | 2147.5 | |
| #2 | growcut_cython | 0.009 | 0.006 (0.001) | 1615.0 | |
| #3 | growcut_pythran | 0.012 | 0.010 (0.002) | 1027.8 | |
| #4 | growcut_python | N/A | 10.016 (0.000) | 1.0 |
There were 1 import error(s) while running this benchmark.
julia (source code) ¶
| Rank | Function name | Cold time (s) | Warm time (s): best (stddev) | Speedup | |
|---|---|---|---|---|---|
| #1 | julia_pythran_for_loops | 0.003 | 0.002 (0.000) | 1865.0 | |
| #2 | julia_parakeet_for_loops | 0.433 | 0.003 (0.000) | 1341.1 | |
| #3 | julia_cython_for_loops | 0.004 | 0.004 (0.000) | 1194.4 | |
| #4 | julia_pyopencl | N/A | 0.010 (0.000) | 433.0 | |
| #5 | julia_python_numpy | N/A | 0.187 (0.000) | 24.1 | |
| #6 | julia_python_for_loops | N/A | 4.497 (0.000) | 1.0 |
There were 1 import error(s) while running this benchmark.
pairwise (source code) ¶
| Rank | Function name | Cold time (s) | Warm time (s): best (stddev) | Speedup | |
|---|---|---|---|---|---|
| #1 | pairwise_theano_blas_float32 | 0.001 | 0.001 (0.000) | 25834.8 | |
| #2 | pairwise_theano_blas_float64 | 0.001 | 0.001 (0.000) | 20523.4 | |
| #3 | pairwise_python_numpy_dot | N/A | 0.002 (0.000) | 9637.2 | |
| #4 | pairwise_pyopencl_cpu | N/A | 0.004 (0.000) | 5671.6 | |
| #5 | pairwise_cython_for_loops | 0.013 | 0.012 (0.000) | 1697.3 | |
| #6 | pairwise_parakeet_inner_numpy | 0.246 | 0.013 (0.002) | 1624.9 | |
| #7 | pairwise_parakeet_nested_for_loops | 0.183 | 0.013 (0.000) | 1610.8 | |
| #8 | pairwise_parakeet_comprehensions | 0.299 | 0.014 (0.001) | 1565.5 | |
| #9 | pairwise_pythran_nested_for_loops | 0.018 | 0.016 (0.002) | 1353.4 | |
| #10 | pairwise_theano_broadcast_float32 | 0.053 | 0.034 (0.002) | 631.5 | |
| #11 | pairwise_theano_broadcast_float64 | 0.045 | 0.042 (0.001) | 501.1 | |
| #12 | pairwise_python_broadcast_numpy | N/A | 0.159 (0.000) | 133.0 | |
| #13 | pairwise_python_inner_numpy | N/A | 1.843 (0.000) | 11.5 | |
| #14 | pairwise_python_nested_for_loops | N/A | 21.182 (0.000) | 1.0 |
There were 1 import error(s) while running this benchmark.
rosen_der (source code) ¶
| Rank | Function name | Cold time (s) | Warm time (s): best (stddev) | Speedup | |
|---|---|---|---|---|---|
| #1 | rosen_der_loops_parakeet | 0.261 | 0.004 (0.000) | 2459.3 | |
| #2 | rosen_der_pythran | 0.005 | 0.005 (0.001) | 1990.5 | |
| #3 | rosen_der_cython | 0.008 | 0.005 (0.000) | 1888.2 | |
| #4 | rosen_der_theano_float32 | 0.012 | 0.006 (0.001) | 1587.4 | |
| #5 | rosen_der_theano_float64 | 0.015 | 0.008 (0.001) | 1285.0 | |
| #6 | rosen_der_numpy_parakeet | 0.374 | 0.009 (0.000) | 1124.9 | |
| #7 | rosen_der_numpy | N/A | 0.045 (0.000) | 227.3 | |
| #8 | rosen_der_python | N/A | 10.181 (0.000) | 1.0 |
There were 1 import error(s) while running this benchmark.
Error Summary ¶
arc_distance ¶
Benchmark loading errors ¶
arc_distance_numba ¶
AttributeError: 'NoneType' object has no attribute 'core'
Traceback (most recent call last):
File "run_benchmarks.py", line 98, in find_benchmarks
module = __import__(abs_module_name, fromlist="dummy")
File "/Users/ogrisel/code/python-benchmarks/arc_distance/arc_distance_numba.py", line 5, in
from numba import autojit
File "/usr/local/lib/python2.7/site-packages/numba/__init__.py", line 18, in
from numba import utils, typesystem
File "/usr/local/lib/python2.7/site-packages/numba/utils.py", line 102, in
context = get_minivect_context()
File "/usr/local/lib/python2.7/site-packages/numba/utils.py", line 100, in get_minivect_context
return NumbaContext()
File "/usr/local/lib/python2.7/site-packages/numba/minivect/miniast.py", line 140, in __init__
self.llvm_module = llvm.core.Module.new('default_module')
AttributeError: 'NoneType' object has no attribute 'core'
growcut ¶
Benchmark loading errors ¶
growcut_numba ¶
AttributeError: 'NoneType' object has no attribute 'core'
Traceback (most recent call last):
File "run_benchmarks.py", line 98, in find_benchmarks
module = __import__(abs_module_name, fromlist="dummy")
File "/Users/ogrisel/code/python-benchmarks/growcut/growcut_numba.py", line 2, in
from numba import autojit
File "/usr/local/lib/python2.7/site-packages/numba/__init__.py", line 18, in
from numba import utils, typesystem
File "/usr/local/lib/python2.7/site-packages/numba/utils.py", line 102, in
context = get_minivect_context()
File "/usr/local/lib/python2.7/site-packages/numba/utils.py", line 100, in get_minivect_context
return NumbaContext()
File "/usr/local/lib/python2.7/site-packages/numba/minivect/miniast.py", line 140, in __init__
self.llvm_module = llvm.core.Module.new('default_module')
AttributeError: 'NoneType' object has no attribute 'core'
julia ¶
Benchmark loading errors ¶
julia_numba ¶
AttributeError: 'NoneType' object has no attribute 'core'
Traceback (most recent call last):
File "run_benchmarks.py", line 98, in find_benchmarks
module = __import__(abs_module_name, fromlist="dummy")
File "/Users/ogrisel/code/python-benchmarks/julia/julia_numba.py", line 2, in
from numba import autojit
File "/usr/local/lib/python2.7/site-packages/numba/__init__.py", line 18, in
from numba import utils, typesystem
File "/usr/local/lib/python2.7/site-packages/numba/utils.py", line 102, in
context = get_minivect_context()
File "/usr/local/lib/python2.7/site-packages/numba/utils.py", line 100, in get_minivect_context
return NumbaContext()
File "/usr/local/lib/python2.7/site-packages/numba/minivect/miniast.py", line 140, in __init__
self.llvm_module = llvm.core.Module.new('default_module')
AttributeError: 'NoneType' object has no attribute 'core'
pairwise ¶
Benchmark loading errors ¶
pairwise_numba ¶
AttributeError: 'NoneType' object has no attribute 'core'
Traceback (most recent call last):
File "run_benchmarks.py", line 98, in find_benchmarks
module = __import__(abs_module_name, fromlist="dummy")
File "/Users/ogrisel/code/python-benchmarks/pairwise/pairwise_numba.py", line 5, in
from numba import autojit
File "/usr/local/lib/python2.7/site-packages/numba/__init__.py", line 18, in
from numba import utils, typesystem
File "/usr/local/lib/python2.7/site-packages/numba/utils.py", line 102, in
context = get_minivect_context()
File "/usr/local/lib/python2.7/site-packages/numba/utils.py", line 100, in get_minivect_context
return NumbaContext()
File "/usr/local/lib/python2.7/site-packages/numba/minivect/miniast.py", line 140, in __init__
self.llvm_module = llvm.core.Module.new('default_module')
AttributeError: 'NoneType' object has no attribute 'core'
rosen_der ¶
Benchmark loading errors ¶
rosen_der_numba ¶
AttributeError: 'NoneType' object has no attribute 'core'
Traceback (most recent call last):
File "run_benchmarks.py", line 98, in find_benchmarks
module = __import__(abs_module_name, fromlist="dummy")
File "/Users/ogrisel/code/python-benchmarks/rosen_der/rosen_der_numba.py", line 5, in
from numba import autojit
File "/usr/local/lib/python2.7/site-packages/numba/__init__.py", line 18, in
from numba import utils, typesystem
File "/usr/local/lib/python2.7/site-packages/numba/utils.py", line 102, in
context = get_minivect_context()
File "/usr/local/lib/python2.7/site-packages/numba/utils.py", line 100, in get_minivect_context
return NumbaContext()
File "/usr/local/lib/python2.7/site-packages/numba/minivect/miniast.py", line 140, in __init__
self.llvm_module = llvm.core.Module.new('default_module')
AttributeError: 'NoneType' object has no attribute 'core'
Runtime Environment ¶
Hardware
- Platform: Darwin-13.0.0-x86_64-i386-64bit
- CPU type: i386
- CPU count: 4
Software
- Python version: 2.7.5