PyTorch Operators

Overview

This document provides an overview of PyTorch-supported operators for the Intel® Gaudi® AI accelerator. Note that the operators listed below support only selected variants and limited optional parameters for Gaudi.

For details on Fused Ops, see Fused Optimizers and Custom Ops for Intel Gaudi.

PyTorch Operators Support Summary

Floating Point Types

PyTorch Operator	FP32	BF16	FP16	FP8	Operator Type
adaptive_avg_pool1d	Yes	Yes	Yes	No	torch.nn.functional
adaptive_avg_pool2d	Yes	Yes	Yes	No	torch.nn.functional
adaptive_avg_pool3d	Yes	Yes	Yes	No	torch.nn.functional
avg_pool1d	Yes	Yes	Yes	No	torch.nn.functional
avg_pool2d	Yes	Yes	Yes	No	torch.nn.functional
avg_pool3d	Yes	Yes	Yes	No	torch.nn.functional
batch_norm	Yes	Yes	Yes	No	torch.nn.functional
binary_cross_entropy	Yes	Yes	Yes	No	torch.nn.functional
binary_cross_entropy_with_logits	Yes	Yes	Yes	No	torch.nn.functional
conv_transpose2d	Yes	Yes	Yes	No	torch.nn.functional
conv1d	Yes	Yes	Yes	No	torch.nn.functional
conv2d	Yes	Yes	Yes	No	torch.nn.functional
conv3d	Yes	Yes	Yes	No	torch.nn.functional
dropout	Yes	Yes	Yes	No	torch.nn.functional
embedding	Yes	Yes	Yes	Yes	torch.nn.functional
embedding_bag	Yes	Yes	Yes	No	torch.nn.functional
elu	Yes	Yes	Yes	No	torch.nn.functional
elu_	Yes	Yes	Yes	No	torch.nn.functional
gelu	Yes	Yes	Yes	No	torch.nn.functional
glu	Yes	No	No	No	torch.nn.functional
grid_sample	Yes	No	No	No	torch.nn.functional
hardshrink	Yes	Yes	No	No	torch.nn.functional
hardsigmoid	Yes	Yes	Yes	No	torch.nn.functional
hardtanh	Yes	No	No	No	torch.nn.functional
hardtanh_	Yes	No	No	No	torch.nn.functional
huber_loss	Yes	Yes	No	No	torch.nn.functional
instance_norm	Yes	Yes	No	No	torch.nn.functional
kl_div	Yes	Yes	No	No	torch.nn.functional
l1_loss	Yes	Yes	No	No	torch.nn.functional
layer_norm	Yes	Yes	Yes	No	torch.nn.functional
leaky_relu	Yes	Yes	Yes	No	torch.nn.functional
linear	Yes	Yes	Yes	No	torch.nn.functional
log_softmax	Yes	Yes	Yes	No	torch.nn.functional
logsigmoid	Yes	No	No	No	torch.nn.functional
max_pool2d	Yes	Yes	Yes	No	torch.nn.functional
max_pool2d_with_indices	Yes	Yes	Yes	No	torch.nn.functional
max_pool3d	Yes	Yes	No	No	torch.nn.functional
max_pool3d_with_indices	Yes	Yes	No	No	torch.nn.functional
mish	Yes	Yes	No	No	torch.nn.functional
mse_loss	Yes	Yes	Yes	No	torch.nn.functional
nll_loss	Yes	Yes	Yes	No	torch.nn.functional
one_hot	Yes	Yes	Yes	No	torch.nn.functional
pad	Yes	Yes	No	Yes	torch.nn.functional
pixel_shuffle	Yes	Yes	Yes	No	torch.nn.functional
prelu	Yes	Yes	No	No	torch.nn.functional
relu	Yes	Yes	Yes	No	torch.nn.functional
relu_	Yes	Yes	Yes	No	torch.nn.functional
rrelu	Yes	Yes	No	No	torch.nn.functional
sigmoid	Yes	Yes	Yes	No	torch.nn.functional
silu	Yes	Yes	No	No	torch.nn.functional
smooth_l1_loss	Yes	Yes	No	No	torch.nn.functional
softmax	Yes	Yes	Yes	No	torch.nn.functional
softplus	Yes	Yes	No	No	torch.nn.functional
softshrink	Yes	Yes	No	No	torch.nn.functional
tanh	Yes	Yes	Yes	No	torch.nn.functional
threshold	Yes	Yes	No	No	torch.nn.functional
upsample	Yes	Yes	Yes	No	torch.nn.functional
upsample_nearest	Yes	Yes	Yes	No	torch.nn.functional
vector_norm	Yes	Yes	No	No	torch.linalg
abs	Yes	Yes	Yes	No	torch
absolute	Yes	Yes	Yes	No	torch
acos	Yes	Yes	No	No	torch
acosh	Yes	Yes	No	No	torch
add	Yes	Yes	Yes	No	torch
addbmm	Yes	Yes	Yes	No	torch
addcdiv	Yes	Yes	No	No	torch
addcmul	Yes	Yes	No	No	torch
addmm	Yes	Yes	Yes	No	torch
addmv	Yes	Yes	Yes	No	torch
addmv_	Yes	Yes	Yes	No	torch
addr	Yes	Yes	Yes	No	torch
all	Yes	Yes	No	No	torch
amax	Yes	Yes	Yes	Yes	torch
amin	Yes	Yes	Yes	Yes	torch
aminmax	Yes	Yes	No	Yes	torch
any	Yes	Yes	Yes	No	torch
arange	Yes	Yes	Yes	No	torch
arccos	Yes	Yes	No	No	torch
arccosh	Yes	Yes	No	No	torch
arcsin	Yes	Yes	No	No	torch
arcsinh	Yes	Yes	No	No	torch
arctan	Yes	Yes	No	No	torch
arctanh	Yes	Yes	No	No	torch
argmax	Yes	Yes	Yes	No	torch
argmin	Yes	Yes	Yes	No	torch
asin	Yes	Yes	No	No	torch
asinh	Yes	Yes	No	No	torch
as_strided	Yes	Yes	Yes	No	torch
atan	Yes	Yes	No	No	torch
atan2	Yes	Yes	Yes	No	torch
arctan2	Yes	Yes	No	No	torch
atanh	Yes	Yes	No	No	torch
baddbmm	Yes	Yes	Yes	No	torch
bernoulli	Yes	Yes	Yes	No	torch
bitwise_and	No	No	No	No	torch
bitwise_left_shift	No	No	No	No	torch
bitwise_not	No	No	No	No	torch
bitwise_or	No	No	No	No	torch
bitwise_right_shift	No	No	No	No	torch
bitwise_xor	No	No	No	No	torch
bmm	Yes	Yes	Yes	No	torch
broadcast_tensors	Yes	Yes	No	No	torch
cat	Yes	Yes	Yes	Yes	torch
ceil	Yes	Yes	Yes	No	torch
chunk	Yes	Yes	No	No	torch
clamp	Yes	Yes	Yes	Yes	torch
clip	Yes	Yes	No	No	torch
clone	Yes	Yes	Yes	Yes	torch
conj	Yes	Yes	No	No	torch
copysign	Yes	Yes	No	No	torch
cos	Yes	Yes	Yes	No	torch
cosh	Yes	Yes	Yes	No	torch
count_nonzero	Yes	Yes	Yes	No	torch
cross	Yes	Yes	No	No	torch
cumsum	Yes	Yes	Yes	No	torch
cumprod	Yes	Yes	No	No	torch
diag	Yes	Yes	Yes	No	torch
div	Yes	Yes	Yes	No	torch
divide	Yes	Yes	Yes	No	torch
dot	Yes	Yes	Yes	No	torch
embedding	Yes	Yes	Yes	Yes	torch
embedding_renorm_	Yes	Yes	Yes	No	torch
empty	Yes	Yes	Yes	Yes	torch
empty_like	Yes	Yes	Yes	Yes	torch
empty_strided	Yes	Yes	Yes	Yes	torch
eq	Yes	Yes	Yes	Yes	torch
equal	Yes	Yes	No	No	torch
erf	Yes	Yes	No	No	torch
erfc	Yes	Yes	No	No	torch
erfinv	Yes	No	No	No	torch
exp	Yes	Yes	Yes	No	torch
exp2	Yes	Yes	No	No	torch
expm1	Yes	No	No	No	torch
eye	Yes	Yes	No	No	torch
fill	Yes	Yes	Yes	Yes	torch
fill_	Yes	Yes	Yes	Yes	torch
flatten	Yes	Yes	No	No	torch
flip	Yes	Yes	Yes	No	torch
floor	Yes	Yes	Yes	No	torch
floor_divide	Yes	Yes	No	No	torch
fmax	Yes	Yes	Yes	Yes	torch
fmin	Yes	Yes	Yes	Yes	torch
fmod	Yes	Yes	No	No	torch
frac	Yes	Yes	No	No	torch
frexp	Yes	Yes	Yes	No	torch
full	Yes	Yes	Yes	Yes	torch
full_like	Yes	Yes	Yes	Yes	torch
gather	Yes	Yes	Yes	No	torch
ge	Yes	Yes	Yes	Yes	torch
greater	Yes	Yes	Yes	No	torch
greater_equal	Yes	Yes	Yes	No	torch
grid_sampler_2d	Yes	Yes	No	No	torch
gt	Yes	Yes	Yes	Yes	torch
heaviside	Yes	Yes	No	No	torch
hypot	Yes	Yes	No	No	torch
index_fill	Yes	Yes	Yes	Yes	torch
index_select	Yes	Yes	Yes	Yes	torch
is_complex	Yes	Yes	No	No	torch
is_floating_point	Yes	Yes	No	No	torch
is_nonzero	Yes	Yes	No	No	torch
isfinite	Yes	Yes	Yes	No	torch
isinf	Yes	Yes	Yes	No	torch
isnan	Yes	Yes	Yes	No	torch
isneginf	Yes	Yes	Yes	No	torch
isposinf	Yes	Yes	Yes	No	torch
kthvalue	Yes	Yes	Yes	No	torch
le	Yes	Yes	Yes	Yes	torch
lerp	Yes	Yes	No	No	torch
less	Yes	Yes	Yes	No	torch
less_equal	Yes	Yes	Yes	No	torch
linspace	Yes	Yes	Yes	No	torch
log	Yes	Yes	Yes	No	torch
log10	Yes	Yes	No	No	torch
log1p	Yes	Yes	No	No	torch
log2	Yes	Yes	Yes	No	torch
logaddexp	Yes	Yes	No	No	torch
logaddexp2	Yes	Yes	No	No	torch
logcumsumexp	Yes	Yes	No	No	torch
logical_and	Yes	Yes	Yes	No	torch
logical_not	Yes	Yes	Yes	No	torch
logical_or	Yes	Yes	Yes	No	torch
logical_xor	Yes	Yes	Yes	No	torch
logit	Yes	Yes	No	No	torch
logspace	Yes	Yes	No	No	torch
logsumexp	Yes	Yes	No	No	torch
lt	Yes	Yes	Yes	Yes	torch
masked_fill	Yes	Yes	Yes	Yes	torch
masked_scatter	Yes	Yes	Yes	No	torch
masked_select	Yes	Yes	No	No	torch
matmul	Yes	Yes	No	No	torch
max	Yes	Yes	No	Yes	torch
maximum	Yes	Yes	Yes	Yes	torch
mean	Yes	Yes	Yes	No	torch
median	Yes	Yes	Yes	No	torch
meshgrid	Yes	Yes	No	No	torch
min	Yes	Yes	Yes	Yes	torch
minimum	Yes	Yes	Yes	Yes	torch
mm	Yes	Yes	Yes	No	torch
mul	Yes	Yes	Yes	No	torch
mv	Yes	Yes	Yes	No	torch
nan_to_num	Yes	Yes	No	No	torch
nansum	Yes	Yes	Yes	No	torch
narrow	Yes	No	No	No	torch
native_group_norm	Yes	Yes	No	No	torch
native_layer_norm	Yes	Yes	Yes	No	torch
ne	Yes	Yes	Yes	Yes	torch
neg	Yes	Yes	Yes	No	torch
nextafter	Yes	Yes	Yes	No	torch
nonzero	Yes	Yes	No	No	torch
norm	Yes	Yes	Yes	No	torch
normal	Yes	Yes	Yes	No	torch
not_equal	Yes	Yes	Yes	No	torch
ones	Yes	Yes	No	Yes	torch
ones_like	Yes	Yes	No	Yes	torch
pixel_shuffle	Yes	Yes	Yes	No	torch
poisson	Yes	Yes	No	No	torch
pow	Yes	Yes	Yes	No	torch
prod	Yes	Yes	Yes	No	torch
randperm	No	No	Yes	No	torch
reciprocal	Yes	Yes	Yes	Yes	torch
remainder	Yes	Yes	No	No	torch
reshape	Yes	Yes	Yes	Yes	torch
resolve_conj	Yes	Yes	No	No	torch
resolve_neg	Yes	Yes	No	No	torch
result_type	Yes	Yes	No	No	torch
roll	Yes	Yes	No	Yes	torch
round	Yes	Yes	Yes	No	torch
rsqrt	Yes	Yes	Yes	No	torch
rsub	Yes	Yes	Yes	No	torch
scalar_tensor	Yes	Yes	Yes	No	torch
scatter	Yes	Yes	Yes	No	torch
scatter_add	Yes	Yes	Yes	No	torch
scatter_reduce	Yes	Yes	Yes	No	torch
searchsorted	Yes	Yes	Yes	No	torch
select	Yes	Yes	Yes	Yes	torch
sgn	Yes	Yes	Yes	No	torch
sigmoid	Yes	Yes	Yes	No	torch
sign	Yes	Yes	Yes	No	torch
signbit	Yes	Yes	Yes	No	torch
sin	Yes	Yes	Yes	No	torch
sinc	Yes	Yes	No	No	torch
sinh	Yes	Yes	No	No	torch
sort	Yes	Yes	Yes	No	torch
split_with_sizes	Yes	Yes	No	Yes	torch
sqrt	Yes	Yes	Yes	No	torch
square	Yes	Yes	No	No	torch
squeeze	Yes	Yes	No	Yes	torch
stack	Yes	Yes	No	No	torch
std	Yes	Yes	No	No	torch
std_mean	Yes	Yes	No	No	torch
sub	Yes	Yes	Yes	No	torch
sum	Yes	Yes	Yes	Yes	torch
t	Yes	Yes	Yes	Yes	torch
take	Yes	Yes	No	No	torch
tan	Yes	Yes	No	No	torch
tanh	Yes	Yes	Yes	No	torch
topk	Yes	Yes	Yes	No	torch
trace	Yes	Yes	No	No	torch
transpose	Yes	Yes	Yes	Yes	torch
tril	Yes	Yes	No	No	torch
triu	Yes	Yes	No	No	torch
trunc	Yes	Yes	Yes	No	torch
unbind	Yes	Yes	No	No	torch
unique	Yes	No	No	No	torch
_unique	Yes	No	No	No	torch
_unique2	Yes	No	No	No	torch
unsqueeze	Yes	Yes	No	Yes	torch
var	Yes	Yes	No	No	torch
var_mean	Yes	Yes	No	No	torch
vdot	Yes	Yes	No	No	torch
where	Yes	Yes	Yes	No	torch
xlogy	Yes	Yes	Yes	No	torch
zero_	Yes	Yes	Yes	Yes	torch
zeros	Yes	Yes	Yes	Yes	torch
zeros_like	Yes	Yes	Yes	Yes	torch
_adaptive_avg_pool2d	Yes	Yes	Yes	No	torch
_adaptive_avg_pool3d	Yes	Yes	Yes	No	torch
_efficientzerotensor	Yes	Yes	Yes	No	torch
_fused_dropout	Yes	Yes	Yes	No	torch
_masked_scale	Yes	Yes	Yes	No	torch
_native_batch_norm_legit	Yes	Yes	Yes	No	torch
_native_batch_norm_legit_no_training	Yes	Yes	Yes	No	torch
_resize_output_	Yes	Yes	No	No	torch
_weight_norm_interface	Yes	Yes	Yes	No	torch
AdaptiveAvgPool1d	Yes	Yes	Yes	No	torch.nn
AdaptiveAvgPool2d	Yes	Yes	Yes	No	torch.nn
AdaptiveAvgPool3d	Yes	Yes	Yes	No	torch.nn
AvgPool1d	Yes	Yes	Yes	No	torch.nn
AvgPool2d	Yes	Yes	Yes	No	torch.nn
AvgPool3d	Yes	Yes	Yes	No	torch.nn
BatchNorm1d	Yes	Yes	Yes	No	torch.nn
BatchNorm2d	Yes	Yes	Yes	No	torch.nn
BCELoss	Yes	Yes	Yes	No	torch.nn
BCEWithLogitsLoss	Yes	Yes	Yes	No	torch.nn
ChannelShuffle	Yes	Yes	Yes	No	torch.nn
ConstantPad1d	Yes	Yes	Yes	No	torch.nn
Conv1d	Yes	Yes	Yes	No	torch.nn
Conv2d	Yes	Yes	Yes	No	torch.nn
Conv3d	Yes	Yes	Yes	No	torch.nn
ConvTranspose2d	Yes	Yes	Yes	No	torch.nn
ConvTranspose3d	Yes	Yes	Yes	No	torch.nn
CrossEntropyLoss	Yes	Yes	No	No	torch.nn
Dropout	Yes	Yes	Yes	No	torch.nn
ELU	Yes	Yes	Yes	No	torch.nn
Embedding	Yes	Yes	Yes	Yes	torch.nn
EmbeddingBag	Yes	Yes	Yes	No	torch.nn
GELU	Yes	Yes	Yes	No	torch.nn
GLU	Yes	No	No	No	torch.nn
Hardshrink	Yes	Yes	No	No	torch.nn
Hardsigmoid	Yes	Yes	Yes	No	torch.nn
Hardtanh	Yes	No	No	No	torch.nn
HuberLoss	Yes	Yes	No	No	torch.nn
InstanceNorm2d	Yes	Yes	No	No	torch.nn
KLDivLoss	Yes	Yes	No	No	torch.nn
LayerNorm	Yes	Yes	Yes	No	torch.nn
LeakyReLU	Yes	Yes	Yes	No	torch.nn
Linear	Yes	Yes	Yes	No	torch.nn
LogSigmoid	Yes	No	No	No	torch.nn
LogSoftmax	Yes	Yes	Yes	No	torch.nn
MaxPool2d	Yes	Yes	Yes	No	torch.nn
MaxPool3d	Yes	Yes	No	No	torch.nn
Mish	Yes	Yes	No	No	torch.nn
MSELoss	Yes	Yes	Yes	No	torch.nn
NLLLoss	Yes	Yes	Yes	No	torch.nn
PixelShuffle	Yes	Yes	Yes	No	torch.nn
PReLU	Yes	Yes	No	No	torch.nn
ReLU	Yes	Yes	Yes	No	torch.nn
ReflectionPad1d	Yes	No	No	No	torch.nn
ReflectionPad2d	Yes	No	No	No	torch.nn
ReflectionPad3d	Yes	No	No	No	torch.nn
ReplicationPad1d	Yes	Yes	No	No	torch.nn
ReplicationPad2d	Yes	Yes	No	No	torch.nn
ReplicationPad3d	Yes	Yes	No	No	torch.nn
RReLU	Yes	Yes	No	No	torch.nn
SiLU	Yes	Yes	No	No	torch.nn
Softmax	Yes	Yes	Yes	No	torch.nn
Softplus	Yes	Yes	No	No	torch.nn
Softshrink	Yes	Yes	No	No	torch.nn
Threshold	Yes	Yes	No	No	torch.nn
SmoothL1Loss	Yes	Yes	No	No	torch.nn
Upsample	Yes	Yes	Yes	No	torch.nn
UpsamplingNearest2d	Yes	Yes	Yes	No	torch.nn
weight_norm	Yes	Yes	No	No	torch.nn.utils
__and__	No	No	No	No	torch.Tensor
__iand__	No	No	No	No	torch.Tensor
__ilshift__	No	No	No	No	torch.Tensor
__ior__	No	No	No	No	torch.Tensor
__irshift__	No	No	No	No	torch.Tensor
__ixor__	No	No	No	No	torch.Tensor
__lshift__	No	No	No	No	torch.Tensor
__or__	No	No	No	No	torch.Tensor
__rshift__	No	No	No	No	torch.Tensor
__xor__	No	No	No	No	torch.Tensor
abs	Yes	Yes	Yes	No	torch.Tensor
acos	Yes	Yes	No	No	torch.Tensor
acos_	Yes	Yes	No	No	torch.Tensor
acosh	Yes	Yes	No	No	torch.Tensor
acosh_	Yes	Yes	No	No	torch.Tensor
add	Yes	Yes	Yes	No	torch.Tensor
add_	Yes	Yes	Yes	No	torch.Tensor
addbmm	Yes	Yes	Yes	No	torch.Tensor
addbmm_	Yes	Yes	Yes	No	torch.Tensor
addcdiv	Yes	Yes	No	No	torch.Tensor
addcdiv_	Yes	Yes	Yes	No	torch.Tensor
addcmul	Yes	Yes	No	No	torch.Tensor
addcmul_	Yes	Yes	Yes	No	torch.Tensor
addmm	Yes	Yes	Yes	No	torch.Tensor
addmm_	Yes	Yes	Yes	No	torch.Tensor
addmv	Yes	Yes	Yes	No	torch.Tensor
addmv_	Yes	Yes	Yes	No	torch.Tensor
addr	Yes	Yes	Yes	No	torch.Tensor
addr_	Yes	Yes	Yes	No	torch.Tensor
all	Yes	Yes	No	No	torch.Tensor
amax	Yes	Yes	Yes	Yes	torch.Tensor
amin	Yes	Yes	Yes	Yes	torch.Tensor
aminmax	Yes	Yes	No	Yes	torch.Tensor
any	Yes	Yes	Yes	No	torch.Tensor
arccos	Yes	Yes	No	No	torch.Tensor
arccos_	Yes	Yes	No	No	torch.Tensor
arccosh	Yes	Yes	No	No	torch.Tensor
arccosh_	Yes	Yes	No	No	torch.Tensor
arcsin	Yes	Yes	No	No	torch.Tensor
arcsin_	Yes	Yes	No	No	torch.Tensor
arcsinh	Yes	Yes	No	No	torch.Tensor
arcsinh_	Yes	Yes	No	No	torch.Tensor
arctan	Yes	Yes	No	No	torch.Tensor
arctan_	Yes	Yes	No	No	torch.Tensor
arctanh	Yes	Yes	No	No	torch.Tensor
arctanh_	Yes	Yes	No	No	torch.Tensor
argmax	Yes	Yes	Yes	No	torch.Tensor
argmin	Yes	Yes	Yes	No	torch.Tensor
asin	Yes	Yes	No	No	torch.Tensor
asin_	Yes	Yes	No	No	torch.Tensor
asinh	Yes	Yes	No	No	torch.Tensor
asinh_	Yes	Yes	No	No	torch.Tensor
atan2	Yes	Yes	No	No	torch.Tensor
atan2_	Yes	Yes	No	No	torch.Tensor
arctan2	Yes	Yes	No	No	torch.Tensor
arctan2_	Yes	Yes	No	No	torch.Tensor
atanh	Yes	Yes	No	No	torch.Tensor
atanh_	Yes	Yes	No	No	torch.Tensor
baddbmm	Yes	Yes	Yes	No	torch.Tensor
baddbmm_	Yes	Yes	Yes	No	torch.Tensor
bernoulli	Yes	Yes	Yes	No	torch.Tensor
bitwise_and	No	No	No	No	torch.Tensor
bitwise_left_shift	No	No	No	No	torch.Tensor
bitwise_not	No	No	No	No	torch.Tensor
bitwise_or	No	No	No	No	torch.Tensor
bitwise_right_shift	No	No	No	No	torch.Tensor
bitwise_xor	No	No	No	No	torch.Tensor
bmm	Yes	Yes	Yes	No	torch.Tensor
ceil	Yes	Yes	Yes	No	torch.Tensor
clamp	Yes	Yes	Yes	Yes	torch.Tensor
clamp_	Yes	Yes	Yes	Yes	torch.Tensor
clamp_max	Yes	Yes	Yes	Yes	torch.Tensor
clamp_min	Yes	Yes	Yes	Yes	torch.Tensor
clip	Yes	Yes	No	No	torch.Tensor
clip_	Yes	Yes	No	No	torch.Tensor
clone	Yes	Yes	Yes	Yes	torch.Tensor
conj	Yes	Yes	No	No	torch.Tensor
copy_	Yes	Yes	No	Yes	torch.Tensor
copysign	Yes	Yes	No	No	torch.Tensor
copysign_	Yes	Yes	No	No	torch.Tensor
cos	Yes	Yes	Yes	No	torch.Tensor
cos_	Yes	Yes	Yes	No	torch.Tensor
cosh_	Yes	Yes	Yes	No	torch.Tensor
count_nonzero	Yes	Yes	Yes	No	torch.Tensor
cross	Yes	Yes	No	No	torch.Tensor
cumprod	Yes	Yes	No	No	torch.Tensor
cumsum	Yes	Yes	Yes	No	torch.Tensor
diag	Yes	Yes	Yes	No	torch.Tensor
div	Yes	Yes	Yes	No	torch.Tensor
div_	Yes	Yes	Yes	No	torch.Tensor
dot	Yes	Yes	Yes	No	torch.Tensor
fill_	Yes	Yes	Yes	Yes	torch.Tensor
eq	Yes	Yes	Yes	Yes	torch.Tensor
eq_	Yes	Yes	Yes	Yes	torch.Tensor
equal	Yes	Yes	No	No	torch.Tensor
erf	Yes	Yes	No	No	torch.Tensor
erf_	Yes	Yes	No	No	torch.Tensor
erfinv	Yes	No	No	No	torch.Tensor
erfinv_	Yes	No	No	No	torch.Tensor
erfc_	Yes	Yes	No	No	torch.Tensor
erfc	Yes	Yes	No	No	torch.Tensor
exp	Yes	Yes	Yes	No	torch.Tensor
exp_	Yes	Yes	Yes	No	torch.Tensor
expand	Yes	Yes	Yes	No	torch.Tensor
expand_as	Yes	Yes	Yes	No	torch.Tensor
expm1	Yes	No	No	No	torch.Tensor
expm1_	Yes	No	No	No	torch.Tensor
exponential_	Yes	Yes	No	No	torch.Tensor
flatten	Yes	Yes	No	No	torch.Tensor
flip	Yes	Yes	Yes	No	torch.Tensor
floor	Yes	Yes	Yes	No	torch.Tensor
floor_	Yes	Yes	Yes	No	torch.Tensor
floor_divide	Yes	Yes	No	No	torch.Tensor
floor_divide_	Yes	Yes	No	No	torch.Tensor
fmax	Yes	Yes	Yes	Yes	torch.Tensor
fmin	Yes	Yes	Yes	Yes	torch.Tensor
fmod	Yes	Yes	No	No	torch.Tensor
fmod_	Yes	Yes	No	No	torch.Tensor
frac	Yes	Yes	No	No	torch.Tensor
frexp	Yes	Yes	Yes	No	torch.Tensor
gather	Yes	Yes	Yes	No	torch.Tensor
ge	Yes	Yes	Yes	Yes	torch.Tensor
ge_	Yes	Yes	Yes	Yes	torch.Tensor
geometric_	Yes	Yes	No	No	torch.Tensor
greater	Yes	Yes	Yes	No	torch.Tensor
greater_equal	Yes	Yes	Yes	No	torch.Tensor
gt	Yes	Yes	Yes	Yes	torch.Tensor
hardshrink	Yes	Yes	No	No	torch.Tensor
heaviside	Yes	Yes	No	No	torch.Tensor
hypot	Yes	Yes	No	No	torch.Tensor
index_add_	Yes	Yes	Yes	No	torch.Tensor
index_copy_	Yes	Yes	Yes	Yes	torch.Tensor
index_fill	Yes	Yes	Yes	Yes	torch.Tensor
index_fill_	Yes	Yes	Yes	Yes	torch.Tensor
index_put	Yes	Yes	No	No	torch.Tensor
index_put_	Yes	Yes	No	No	torch.Tensor
index_select	Yes	Yes	Yes	Yes	torch.Tensor
is_complex	Yes	Yes	No	No	torch.Tensor
is_floating_point	Yes	Yes	No	No	torch.Tensor
isfinite	Yes	Yes	Yes	No	torch.Tensor
isinf	Yes	Yes	Yes	No	torch.Tensor
isnan	Yes	Yes	Yes	No	torch.Tensor
isneginf	Yes	Yes	Yes	No	torch.Tensor
isposinf	Yes	Yes	Yes	No	torch.Tensor
item	Yes	No	No	No	torch.Tensor
kthvalue	Yes	Yes	Yes	No	torch.Tensor
le	Yes	Yes	Yes	Yes	torch.Tensor
le_	Yes	Yes	Yes	Yes	torch.Tensor
lerp	Yes	Yes	No	No	torch.Tensor
lerp_	Yes	Yes	No	No	torch.Tensor
less	Yes	Yes	Yes	No	torch.Tensor
less_	Yes	Yes	Yes	No	torch.Tensor
less_equal	Yes	Yes	Yes	No	torch.Tensor
less_equal_	Yes	Yes	Yes	No	torch.Tensor
log	Yes	Yes	Yes	No	torch.Tensor
log_	Yes	Yes	Yes	No	torch.Tensor
log_normal_	Yes	Yes	No	No	torch.Tensor
log_softmax	Yes	Yes	Yes	No	torch.Tensor
log10	Yes	Yes	No	No	torch.Tensor
log1p	Yes	Yes	No	No	torch.Tensor
log1p_	Yes	Yes	No	No	torch.Tensor
log2	Yes	Yes	Yes	No	torch.Tensor
log2_	Yes	Yes	Yes	No	torch.Tensor
logaddexp	Yes	Yes	No	No	torch.Tensor
logaddexp2	Yes	Yes	No	No	torch.Tensor
logcumsumexp	Yes	Yes	No	No	torch.Tensor
logical_and	Yes	Yes	Yes	No	torch.Tensor
logical_and_	Yes	Yes	Yes	No	torch.Tensor
logical_not	Yes	Yes	Yes	No	torch.Tensor
logical_not_	Yes	Yes	Yes	No	torch.Tensor
logical_or	Yes	Yes	Yes	No	torch.Tensor
logical_or_	Yes	Yes	Yes	No	torch.Tensor
logical_xor_	Yes	Yes	Yes	No	torch.Tensor
logical_xor_	Yes	Yes	Yes	No	torch.Tensor
logit	Yes	Yes	No	No	torch.Tensor
logsumexp	Yes	Yes	No	No	torch.Tensor
lt	Yes	Yes	Yes	Yes	torch.Tensor
masked_fill	Yes	Yes	Yes	Yes	torch.Tensor
masked_fill_	Yes	Yes	Yes	Yes	torch.Tensor
masked_scatter	Yes	Yes	Yes	No	torch.Tensor
masked_scatter_	Yes	Yes	Yes	No	torch.Tensor
masked_select	Yes	Yes	No	No	torch.Tensor
matmul	Yes	Yes	No	No	torch.Tensor
max	Yes	Yes	No	Yes	torch.Tensor
maximum	Yes	Yes	Yes	Yes	torch.Tensor
mean	Yes	Yes	Yes	No	torch.Tensor
median	Yes	Yes	Yes	No	torch.Tensor
min	Yes	Yes	Yes	Yes	torch.Tensor
minimum	Yes	Yes	Yes	Yes	torch.Tensor
mm	Yes	Yes	Yes	No	torch.Tensor
mul	Yes	Yes	Yes	No	torch.Tensor
mul_	Yes	Yes	Yes	No	torch.Tensor
mv	Yes	Yes	Yes	No	torch.Tensor
nan_to_num	Yes	Yes	No	No	torch.Tensor
nansum	Yes	Yes	Yes	No	torch.Tensor
narrow	Yes	No	No	No	torch.Tensor
ne	Yes	Yes	Yes	Yes	torch.Tensor
ne_	Yes	Yes	Yes	Yes	torch.Tensor
neg	Yes	Yes	Yes	No	torch.Tensor
new_empty	Yes	Yes	No	No	torch.Tensor
new_empty_strided	Yes	Yes	No	No	torch.Tensor
new_full	Yes	Yes	No	No	torch.Tensor
new_ones	Yes	Yes	No	No	torch.Tensor
new_zeros	Yes	Yes	Yes	No	torch.Tensor
nextafter	Yes	Yes	Yes	No	torch.Tensor
nonzero	Yes	Yes	No	No	torch.Tensor
norm	Yes	Yes	Yes	No	torch.Tensor
normal_	Yes	Yes	Yes	No	torch.Tensor
permute	Yes	Yes	No	No	torch.Tensor
pin_memory	Yes	Yes	No	No	torch.Tensor
pow	Yes	Yes	Yes	No	torch.Tensor
pow_	Yes	Yes	Yes	No	torch.Tensor
prod	Yes	Yes	Yes	No	torch.Tensor
put_	Yes	Yes	Yes	No	torch.Tensor
random_	Yes	Yes	Yes	No	torch.Tensor
reciprocal	Yes	Yes	Yes	Yes	torch.Tensor
reciprocal_	Yes	Yes	Yes	Yes	torch.Tensor
remainder	Yes	Yes	No	No	torch.Tensor
remainder_	Yes	Yes	No	No	torch.Tensor
repeat	Yes	Yes	Yes	Yes	torch.Tensor
repeat_interleave	Yes	Yes	Yes	No	torch.Tensor
reshape	Yes	Yes	Yes	Yes	torch.Tensor
roll	Yes	Yes	No	Yes	torch.Tensor
resize_	Yes	Yes	Yes	No	torch.Tensor
round	Yes	Yes	Yes	No	torch.Tensor
round_	Yes	Yes	Yes	No	torch.Tensor
rsqrt	Yes	Yes	Yes	No	torch.Tensor
rsqrt_	Yes	Yes	Yes	No	torch.Tensor
scatter	Yes	Yes	Yes	No	torch.Tensor
scatter_	Yes	Yes	Yes	No	torch.Tensor
scatter_add	Yes	Yes	Yes	No	torch.Tensor
scatter_add_	Yes	Yes	Yes	No	torch.Tensor
scatter_reduce	Yes	Yes	Yes	No	torch.Tensor
scatter_reduce_	Yes	Yes	Yes	No	torch.Tensor
select	Yes	Yes	Yes	Yes	torch.Tensor
sgn	Yes	Yes	Yes	No	torch.Tensor
sgn_	Yes	Yes	Yes	No	torch.Tensor
sigmoid	Yes	Yes	Yes	No	torch.Tensor
sigmoid_	Yes	Yes	Yes	No	torch.Tensor
sign	Yes	Yes	Yes	No	torch.Tensor
sign_	Yes	Yes	Yes	No	torch.Tensor
signbit	Yes	Yes	Yes	No	torch.Tensor
sin	Yes	Yes	Yes	No	torch.Tensor
sin_	Yes	Yes	Yes	No	torch.Tensor
sinh	Yes	Yes	No	No	torch.Tensor
sinh_	Yes	Yes	No	No	torch.Tensor
sinc	Yes	Yes	No	No	torch.Tensor
sort	Yes	Yes	Yes	No	torch.Tensor
split_with_sizes	Yes	Yes	No	Yes	torch.Tensor
sqrt	Yes	Yes	Yes	No	torch.Tensor
square	Yes	Yes	No	No	torch.Tensor
square_	Yes	Yes	No	No	torch.Tensor
squeeze	Yes	Yes	No	Yes	torch.Tensor
squeeze_	Yes	Yes	No	Yes	torch.Tensor
std	Yes	Yes	No	No	torch.Tensor
sub	Yes	Yes	Yes	No	torch.Tensor
sub_	Yes	Yes	Yes	No	torch.Tensor
sum	Yes	Yes	Yes	Yes	torch.Tensor
T	Yes	Yes	Yes	No	torch.Tensor
t	Yes	Yes	Yes	Yes	torch.Tensor
tan	Yes	Yes	No	No	torch.Tensor
tan_	Yes	Yes	No	No	torch.Tensor
tanh	Yes	Yes	Yes	No	torch.Tensor
tanh_	Yes	Yes	Yes	No	torch.Tensor
to	Yes	Yes	Yes	Yes	torch.Tensor
topk	Yes	Yes	Yes	No	torch.Tensor
trace	Yes	Yes	No	No	torch.Tensor
take	Yes	Yes	No	No	torch.Tensor
transpose	Yes	Yes	Yes	Yes	torch.Tensor
tril	Yes	Yes	No	No	torch.Tensor
tril_	Yes	Yes	No	No	torch.Tensor
triu	Yes	Yes	No	No	torch.Tensor
triu_	Yes	Yes	No	No	torch.Tensor
trunc	Yes	Yes	Yes	No	torch.Tensor
trunc_	Yes	Yes	Yes	No	torch.Tensor
unbind	Yes	Yes	No	No	torch.Tensor
unsqueeze	Yes	Yes	No	Yes	torch.Tensor
uniform_	Yes	Yes	Yes	No	torch.Tensor
unique	Yes	No	No	No	torch.Tensor
var	Yes	Yes	No	No	torch.Tensor
vdot	Yes	Yes	No	No	torch.Tensor
view	Yes	No	No	No	torch.Tensor
where	Yes	Yes	Yes	No	torch.Tensor
xlogy	Yes	Yes	Yes	No	torch.Tensor
xlogy_	Yes	Yes	Yes	No	torch.Tensor
zero_	Yes	Yes	Yes	Yes	torch.Tensor
entr	Yes	No	No	No	torch.special
erf	Yes	Yes	No	No	torch.special
erfc	Yes	Yes	No	No	torch.special
exp2	Yes	Yes	No	No	torch.special
expit	Yes	Yes	No	No	torch.special
expm1	Yes	No	No	No	torch.special
erfinv	Yes	No	No	No	torch.special
log1p	Yes	Yes	No	No	torch.special
logit	Yes	Yes	No	No	torch.special
logsumexp	Yes	Yes	No	No	torch.special
round	Yes	Yes	Yes	No	torch.special
sinc	Yes	Yes	No	No	torch.special
softmax	Yes	Yes	Yes	No	torch.special
xlog1py	Yes	Yes	No	No	torch.special
xlogy	Yes	Yes	Yes	No	torch.special
batched_nms	Yes	Yes	No	No	torchvision.ops
nms	Yes	Yes	No	No	torchvision.ops
roi_align	Yes	No	No	No	torchvision.ops

Integer Types

PyTorch Operator	INT64	INT32	INT16	INT8	BOOL	Operator Type
adaptive_avg_pool1d	No	No	No	No	No	torch.nn.functional
adaptive_avg_pool2d	No	No	No	No	No	torch.nn.functional
adaptive_avg_pool3d	No	No	No	No	No	torch.nn.functional
avg_pool1d	No	No	No	No	No	torch.nn.functional
avg_pool2d	No	No	No	No	No	torch.nn.functional
avg_pool3d	No	No	No	No	No	torch.nn.functional
batch_norm	No	No	No	No	No	torch.nn.functional
binary_cross_entropy	No	No	No	No	No	torch.nn.functional
binary_cross_entropy_with_logits	No	No	No	No	No	torch.nn.functional
conv_transpose2d	No	No	No	No	No	torch.nn.functional
conv1d	No	No	No	No	No	torch.nn.functional
conv2d	No	No	No	No	No	torch.nn.functional
conv3d	No	No	No	No	No	torch.nn.functional
dropout	No	No	No	No	No	torch.nn.functional
embedding	No	Yes	Yes	Yes	Yes	torch.nn.functional
embedding_bag	No	No	No	No	No	torch.nn.functional
elu	No	No	No	No	No	torch.nn.functional
elu_	No	No	No	No	No	torch.nn.functional
gelu	No	No	No	No	No	torch.nn.functional
glu	No	No	No	No	No	torch.nn.functional
grid_sample	No	No	No	No	No	torch.nn.functional
hardshrink	No	No	No	No	No	torch.nn.functional
hardsigmoid	No	No	No	No	No	torch.nn.functional
hardtanh	No	No	No	No	No	torch.nn.functional
hardtanh_	No	No	No	No	No	torch.nn.functional
huber_loss	No	No	No	No	No	torch.nn.functional
instance_norm	No	No	No	No	No	torch.nn.functional
kl_div	No	No	No	No	No	torch.nn.functional
l1_loss	No	No	No	No	No	torch.nn.functional
layer_norm	No	No	No	No	No	torch.nn.functional
leaky_relu	No	No	No	No	No	torch.nn.functional
linear	No	No	No	No	No	torch.nn.functional
log_softmax	No	No	No	No	No	torch.nn.functional
logsigmoid	No	No	No	No	No	torch.nn.functional
max_pool2d	No	No	No	No	No	torch.nn.functional
max_pool2d_with_indices	No	No	No	No	No	torch.nn.functional
max_pool3d	No	No	No	No	No	torch.nn.functional
max_pool3d_with_indices	No	No	No	No	No	torch.nn.functional
mish	No	No	No	No	No	torch.nn.functional
mse_loss	No	No	No	No	No	torch.nn.functional
nll_loss	No	No	No	No	No	torch.nn.functional
one_hot	Yes	Yes	No	No	No	torch.nn.functional
pad	No	No	No	No	No	torch.nn.functional
pixel_shuffle	No	Yes	Yes	Yes	Yes	torch.nn.functional
prelu	No	No	No	No	No	torch.nn.functional
relu	No	No	No	No	No	torch.nn.functional
relu_	No	No	No	No	No	torch.nn.functional
rrelu	No	No	No	No	No	torch.nn.functional
sigmoid	No	No	No	No	No	torch.nn.functional
silu	No	No	No	No	No	torch.nn.functional
smooth_l1_loss	No	No	No	No	No	torch.nn.functional
softmax	No	No	No	No	No	torch.nn.functional
softplus	No	No	No	No	No	torch.nn.functional
softshrink	No	No	No	No	No	torch.nn.functional
tanh	No	No	No	No	No	torch.nn.functional
threshold	No	No	No	No	No	torch.nn.functional
upsample	No	No	No	No	No	torch.nn.functional
upsample_nearest	No	No	No	No	No	torch.nn.functional
vector_norm	No	No	No	No	No	torch.linalg
abs	No	No	Yes	No	No	torch
absolute	No	No	No	No	No	torch
acos	No	No	No	No	No	torch
acosh	No	No	No	No	No	torch
add	Yes	Yes	No	No	No	torch
addbmm	No	No	No	No	No	torch
addcdiv	No	No	Yes	No	No	torch
addcmul	No	No	Yes	No	No	torch
addmm	No	No	No	No	No	torch
addmv	No	No	No	No	No	torch
addmv_	No	No	No	No	No	torch
addr	No	No	No	No	No	torch
all	No	Yes	Yes	No	Yes	torch
amax	No	Yes	Yes	No	No	torch
amin	No	Yes	Yes	No	No	torch
aminmax	Yes	Yes	Yes	Yes	No	torch
any	No	Yes	Yes	Yes	Yes	torch
arange	Yes	Yes	Yes	Yes	Yes	torch
arccos	No	No	No	No	No	torch
arccosh	No	No	No	No	No	torch
arcsin	No	No	No	No	No	torch
arcsinh	No	No	No	No	No	torch
arctan	No	No	No	No	No	torch
arctanh	No	No	No	No	No	torch
argmax	No	Yes	Yes	Yes	Yes	torch
argmin	No	Yes	Yes	Yes	Yes	torch
asin	No	No	No	No	No	torch
asinh	No	No	No	No	No	torch
as_strided	Yes	Yes	No	Yes	Yes	torch
atan	No	No	No	No	No	torch
atan2	No	No	No	No	No	torch
arctan2	No	No	No	No	No	torch
atanh	No	No	No	No	No	torch
baddbmm	No	No	No	No	No	torch
bernoulli	No	No	No	No	No	torch
bitwise_and	No	Yes	No	Yes	Yes	torch
bitwise_left_shift	No	Yes	No	Yes	Yes	torch
bitwise_not	No	No	Yes	No	Yes	torch
bitwise_or	No	Yes	No	Yes	Yes	torch
bitwise_right_shift	No	Yes	No	Yes	Yes	torch
bitwise_xor	No	Yes	No	Yes	Yes	torch
bmm	No	No	No	No	No	torch
broadcast_tensors	No	No	No	No	No	torch
cat	Yes	Yes	Yes	Yes	Yes	torch
ceil	No	Yes	Yes	Yes	No	torch
chunk	No	Yes	No	No	No	torch
clamp	Yes	Yes	Yes	Yes	Yes	torch
clip	No	Yes	No	No	No	torch
clone	No	Yes	Yes	Yes	Yes	torch
conj	No	Yes	No	No	No	torch
copysign	No	No	No	No	No	torch
cos	No	No	No	No	No	torch
cosh	No	No	No	No	No	torch
count_nonzero	Yes	Yes	Yes	Yes	Yes	torch
cross	No	Yes	No	No	No	torch
cumsum	Yes	Yes	No	No	No	torch
cumprod	No	Yes	No	No	No	torch
diag	No	No	No	No	No	torch
div	No	Yes	No	Yes	No	torch
divide	No	Yes	No	Yes	No	torch
dot	No	Yes	Yes	No	No	torch
embedding	No	Yes	Yes	Yes	Yes	torch
embedding_renorm_	No	No	No	No	No	torch
empty	Yes	Yes	Yes	Yes	Yes	torch
empty_like	Yes	Yes	Yes	Yes	Yes	torch
empty_strided	Yes	Yes	Yes	Yes	Yes	torch
eq	Yes	Yes	No	Yes	Yes	torch
equal	Yes	Yes	Yes	Yes	Yes	torch
erf	No	No	No	No	No	torch
erfc	No	No	No	No	No	torch
erfinv	No	No	No	No	No	torch
exp	No	No	Yes	No	No	torch
exp2	No	No	No	No	No	torch
expm1	No	No	No	No	No	torch
eye	No	Yes	No	No	No	torch
fill	Yes	Yes	Yes	Yes	Yes	torch
fill_	Yes	Yes	Yes	Yes	Yes	torch
flatten	No	Yes	No	No	No	torch
flip	No	Yes	Yes	Yes	Yes	torch
floor	No	Yes	Yes	Yes	No	torch
floor_divide	Yes	Yes	No	Yes	Yes	torch
fmax	No	Yes	Yes	Yes	Yes	torch
fmin	No	Yes	Yes	Yes	Yes	torch
fmod	No	Yes	No	No	No	torch
frac	No	No	No	No	No	torch
frexp	No	No	No	No	No	torch
full	Yes	Yes	No	Yes	Yes	torch
full_like	Yes	Yes	Yes	Yes	No	torch
gather	No	Yes	Yes	Yes	Yes	torch
ge	Yes	Yes	No	No	No	torch
greater	Yes	Yes	No	Yes	No	torch
greater_equal	Yes	Yes	No	Yes	No	torch
grid_sampler_2d	No	No	No	No	No	torch
gt	Yes	No	No	No	No	torch
heaviside	No	Yes	No	No	No	torch
hypot	No	No	No	No	No	torch
index_fill	No	Yes	No	Yes	Yes	torch
index_select	Yes	Yes	Yes	Yes	Yes	torch
is_complex	No	Yes	No	No	No	torch
is_floating_point	No	Yes	No	No	No	torch
is_nonzero	No	Yes	No	No	No	torch
isfinite	No	No	No	No	No	torch
isinf	No	No	No	No	No	torch
isnan	No	Yes	Yes	Yes	Yes	torch
isneginf	No	No	No	No	No	torch
isposinf	No	No	No	No	No	torch
kthvalue	No	Yes	No	No	No	torch
le	No	Yes	No	Yes	No	torch
lerp	No	Yes	No	No	No	torch
less	Yes	Yes	No	Yes	No	torch
less_equal	No	Yes	No	Yes	No	torch
linspace	No	Yes	No	No	No	torch
log	No	No	No	No	No	torch
log10	No	No	No	No	No	torch
log1p	No	No	No	No	No	torch
log2	No	No	No	No	No	torch
logaddexp	No	No	No	No	No	torch
logaddexp2	No	No	No	No	No	torch
logcumsumexp	No	No	No	No	No	torch
logical_and	Yes	Yes	No	Yes	Yes	torch
logical_not	No	No	Yes	Yes	Yes	torch
logical_or	No	No	No	Yes	Yes	torch
logical_xor	No	No	No	Yes	Yes	torch
logit	No	No	No	No	No	torch
logspace	No	Yes	No	No	No	torch
logsumexp	No	No	No	No	No	torch
lt	Yes	Yes	No	Yes	No	torch
masked_fill	No	Yes	No	Yes	Yes	torch
masked_scatter	No	Yes	No	Yes	Yes	torch
masked_select	No	Yes	No	No	No	torch
matmul	No	No	No	No	No	torch
max	No	Yes	Yes	No	No	torch
maximum	No	Yes	Yes	No	No	torch
mean	No	No	No	No	No	torch
median	No	Yes	No	No	No	torch
meshgrid	No	No	No	No	No	torch
min	No	Yes	Yes	No	No	torch
minimum	No	Yes	Yes	No	No	torch
mm	No	No	No	No	No	torch
mul	No	No	No	No	No	torch
mv	No	Yes	Yes	No	No	torch
nan_to_num	No	Yes	No	No	No	torch
nansum	No	No	Yes	No	No	torch
narrow	No	No	No	No	No	torch
native_group_norm	No	No	No	No	No	torch
native_layer_norm	No	No	No	No	No	torch
ne	No	Yes	Yes	No	No	torch
neg	No	No	No	No	No	torch
nextafter	No	No	No	No	No	torch
nonzero	No	Yes	No	No	Yes	torch
norm	No	No	Yes	No	No	torch
normal	No	No	No	No	No	torch
not_equal	No	Yes	No	Yes	Yes	torch
ones	No	Yes	No	Yes	Yes	torch
ones_like	No	Yes	Yes	Yes	Yes	torch
pixel_shuffle	No	Yes	Yes	Yes	Yes	torch
poisson	No	No	No	No	No	torch
pow	No	Yes	No	Yes	Yes	torch
prod	Yes	No	Yes	No	No	torch
randperm	Yes	Yes	No	No	No	torch
reciprocal	No	No	No	No	No	torch
remainder	No	Yes	Yes	Yes	Yes	torch
reshape	Yes	Yes	Yes	Yes	Yes	torch
resolve_conj	No	No	No	No	No	torch
resolve_neg	No	No	No	No	No	torch
result_type	No	Yes	No	No	No	torch
roll	No	Yes	Yes	Yes	Yes	torch
round	No	No	No	No	No	torch
rsqrt	No	No	No	No	No	torch
rsub	Yes	No	Yes	No	No	torch
scalar_tensor	Yes	Yes	Yes	Yes	Yes	torch
scatter	No	Yes	No	Yes	Yes	torch
scatter_add	No	No	No	No	No	torch
scatter_reduce	No	No	No	No	No	torch
searchsorted	Yes	Yes	No	No	No	torch
select	No	Yes	No	Yes	Yes	torch
sgn	No	No	No	No	No	torch
sigmoid	No	No	No	No	No	torch
sign	No	No	No	No	No	torch
signbit	No	Yes	No	Yes	Yes	torch
sin	No	No	No	No	No	torch
sinc	No	No	No	No	No	torch
sinh	No	No	No	No	No	torch
sort	No	No	Yes	No	No	torch
split_with_sizes	No	Yes	Yes	No	No	torch
sqrt	No	No	No	No	No	torch
square	No	Yes	No	Yes	Yes	torch
squeeze	No	Yes	No	Yes	Yes	torch
stack	No	Yes	Yes	No	No	torch
std	No	No	No	No	No	torch
std_mean	No	No	No	No	No	torch
sub	No	No	Yes	No	No	torch
sum	No	Yes	No	No	Yes	torch
t	Yes	Yes	Yes	Yes	Yes	torch
take	No	Yes	No	No	No	torch
tan	No	No	No	No	No	torch
tanh	No	No	No	No	No	torch
topk	No	No	Yes	No	No	torch
trace	No	Yes	No	No	No	torch
transpose	Yes	Yes	Yes	Yes	Yes	torch
tril	No	No	No	Yes	Yes	torch
triu	No	No	No	Yes	Yes	torch
trunc	No	Yes	Yes	Yes	No	torch
unbind	No	Yes	No	No	No	torch
unique	No	Yes	No	No	No	torch
_unique	No	Yes	No	No	No	torch
_unique2	No	Yes	No	No	No	torch
unsqueeze	No	Yes	Yes	No	No	torch
var	No	No	No	No	No	torch
var_mean	No	No	No	No	No	torch
vdot	No	No	No	No	No	torch
where	Yes	Yes	No	No	No	torch
xlogy	No	No	No	No	No	torch
zero_	No	Yes	Yes	Yes	Yes	torch
zeros	No	Yes	No	Yes	Yes	torch
zeros_like	No	Yes	Yes	Yes	Yes	torch
_adaptive_avg_pool2d	No	No	No	No	No	torch
_adaptive_avg_pool3d	No	No	No	No	No	torch
_efficientzerotensor	No	Yes	Yes	Yes	Yes	torch
_fused_dropout	No	No	No	No	No	torch
_masked_scale	No	Yes	Yes	Yes	Yes	torch
_native_batch_norm_legit	No	No	No	No	No	torch
_native_batch_norm_legit_no_training	No	No	No	No	No	torch
_resize_output_	Yes	Yes	No	Yes	Yes	torch
_weight_norm_interface	No	No	No	No	No	torch
AdaptiveAvgPool1d	No	No	No	No	No	torch.nn
AdaptiveAvgPool2d	No	No	No	No	No	torch.nn
AdaptiveAvgPool3d	No	No	No	No	No	torch.nn
AvgPool1d	No	No	No	No	No	torch.nn
AvgPool2d	No	No	No	No	No	torch.nn
AvgPool3d	No	No	No	No	No	torch.nn
BatchNorm1d	No	No	No	No	No	torch.nn
BatchNorm2d	No	No	No	No	No	torch.nn
BCELoss	No	No	No	No	No	torch.nn
BCEWithLogitsLoss	No	No	No	No	No	torch.nn
ChannelShuffle	No	Yes	No	Yes	Yes	torch.nn
ConstantPad1d	No	No	No	No	No	torch.nn
Conv1d	No	No	No	No	No	torch.nn
Conv2d	No	No	No	No	No	torch.nn
Conv3d	No	No	No	No	No	torch.nn
ConvTranspose2d	No	No	No	No	No	torch.nn
ConvTranspose3d	No	No	No	No	No	torch.nn
CrossEntropyLoss	No	No	No	No	No	torch.nn
Dropout	No	No	No	No	No	torch.nn
ELU	No	No	No	No	No	torch.nn
Embedding	No	Yes	Yes	Yes	Yes	torch.nn
EmbeddingBag	No	No	No	No	No	torch.nn
GELU	No	No	No	No	No	torch.nn
GLU	No	No	No	No	No	torch.nn
Hardshrink	No	No	No	No	No	torch.nn
Hardsigmoid	No	No	No	No	No	torch.nn
Hardtanh	No	No	No	No	No	torch.nn
HuberLoss	No	No	No	No	No	torch.nn
InstanceNorm2d	No	No	No	No	No	torch.nn
KLDivLoss	No	No	No	No	No	torch.nn
LayerNorm	No	No	No	No	No	torch.nn
LeakyReLU	No	No	No	No	No	torch.nn
Linear	No	No	No	No	No	torch.nn
LogSigmoid	No	No	No	No	No	torch.nn
LogSoftmax	No	No	No	No	No	torch.nn
MaxPool2d	No	No	No	No	No	torch.nn
MaxPool3d	No	No	No	No	No	torch.nn
Mish	No	No	No	No	No	torch.nn
MSELoss	No	No	No	No	No	torch.nn
NLLLoss	No	No	No	No	No	torch.nn
PixelShuffle	No	Yes	No	Yes	Yes	torch.nn
PReLU	No	No	No	No	No	torch.nn
ReLU	No	No	No	No	No	torch.nn
ReflectionPad1d	No	No	No	No	No	torch.nn
ReflectionPad2d	No	No	No	No	No	torch.nn
ReflectionPad3d	No	No	No	No	No	torch.nn
ReplicationPad1d	No	Yes	No	No	No	torch.nn
ReplicationPad2d	No	Yes	No	No	No	torch.nn
ReplicationPad3d	No	Yes	No	No	No	torch.nn
RReLU	No	No	No	No	No	torch.nn
SiLU	No	No	No	No	No	torch.nn
Softmax	No	No	No	No	No	torch.nn
Softplus	No	No	No	No	No	torch.nn
Softshrink	No	No	No	No	No	torch.nn
Threshold	No	No	No	No	No	torch.nn
SmoothL1Loss	No	No	No	No	No	torch.nn
Upsample	No	No	No	No	No	torch.nn
UpsamplingNearest2d	No	No	No	No	No	torch.nn
weight_norm	No	No	No	No	No	torch.nn.utils
__and__	No	Yes	No	Yes	Yes	torch.Tensor
__iand__	No	Yes	No	Yes	Yes	torch.Tensor
__ilshift__	No	Yes	No	Yes	Yes	torch.Tensor
__ior__	No	Yes	No	Yes	Yes	torch.Tensor
__irshift__	No	Yes	No	Yes	Yes	torch.Tensor
__ixor__	No	Yes	No	Yes	Yes	torch.Tensor
__lshift__	No	Yes	No	Yes	Yes	torch.Tensor
__or__	No	Yes	No	Yes	Yes	torch.Tensor
__rshift__	No	Yes	No	Yes	Yes	torch.Tensor
__xor__	No	Yes	No	Yes	Yes	torch.Tensor
abs	No	No	Yes	No	No	torch.Tensor
acos	No	No	No	No	No	torch.Tensor
acos_	No	No	No	No	No	torch.Tensor
acosh	No	No	No	No	No	torch.Tensor
acosh_	No	No	No	No	No	torch.Tensor
add	Yes	Yes	No	No	No	torch.Tensor
add_	Yes	Yes	No	No	No	torch.Tensor
addbmm	No	No	No	No	No	torch.Tensor
addbmm_	No	No	No	No	No	torch.Tensor
addcdiv	No	No	Yes	No	No	torch.Tensor
addcdiv_	No	No	Yes	No	No	torch.Tensor
addcmul	No	No	Yes	No	No	torch.Tensor
addcmul_	No	No	Yes	No	No	torch.Tensor
addmm	No	No	No	No	No	torch.Tensor
addmm_	No	No	No	No	No	torch.Tensor
addmv	No	No	No	No	No	torch.Tensor
addmv_	No	No	No	No	No	torch.Tensor
addr	No	No	No	No	No	torch.Tensor
addr_	No	No	No	No	No	torch.Tensor
all	No	Yes	Yes	No	Yes	torch.Tensor
amax	No	No	Yes	No	No	torch.Tensor
amin	No	No	Yes	No	No	torch.Tensor
aminmax	Yes	Yes	Yes	Yes	No	torch.Tensor
any	No	Yes	Yes	Yes	Yes	torch.Tensor
arccos	No	No	No	No	No	torch.Tensor
arccos_	No	No	No	No	No	torch.Tensor
arccosh	No	No	No	No	No	torch.Tensor
arccosh_	No	No	No	No	No	torch.Tensor
arcsin	No	No	No	No	No	torch.Tensor
arcsin_	No	No	No	No	No	torch.Tensor
arcsinh	No	No	No	No	No	torch.Tensor
arcsinh_	No	No	No	No	No	torch.Tensor
arctan	No	No	No	No	No	torch.Tensor
arctan_	No	No	No	No	No	torch.Tensor
arctanh	No	No	No	No	No	torch.Tensor
arctanh_	No	No	No	No	No	torch.Tensor
argmax	No	Yes	Yes	Yes	Yes	torch.Tensor
argmin	No	Yes	Yes	Yes	Yes	torch.Tensor
asin	No	No	No	No	No	torch.Tensor
asin_	No	No	No	No	No	torch.Tensor
asinh	No	No	No	No	No	torch.Tensor
asinh_	No	No	No	No	No	torch.Tensor
atan2	No	No	No	No	No	torch.Tensor
atan2_	No	No	No	No	No	torch.Tensor
arctan2	No	No	No	No	No	torch.Tensor
arctan2_	No	No	No	No	No	torch.Tensor
atanh	No	No	No	No	No	torch.Tensor
atanh_	No	No	No	No	No	torch.Tensor
baddbmm	No	No	No	No	No	torch.Tensor
baddbmm_	No	No	No	No	No	torch.Tensor
bernoulli	No	No	No	No	No	torch.Tensor
bitwise_and	No	No	No	No	Yes	torch.Tensor
bitwise_left_shift	No	Yes	No	Yes	No	torch.Tensor
bitwise_not	No	Yes	Yes	Yes	Yes	torch.Tensor
bitwise_or	No	No	No	No	Yes	torch.Tensor
bitwise_right_shift	No	Yes	No	Yes	No	torch.Tensor
bitwise_xor	No	No	No	No	Yes	torch.Tensor
bmm	No	No	No	No	No	torch.Tensor
ceil	No	Yes	Yes	Yes	No	torch.Tensor
clamp	Yes	Yes	Yes	Yes	Yes	torch.Tensor
clamp_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
clamp_max	Yes	Yes	Yes	Yes	Yes	torch.Tensor
clamp_min	Yes	Yes	Yes	Yes	Yes	torch.Tensor
clip	No	Yes	No	No	No	torch.Tensor
clip_	No	Yes	No	No	No	torch.Tensor
clone	No	Yes	Yes	Yes	Yes	torch.Tensor
conj	No	Yes	No	No	No	torch.Tensor
copy_	No	Yes	No	Yes	Yes	torch.Tensor
copysign	No	No	No	No	No	torch.Tensor
copysign_	No	No	No	No	No	torch.Tensor
cos	No	No	No	No	No	torch.Tensor
cos_	No	No	No	No	No	torch.Tensor
cosh_	No	No	No	No	No	torch.Tensor
count_nonzero	Yes	Yes	Yes	Yes	Yes	torch.Tensor
cross	No	Yes	No	No	No	torch.Tensor
cumprod	No	Yes	No	No	No	torch.Tensor
cumsum	Yes	Yes	No	No	No	torch.Tensor
diag	No	No	No	No	No	torch.Tensor
div	No	Yes	No	Yes	No	torch.Tensor
div_	No	Yes	No	Yes	No	torch.Tensor
dot	No	Yes	Yes	No	No	torch.Tensor
fill_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
eq	Yes	Yes	No	Yes	Yes	torch.Tensor
eq_	Yes	Yes	No	Yes	Yes	torch.Tensor
equal	Yes	Yes	Yes	Yes	No	torch.Tensor
erf	No	No	No	No	No	torch.Tensor
erf_	No	No	No	No	No	torch.Tensor
erfinv	No	No	No	No	No	torch.Tensor
erfinv_	No	No	No	No	No	torch.Tensor
erfc_	No	No	No	No	No	torch.Tensor
erfc	No	No	No	No	No	torch.Tensor
exp	No	No	Yes	No	No	torch.Tensor
exp_	No	No	Yes	No	No	torch.Tensor
expand	Yes	Yes	No	No	No	torch.Tensor
expand_as	Yes	Yes	No	Yes	Yes	torch.Tensor
expm1	No	No	No	No	No	torch.Tensor
expm1_	No	No	No	No	No	torch.Tensor
exponential_	No	No	No	No	No	torch.Tensor
flatten	No	Yes	No	No	No	torch.Tensor
flip	No	Yes	Yes	Yes	Yes	torch.Tensor
floor	No	Yes	Yes	Yes	No	torch.Tensor
floor_	No	Yes	Yes	Yes	No	torch.Tensor
floor_divide	Yes	Yes	No	Yes	Yes	torch.Tensor
floor_divide_	Yes	Yes	No	Yes	Yes	torch.Tensor
fmax	No	Yes	Yes	Yes	Yes	torch.Tensor
fmin	No	Yes	Yes	Yes	Yes	torch.Tensor
fmod	No	Yes	No	No	No	torch.Tensor
fmod_	No	Yes	No	No	No	torch.Tensor
frac	No	No	No	No	No	torch.Tensor
frexp	No	No	No	No	No	torch.Tensor
gather	No	Yes	Yes	Yes	Yes	torch.Tensor
ge	Yes	Yes	No	No	No	torch.Tensor
ge_	Yes	Yes	No	No	No	torch.Tensor
geometric_	No	No	No	No	No	torch.Tensor
greater	Yes	Yes	No	Yes	No	torch.Tensor
greater_equal	Yes	Yes	No	Yes	No	torch.Tensor
gt	Yes	Yes	No	Yes	No	torch.Tensor
hardshrink	No	No	No	No	No	torch.Tensor
heaviside	No	Yes	No	No	No	torch.Tensor
hypot	No	No	No	No	No	torch.Tensor
index_add_	No	Yes	No	No	No	torch.Tensor
index_copy_	No	Yes	Yes	Yes	Yes	torch.Tensor
index_fill	No	Yes	No	Yes	Yes	torch.Tensor
index_fill_	No	Yes	Yes	Yes	Yes	torch.Tensor
index_put	No	Yes	No	No	No	torch.Tensor
index_put_	No	Yes	No	No	No	torch.Tensor
index_select	Yes	Yes	Yes	Yes	Yes	torch.Tensor
is_complex	No	Yes	No	No	No	torch.Tensor
is_floating_point	No	Yes	No	No	No	torch.Tensor
isfinite	No	No	No	No	No	torch.Tensor
isinf	No	No	No	No	No	torch.Tensor
isnan	No	Yes	Yes	No	No	torch.Tensor
isneginf	No	No	No	No	No	torch.Tensor
isposinf	No	No	No	No	No	torch.Tensor
item	No	No	No	No	No	torch.Tensor
kthvalue	No	Yes	No	No	No	torch.Tensor
le	No	Yes	No	Yes	No	torch.Tensor
le_	No	Yes	No	Yes	No	torch.Tensor
lerp	No	Yes	No	No	No	torch.Tensor
lerp_	No	Yes	No	No	No	torch.Tensor
less	Yes	Yes	No	Yes	No	torch.Tensor
less_	Yes	Yes	No	Yes	No	torch.Tensor
less_equal	No	Yes	No	Yes	No	torch.Tensor
less_equal_	No	Yes	No	Yes	No	torch.Tensor
log	No	No	No	No	No	torch.Tensor
log_	No	No	No	No	No	torch.Tensor
log_normal_	No	No	No	No	No	torch.Tensor
log_softmax	No	No	No	No	No	torch.Tensor
log10	No	No	No	No	No	torch.Tensor
log1p	No	No	No	No	No	torch.Tensor
log1p_	No	No	No	No	No	torch.Tensor
log2	No	No	No	No	No	torch.Tensor
log2_	No	No	No	No	No	torch.Tensor
logaddexp	No	No	No	No	No	torch.Tensor
logaddexp2	No	No	No	No	No	torch.Tensor
logcumsumexp	No	No	No	No	No	torch.Tensor
logical_and	Yes	Yes	No	Yes	Yes	torch.Tensor
logical_and_	Yes	Yes	No	Yes	Yes	torch.Tensor
logical_not	No	No	Yes	Yes	Yes	torch.Tensor
logical_not_	No	No	Yes	Yes	Yes	torch.Tensor
logical_or	No	No	No	Yes	Yes	torch.Tensor
logical_or_	No	No	No	Yes	Yes	torch.Tensor
logical_xor_	No	No	No	Yes	Yes	torch.Tensor
logical_xor_	No	No	No	Yes	Yes	torch.Tensor
logit	No	No	No	No	No	torch.Tensor
logsumexp	No	No	No	No	No	torch.Tensor
lt	Yes	Yes	No	Yes	No	torch.Tensor
masked_fill	No	Yes	No	Yes	Yes	torch.Tensor
masked_fill_	No	Yes	No	Yes	Yes	torch.Tensor
masked_scatter	No	Yes	No	Yes	Yes	torch.Tensor
masked_scatter_	No	Yes	No	Yes	Yes	torch.Tensor
masked_select	No	Yes	No	No	No	torch.Tensor
matmul	No	No	No	No	No	torch.Tensor
max	No	Yes	Yes	No	No	torch.Tensor
maximum	No	Yes	Yes	No	No	torch.Tensor
mean	No	No	No	No	No	torch.Tensor
median	No	Yes	No	No	No	torch.Tensor
min	No	Yes	Yes	No	No	torch.Tensor
minimum	No	Yes	Yes	No	No	torch.Tensor
mm	No	No	No	No	No	torch.Tensor
mul	No	No	No	No	No	torch.Tensor
mul_	No	No	No	No	No	torch.Tensor
mv	No	Yes	Yes	No	No	torch.Tensor
nan_to_num	No	Yes	No	No	No	torch.Tensor
nansum	No	No	Yes	No	No	torch.Tensor
narrow	No	No	No	No	No	torch.Tensor
ne	No	Yes	Yes	No	No	torch.Tensor
ne_	No	Yes	Yes	No	No	torch.Tensor
neg	No	No	No	No	No	torch.Tensor
new_empty	No	Yes	No	Yes	No	torch.Tensor
new_empty_strided	No	Yes	No	Yes	No	torch.Tensor
new_full	No	Yes	No	Yes	No	torch.Tensor
new_ones	No	Yes	No	Yes	No	torch.Tensor
new_zeros	Yes	Yes	Yes	Yes	Yes	torch.Tensor
nextafter	No	No	No	No	No	torch.Tensor
nonzero	No	Yes	No	No	Yes	torch.Tensor
norm	No	No	Yes	No	No	torch.Tensor
normal_	No	No	No	No	No	torch.Tensor
permute	No	Yes	No	No	No	torch.Tensor
pin_memory	No	Yes	No	Yes	Yes	torch.Tensor
pow	No	Yes	No	Yes	Yes	torch.Tensor
pow_	No	Yes	No	Yes	Yes	torch.Tensor
prod	Yes	No	Yes	No	No	torch.Tensor
put_	No	No	No	No	No	torch.Tensor
random_	No	Yes	Yes	Yes	Yes	torch.Tensor
reciprocal	No	No	No	No	No	torch.Tensor
reciprocal_	No	No	No	No	No	torch.Tensor
remainder	No	Yes	Yes	Yes	Yes	torch.Tensor
remainder_	No	Yes	Yes	Yes	Yes	torch.Tensor
repeat	No	Yes	No	Yes	Yes	torch.Tensor
repeat_interleave	Yes	Yes	No	Yes	Yes	torch.Tensor
reshape	Yes	Yes	Yes	Yes	Yes	torch.Tensor
roll	No	Yes	Yes	Yes	Yes	torch.Tensor
resize_	Yes	Yes	No	Yes	Yes	torch.Tensor
round	No	No	No	No	No	torch.Tensor
round_	No	No	No	No	No	torch.Tensor
rsqrt	No	No	No	No	No	torch.Tensor
rsqrt_	No	No	No	No	No	torch.Tensor
scatter	No	Yes	No	Yes	Yes	torch.Tensor
scatter_	No	Yes	No	Yes	Yes	torch.Tensor
scatter_add	No	No	No	No	No	torch.Tensor
scatter_add_	No	No	No	No	No	torch.Tensor
scatter_reduce	No	No	No	No	No	torch.Tensor
scatter_reduce_	No	No	No	No	No	torch.Tensor
select	No	Yes	No	Yes	Yes	torch.Tensor
sgn	No	No	No	No	No	torch.Tensor
sgn_	No	No	No	No	No	torch.Tensor
sigmoid	No	No	No	No	No	torch.Tensor
sigmoid_	No	No	No	No	No	torch.Tensor
sign	No	No	No	No	No	torch.Tensor
sign_	No	No	No	No	No	torch.Tensor
signbit	No	Yes	No	Yes	Yes	torch.Tensor
sin	No	No	No	No	No	torch.Tensor
sin_	No	No	No	No	No	torch.Tensor
sinh	No	No	No	No	No	torch.Tensor
sinh_	No	No	No	No	No	torch.Tensor
sinc	No	No	No	No	No	torch.Tensor
sort	No	No	Yes	No	No	torch.Tensor
split_with_sizes	No	Yes	Yes	No	No	torch.Tensor
sqrt	No	No	No	No	No	torch.Tensor
square	No	No	No	No	No	torch.Tensor
square_	No	No	No	No	No	torch.Tensor
squeeze	No	Yes	No	Yes	Yes	torch.Tensor
squeeze_	No	Yes	No	Yes	Yes	torch.Tensor
std	No	No	No	No	No	torch.Tensor
sub	No	No	Yes	No	No	torch.Tensor
sub_	No	No	Yes	No	No	torch.Tensor
sum	No	No	No	No	No	torch.Tensor
T	Yes	Yes	No	Yes	Yes	torch.Tensor
t	Yes	Yes	Yes	Yes	Yes	torch.Tensor
tan	No	No	No	No	No	torch.Tensor
tan_	No	No	No	No	No	torch.Tensor
tanh	No	No	No	No	No	torch.Tensor
tanh_	No	No	No	No	No	torch.Tensor
to	Yes	Yes	No	Yes	Yes	torch.Tensor
topk	No	No	Yes	No	No	torch.Tensor
trace	No	Yes	No	No	No	torch.Tensor
take	No	Yes	No	No	No	torch.Tensor
transpose	Yes	Yes	Yes	Yes	Yes	torch.Tensor
tril	No	No	No	Yes	Yes	torch.Tensor
tril_	No	No	No	Yes	Yes	torch.Tensor
triu	No	No	No	Yes	Yes	torch.Tensor
triu_	No	No	No	Yes	Yes	torch.Tensor
trunc	No	Yes	Yes	Yes	No	torch.Tensor
trunc_	No	Yes	Yes	Yes	No	torch.Tensor
unbind	No	Yes	No	No	No	torch.Tensor
unsqueeze	No	Yes	Yes	No	No	torch.Tensor
uniform_	No	No	No	No	No	torch.Tensor
unique	No	Yes	No	No	No	torch.Tensor
var	No	No	No	No	No	torch.Tensor
vdot	No	No	No	No	No	torch.Tensor
view	No	No	No	No	No	torch.Tensor
where	Yes	Yes	No	No	No	torch.Tensor
xlogy	No	No	No	No	No	torch.Tensor
xlogy_	No	No	No	No	No	torch.Tensor
zero_	No	Yes	Yes	Yes	Yes	torch.Tensor
entr	No	No	No	No	No	torch.special
erf	No	No	No	No	No	torch.special
erfc	No	No	No	No	No	torch.special
exp2	No	No	No	No	No	torch.special
expit	No	No	No	No	No	torch.special
expm1	No	No	No	No	No	torch.special
erfinv	No	No	No	No	No	torch.special
log1p	No	No	No	No	No	torch.special
logit	No	No	No	No	No	torch.special
logsumexp	No	No	No	No	No	torch.special
round	No	No	No	No	No	torch.special
sinc	No	No	No	No	No	torch.special
softmax	No	No	No	No	No	torch.special
xlog1py	No	No	No	No	No	torch.special
xlogy	No	No	No	No	No	torch.special
batched_nms	No	No	No	No	No	torchvision.ops
nms	No	No	No	No	No	torchvision.ops
roi_align	No	No	No	No	No	torchvision.ops