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https://github.com/hansalemaos/npzigloc
Zig for Numpy
https://github.com/hansalemaos/npzigloc
numpy python zig
Last synced: about 1 month ago
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Zig for Numpy
- Host: GitHub
- URL: https://github.com/hansalemaos/npzigloc
- Owner: hansalemaos
- License: mit
- Created: 2024-09-09T08:58:13.000Z (2 months ago)
- Default Branch: main
- Last Pushed: 2024-09-09T09:20:29.000Z (2 months ago)
- Last Synced: 2024-10-02T07:03:33.102Z (about 2 months ago)
- Topics: numpy, python, zig
- Language: Zig
- Homepage: https://pypi.org/project/npzigloc/
- Size: 34.2 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.MD
- License: LICENSE
Awesome Lists containing this project
README
# Some Zig functions for Numpy
### Tested against Windows 10 / Python 3.11 / Anaconda / C++ 20 - MSVC
### pip install npzigloc
### Cython and a C++ compiler must be installed!
```PY
from npzigloc import *
import numpy as np
import timeit
array_shape = (256, 256, 256)
flatindex = npzigwhere.flatten_np_index(
array_shape,
no_gil=True,
transpose=False,
npfunction=b"flatten_index",
flip_array=True,
)
print(flatindex)
# %timeit flatindex=npzigwhere.flatten_np_index(array_shape, no_gil=True,transpose=False, npfunction=b'flatten_index',flip_array=True )
flatindex = npzigwhere.flatten_np_index(
array_shape,
no_gil=True,
transpose=False,
npfunction=b"flatten_index",
flip_array=False,
)
# %timeit flatindex=npzigwhere.flatten_np_index(array_shape, no_gil=True,transpose=False, npfunction=b'flatten_index',flip_array=False, )
rng = np.random.default_rng()
c = (
np.random.randint(-127, 127, np.prod(s := (140, 140, 140)), dtype="q")
.reshape(s)
.astype("q")
)
dtypes = [
"i",
"l",
"L",
"I",
"b",
"B",
"h",
"H",
"q",
"Q",
"f",
"d",
]
img = None
timeitnumber = 25
results = []
for dtype in dtypes:
img = c.astype(dtype)
results.append(img.dtype)
results.append("-----------------ARGWHERE COMPARE <= --------")
eq = np_argwhere_values(
img, search_for=20, operation="<=", no_gil=False, flip_array=True
)
eq2 = np.argwhere(img <= 20)
result1 = timeit.timeit(
'np_argwhere_values(img, search_for=20, operation="<=", no_gil=False, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result2 = timeit.timeit(
'np_argwhere_values(img, search_for=20, operation="<=", no_gil=True, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result3 = timeit.timeit(
"np.argwhere(img<=20)",
number=timeitnumber,
globals=globals(),
)
match = np.all(eq == eq2)
results.append(
f"zig gil:{result1}\nzig nogil: {result2}\nnp: {result3}\nmatch:{match}\nshape:{np.asarray(eq).shape}\ndtype:{img.dtype}\n"
)
results.append("-----------------ARGWHERE COMPARE >= --------")
eq = np_argwhere_values(
img, search_for=100, operation=">=", no_gil=False, flip_array=True
)
eq2 = np.argwhere(img >= 100)
result1 = timeit.timeit(
'np_argwhere_values(img, search_for=100, operation=">=", no_gil=False, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result2 = timeit.timeit(
'np_argwhere_values(img, search_for=100, operation=">=", no_gil=True, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result3 = timeit.timeit(
"np.argwhere(img>=100)",
number=timeitnumber,
globals=globals(),
)
match = np.all(eq == eq2)
results.append(
f"zig gil:{result1}\nzig nogil: {result2}\nnp: {result3}\nmatch:{match}\nshape:{np.asarray(eq).shape}\ndtype:{img.dtype}\n"
)
results.append("-----------------ARGWHERE COMPARE < --------")
eq = np_argwhere_values(
img, search_for=20, operation="<", no_gil=False, flip_array=True
)
eq2 = np.argwhere(img < 20)
result1 = timeit.timeit(
'np_argwhere_values(img, search_for=20, operation="<", no_gil=False, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result2 = timeit.timeit(
'np_argwhere_values(img, search_for=20, operation="<", no_gil=True, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result3 = timeit.timeit(
"np.argwhere(img<20)",
number=timeitnumber,
globals=globals(),
)
match = np.all(eq == eq2)
results.append(
f"zig gil:{result1}\nzig nogil: {result2}\nnp: {result3}\nmatch:{match}\nshape:{np.asarray(eq).shape}\ndtype:{img.dtype}\n"
)
results.append("-----------------ARGWHERE COMPARE > --------")
eq = np_argwhere_values(
img, search_for=100, operation=">", no_gil=False, flip_array=True
)
eq2 = np.argwhere(img > 100)
result1 = timeit.timeit(
'np_argwhere_values(img, search_for=100, operation=">", no_gil=False, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result2 = timeit.timeit(
'np_argwhere_values(img, search_for=100, operation=">", no_gil=True, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result3 = timeit.timeit(
"np.argwhere(img>100)",
number=timeitnumber,
globals=globals(),
)
match = np.all(eq == eq2)
results.append(
f"zig gil:{result1}\nzig nogil: {result2}\nnp: {result3}\nmatch:{match}\nshape:{np.asarray(eq).shape}\ndtype:{img.dtype}\n"
)
results.append("-----------------ARGWHERE COMPARE == --------")
eq = np_argwhere_values(
img, search_for=100, operation="==", no_gil=False, flip_array=True
)
eq2 = np.argwhere(img == 100)
result1 = timeit.timeit(
'np_argwhere_values(img, search_for=100, operation="==", no_gil=False, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result2 = timeit.timeit(
'np_argwhere_values(img, search_for=100, operation="==", no_gil=True, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result3 = timeit.timeit(
"np.argwhere(img==100)",
number=timeitnumber,
globals=globals(),
)
match = np.all(eq == eq2)
results.append(
f"zig gil:{result1}\nzig nogil: {result2}\nnp: {result3}\nmatch:{match}\nshape:{np.asarray(eq).shape}\ndtype:{img.dtype}\n"
)
results.append("-----------------where where - BOOL == --------------------")
eq = np_where_bool(
(img[..., 0] == 100) & (img[..., 1] == 100) & (img[..., 2] == 100),
no_gil=False,
flip_array=True,
)
eq2 = np.where((img[..., 0] == 100) & (img[..., 1] == 100) & (img[..., 2] == 100))
result1 = timeit.timeit(
"np_where_bool(((img[..., 0] == 100) & (img[..., 1] == 100) & (img[..., 2] == 100)), no_gil=False,flip_array=True)",
number=timeitnumber,
globals=globals(),
)
result2 = timeit.timeit(
"np_where_bool(((img[..., 0] == 100) & (img[..., 1] == 100) & (img[..., 2] == 100)), no_gil=True,flip_array=True)",
number=timeitnumber,
globals=globals(),
)
result3 = timeit.timeit(
"np.where((img[..., 0] == 100) & (img[..., 1] == 100) & (img[..., 2] == 100))",
number=timeitnumber,
globals=globals(),
)
match = np.all(np.asarray(eq) == np.asarray(eq2))
results.append(
f"zig gil:{result1}\nzig nogil: {result2}\nnp: {result3}\nmatch:{match}\nshape:{np.asarray(eq).shape}\ndtype:{img.dtype}\n------------"
)
results.append("-----------------where ARGWHERE - BOOL >= --------")
eq = np_argwhere_bool(
(img[..., 0] >= 100) & (img[..., 1] >= 100) & (img[..., 2] >= 100),
no_gil=False,
flip_array=True,
)
eq2 = np.argwhere(
(img[..., 0] >= 100) & (img[..., 1] >= 100) & (img[..., 2] >= 100)
)
result1 = timeit.timeit(
"np_argwhere_bool(((img[..., 0] >= 100) & (img[..., 1] >= 100) & (img[..., 2] >= 100)), no_gil=False,flip_array=True)",
number=timeitnumber,
globals=globals(),
)
result2 = timeit.timeit(
"np_argwhere_bool(((img[..., 0] >= 100) & (img[..., 1] >= 100) & (img[..., 2] >= 100)), no_gil=True,flip_array=True)",
number=timeitnumber,
globals=globals(),
)
result3 = timeit.timeit(
"np.argwhere((img[..., 0] >= 100) & (img[..., 1] >= 100) & (img[..., 2] >= 100))",
number=timeitnumber,
globals=globals(),
)
match = np.all(np.asarray(eq) >= np.asarray(eq2))
results.append(
f"zig gil:{result1}\nzig nogil: {result2}\nnp: {result3}\nmatch:{match}\nshape:{np.asarray(eq).shape}\ndtype:{img.dtype}\n"
)
results.append("-----------------where ARGWHERE - BOOL == --------")
eq = np_argwhere_bool(
(img[..., 0] == 100) & (img[..., 1] == 100) & (img[..., 2] == 100),
no_gil=False,
flip_array=True,
)
eq2 = np.argwhere(
(img[..., 0] == 100) & (img[..., 1] == 100) & (img[..., 2] == 100)
)
result1 = timeit.timeit(
"np_argwhere_bool(((img[..., 0] == 100) & (img[..., 1] == 100) & (img[..., 2] == 100)), no_gil=False,flip_array=True)",
number=timeitnumber,
globals=globals(),
)
result2 = timeit.timeit(
"np_argwhere_bool(((img[..., 0] == 100) & (img[..., 1] == 100) & (img[..., 2] == 100)), no_gil=True,flip_array=True)",
number=timeitnumber,
globals=globals(),
)
result3 = timeit.timeit(
"np.argwhere((img[..., 0] == 100) & (img[..., 1] == 100) & (img[..., 2] == 100))",
number=timeitnumber,
globals=globals(),
)
match = np.all(np.asarray(eq) == np.asarray(eq2))
results.append(
f"zig gil:{result1}\nzig nogil: {result2}\nnp: {result3}\nmatch:{match}\nshape:{np.asarray(eq).shape}\ndtype:{img.dtype}\n"
)
results.append("-----------------where COMPARE <= --------")
eq = np_where_values(
img, search_for=20, operation="<=", no_gil=False, flip_array=True
)
eq2 = np.where(img <= 20)
result1 = timeit.timeit(
'np_where_values(img, search_for=20, operation="<=", no_gil=False, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result2 = timeit.timeit(
'np_where_values(img, search_for=20, operation="<=", no_gil=True, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result3 = timeit.timeit(
"np.where(img<=20)",
number=timeitnumber,
globals=globals(),
)
match = np.all(np.asarray(eq) == np.asarray(eq2))
results.append(
f"zig gil:{result1}\nzig nogil: {result2}\nnp: {result3}\nmatch:{match}\nshape:{np.asarray(eq).shape}\ndtype:{img.dtype}\n"
)
results.append("-----------------where COMPARE >= --------")
eq = np_where_values(
img, search_for=100, operation=">=", no_gil=False, flip_array=True
)
eq2 = np.where(img >= 100)
result1 = timeit.timeit(
'np_where_values(img, search_for=100, operation=">=", no_gil=False, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result2 = timeit.timeit(
'np_where_values(img, search_for=100, operation=">=", no_gil=True, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result3 = timeit.timeit(
"np.where(img>=100)",
number=timeitnumber,
globals=globals(),
)
match = np.all(np.asarray(eq) == np.asarray(eq2))
results.append(
f"zig gil:{result1}\nzig nogil: {result2}\nnp: {result3}\nmatch:{match}\nshape:{np.asarray(eq).shape}\ndtype:{img.dtype}\n"
)
results.append("-----------------where COMPARE < --------")
eq = np_where_values(
img, search_for=20, operation="<", no_gil=False, flip_array=True
)
eq2 = np.where(img < 20)
result1 = timeit.timeit(
'np_where_values(img, search_for=20, operation="<", no_gil=False, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result2 = timeit.timeit(
'np_where_values(img, search_for=20, operation="<", no_gil=True, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result3 = timeit.timeit(
"np.where(img<20)",
number=timeitnumber,
globals=globals(),
)
match = np.all(np.asarray(eq) == np.asarray(eq2))
results.append(
f"zig gil:{result1}\nzig nogil: {result2}\nnp: {result3}\nmatch:{match}\nshape:{np.asarray(eq).shape}\ndtype:{img.dtype}\n"
)
results.append("-----------------where COMPARE > --------")
eq = np_where_values(
img, search_for=100, operation=">", no_gil=False, flip_array=True
)
eq2 = np.where(img > 100)
result1 = timeit.timeit(
'np_where_values(img, search_for=100, operation=">", no_gil=False, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result2 = timeit.timeit(
'np_where_values(img, search_for=100, operation=">", no_gil=True, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result3 = timeit.timeit(
"np.where(img>100)",
number=timeitnumber,
globals=globals(),
)
match = np.all(np.asarray(eq) == np.asarray(eq2))
results.append(
f"zig gil:{result1}\nzig nogil: {result2}\nnp: {result3}\nmatch:{match}\nshape:{np.asarray(eq).shape}\ndtype:{img.dtype}\n"
)
results.append("-----------------where COMPARE == --------")
eq = np_where_values(
img, search_for=100, operation="==", no_gil=False, flip_array=True
)
eq2 = np.where(img == 100)
result1 = timeit.timeit(
'np_where_values(img, search_for=100, operation="==", no_gil=False, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result2 = timeit.timeit(
'np_where_values(img, search_for=100, operation="==", no_gil=True, flip_array=True)',
number=timeitnumber,
globals=globals(),
)
result3 = timeit.timeit(
"np.where(img==100)",
number=timeitnumber,
globals=globals(),
)
match = np.all(np.asarray(eq) == np.asarray(eq2))
results.append(
f"zig gil:{result1}\nzig nogil: {result2}\nnp: {result3}\nmatch:{match}\nshape:{np.asarray(eq).shape}\ndtype:{img.dtype}\n"
)
results.append("-----------------BOOL COMPARE--------")
eq = npwhere_bool_compare(img, search_for=100, operation="==", no_gil=False)
eq2 = img == 100
result1 = timeit.timeit(
'npwhere_bool_compare(img, search_for=100, operation="==", no_gil=False,)',
number=timeitnumber,
globals=globals(),
)
result2 = timeit.timeit(
'npwhere_bool_compare(img, search_for=100, operation="==", no_gil=True,)',
number=timeitnumber,
globals=globals(),
)
result3 = timeit.timeit(
"img==100",
number=timeitnumber,
globals=globals(),
)
match = np.all(eq == eq2)
results.append(
f"zig gil:{result1}\nzig nogil: {result2}\nnp: {result3}\nmatch:{match}\nshape:{np.asarray(eq).shape}\ndtype:{img.dtype}\n"
)
with open("c:\\testzig.txt", mode="w", encoding="utf-8") as f:
f.write("\n".join([str(q) for q in results]))
int32
-----------------ARGWHERE COMPARE <= --------
zig gil:1.0453643000000739
zig nogil: 1.0393527000051108
np: 1.0445317999983672
match:True
shape:(1598124, 3)
dtype:int32
-----------------ARGWHERE COMPARE >= --------
zig gil:0.24228240000229562
zig nogil: 0.2643610000013723
np: 0.40769609999551903
match:True
shape:(292205, 3)
dtype:int32
-----------------ARGWHERE COMPARE < --------
zig gil:1.1265876999968896
zig nogil: 1.0275963000021875
np: 1.047081500000786
match:True
shape:(1587310, 3)
dtype:int32
-----------------ARGWHERE COMPARE > --------
zig gil:0.23478349999641068
zig nogil: 0.2322511000020313
np: 0.36827120000089053
match:True
shape:(281390, 3)
dtype:int32
-----------------ARGWHERE COMPARE == --------
zig gil:0.03906589999678545
zig nogil: 0.04275030000280822
np: 0.2073759999984759
match:True
shape:(10815, 3)
dtype:int32
-----------------where where - BOOL == --------------------
zig gil:0.005037599999923259
zig nogil: 0.004561000001558568
np: 0.005418699998699594
match:True
shape:(2, 0)
dtype:int32
------------
-----------------where ARGWHERE - BOOL >= --------
zig gil:0.004978300006769132
zig nogil: 0.004731600005470682
np: 0.006458099996962119
match:True
shape:(27, 2)
dtype:int32
-----------------where ARGWHERE - BOOL == --------
zig gil:0.004904999994323589
zig nogil: 0.004452599998330697
np: 0.005015900002035778
match:True
shape:(0, 2)
dtype:int32
-----------------where COMPARE <= --------
zig gil:1.0521731999979238
zig nogil: 1.0631141000048956
np: 0.6707173000031617
match:True
shape:(3, 1598124)
dtype:int32
-----------------where COMPARE >= --------
zig gil:0.2441543000022648
zig nogil: 0.24308600000222214
np: 0.3046978999991552
match:True
shape:(3, 292205)
dtype:int32
-----------------where COMPARE < --------
zig gil:1.0931373999992502
zig nogil: 1.1720722000027308
np: 0.7051255000042147
match:True
shape:(3, 1587310)
dtype:int32
-----------------where COMPARE > --------
zig gil:0.3539267999949516
zig nogil: 0.27942780000012135
np: 0.30127879999781726
match:True
shape:(3, 281390)
dtype:int32
-----------------where COMPARE == --------
zig gil:0.040829200006555766
zig nogil: 0.03826119999575894
np: 0.20059480000054464
match:True
shape:(3, 10815)
dtype:int32
-----------------BOOL COMPARE--------
zig gil:0.05405780000000959
zig nogil: 0.050152099996921606
np: 0.037745000001450535
match:True
shape:(140, 140, 140)
dtype:int32
int32
-----------------ARGWHERE COMPARE <= --------
zig gil:1.0762249000035808
zig nogil: 1.0890843000015593
np: 1.077813600000809
match:True
shape:(1598124, 3)
dtype:int32
-----------------ARGWHERE COMPARE >= --------
zig gil:0.2510666999951354
zig nogil: 0.2522596999988309
np: 0.4065296000044327
match:True
shape:(292205, 3)
dtype:int32
-----------------ARGWHERE COMPARE < --------
zig gil:1.1278104999946663
zig nogil: 1.2096862999969744
np: 1.1818012000003364
match:True
shape:(1587310, 3)
dtype:int32
-----------------ARGWHERE COMPARE > --------
zig gil:0.24403650000022026
zig nogil: 0.24818120000418276
np: 0.3742421999995713
match:True
shape:(281390, 3)
dtype:int32
-----------------ARGWHERE COMPARE == --------
zig gil:0.03759559999889461
zig nogil: 0.03813069999887375
np: 0.20157189999736147
match:True
shape:(10815, 3)
dtype:int32
-----------------where where - BOOL == --------------------
zig gil:0.005644299999403302
zig nogil: 0.004658300000301097
np: 0.0042245000004186295
match:True
shape:(2, 0)
dtype:int32
------------
-----------------where ARGWHERE - BOOL >= --------
zig gil:0.006674700001894962
zig nogil: 0.004357899997557979
np: 0.0042458999960217625
match:True
shape:(27, 2)
dtype:int32
-----------------where ARGWHERE - BOOL == --------
zig gil:0.004734499998448882
zig nogil: 0.004520599999523256
np: 0.004316799997468479
match:True
shape:(0, 2)
dtype:int32
-----------------where COMPARE <= --------
zig gil:1.108021899999585
zig nogil: 1.1879577999934554
np: 0.705058800005645
match:True
shape:(3, 1598124)
dtype:int32
-----------------where COMPARE >= --------
zig gil:0.26749820000259206
zig nogil: 0.2739512999978615
np: 0.324334999997518
match:True
shape:(3, 292205)
dtype:int32
-----------------where COMPARE < --------
zig gil:1.2806244999956107
zig nogil: 1.1645591000051354
np: 0.7103519000011147
match:True
shape:(3, 1587310)
dtype:int32
-----------------where COMPARE > --------
zig gil:0.24668299999757437
zig nogil: 0.24255669999547536
np: 0.30934260000503855
match:True
shape:(3, 281390)
dtype:int32
-----------------where COMPARE == --------
zig gil:0.040019699998083524
zig nogil: 0.04294820000359323
np: 0.19780349999928148
match:True
shape:(3, 10815)
dtype:int32
-----------------BOOL COMPARE--------
zig gil:0.04581770000368124
zig nogil: 0.05184490000101505
np: 0.031176899996353313
match:True
shape:(140, 140, 140)
dtype:int32
uint32
-----------------ARGWHERE COMPARE <= --------
zig gil:0.1964540000044508
zig nogil: 0.1941627000051085
np: 0.3488498000006075
match:True
shape:(226903, 3)
dtype:uint32
-----------------ARGWHERE COMPARE >= --------
zig gil:1.1061921000000439
zig nogil: 1.1069925999981933
np: 1.093210300001374
match:True
shape:(1663426, 3)
dtype:uint32
-----------------ARGWHERE COMPARE < --------
zig gil:0.18653590000030817
zig nogil: 0.1908155999990413
np: 0.32847530000435654
match:True
shape:(216089, 3)
dtype:uint32
-----------------ARGWHERE COMPARE > --------
zig gil:1.1222268999990774
zig nogil: 1.1503158999985317
np: 1.1948583999983384
match:True
shape:(1652611, 3)
dtype:uint32
-----------------ARGWHERE COMPARE == --------
zig gil:0.053662899998016655
zig nogil: 0.040343500004382804
np: 0.19921169999724953
match:True
shape:(10815, 3)
dtype:uint32
-----------------where where - BOOL == --------------------
zig gil:0.004857699997955933
zig nogil: 0.0046355000013136305
np: 0.0061847999968449585
match:True
shape:(2, 0)
dtype:uint32
------------
-----------------where ARGWHERE - BOOL >= --------
zig gil:0.007213299999420997
zig nogil: 0.009092500004044268
np: 0.005732899997383356
match:True
shape:(4322, 2)
dtype:uint32
-----------------where ARGWHERE - BOOL == --------
zig gil:0.004360200000519399
zig nogil: 0.005485599998792168
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-----------------where COMPARE <= --------
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-----------------where COMPARE >= --------
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-----------------where COMPARE < --------
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-----------------where COMPARE > --------
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-----------------where COMPARE == --------
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-----------------BOOL COMPARE--------
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-----------------ARGWHERE COMPARE >= --------
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-----------------ARGWHERE COMPARE < --------
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-----------------ARGWHERE COMPARE > --------
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-----------------ARGWHERE COMPARE == --------
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-----------------where where - BOOL == --------------------
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------------
-----------------where ARGWHERE - BOOL >= --------
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-----------------where ARGWHERE - BOOL == --------
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-----------------where COMPARE <= --------
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-----------------where COMPARE >= --------
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-----------------where COMPARE < --------
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-----------------where COMPARE > --------
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-----------------where COMPARE == --------
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-----------------BOOL COMPARE--------
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-----------------ARGWHERE COMPARE >= --------
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-----------------ARGWHERE COMPARE > --------
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-----------------ARGWHERE COMPARE == --------
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-----------------where where - BOOL == --------------------
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------------
-----------------where ARGWHERE - BOOL >= --------
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-----------------where ARGWHERE - BOOL == --------
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-----------------where COMPARE <= --------
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-----------------where COMPARE >= --------
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-----------------where COMPARE < --------
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-----------------where COMPARE > --------
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-----------------where COMPARE == --------
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-----------------BOOL COMPARE--------
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-----------------ARGWHERE COMPARE >= --------
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-----------------ARGWHERE COMPARE < --------
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-----------------ARGWHERE COMPARE > --------
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-----------------ARGWHERE COMPARE == --------
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-----------------where where - BOOL == --------------------
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------------
-----------------where ARGWHERE - BOOL >= --------
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-----------------where ARGWHERE - BOOL == --------
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-----------------where COMPARE <= --------
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-----------------where COMPARE >= --------
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-----------------where COMPARE < --------
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-----------------where COMPARE > --------
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-----------------where COMPARE == --------
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-----------------BOOL COMPARE--------
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-----------------ARGWHERE COMPARE <= --------
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-----------------ARGWHERE COMPARE >= --------
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-----------------ARGWHERE COMPARE < --------
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-----------------ARGWHERE COMPARE > --------
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-----------------ARGWHERE COMPARE == --------
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-----------------where where - BOOL == --------------------
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------------
-----------------where ARGWHERE - BOOL >= --------
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-----------------where ARGWHERE - BOOL == --------
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-----------------where COMPARE <= --------
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-----------------where COMPARE >= --------
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-----------------where COMPARE < --------
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-----------------where COMPARE > --------
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-----------------where COMPARE == --------
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-----------------BOOL COMPARE--------
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-----------------ARGWHERE COMPARE >= --------
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-----------------ARGWHERE COMPARE > --------
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-----------------ARGWHERE COMPARE == --------
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-----------------where where - BOOL == --------------------
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------------
-----------------where ARGWHERE - BOOL >= --------
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-----------------where ARGWHERE - BOOL == --------
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-----------------where COMPARE >= --------
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-----------------where COMPARE < --------
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-----------------where COMPARE > --------
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-----------------where COMPARE == --------
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-----------------BOOL COMPARE--------
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-----------------ARGWHERE COMPARE >= --------
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-----------------ARGWHERE COMPARE < --------
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-----------------ARGWHERE COMPARE > --------
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-----------------ARGWHERE COMPARE == --------
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-----------------where where - BOOL == --------------------
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------------
-----------------where ARGWHERE - BOOL >= --------
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-----------------where ARGWHERE - BOOL == --------
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-----------------where COMPARE <= --------
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-----------------where COMPARE >= --------
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-----------------where COMPARE < --------
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-----------------where COMPARE > --------
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-----------------where COMPARE == --------
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-----------------BOOL COMPARE--------
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-----------------ARGWHERE COMPARE >= --------
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-----------------ARGWHERE COMPARE < --------
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-----------------ARGWHERE COMPARE > --------
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-----------------ARGWHERE COMPARE == --------
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-----------------where where - BOOL == --------------------
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------------
-----------------where ARGWHERE - BOOL >= --------
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-----------------where ARGWHERE - BOOL == --------
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-----------------where COMPARE <= --------
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-----------------where COMPARE >= --------
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-----------------where COMPARE < --------
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-----------------where COMPARE > --------
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dtype:uint64
-----------------where COMPARE == --------
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-----------------BOOL COMPARE--------
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-----------------ARGWHERE COMPARE <= --------
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-----------------ARGWHERE COMPARE >= --------
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-----------------ARGWHERE COMPARE < --------
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-----------------ARGWHERE COMPARE > --------
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-----------------ARGWHERE COMPARE == --------
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-----------------where where - BOOL == --------------------
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------------
-----------------where ARGWHERE - BOOL >= --------
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-----------------where ARGWHERE - BOOL == --------
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-----------------where COMPARE <= --------
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shape:(3, 1598124)
dtype:float32
-----------------where COMPARE >= --------
zig gil:0.24625799999921583
zig nogil: 0.24437179999949876
np: 0.30550200000288896
match:True
shape:(3, 292205)
dtype:float32
-----------------where COMPARE < --------
zig gil:1.0567613000021083
zig nogil: 1.0672071000008145
np: 0.6560558000055607
match:True
shape:(3, 1587310)
dtype:float32
-----------------where COMPARE > --------
zig gil:0.23791450000135228
zig nogil: 0.23916550000285497
np: 0.29138899999816203
match:True
shape:(3, 281390)
dtype:float32
-----------------where COMPARE == --------
zig gil:0.0328423999962979
zig nogil: 0.032826999995450024
np: 0.19034929999907035
match:True
shape:(3, 10815)
dtype:float32
-----------------BOOL COMPARE--------
zig gil:0.04899730000033742
zig nogil: 0.0499880999996094
np: 0.027367599999706727
match:True
shape:(140, 140, 140)
dtype:float32
float64
-----------------ARGWHERE COMPARE <= --------
zig gil:1.0527567000026465
zig nogil: 1.0702018000010867
np: 1.0655105000041658
match:True
shape:(1598124, 3)
dtype:float64
-----------------ARGWHERE COMPARE >= --------
zig gil:0.24714550000499003
zig nogil: 0.2622479999990901
np: 0.3725200999979279
match:True
shape:(292205, 3)
dtype:float64
-----------------ARGWHERE COMPARE < --------
zig gil:1.0441196999963722
zig nogil: 1.0507036000053631
np: 1.0560502000007546
match:True
shape:(1587310, 3)
dtype:float64
-----------------ARGWHERE COMPARE > --------
zig gil:0.24077240000042366
zig nogil: 0.26215989999764133
np: 0.3696628000034252
match:True
shape:(281390, 3)
dtype:float64
-----------------ARGWHERE COMPARE == --------
zig gil:0.04775909999443684
zig nogil: 0.04949290000513429
np: 0.20534539999789558
match:True
shape:(10815, 3)
dtype:float64
-----------------where where - BOOL == --------------------
zig gil:0.005014900001697242
zig nogil: 0.004667700006393716
np: 0.00470849999692291
match:True
shape:(2, 0)
dtype:float64
------------
-----------------where ARGWHERE - BOOL >= --------
zig gil:0.0049082000041380525
zig nogil: 0.00476860000344459
np: 0.0046531999978469685
match:True
shape:(27, 2)
dtype:float64
-----------------where ARGWHERE - BOOL == --------
zig gil:0.005391400001826696
zig nogil: 0.005714799997804221
np: 0.005357599999115337
match:True
shape:(0, 2)
dtype:float64
-----------------where COMPARE <= --------
zig gil:1.1030351000008523
zig nogil: 1.0995989000002737
np: 0.6731149999977788
match:True
shape:(3, 1598124)
dtype:float64
-----------------where COMPARE >= --------
zig gil:0.27416749999974854
zig nogil: 0.2519438999952399
np: 0.3041400000001886
match:True
shape:(3, 292205)
dtype:float64
-----------------where COMPARE < --------
zig gil:1.0691622000013012
zig nogil: 1.10280739999871
np: 0.7120320000030915
match:True
shape:(3, 1587310)
dtype:float64
-----------------where COMPARE > --------
zig gil:0.24791349999577506
zig nogil: 0.2429545999984839
np: 0.3003030000036233
match:True
shape:(3, 281390)
dtype:float64
-----------------where COMPARE == --------
zig gil:0.05101190000277711
zig nogil: 0.05927199999860022
np: 0.21094230000016978
match:True
shape:(3, 10815)
dtype:float64
-----------------BOOL COMPARE--------
zig gil:0.059391800001321826
zig nogil: 0.06431609999708598
np: 0.042864600000029895
match:True
shape:(140, 140, 140)
dtype:float64
```