NumPy & SciPy API Compatibility Matrices#
This API coverage matrix tracks Heat’s compatibility with standard NumPy and SciPy libraries. It maps standard functions to their respective Heat implementations, highlighting operations engineered with native support for multi-GPU hardware acceleration and memory-distributed computing across cluster environments.
This file is automatically generated by ./scripts/numpy_coverage_tables.py.
Please do not edit this file directly, but instead edit ./scripts/numpy_coverage_tables.py and run it to regenerate these tables.
Table of Contents#
NumPy Core Operations#
NumPy Core Operations |
Heat Support Status |
Issues |
|---|---|---|
abs |
✅ |
|
absolute |
✅ |
|
acos |
✅ |
|
acosh |
✅ |
|
add |
✅ |
|
all |
✅ |
|
allclose |
✅ |
|
amax |
❌ |
|
amin |
❌ |
|
angle |
✅ |
|
any |
✅ |
|
append |
❌ |
|
apply_along_axis |
❌ |
|
apply_over_axes |
❌ |
|
arange |
✅ |
|
arccos |
✅ |
|
arccosh |
✅ |
|
arcsin |
✅ |
|
arcsinh |
✅ |
|
arctan |
✅ |
|
arctan2 |
✅ |
|
arctanh |
✅ |
|
argmax |
✅ |
|
argmin |
✅ |
|
argpartition |
❌ |
|
argsort |
❌ |
|
argwhere |
❌ |
|
around |
❌ |
|
array |
✅ |
|
array2string |
❌ |
|
array_equal |
❌ |
|
array_equiv |
❌ |
|
array_repr |
❌ |
|
array_split |
❌ |
|
array_str |
❌ |
|
asanyarray |
❌ |
|
asarray |
✅ |
|
asarray_chkfinite |
❌ |
|
ascontiguousarray |
❌ |
|
asfortranarray |
❌ |
|
asin |
✅ |
|
asinh |
✅ |
|
asmatrix |
❌ |
|
astype |
❌ |
|
atan |
✅ |
|
atan2 |
✅ |
|
atanh |
✅ |
|
atleast_1d |
❌ |
|
atleast_2d |
❌ |
|
atleast_3d |
❌ |
|
average |
✅ |
|
bartlett |
❌ |
|
base_repr |
❌ |
|
binary_repr |
❌ |
|
bincount |
✅ |
|
bitwise_and |
✅ |
|
bitwise_count |
❌ |
|
bitwise_invert |
❌ |
|
bitwise_left_shift |
❌ |
|
bitwise_not |
✅ |
|
bitwise_or |
✅ |
|
bitwise_right_shift |
❌ |
|
bitwise_xor |
✅ |
|
blackman |
❌ |
|
block |
❌ |
|
bmat |
❌ |
|
bool |
✅ |
|
bool_ |
✅ |
|
broadcast |
❌ |
|
broadcast_arrays |
✅ |
|
broadcast_shapes |
✅ |
|
broadcast_to |
✅ |
|
busday_count |
❌ |
|
busday_offset |
❌ |
|
busdaycalendar |
❌ |
|
byte |
✅ |
|
bytes_ |
❌ |
|
can_cast |
✅ |
|
cbrt |
❌ |
|
cdouble |
✅ |
|
ceil |
✅ |
|
character |
❌ |
|
choose |
❌ |
|
clip |
✅ |
|
clongdouble |
❌ |
|
column_stack |
✅ |
|
common_type |
❌ |
|
complex128 |
✅ |
|
complex64 |
✅ |
|
complexfloating |
❌ |
|
compress |
❌ |
|
concat |
❌ |
|
concatenate |
✅ |
|
conj |
✅ |
|
conjugate |
✅ |
|
convolve |
✅ |
|
copy |
✅ |
|
copysign |
✅ |
|
copyto |
❌ |
|
corrcoef |
❌ |
|
correlate |
❌ |
|
cos |
✅ |
|
cosh |
✅ |
|
count_nonzero |
❌ |
|
cov |
✅ |
|
cross |
✅ |
|
csingle |
✅ |
|
cumprod |
✅ |
|
cumsum |
✅ |
|
cumulative_prod |
❌ |
|
cumulative_sum |
❌ |
|
datetime64 |
❌ |
|
datetime_as_string |
❌ |
|
datetime_data |
❌ |
|
deg2rad |
✅ |
|
degrees |
✅ |
|
delete |
❌ |
|
diag |
✅ |
|
diag_indices |
❌ |
|
diag_indices_from |
❌ |
|
diagflat |
❌ |
|
diagonal |
✅ |
|
diff |
✅ |
|
digitize |
✅ |
|
divide |
✅ |
|
divmod |
✅ |
|
dot |
✅ |
|
double |
✅ |
|
dsplit |
✅ |
|
dstack |
❌ |
|
dtype |
❌ |
|
ediff1d |
❌ |
|
einsum |
❌ |
|
einsum_path |
❌ |
|
empty |
✅ |
|
empty_like |
✅ |
|
equal |
✅ |
|
errstate |
❌ |
|
exp |
✅ |
|
exp2 |
✅ |
|
expand_dims |
✅ |
|
expm1 |
✅ |
|
extract |
❌ |
|
eye |
✅ |
|
fabs |
✅ |
|
fill_diagonal |
❌ |
|
finfo |
✅ |
|
fix |
❌ |
|
flatiter |
❌ |
|
flatnonzero |
❌ |
|
flexible |
✅ |
|
flip |
✅ |
|
fliplr |
✅ |
|
flipud |
✅ |
|
float16 |
✅ |
|
float32 |
✅ |
|
float64 |
✅ |
|
float_power |
❌ |
|
floating |
✅ |
|
floor |
✅ |
|
floor_divide |
✅ |
|
fmax |
❌ |
|
fmin |
❌ |
|
fmod |
✅ |
|
format_float_positional |
❌ |
|
format_float_scientific |
❌ |
|
frexp |
❌ |
|
from_dlpack |
❌ |
|
frombuffer |
❌ |
|
fromfile |
❌ |
|
fromfunction |
❌ |
|
fromiter |
❌ |
|
frompyfunc |
❌ |
|
fromregex |
❌ |
|
fromstring |
❌ |
|
full |
✅ |
|
full_like |
✅ |
|
gcd |
✅ |
|
generic |
❌ |
|
genfromtxt |
❌ |
|
geomspace |
❌ |
|
get_include |
❌ |
|
get_printoptions |
✅ |
|
getbufsize |
❌ |
|
geterr |
❌ |
|
geterrcall |
❌ |
|
gradient |
❌ |
|
greater |
✅ |
|
greater_equal |
✅ |
|
half |
✅ |
|
hamming |
❌ |
|
hanning |
❌ |
|
heaviside |
❌ |
|
histogram |
✅ |
|
histogram2d |
❌ |
|
histogram_bin_edges |
❌ |
|
histogramdd |
❌ |
|
hsplit |
✅ |
|
hstack |
✅ |
|
hypot |
✅ |
|
i0 |
❌ |
|
identity |
❌ |
|
iinfo |
✅ |
|
imag |
✅ |
|
indices |
❌ |
|
inexact |
❌ |
|
info |
❌ |
|
inner |
❌ |
|
insert |
❌ |
|
int16 |
✅ |
|
int32 |
✅ |
|
int64 |
✅ |
|
int8 |
✅ |
|
int_ |
❌ |
|
intc |
❌ |
|
integer |
✅ |
|
interp |
❌ |
|
intersect1d |
❌ |
|
intp |
❌ |
|
invert |
✅ |
|
is_busday |
❌ |
|
isclose |
✅ |
|
iscomplex |
✅ |
|
iscomplexobj |
❌ |
|
isdtype |
❌ |
|
isfinite |
✅ |
|
isfortran |
❌ |
|
isin |
❌ |
|
isinf |
✅ |
|
isnan |
✅ |
|
isnat |
❌ |
|
isneginf |
✅ |
|
isposinf |
✅ |
|
isreal |
✅ |
|
isrealobj |
❌ |
|
isscalar |
❌ |
|
issubdtype |
✅ |
|
iterable |
❌ |
|
ix_ |
❌ |
|
kaiser |
❌ |
|
kron |
❌ |
|
lcm |
✅ |
|
ldexp |
❌ |
|
left_shift |
✅ |
|
less |
✅ |
|
less_equal |
✅ |
|
lexsort |
❌ |
|
linspace |
✅ |
|
load |
✅ |
|
loadtxt |
❌ |
|
log |
✅ |
|
log10 |
✅ |
|
log1p |
✅ |
|
log2 |
✅ |
|
logaddexp |
✅ |
|
logaddexp2 |
✅ |
|
logical_and |
✅ |
|
logical_not |
✅ |
|
logical_or |
✅ |
|
logical_xor |
✅ |
|
logspace |
✅ |
|
long |
✅ |
|
longdouble |
❌ |
|
longlong |
❌ |
|
mask_indices |
❌ |
|
matmul |
✅ |
|
matrix |
❌ |
|
matrix_transpose |
❌ |
|
matvec |
❌ |
|
max |
✅ |
|
maximum |
✅ |
|
may_share_memory |
❌ |
|
mean |
✅ |
|
median |
✅ |
|
memmap |
❌ |
|
meshgrid |
✅ |
|
min |
✅ |
|
min_scalar_type |
❌ |
|
minimum |
✅ |
|
mintypecode |
❌ |
|
mod |
✅ |
|
modf |
✅ |
|
moveaxis |
✅ |
|
multiply |
✅ |
|
nan_to_num |
✅ |
|
nanargmax |
❌ |
|
nanargmin |
❌ |
|
nancumprod |
❌ |
|
nancumsum |
❌ |
|
nanmax |
❌ |
|
nanmean |
❌ |
|
nanmedian |
❌ |
|
nanmin |
❌ |
|
nanpercentile |
❌ |
|
nanprod |
✅ |
|
nanquantile |
❌ |
|
nanstd |
❌ |
|
nansum |
✅ |
|
nanvar |
❌ |
|
ndarray |
❌ |
|
ndenumerate |
❌ |
|
ndim |
❌ |
|
ndindex |
❌ |
|
nditer |
❌ |
|
negative |
✅ |
|
nested_iters |
❌ |
|
nextafter |
❌ |
|
nonzero |
✅ |
|
not_equal |
✅ |
|
number |
✅ |
|
object_ |
❌ |
|
ones |
✅ |
|
ones_like |
✅ |
|
outer |
✅ |
|
packbits |
❌ |
|
pad |
✅ |
|
partition |
❌ |
|
percentile |
✅ |
|
permute_dims |
❌ |
|
piecewise |
❌ |
|
place |
❌ |
|
poly |
❌ |
|
poly1d |
❌ |
|
polyadd |
❌ |
|
polyder |
❌ |
|
polydiv |
❌ |
|
polyfit |
❌ |
|
polyint |
❌ |
|
polymul |
❌ |
|
polysub |
❌ |
|
polyval |
❌ |
|
positive |
✅ |
|
pow |
✅ |
|
power |
✅ |
|
printoptions |
❌ |
|
prod |
✅ |
|
promote_types |
✅ |
|
ptp |
✅ |
|
put |
❌ |
|
put_along_axis |
❌ |
|
putmask |
❌ |
|
quantile |
❌ |
|
rad2deg |
✅ |
|
radians |
✅ |
|
ravel |
✅ |
|
ravel_multi_index |
❌ |
|
real |
✅ |
|
real_if_close |
❌ |
|
recarray |
❌ |
|
reciprocal |
❌ |
|
record |
❌ |
|
remainder |
✅ |
|
repeat |
✅ |
|
require |
❌ |
|
reshape |
✅ |
|
resize |
❌ |
|
result_type |
✅ |
|
right_shift |
✅ |
|
rint |
❌ |
|
roll |
✅ |
|
rollaxis |
❌ |
|
roots |
❌ |
|
rot90 |
✅ |
|
round |
✅ |
|
row_stack |
✅ |
|
save |
✅ |
|
savetxt |
❌ |
|
savez |
❌ |
|
savez_compressed |
❌ |
|
searchsorted |
❌ |
|
select |
❌ |
|
set_printoptions |
✅ |
|
setbufsize |
❌ |
|
setdiff1d |
❌ |
|
seterr |
❌ |
|
seterrcall |
❌ |
|
setxor1d |
❌ |
|
shape |
✅ |
|
shares_memory |
❌ |
|
short |
✅ |
|
show_config |
❌ |
|
show_runtime |
❌ |
|
sign |
✅ |
|
signbit |
✅ |
|
signedinteger |
✅ |
|
sin |
✅ |
|
sinc |
❌ |
|
single |
❌ |
|
sinh |
✅ |
|
size |
❌ |
|
sort |
✅ |
|
sort_complex |
❌ |
|
spacing |
❌ |
|
split |
✅ |
|
sqrt |
✅ |
|
square |
✅ |
|
squeeze |
✅ |
|
stack |
✅ |
|
std |
✅ |
|
str_ |
❌ |
|
subtract |
✅ |
|
sum |
✅ |
|
swapaxes |
✅ |
|
take |
❌ |
|
take_along_axis |
❌ |
|
tan |
✅ |
|
tanh |
✅ |
|
tensordot |
❌ |
|
test |
❌ |
|
tile |
✅ |
|
timedelta64 |
❌ |
|
trace |
✅ |
|
transpose |
✅ |
|
trapezoid |
❌ |
|
tri |
❌ |
|
tril |
✅ |
|
tril_indices |
❌ |
|
tril_indices_from |
❌ |
|
trim_zeros |
❌ |
|
triu |
✅ |
|
triu_indices |
❌ |
|
triu_indices_from |
❌ |
|
true_divide |
❌ |
|
trunc |
✅ |
|
typename |
❌ |
|
ubyte |
✅ |
|
ufunc |
❌ |
|
uint |
❌ |
|
uint16 |
❌ |
|
uint32 |
❌ |
|
uint64 |
❌ |
|
uint8 |
✅ |
|
uintc |
❌ |
|
uintp |
❌ |
|
ulong |
❌ |
|
ulonglong |
❌ |
|
union1d |
❌ |
|
unique |
✅ |
|
unique_all |
❌ |
|
unique_counts |
❌ |
|
unique_inverse |
❌ |
|
unique_values |
❌ |
|
unpackbits |
❌ |
|
unravel_index |
❌ |
|
unsignedinteger |
✅ |
|
unstack |
❌ |
|
unwrap |
❌ |
|
ushort |
❌ |
|
vander |
❌ |
|
var |
✅ |
|
vdot |
✅ |
|
vecdot |
✅ |
|
vecmat |
❌ |
|
vectorize |
❌ |
|
void |
❌ |
|
vsplit |
✅ |
|
vstack |
✅ |
|
where |
✅ |
|
zeros |
✅ |
|
zeros_like |
✅ |
NumPy LinAlg Operations#
NumPy LinAlg Operations |
Heat Support Status |
Issues |
|---|---|---|
linalg.LinAlgError |
❌ |
|
linalg.cholesky |
❌ |
|
linalg.cond |
❌ |
|
linalg.cross |
✅ |
|
linalg.det |
✅ |
|
linalg.diagonal |
❌ |
|
linalg.eig |
❌ |
|
linalg.eigh |
✅ |
|
linalg.eigvals |
❌ |
|
linalg.eigvalsh |
❌ |
|
linalg.inv |
✅ |
|
linalg.lstsq |
❌ |
|
linalg.matmul |
✅ |
|
linalg.matrix_norm |
✅ |
|
linalg.matrix_power |
❌ |
|
linalg.matrix_rank |
❌ |
|
linalg.matrix_transpose |
❌ |
|
linalg.multi_dot |
❌ |
|
linalg.norm |
✅ |
|
linalg.outer |
✅ |
|
linalg.pinv |
❌ |
|
linalg.qr |
✅ |
|
linalg.slogdet |
❌ |
|
linalg.solve |
✅ |
|
linalg.svd |
✅ |
|
linalg.svdvals |
❌ |
|
linalg.tensordot |
❌ |
|
linalg.tensorinv |
❌ |
|
linalg.tensorsolve |
❌ |
|
linalg.test |
❌ |
|
linalg.trace |
✅ |
|
linalg.vecdot |
✅ |
|
linalg.vector_norm |
✅ |
NumPy FFT Operations#
NumPy FFT Operations |
Heat Support Status |
Issues |
|---|---|---|
fft.fft |
✅ |
|
fft.fft2 |
✅ |
|
fft.fftfreq |
✅ |
|
fft.fftn |
✅ |
|
fft.fftshift |
✅ |
|
fft.hfft |
✅ |
|
fft.ifft |
✅ |
|
fft.ifft2 |
✅ |
|
fft.ifftn |
✅ |
|
fft.ifftshift |
✅ |
|
fft.ihfft |
✅ |
|
fft.irfft |
✅ |
|
fft.irfft2 |
✅ |
|
fft.irfftn |
✅ |
|
fft.rfft |
✅ |
|
fft.rfft2 |
✅ |
|
fft.rfftfreq |
✅ |
|
fft.rfftn |
✅ |
|
fft.test |
❌ |
NumPy Masked Array Operations#
NumPy Masked Array Operations |
Heat Support Status |
Issues |
|---|---|---|
ma.MAError |
❌ |
|
ma.MaskError |
❌ |
|
ma.MaskType |
❌ |
|
ma.MaskedArray |
❌ |
|
ma.abs |
❌ |
|
ma.absolute |
❌ |
|
ma.add |
❌ |
|
ma.all |
❌ |
|
ma.allclose |
❌ |
|
ma.allequal |
❌ |
|
ma.alltrue |
❌ |
|
ma.amax |
❌ |
|
ma.amin |
❌ |
|
ma.angle |
❌ |
|
ma.anom |
❌ |
|
ma.anomalies |
❌ |
|
ma.any |
❌ |
|
ma.append |
❌ |
|
ma.apply_along_axis |
❌ |
|
ma.apply_over_axes |
❌ |
|
ma.arange |
❌ |
|
ma.arccos |
❌ |
|
ma.arccosh |
❌ |
|
ma.arcsin |
❌ |
|
ma.arcsinh |
❌ |
|
ma.arctan |
❌ |
|
ma.arctan2 |
❌ |
|
ma.arctanh |
❌ |
|
ma.argmax |
❌ |
|
ma.argmin |
❌ |
|
ma.argsort |
❌ |
|
ma.around |
❌ |
|
ma.array |
❌ |
|
ma.asanyarray |
❌ |
|
ma.asarray |
❌ |
|
ma.atleast_1d |
❌ |
|
ma.atleast_2d |
❌ |
|
ma.atleast_3d |
❌ |
|
ma.average |
❌ |
|
ma.bitwise_and |
❌ |
|
ma.bitwise_or |
❌ |
|
ma.bitwise_xor |
❌ |
|
ma.bool_ |
❌ |
|
ma.ceil |
❌ |
|
ma.choose |
❌ |
|
ma.clip |
❌ |
|
ma.clump_masked |
❌ |
|
ma.clump_unmasked |
❌ |
|
ma.column_stack |
❌ |
|
ma.common_fill_value |
❌ |
|
ma.compress |
❌ |
|
ma.compress_cols |
❌ |
|
ma.compress_nd |
❌ |
|
ma.compress_rowcols |
❌ |
|
ma.compress_rows |
❌ |
|
ma.compressed |
❌ |
|
ma.concatenate |
❌ |
|
ma.conjugate |
❌ |
|
ma.convolve |
❌ |
|
ma.copy |
❌ |
|
ma.corrcoef |
❌ |
|
ma.correlate |
❌ |
|
ma.cos |
❌ |
|
ma.cosh |
❌ |
|
ma.count |
❌ |
|
ma.count_masked |
❌ |
|
ma.cov |
❌ |
|
ma.cumprod |
❌ |
|
ma.cumsum |
❌ |
|
ma.default_fill_value |
❌ |
|
ma.diag |
❌ |
|
ma.diagflat |
❌ |
|
ma.diagonal |
❌ |
|
ma.diff |
❌ |
|
ma.divide |
❌ |
|
ma.dot |
❌ |
|
ma.dstack |
❌ |
|
ma.ediff1d |
❌ |
|
ma.empty |
❌ |
|
ma.empty_like |
❌ |
|
ma.equal |
❌ |
|
ma.exp |
❌ |
|
ma.expand_dims |
❌ |
|
ma.fabs |
❌ |
|
ma.filled |
❌ |
|
ma.fix_invalid |
❌ |
|
ma.flatnotmasked_contiguous |
❌ |
|
ma.flatnotmasked_edges |
❌ |
|
ma.flatten_mask |
❌ |
|
ma.flatten_structured_array |
❌ |
|
ma.floor |
❌ |
|
ma.floor_divide |
❌ |
|
ma.fmod |
❌ |
|
ma.frombuffer |
❌ |
|
ma.fromflex |
❌ |
|
ma.fromfunction |
❌ |
|
ma.getdata |
❌ |
|
ma.getmask |
❌ |
|
ma.getmaskarray |
❌ |
|
ma.greater |
❌ |
|
ma.greater_equal |
❌ |
|
ma.harden_mask |
❌ |
|
ma.hsplit |
❌ |
|
ma.hstack |
❌ |
|
ma.hypot |
❌ |
|
ma.identity |
❌ |
|
ma.ids |
❌ |
|
ma.in1d |
❌ |
|
ma.indices |
❌ |
|
ma.inner |
❌ |
|
ma.innerproduct |
❌ |
|
ma.intersect1d |
❌ |
|
ma.isMA |
❌ |
|
ma.isMaskedArray |
❌ |
|
ma.is_mask |
❌ |
|
ma.is_masked |
❌ |
|
ma.isarray |
❌ |
|
ma.isin |
❌ |
|
ma.left_shift |
❌ |
|
ma.less |
❌ |
|
ma.less_equal |
❌ |
|
ma.log |
❌ |
|
ma.log10 |
❌ |
|
ma.log2 |
❌ |
|
ma.logical_and |
❌ |
|
ma.logical_not |
❌ |
|
ma.logical_or |
❌ |
|
ma.logical_xor |
❌ |
|
ma.make_mask |
❌ |
|
ma.make_mask_descr |
❌ |
|
ma.make_mask_none |
❌ |
|
ma.mask_cols |
❌ |
|
ma.mask_or |
❌ |
|
ma.mask_rowcols |
❌ |
|
ma.mask_rows |
❌ |
|
ma.masked_all |
❌ |
|
ma.masked_all_like |
❌ |
|
ma.masked_array |
❌ |
|
ma.masked_equal |
❌ |
|
ma.masked_greater |
❌ |
|
ma.masked_greater_equal |
❌ |
|
ma.masked_inside |
❌ |
|
ma.masked_invalid |
❌ |
|
ma.masked_less |
❌ |
|
ma.masked_less_equal |
❌ |
|
ma.masked_not_equal |
❌ |
|
ma.masked_object |
❌ |
|
ma.masked_outside |
❌ |
|
ma.masked_values |
❌ |
|
ma.masked_where |
❌ |
|
ma.max |
❌ |
|
ma.maximum |
❌ |
|
ma.maximum_fill_value |
❌ |
|
ma.mean |
❌ |
|
ma.median |
❌ |
|
ma.min |
❌ |
|
ma.minimum |
❌ |
|
ma.minimum_fill_value |
❌ |
|
ma.mod |
❌ |
|
ma.multiply |
❌ |
|
ma.mvoid |
❌ |
|
ma.ndenumerate |
❌ |
|
ma.ndim |
❌ |
|
ma.negative |
❌ |
|
ma.nonzero |
❌ |
|
ma.not_equal |
❌ |
|
ma.notmasked_contiguous |
❌ |
|
ma.notmasked_edges |
❌ |
|
ma.ones |
❌ |
|
ma.ones_like |
❌ |
|
ma.outer |
❌ |
|
ma.outerproduct |
❌ |
|
ma.polyfit |
❌ |
|
ma.power |
❌ |
|
ma.prod |
❌ |
|
ma.product |
❌ |
|
ma.ptp |
❌ |
|
ma.put |
❌ |
|
ma.putmask |
❌ |
|
ma.ravel |
❌ |
|
ma.remainder |
❌ |
|
ma.repeat |
❌ |
|
ma.reshape |
❌ |
|
ma.resize |
❌ |
|
ma.right_shift |
❌ |
|
ma.round |
❌ |
|
ma.round_ |
❌ |
|
ma.row_stack |
❌ |
|
ma.set_fill_value |
❌ |
|
ma.setdiff1d |
❌ |
|
ma.setxor1d |
❌ |
|
ma.shape |
❌ |
|
ma.sin |
❌ |
|
ma.sinh |
❌ |
|
ma.size |
❌ |
|
ma.soften_mask |
❌ |
|
ma.sometrue |
❌ |
|
ma.sort |
❌ |
|
ma.sqrt |
❌ |
|
ma.squeeze |
❌ |
|
ma.stack |
❌ |
|
ma.std |
❌ |
|
ma.subtract |
❌ |
|
ma.sum |
❌ |
|
ma.swapaxes |
❌ |
|
ma.take |
❌ |
|
ma.tan |
❌ |
|
ma.tanh |
❌ |
|
ma.test |
❌ |
|
ma.trace |
❌ |
|
ma.transpose |
❌ |
|
ma.true_divide |
❌ |
|
ma.union1d |
❌ |
|
ma.unique |
❌ |
|
ma.vander |
❌ |
|
ma.var |
❌ |
|
ma.vstack |
❌ |
|
ma.where |
❌ |
|
ma.zeros |
❌ |
|
ma.zeros_like |
❌ |
NumPy Random Operations#
NumPy Random Operations |
Heat Support Status |
Issues |
|---|---|---|
random.BitGenerator |
❌ |
|
random.Generator |
❌ |
|
random.MT19937 |
❌ |
|
random.PCG64 |
❌ |
|
random.PCG64DXSM |
❌ |
|
random.Philox |
❌ |
|
random.RandomState |
❌ |
|
random.SFC64 |
❌ |
|
random.SeedSequence |
❌ |
|
random.beta |
❌ |
|
random.binomial |
❌ |
|
random.bytes |
❌ |
|
random.chisquare |
❌ |
|
random.choice |
❌ |
|
random.default_rng |
❌ |
|
random.dirichlet |
❌ |
|
random.exponential |
❌ |
|
random.f |
❌ |
|
random.gamma |
❌ |
|
random.geometric |
❌ |
|
random.get_bit_generator |
❌ |
|
random.get_state |
✅ |
|
random.gumbel |
❌ |
|
random.hypergeometric |
❌ |
|
random.laplace |
❌ |
|
random.logistic |
❌ |
|
random.lognormal |
❌ |
|
random.logseries |
❌ |
|
random.multinomial |
❌ |
|
random.multivariate_normal |
❌ |
|
random.negative_binomial |
❌ |
|
random.noncentral_chisquare |
❌ |
|
random.noncentral_f |
❌ |
|
random.normal |
✅ |
|
random.pareto |
❌ |
|
random.permutation |
✅ |
|
random.poisson |
❌ |
|
random.power |
❌ |
|
random.rand |
✅ |
|
random.randint |
✅ |
|
random.randn |
✅ |
|
random.random |
✅ |
|
random.random_integers |
❌ |
|
random.random_sample |
✅ |
|
random.ranf |
✅ |
|
random.rayleigh |
❌ |
|
random.sample |
✅ |
|
random.seed |
✅ |
|
random.set_bit_generator |
❌ |
|
random.set_state |
✅ |
|
random.shuffle |
❌ |
|
random.standard_cauchy |
❌ |
|
random.standard_exponential |
❌ |
|
random.standard_gamma |
❌ |
|
random.standard_normal |
✅ |
|
random.standard_t |
❌ |
|
random.test |
❌ |
|
random.triangular |
❌ |
|
random.uniform |
❌ |
|
random.vonmises |
❌ |
|
random.wald |
❌ |
|
random.weibull |
❌ |
|
random.zipf |
❌ |
SciPy Signal Operations#
SciPy Signal Operations |
Heat Support Status |
Issues |
|---|---|---|
signal.BadCoefficients |
❌ |
|
signal.CZT |
❌ |
|
signal.ShortTimeFFT |
❌ |
|
signal.StateSpace |
❌ |
|
signal.TransferFunction |
❌ |
|
signal.ZerosPolesGain |
❌ |
|
signal.ZoomFFT |
❌ |
|
signal.abcd_normalize |
❌ |
|
signal.argrelextrema |
❌ |
|
signal.argrelmax |
❌ |
|
signal.argrelmin |
❌ |
|
signal.band_stop_obj |
❌ |
|
signal.bessel |
❌ |
|
signal.besselap |
❌ |
|
signal.bilinear |
❌ |
|
signal.bilinear_zpk |
❌ |
|
signal.bode |
❌ |
|
signal.buttap |
❌ |
|
signal.butter |
❌ |
|
signal.buttord |
❌ |
|
signal.cheb1ap |
❌ |
|
signal.cheb1ord |
❌ |
|
signal.cheb2ap |
❌ |
|
signal.cheb2ord |
❌ |
|
signal.cheby1 |
❌ |
|
signal.cheby2 |
❌ |
|
signal.check_COLA |
❌ |
|
signal.check_NOLA |
❌ |
|
signal.chirp |
❌ |
|
signal.choose_conv_method |
❌ |
|
signal.closest_STFT_dual_window |
❌ |
|
signal.coherence |
❌ |
|
signal.cont2discrete |
❌ |
|
signal.convolve |
✅ |
|
signal.convolve2d |
❌ |
|
signal.correlate |
❌ |
|
signal.correlate2d |
❌ |
|
signal.correlation_lags |
❌ |
|
signal.csd |
❌ |
|
signal.cspline1d |
❌ |
|
signal.cspline1d_eval |
❌ |
|
signal.cspline2d |
❌ |
|
signal.czt |
❌ |
|
signal.czt_points |
❌ |
|
signal.dbode |
❌ |
|
signal.decimate |
❌ |
|
signal.deconvolve |
❌ |
|
signal.detrend |
❌ |
|
signal.dfreqresp |
❌ |
|
signal.dimpulse |
❌ |
|
signal.dlsim |
❌ |
|
signal.dlti |
❌ |
|
signal.dstep |
❌ |
|
signal.ellip |
❌ |
|
signal.ellipap |
❌ |
|
signal.ellipord |
❌ |
|
signal.envelope |
❌ |
|
signal.fftconvolve |
❌ |
|
signal.filtfilt |
❌ |
|
signal.find_peaks |
❌ |
|
signal.find_peaks_cwt |
❌ |
|
signal.findfreqs |
❌ |
|
signal.firls |
❌ |
|
signal.firwin |
❌ |
|
signal.firwin2 |
❌ |
|
signal.firwin_2d |
❌ |
|
signal.freqresp |
❌ |
|
signal.freqs |
❌ |
|
signal.freqs_zpk |
❌ |
|
signal.freqz |
❌ |
|
signal.freqz_sos |
❌ |
|
signal.freqz_zpk |
❌ |
|
signal.gammatone |
❌ |
|
signal.gauss_spline |
❌ |
|
signal.gausspulse |
❌ |
|
signal.get_window |
❌ |
|
signal.group_delay |
❌ |
|
signal.hilbert |
❌ |
|
signal.hilbert2 |
❌ |
|
signal.iircomb |
❌ |
|
signal.iirdesign |
❌ |
|
signal.iirfilter |
❌ |
|
signal.iirnotch |
❌ |
|
signal.iirpeak |
❌ |
|
signal.impulse |
❌ |
|
signal.invres |
❌ |
|
signal.invresz |
❌ |
|
signal.istft |
❌ |
|
signal.kaiser_atten |
❌ |
|
signal.kaiser_beta |
❌ |
|
signal.kaiserord |
❌ |
|
signal.lfilter |
❌ |
|
signal.lfilter_zi |
❌ |
|
signal.lfiltic |
❌ |
|
signal.lombscargle |
❌ |
|
signal.lp2bp |
❌ |
|
signal.lp2bp_zpk |
❌ |
|
signal.lp2bs |
❌ |
|
signal.lp2bs_zpk |
❌ |
|
signal.lp2hp |
❌ |
|
signal.lp2hp_zpk |
❌ |
|
signal.lp2lp |
❌ |
|
signal.lp2lp_zpk |
❌ |
|
signal.lsim |
❌ |
|
signal.lti |
❌ |
|
signal.max_len_seq |
❌ |
|
signal.medfilt |
❌ |
|
signal.medfilt2d |
❌ |
|
signal.minimum_phase |
❌ |
|
signal.normalize |
❌ |
|
signal.oaconvolve |
❌ |
|
signal.order_filter |
❌ |
|
signal.peak_prominences |
❌ |
|
signal.peak_widths |
❌ |
|
signal.periodogram |
❌ |
|
signal.place_poles |
❌ |
|
signal.qspline1d |
❌ |
|
signal.qspline1d_eval |
❌ |
|
signal.qspline2d |
❌ |
|
signal.remez |
❌ |
|
signal.resample |
❌ |
|
signal.resample_poly |
❌ |
|
signal.residue |
❌ |
|
signal.residuez |
❌ |
|
signal.savgol_coeffs |
❌ |
|
signal.savgol_filter |
❌ |
|
signal.sawtooth |
❌ |
|
signal.sepfir2d |
❌ |
|
signal.sos2tf |
❌ |
|
signal.sos2zpk |
❌ |
|
signal.sosfilt |
❌ |
|
signal.sosfilt_zi |
❌ |
|
signal.sosfiltfilt |
❌ |
|
signal.sosfreqz |
❌ |
|
signal.spectrogram |
❌ |
|
signal.spline_filter |
❌ |
|
signal.square |
❌ |
|
signal.ss2tf |
❌ |
|
signal.ss2zpk |
❌ |
|
signal.step |
❌ |
|
signal.stft |
❌ |
|
signal.sweep_poly |
❌ |
|
signal.symiirorder1 |
❌ |
|
signal.symiirorder2 |
❌ |
|
signal.test |
❌ |
|
signal.tf2sos |
❌ |
|
signal.tf2ss |
❌ |
|
signal.tf2zpk |
❌ |
|
signal.unique_roots |
❌ |
|
signal.unit_impulse |
❌ |
|
signal.upfirdn |
❌ |
|
signal.vectorstrength |
❌ |
|
signal.welch |
❌ |
|
signal.wiener |
❌ |
|
signal.zoom_fft |
❌ |
|
signal.zpk2sos |
❌ |
|
signal.zpk2ss |
❌ |
|
signal.zpk2tf |
❌ |
SciPy NDImage Operations#
SciPy NDImage Operations |
Heat Support Status |
Issues |
|---|---|---|
ndimage.affine_transform |
❌ |
|
ndimage.binary_closing |
❌ |
|
ndimage.binary_dilation |
❌ |
|
ndimage.binary_erosion |
❌ |
|
ndimage.binary_fill_holes |
❌ |
|
ndimage.binary_hit_or_miss |
❌ |
|
ndimage.binary_opening |
❌ |
|
ndimage.binary_propagation |
❌ |
|
ndimage.black_tophat |
❌ |
|
ndimage.center_of_mass |
❌ |
|
ndimage.convolve |
❌ |
|
ndimage.convolve1d |
❌ |
|
ndimage.correlate |
❌ |
|
ndimage.correlate1d |
❌ |
|
ndimage.distance_transform_bf |
❌ |
|
ndimage.distance_transform_cdt |
❌ |
|
ndimage.distance_transform_edt |
❌ |
|
ndimage.extrema |
❌ |
|
ndimage.find_objects |
❌ |
|
ndimage.fourier_ellipsoid |
❌ |
|
ndimage.fourier_gaussian |
❌ |
|
ndimage.fourier_shift |
❌ |
|
ndimage.fourier_uniform |
❌ |
|
ndimage.gaussian_filter |
❌ |
|
ndimage.gaussian_filter1d |
❌ |
|
ndimage.gaussian_gradient_magnitude |
❌ |
|
ndimage.gaussian_laplace |
❌ |
|
ndimage.generate_binary_structure |
❌ |
|
ndimage.generic_filter |
❌ |
|
ndimage.generic_filter1d |
❌ |
|
ndimage.generic_gradient_magnitude |
❌ |
|
ndimage.generic_laplace |
❌ |
|
ndimage.geometric_transform |
❌ |
|
ndimage.grey_closing |
❌ |
|
ndimage.grey_dilation |
❌ |
|
ndimage.grey_erosion |
❌ |
|
ndimage.grey_opening |
❌ |
|
ndimage.histogram |
❌ |
|
ndimage.iterate_structure |
❌ |
|
ndimage.label |
❌ |
|
ndimage.labeled_comprehension |
❌ |
|
ndimage.laplace |
❌ |
|
ndimage.map_coordinates |
❌ |
|
ndimage.maximum |
❌ |
|
ndimage.maximum_filter |
❌ |
|
ndimage.maximum_filter1d |
❌ |
|
ndimage.maximum_position |
❌ |
|
ndimage.mean |
❌ |
|
ndimage.median |
❌ |
|
ndimage.median_filter |
❌ |
|
ndimage.minimum |
❌ |
|
ndimage.minimum_filter |
❌ |
|
ndimage.minimum_filter1d |
❌ |
|
ndimage.minimum_position |
❌ |
|
ndimage.morphological_gradient |
❌ |
|
ndimage.morphological_laplace |
❌ |
|
ndimage.percentile_filter |
❌ |
|
ndimage.prewitt |
❌ |
|
ndimage.rank_filter |
❌ |
|
ndimage.rotate |
❌ |
|
ndimage.shift |
❌ |
|
ndimage.sobel |
❌ |
|
ndimage.spline_filter |
❌ |
|
ndimage.spline_filter1d |
❌ |
|
ndimage.standard_deviation |
❌ |
|
ndimage.sum |
❌ |
|
ndimage.sum_labels |
❌ |
|
ndimage.test |
❌ |
|
ndimage.uniform_filter |
❌ |
|
ndimage.uniform_filter1d |
❌ |
|
ndimage.value_indices |
❌ |
|
ndimage.variance |
❌ |
|
ndimage.vectorized_filter |
❌ |
|
ndimage.watershed_ift |
❌ |
|
ndimage.white_tophat |
❌ |
|
ndimage.zoom |
❌ |
SciPy Sparse Operations#
SciPy Sparse Operations |
Heat Support Status |
Issues |
|---|---|---|
sparse.SparseEfficiencyWarning |
❌ |
|
sparse.SparseWarning |
❌ |
|
sparse.block_array |
❌ |
|
sparse.block_diag |
❌ |
|
sparse.bmat |
❌ |
|
sparse.bsr_array |
❌ |
|
sparse.bsr_matrix |
❌ |
|
sparse.coo_array |
❌ |
|
sparse.coo_matrix |
❌ |
|
sparse.csc_array |
❌ |
|
sparse.csc_matrix |
❌ |
|
sparse.csr_array |
❌ |
|
sparse.csr_matrix |
❌ |
|
sparse.dia_array |
❌ |
|
sparse.dia_matrix |
❌ |
|
sparse.diags |
❌ |
|
sparse.diags_array |
❌ |
|
sparse.dok_array |
❌ |
|
sparse.dok_matrix |
❌ |
|
sparse.expand_dims |
❌ |
|
sparse.eye |
❌ |
|
sparse.eye_array |
❌ |
|
sparse.find |
❌ |
|
sparse.get_index_dtype |
❌ |
|
sparse.hstack |
❌ |
|
sparse.identity |
❌ |
|
sparse.issparse |
❌ |
|
sparse.isspmatrix |
❌ |
|
sparse.isspmatrix_bsr |
❌ |
|
sparse.isspmatrix_coo |
❌ |
|
sparse.isspmatrix_csc |
❌ |
|
sparse.isspmatrix_csr |
❌ |
|
sparse.isspmatrix_dia |
❌ |
|
sparse.isspmatrix_dok |
❌ |
|
sparse.isspmatrix_lil |
❌ |
|
sparse.kron |
❌ |
|
sparse.kronsum |
❌ |
|
sparse.lil_array |
❌ |
|
sparse.lil_matrix |
❌ |
|
sparse.load_npz |
❌ |
|
sparse.permute_dims |
❌ |
|
sparse.rand |
❌ |
|
sparse.random |
❌ |
|
sparse.random_array |
❌ |
|
sparse.safely_cast_index_arrays |
❌ |
|
sparse.save_npz |
❌ |
|
sparse.sparray |
❌ |
|
sparse.spdiags |
❌ |
|
sparse.spmatrix |
❌ |
|
sparse.swapaxes |
❌ |
|
sparse.tril |
❌ |
|
sparse.triu |
❌ |
|
sparse.vstack |
❌ |