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
channel_shuffle	Yes	Yes	Yes	No	torch.nn.functional
conv1d	Yes	Yes	Yes	Yes	torch.nn.functional
conv2d	Yes	Yes	Yes	Yes	torch.nn.functional
conv3d	Yes	Yes	Yes	Yes	torch.nn.functional
conv_transpose1d	Yes	Yes	Yes	Yes	torch.nn.functional
conv_transpose2d	Yes	Yes	Yes	Yes	torch.nn.functional
conv_transpose3d	Yes	Yes	Yes	Yes	torch.nn.functional
dropout	Yes	Yes	Yes	No	torch.nn.functional
elu	Yes	Yes	Yes	No	torch.nn.functional
elu_	Yes	Yes	Yes	No	torch.nn.functional
embedding	Yes	Yes	Yes	Yes	torch.nn.functional
embedding_bag	Yes	Yes	Yes	No	torch.nn.functional
gelu	Yes	Yes	Yes	No	torch.nn.functional
gelu_	Yes	Yes	Yes	No	torch.nn.functional
glu	Yes	Yes	Yes	No	torch.nn.functional
grid_sample	Yes	Yes	Yes	No	torch.nn.functional
hardshrink	Yes	Yes	Yes	No	torch.nn.functional
hardsigmoid	Yes	Yes	Yes	No	torch.nn.functional
hardsigmoid_	Yes	Yes	Yes	No	torch.nn.functional
hardtanh	Yes	Yes	Yes	Yes	torch.nn.functional
hardtanh_	Yes	Yes	Yes	Yes	torch.nn.functional
huber_loss	Yes	Yes	Yes	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
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	Yes	Yes	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	Yes	No	torch.nn.functional
max_pool3d_with_indices	Yes	Yes	Yes	No	torch.nn.functional
mish	Yes	Yes	Yes	No	torch.nn.functional
mish_	Yes	Yes	Yes	No	torch.nn.functional
mse_loss	Yes	Yes	Yes	No	torch.nn.functional
multi_margin_loss	Yes	Yes	Yes	No	torch.nn.functional
multilabel_margin_loss	Yes	Yes	Yes	No	torch.nn.functional
nll_loss	Yes	Yes	Yes	No	torch.nn.functional
one_hot	No	No	No	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	Yes	No	torch.nn.functional
rrelu_	Yes	Yes	Yes	No	torch.nn.functional
sigmoid	Yes	Yes	Yes	No	torch.nn.functional
sigmoid_	Yes	Yes	Yes	No	torch.nn.functional
silu	Yes	Yes	No	No	torch.nn.functional
silu_	Yes	Yes	No	No	torch.nn.functional
smooth_l1_loss	Yes	Yes	Yes	No	torch.nn.functional
softmax	Yes	Yes	Yes	No	torch.nn.functional
softplus	Yes	Yes	Yes	No	torch.nn.functional
softshrink	Yes	Yes	Yes	No	torch.nn.functional
tanh	Yes	Yes	Yes	No	torch.nn.functional
threshold	Yes	Yes	Yes	No	torch.nn.functional
threshold_	Yes	Yes	Yes	No	torch.nn.functional
upsample	Yes	Yes	Yes	No	torch.nn.functional
upsample_bilinear	Yes	Yes	Yes	No	torch.nn.functional
upsample_nearest	Yes	Yes	Yes	No	torch.nn.functional
cross	Yes	Yes	Yes	Yes	torch.linalg
vector_norm	Yes	Yes	Yes	No	torch.linalg
_adaptive_avg_pool2d	Yes	Yes	Yes	No	torch
_adaptive_avg_pool3d	Yes	Yes	Yes	No	torch
_add_relu	Yes	Yes	Yes	No	torch
_add_relu_	Yes	Yes	Yes	No	torch
_addmm_activation	Yes	Yes	Yes	No	torch
_aminmax	Yes	Yes	Yes	Yes	torch
_ctc_loss	Yes	No	No	No	torch
_efficientzerotensor	Yes	Yes	Yes	Yes	torch
_foreach_abs	Yes	Yes	Yes	No	torch
_foreach_abs_	Yes	Yes	Yes	No	torch
_foreach_acos	Yes	Yes	Yes	No	torch
_foreach_acos_	Yes	Yes	Yes	No	torch
_foreach_add	Yes	Yes	Yes	Yes	torch
_foreach_add_	Yes	Yes	Yes	Yes	torch
_foreach_addcdiv	Yes	Yes	Yes	No	torch
_foreach_addcdiv_	Yes	Yes	Yes	No	torch
_foreach_addcmul	Yes	Yes	Yes	No	torch
_foreach_addcmul_	Yes	Yes	Yes	No	torch
_foreach_asin	Yes	Yes	Yes	No	torch
_foreach_asin_	Yes	Yes	Yes	No	torch
_foreach_atan	Yes	Yes	Yes	No	torch
_foreach_atan_	Yes	Yes	Yes	No	torch
_foreach_ceil	Yes	Yes	Yes	No	torch
_foreach_ceil_	Yes	Yes	Yes	No	torch
_foreach_clamp_max	Yes	Yes	Yes	Yes	torch
_foreach_clamp_max_	Yes	Yes	Yes	Yes	torch
_foreach_clamp_min	Yes	Yes	Yes	Yes	torch
_foreach_clamp_min_	Yes	Yes	Yes	Yes	torch
_foreach_cos	Yes	Yes	Yes	No	torch
_foreach_cos_	Yes	Yes	Yes	No	torch
_foreach_cosh	Yes	Yes	Yes	No	torch
_foreach_cosh_	Yes	Yes	Yes	No	torch
_foreach_div	Yes	Yes	Yes	No	torch
_foreach_div_	Yes	Yes	Yes	No	torch
_foreach_erf	Yes	Yes	Yes	No	torch
_foreach_erf_	Yes	Yes	Yes	No	torch
_foreach_erfc	Yes	Yes	Yes	Yes	torch
_foreach_erfc_	Yes	Yes	Yes	Yes	torch
_foreach_exp	Yes	Yes	Yes	No	torch
_foreach_exp_	Yes	Yes	Yes	No	torch
_foreach_expm1	Yes	Yes	Yes	No	torch
_foreach_expm1_	Yes	Yes	Yes	No	torch
_foreach_floor	Yes	Yes	Yes	No	torch
_foreach_floor_	Yes	Yes	Yes	No	torch
_foreach_frac	Yes	Yes	Yes	No	torch
_foreach_frac_	Yes	Yes	Yes	No	torch
_foreach_lerp	Yes	Yes	Yes	Yes	torch
_foreach_lerp_	Yes	Yes	Yes	Yes	torch
_foreach_lgamma	Yes	Yes	Yes	No	torch
_foreach_lgamma_	Yes	Yes	Yes	No	torch
_foreach_log	Yes	Yes	Yes	No	torch
_foreach_log10	Yes	Yes	Yes	No	torch
_foreach_log10_	Yes	Yes	Yes	No	torch
_foreach_log1p	Yes	Yes	Yes	No	torch
_foreach_log1p_	Yes	Yes	Yes	No	torch
_foreach_log2	Yes	Yes	Yes	No	torch
_foreach_log2_	Yes	Yes	Yes	No	torch
_foreach_log_	Yes	Yes	Yes	No	torch
_foreach_maximum	Yes	Yes	Yes	Yes	torch
_foreach_maximum_	Yes	Yes	Yes	Yes	torch
_foreach_minimum	Yes	Yes	Yes	Yes	torch
_foreach_minimum_	Yes	Yes	Yes	Yes	torch
_foreach_mul	Yes	Yes	Yes	Yes	torch
_foreach_mul_	Yes	Yes	Yes	Yes	torch
_foreach_neg	Yes	Yes	Yes	No	torch
_foreach_neg_	Yes	Yes	Yes	No	torch
_foreach_pow	Yes	Yes	Yes	No	torch
_foreach_pow_	Yes	Yes	Yes	No	torch
_foreach_reciprocal	Yes	Yes	Yes	Yes	torch
_foreach_reciprocal_	Yes	Yes	Yes	Yes	torch
_foreach_round	Yes	Yes	Yes	No	torch
_foreach_round_	Yes	Yes	Yes	No	torch
_foreach_sigmoid	Yes	Yes	Yes	No	torch
_foreach_sigmoid_	Yes	Yes	Yes	No	torch
_foreach_sign	Yes	Yes	Yes	No	torch
_foreach_sign_	Yes	Yes	Yes	No	torch
_foreach_sin	Yes	Yes	Yes	No	torch
_foreach_sin_	Yes	Yes	Yes	No	torch
_foreach_sinh	Yes	Yes	Yes	No	torch
_foreach_sinh_	Yes	Yes	Yes	No	torch
_foreach_sqrt	Yes	Yes	Yes	No	torch
_foreach_sqrt_	Yes	Yes	Yes	No	torch
_foreach_sub	Yes	Yes	Yes	Yes	torch
_foreach_sub_	Yes	Yes	Yes	Yes	torch
_foreach_tan	Yes	Yes	Yes	No	torch
_foreach_tan_	Yes	Yes	Yes	No	torch
_foreach_tanh	Yes	Yes	Yes	No	torch
_foreach_tanh_	Yes	Yes	Yes	No	torch
_foreach_trunc	Yes	Yes	Yes	No	torch
_foreach_trunc_	Yes	Yes	Yes	No	torch
_foreach_zero_	Yes	Yes	Yes	Yes	torch
_fused_dropout	Yes	Yes	Yes	No	torch
_logcumsumexp	Yes	Yes	Yes	No	torch
_masked_scale	Yes	Yes	Yes	Yes	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	Yes	Yes	torch
_unique	Yes	No	No	No	torch
_unique2	Yes	No	No	No	torch
_weight_norm_interface	Yes	Yes	Yes	No	torch
abs	Yes	Yes	Yes	No	torch
abs_	Yes	Yes	Yes	No	torch
absolute	Yes	Yes	Yes	No	torch
acos	Yes	Yes	No	No	torch
acos_	Yes	Yes	No	No	torch
acosh	Yes	Yes	No	No	torch
acosh_	Yes	Yes	No	No	torch
add	Yes	Yes	Yes	Yes	torch
addbmm	Yes	Yes	Yes	Yes	torch
addcdiv	Yes	Yes	Yes	No	torch
addcmul	Yes	Yes	Yes	No	torch
addmm	Yes	Yes	Yes	Yes	torch
addmv	Yes	Yes	Yes	No	torch
addmv_	Yes	Yes	Yes	No	torch
addr	Yes	Yes	Yes	No	torch
all	Yes	Yes	Yes	No	torch
amax	Yes	Yes	Yes	Yes	torch
amin	Yes	Yes	Yes	Yes	torch
aminmax	Yes	Yes	Yes	Yes	torch
any	Yes	Yes	Yes	Yes	torch
arange	Yes	Yes	Yes	No	torch
arccos	Yes	Yes	No	No	torch
arccos_	Yes	Yes	No	No	torch
arccosh	Yes	Yes	No	No	torch
arccosh_	Yes	Yes	No	No	torch
arcsin	Yes	Yes	No	No	torch
arcsin_	Yes	Yes	No	No	torch
arcsinh	Yes	Yes	No	No	torch
arcsinh_	Yes	Yes	No	No	torch
arctan	Yes	Yes	No	No	torch
arctan2	Yes	Yes	Yes	No	torch
arctan_	Yes	Yes	No	No	torch
arctanh	Yes	Yes	No	No	torch
arctanh_	Yes	Yes	No	No	torch
argmax	Yes	Yes	Yes	No	torch
argmin	Yes	Yes	Yes	No	torch
argsort	Yes	Yes	Yes	No	torch
as_strided	Yes	Yes	Yes	No	torch
as_strided_	Yes	Yes	Yes	No	torch
asin	Yes	Yes	No	No	torch
asin_	Yes	Yes	No	No	torch
asinh	Yes	Yes	No	No	torch
asinh_	Yes	Yes	No	No	torch
atan	Yes	Yes	No	No	torch
atan2	Yes	Yes	Yes	No	torch
atan_	Yes	Yes	No	No	torch
atanh	Yes	Yes	No	No	torch
atanh_	Yes	Yes	No	No	torch
baddbmm	Yes	Yes	Yes	Yes	torch
batch_norm	Yes	Yes	Yes	No	torch
bernoulli	Yes	Yes	Yes	No	torch
binary_cross_entropy_with_logits	Yes	Yes	Yes	No	torch
bincount	No	No	No	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	Yes	torch
broadcast_tensors	Yes	Yes	No	No	torch
bucketize	Yes	Yes	Yes	No	torch
cat	Yes	Yes	Yes	Yes	torch
ceil	Yes	Yes	Yes	No	torch
ceil_	Yes	Yes	Yes	No	torch
channel_shuffle	Yes	Yes	Yes	No	torch
cholesky	Yes	No	No	No	torch
chunk	Yes	Yes	No	No	torch
clamp	Yes	Yes	Yes	Yes	torch
clamp_	Yes	Yes	Yes	Yes	torch
clamp_max	Yes	Yes	Yes	Yes	torch
clamp_max_	Yes	Yes	Yes	Yes	torch
clamp_min	Yes	Yes	Yes	Yes	torch
clamp_min_	Yes	Yes	Yes	Yes	torch
clip	Yes	Yes	No	No	torch
clip_	Yes	Yes	No	No	torch
clone	Yes	Yes	Yes	Yes	torch
conj	Yes	Yes	No	No	torch
constant_pad_nd	Yes	Yes	Yes	Yes	torch
conv1d	Yes	Yes	Yes	Yes	torch
conv2d	Yes	Yes	Yes	Yes	torch
conv3d	Yes	Yes	Yes	Yes	torch
conv_transpose1d	Yes	Yes	Yes	Yes	torch
conv_transpose2d	Yes	Yes	Yes	Yes	torch
conv_transpose3d	Yes	Yes	Yes	Yes	torch
copysign	Yes	Yes	Yes	No	torch
cos	Yes	Yes	Yes	No	torch
cos_	Yes	Yes	Yes	No	torch
cosh	Yes	Yes	Yes	No	torch
cosh_	Yes	Yes	Yes	No	torch
count_nonzero	Yes	Yes	Yes	No	torch
cross	Yes	Yes	Yes	Yes	torch
cumprod	Yes	Yes	Yes	No	torch
cumsum	Yes	Yes	Yes	No	torch
diag	Yes	Yes	Yes	No	torch
div	Yes	Yes	Yes	No	torch
divide	Yes	Yes	Yes	No	torch
dot	Yes	Yes	Yes	Yes	torch
dropout	Yes	Yes	Yes	No	torch
embedding	Yes	Yes	Yes	Yes	torch
embedding_bag	Yes	Yes	Yes	No	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	No	torch
equal	Yes	Yes	Yes	No	torch
erf	Yes	Yes	Yes	No	torch
erf_	Yes	Yes	Yes	No	torch
erfc	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	Yes	No	torch
exp2_	Yes	Yes	Yes	No	torch
exp_	Yes	Yes	Yes	No	torch
expm1	Yes	Yes	No	No	torch
expm1_	Yes	Yes	No	No	torch
eye	Yes	Yes	Yes	No	torch
fill	Yes	Yes	Yes	Yes	torch
fill_	Yes	Yes	Yes	Yes	torch
flatten	Yes	Yes	No	No	torch
flip	Yes	Yes	Yes	Yes	torch
floor	Yes	Yes	Yes	No	torch
floor_	Yes	Yes	Yes	No	torch
floor_divide	Yes	Yes	Yes	No	torch
fmax	Yes	Yes	Yes	Yes	torch
fmin	Yes	Yes	Yes	Yes	torch
fmod	Yes	Yes	Yes	No	torch
frac	Yes	Yes	Yes	No	torch
frac_	Yes	Yes	Yes	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	Yes	torch
greater_equal	Yes	Yes	Yes	Yes	torch
grid_sampler_2d	Yes	Yes	Yes	No	torch
grid_sampler_3d	Yes	Yes	Yes	No	torch
gt	Yes	Yes	Yes	Yes	torch
hardshrink	Yes	Yes	Yes	No	torch
heaviside	Yes	Yes	Yes	No	torch
hypot	Yes	Yes	Yes	No	torch
index_copy	Yes	Yes	Yes	Yes	torch
index_fill	Yes	Yes	Yes	Yes	torch
index_put	Yes	Yes	No	No	torch
index_put_	Yes	Yes	No	No	torch
index_reduce	Yes	Yes	No	No	torch
index_select	Yes	Yes	Yes	Yes	torch
instance_norm	Yes	Yes	No	No	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
isin	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
kl_div	Yes	Yes	No	No	torch
kthvalue	Yes	Yes	Yes	No	torch
layer_norm	Yes	Yes	Yes	No	torch
le	Yes	Yes	Yes	Yes	torch
lerp	Yes	Yes	Yes	Yes	torch
less	Yes	Yes	Yes	Yes	torch
less_equal	Yes	Yes	Yes	Yes	torch
lgamma	Yes	Yes	Yes	No	torch
linspace	Yes	Yes	Yes	Yes	torch
log	Yes	Yes	Yes	No	torch
log10	Yes	Yes	Yes	No	torch
log10_	Yes	Yes	Yes	No	torch
log1p	Yes	Yes	Yes	No	torch
log1p_	Yes	Yes	Yes	No	torch
log2	Yes	Yes	Yes	No	torch
log2_	Yes	Yes	Yes	No	torch
log_	Yes	Yes	Yes	No	torch
log_softmax	Yes	Yes	Yes	No	torch
logaddexp	Yes	Yes	No	No	torch
logaddexp2	Yes	Yes	Yes	No	torch
logcumsumexp	Yes	Yes	Yes	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	Yes	No	torch
logit_	Yes	Yes	Yes	No	torch
logspace	Yes	Yes	Yes	Yes	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	Yes	Yes	torch
max_pool2d	Yes	Yes	Yes	No	torch
max_pool3d	Yes	Yes	Yes	No	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	Yes	torch
mul	Yes	Yes	Yes	Yes	torch
multinomial	Yes	Yes	Yes	No	torch
mv	Yes	Yes	Yes	Yes	torch
nan_to_num	Yes	Yes	Yes	No	torch
nan_to_num_	Yes	Yes	Yes	No	torch
nansum	Yes	Yes	Yes	No	torch
narrow	Yes	No	No	No	torch
native_dropout	Yes	Yes	Yes	No	torch
native_group_norm	Yes	Yes	Yes	No	torch
native_layer_norm	Yes	Yes	Yes	No	torch
ne	Yes	Yes	Yes	Yes	torch
neg	Yes	Yes	Yes	No	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	Yes	torch
ones	Yes	Yes	No	Yes	torch
ones_like	Yes	Yes	No	Yes	torch
permute	Yes	Yes	Yes	Yes	torch
pixel_shuffle	Yes	Yes	Yes	No	torch
poisson	Yes	Yes	Yes	No	torch
pow	Yes	Yes	Yes	No	torch
prelu	Yes	Yes	No	No	torch
prod	Yes	Yes	Yes	No	torch
put	Yes	Yes	Yes	No	torch
randperm	Yes	Yes	Yes	Yes	torch
reciprocal	Yes	Yes	Yes	Yes	torch
reciprocal_	Yes	Yes	Yes	Yes	torch
relu	Yes	Yes	Yes	No	torch
relu_	Yes	Yes	Yes	No	torch
remainder	Yes	Yes	Yes	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
round_	Yes	Yes	Yes	No	torch
rsqrt	Yes	Yes	Yes	No	torch
rsqrt_	Yes	Yes	Yes	No	torch
rsub	Yes	Yes	Yes	Yes	torch
scalar_tensor	Yes	Yes	Yes	Yes	torch
scatter	Yes	Yes	Yes	Yes	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
sigmoid_	Yes	Yes	Yes	No	torch
sign	Yes	Yes	Yes	No	torch
signbit	Yes	Yes	Yes	No	torch
sin	Yes	Yes	Yes	No	torch
sin_	Yes	Yes	Yes	No	torch
sinc	Yes	Yes	Yes	No	torch
sinc_	Yes	Yes	Yes	No	torch
sinh	Yes	Yes	Yes	No	torch
sinh_	Yes	Yes	Yes	No	torch
softmax	Yes	Yes	Yes	No	torch
sort	Yes	Yes	Yes	No	torch
split_with_sizes	Yes	Yes	No	Yes	torch
sqrt	Yes	Yes	Yes	No	torch
sqrt_	Yes	Yes	Yes	No	torch
square	Yes	Yes	No	No	torch
square_	Yes	Yes	No	No	torch
squeeze	Yes	Yes	Yes	Yes	torch
stack	Yes	Yes	No	No	torch
std	Yes	Yes	Yes	No	torch
std_mean	Yes	Yes	Yes	No	torch
sub	Yes	Yes	Yes	Yes	torch
sum	Yes	Yes	Yes	Yes	torch
t	Yes	Yes	Yes	Yes	torch
take	Yes	Yes	Yes	No	torch
tan	Yes	Yes	No	No	torch
tan_	Yes	Yes	No	No	torch
tanh	Yes	Yes	Yes	No	torch
tanh_	Yes	Yes	Yes	No	torch
threshold	Yes	Yes	Yes	No	torch
threshold_	Yes	Yes	Yes	No	torch
topk	Yes	Yes	Yes	No	torch
trace	Yes	Yes	Yes	No	torch
transpose	Yes	Yes	Yes	Yes	torch
tril	Yes	Yes	Yes	No	torch
tril_indices	No	No	No	No	torch
triu	Yes	Yes	Yes	No	torch
triu_indices	No	No	No	No	torch
trunc	Yes	Yes	Yes	No	torch
trunc_	Yes	Yes	Yes	No	torch
unbind	Yes	Yes	No	No	torch
unique	Yes	No	No	No	torch
unsqueeze	Yes	Yes	Yes	Yes	torch
var	Yes	Yes	Yes	No	torch
var_mean	Yes	Yes	Yes	No	torch
vdot	Yes	Yes	Yes	Yes	torch
where	Yes	Yes	Yes	Yes	torch
xlogy	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
glu_jvp	Yes	Yes	Yes	No	torch.ops.aten
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
BCELoss	Yes	Yes	Yes	No	torch.nn
BCEWithLogitsLoss	Yes	Yes	Yes	No	torch.nn
BatchNorm1d	Yes	Yes	Yes	No	torch.nn
BatchNorm2d	Yes	Yes	Yes	No	torch.nn
ChannelShuffle	Yes	Yes	Yes	No	torch.nn
ConstantPad1d	Yes	Yes	Yes	No	torch.nn
Conv1d	Yes	Yes	Yes	Yes	torch.nn
Conv2d	Yes	Yes	Yes	Yes	torch.nn
Conv3d	Yes	Yes	Yes	Yes	torch.nn
ConvTranspose1d	Yes	Yes	Yes	Yes	torch.nn
ConvTranspose2d	Yes	Yes	Yes	Yes	torch.nn
ConvTranspose3d	Yes	Yes	Yes	Yes	torch.nn
CrossEntropyLoss	Yes	Yes	No	No	torch.nn
Dropout	Yes	Yes	Yes	No	torch.nn
ELU	Yes	Yes	Yes	No	torch.nn
EmbeddingBag	Yes	Yes	Yes	No	torch.nn
GELU	Yes	Yes	Yes	No	torch.nn
GLU	Yes	Yes	Yes	No	torch.nn
Hardshrink	Yes	Yes	Yes	No	torch.nn
Hardsigmoid	Yes	Yes	Yes	No	torch.nn
Hardswish	Yes	Yes	No	No	torch.nn
Hardtanh	Yes	Yes	Yes	Yes	torch.nn
HuberLoss	Yes	Yes	Yes	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	Yes	Yes	No	torch.nn
LogSoftmax	Yes	Yes	Yes	No	torch.nn
MSELoss	Yes	Yes	Yes	No	torch.nn
MaxPool2d	Yes	Yes	Yes	No	torch.nn
MaxPool3d	Yes	Yes	Yes	No	torch.nn
Mish	Yes	Yes	Yes	No	torch.nn
MultiLabelMarginLoss	Yes	Yes	Yes	No	torch.nn
MultiMarginLoss	Yes	Yes	Yes	No	torch.nn
NLLLoss	Yes	Yes	Yes	No	torch.nn
PReLU	Yes	Yes	No	No	torch.nn
PixelShuffle	Yes	Yes	Yes	No	torch.nn
RReLU	Yes	Yes	Yes	No	torch.nn
ReLU	Yes	Yes	Yes	No	torch.nn
ReflectionPad1d	Yes	Yes	Yes	Yes	torch.nn
ReflectionPad2d	Yes	Yes	Yes	Yes	torch.nn
ReflectionPad3d	Yes	Yes	Yes	Yes	torch.nn
ReplicationPad1d	Yes	Yes	Yes	Yes	torch.nn
ReplicationPad2d	Yes	Yes	Yes	Yes	torch.nn
ReplicationPad3d	Yes	Yes	Yes	Yes	torch.nn
SiLU	Yes	Yes	No	No	torch.nn
Sigmoid	Yes	Yes	Yes	No	torch.nn
SmoothL1Loss	Yes	Yes	Yes	No	torch.nn
Softmax	Yes	Yes	Yes	No	torch.nn
Softplus	Yes	Yes	Yes	No	torch.nn
Softshrink	Yes	Yes	Yes	No	torch.nn
Tanh	Yes	Yes	Yes	No	torch.nn
Threshold	Yes	Yes	Yes	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
T	Yes	Yes	Yes	Yes	torch.Tensor
__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
abs_	Yes	Yes	Yes	No	torch.Tensor
absolute	Yes	Yes	Yes	No	torch.Tensor
absolute_	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	Yes	torch.Tensor
add_	Yes	Yes	Yes	Yes	torch.Tensor
addbmm	Yes	Yes	Yes	Yes	torch.Tensor
addbmm_	Yes	Yes	Yes	Yes	torch.Tensor
addcdiv	Yes	Yes	Yes	No	torch.Tensor
addcdiv_	Yes	Yes	Yes	No	torch.Tensor
addcmul	Yes	Yes	Yes	No	torch.Tensor
addcmul_	Yes	Yes	Yes	No	torch.Tensor
addmm	Yes	Yes	Yes	Yes	torch.Tensor
addmm_	Yes	Yes	Yes	Yes	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	Yes	No	torch.Tensor
amax	Yes	Yes	Yes	Yes	torch.Tensor
amin	Yes	Yes	Yes	Yes	torch.Tensor
aminmax	Yes	Yes	Yes	Yes	torch.Tensor
any	Yes	Yes	Yes	Yes	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
arctan2	Yes	Yes	Yes	No	torch.Tensor
arctan2_	Yes	Yes	Yes	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
argsort	Yes	Yes	Yes	No	torch.Tensor
as_strided	Yes	Yes	Yes	No	torch.Tensor
as_strided_	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
atan	Yes	Yes	No	No	torch.Tensor
atan2	Yes	Yes	Yes	No	torch.Tensor
atan2_	Yes	Yes	Yes	No	torch.Tensor
atan_	Yes	Yes	No	No	torch.Tensor
atanh	Yes	Yes	No	No	torch.Tensor
atanh_	Yes	Yes	No	No	torch.Tensor
baddbmm	Yes	Yes	Yes	Yes	torch.Tensor
baddbmm_	Yes	Yes	Yes	Yes	torch.Tensor
bernoulli	Yes	Yes	Yes	No	torch.Tensor
bernoulli_	Yes	Yes	Yes	No	torch.Tensor
bincount	No	No	No	No	torch.Tensor
bitwise_and	No	No	No	No	torch.Tensor
bitwise_and_	No	No	No	No	torch.Tensor
bitwise_left_shift	No	No	No	No	torch.Tensor
bitwise_left_shift_	No	No	No	No	torch.Tensor
bitwise_not	No	No	No	No	torch.Tensor
bitwise_not_	No	No	No	No	torch.Tensor
bitwise_or	No	No	No	No	torch.Tensor
bitwise_or_	No	No	No	No	torch.Tensor
bitwise_right_shift	No	No	No	No	torch.Tensor
bitwise_right_shift_	No	No	No	No	torch.Tensor
bitwise_xor	No	No	No	No	torch.Tensor
bitwise_xor_	No	No	No	No	torch.Tensor
bmm	Yes	Yes	Yes	Yes	torch.Tensor
ceil	Yes	Yes	Yes	No	torch.Tensor
ceil_	Yes	Yes	Yes	No	torch.Tensor
cholesky	Yes	No	No	No	torch.Tensor
chunk	Yes	Yes	No	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_max_	Yes	Yes	Yes	Yes	torch.Tensor
clamp_min	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	Yes	No	torch.Tensor
copysign_	Yes	Yes	Yes	No	torch.Tensor
cos	Yes	Yes	Yes	No	torch.Tensor
cos_	Yes	Yes	Yes	No	torch.Tensor
cosh	Yes	Yes	Yes	No	torch.Tensor
cosh_	Yes	Yes	Yes	No	torch.Tensor
count_nonzero	Yes	Yes	Yes	No	torch.Tensor
cross	Yes	Yes	Yes	Yes	torch.Tensor
cumprod	Yes	Yes	Yes	No	torch.Tensor
cumprod_	Yes	Yes	Yes	No	torch.Tensor
cumsum	Yes	Yes	Yes	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
divide	Yes	Yes	Yes	No	torch.Tensor
divide_	Yes	Yes	Yes	No	torch.Tensor
dot	Yes	Yes	Yes	Yes	torch.Tensor
eq	Yes	Yes	Yes	No	torch.Tensor
eq_	Yes	Yes	Yes	No	torch.Tensor
equal	Yes	Yes	Yes	No	torch.Tensor
erf	Yes	Yes	Yes	No	torch.Tensor
erf_	Yes	Yes	Yes	No	torch.Tensor
erfc	Yes	Yes	No	No	torch.Tensor
erfc_	Yes	Yes	No	No	torch.Tensor
erfinv	Yes	No	No	No	torch.Tensor
erfinv_	Yes	No	No	No	torch.Tensor
exp	Yes	Yes	Yes	No	torch.Tensor
exp2	Yes	Yes	Yes	No	torch.Tensor
exp2_	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	Yes	No	No	torch.Tensor
expm1_	Yes	Yes	No	No	torch.Tensor
exponential_	Yes	Yes	Yes	No	torch.Tensor
fill_	Yes	Yes	Yes	Yes	torch.Tensor
flatten	Yes	Yes	No	No	torch.Tensor
flip	Yes	Yes	Yes	Yes	torch.Tensor
floor	Yes	Yes	Yes	No	torch.Tensor
floor_	Yes	Yes	Yes	No	torch.Tensor
floor_divide	Yes	Yes	Yes	No	torch.Tensor
floor_divide_	Yes	Yes	Yes	No	torch.Tensor
fmax	Yes	Yes	Yes	Yes	torch.Tensor
fmin	Yes	Yes	Yes	Yes	torch.Tensor
fmod	Yes	Yes	Yes	No	torch.Tensor
fmod_	Yes	Yes	Yes	No	torch.Tensor
frac	Yes	Yes	Yes	No	torch.Tensor
frac_	Yes	Yes	Yes	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	Yes	No	torch.Tensor
greater	Yes	Yes	Yes	Yes	torch.Tensor
greater_	Yes	Yes	Yes	Yes	torch.Tensor
greater_equal	Yes	Yes	Yes	Yes	torch.Tensor
greater_equal_	Yes	Yes	Yes	Yes	torch.Tensor
gt	Yes	Yes	Yes	Yes	torch.Tensor
gt_	Yes	Yes	Yes	Yes	torch.Tensor
hardshrink	Yes	Yes	Yes	No	torch.Tensor
heaviside	Yes	Yes	Yes	No	torch.Tensor
heaviside_	Yes	Yes	Yes	No	torch.Tensor
hypot	Yes	Yes	Yes	No	torch.Tensor
hypot_	Yes	Yes	Yes	No	torch.Tensor
index_add_	Yes	Yes	Yes	No	torch.Tensor
index_copy	Yes	Yes	Yes	Yes	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_reduce	Yes	Yes	No	No	torch.Tensor
index_reduce_	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
is_nonzero	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	Yes	Yes	torch.Tensor
lerp_	Yes	Yes	Yes	Yes	torch.Tensor
less	Yes	Yes	Yes	Yes	torch.Tensor
less_	Yes	Yes	Yes	No	torch.Tensor
less_equal	Yes	Yes	Yes	Yes	torch.Tensor
less_equal_	Yes	Yes	Yes	Yes	torch.Tensor
log	Yes	Yes	Yes	No	torch.Tensor
log10	Yes	Yes	Yes	No	torch.Tensor
log10_	Yes	Yes	Yes	No	torch.Tensor
log1p	Yes	Yes	Yes	No	torch.Tensor
log1p_	Yes	Yes	Yes	No	torch.Tensor
log2	Yes	Yes	Yes	No	torch.Tensor
log2_	Yes	Yes	Yes	No	torch.Tensor
log_	Yes	Yes	Yes	No	torch.Tensor
log_normal_	Yes	Yes	Yes	Yes	torch.Tensor
log_softmax	Yes	Yes	Yes	No	torch.Tensor
logaddexp	Yes	Yes	No	No	torch.Tensor
logaddexp2	Yes	Yes	Yes	No	torch.Tensor
logcumsumexp	Yes	Yes	Yes	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_	No	No	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	Yes	No	torch.Tensor
logit_	Yes	Yes	Yes	No	torch.Tensor
logsumexp	Yes	Yes	No	No	torch.Tensor
lt	Yes	Yes	Yes	Yes	torch.Tensor
lt_	Yes	Yes	Yes	No	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	Yes	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	Yes	torch.Tensor
mul	Yes	Yes	Yes	Yes	torch.Tensor
mul_	Yes	Yes	Yes	Yes	torch.Tensor
multinomial	Yes	Yes	Yes	No	torch.Tensor
mv	Yes	Yes	Yes	Yes	torch.Tensor
nan_to_num	Yes	Yes	Yes	No	torch.Tensor
nan_to_num_	Yes	Yes	Yes	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
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	Yes	torch.Tensor
nextafter	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	Yes	torch.Tensor
not_equal	Yes	Yes	Yes	Yes	torch.Tensor
not_equal_	Yes	Yes	Yes	Yes	torch.Tensor
permute	Yes	Yes	Yes	Yes	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
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
relu	Yes	Yes	Yes	No	torch.Tensor
relu_	Yes	Yes	Yes	No	torch.Tensor
remainder	Yes	Yes	Yes	No	torch.Tensor
remainder_	Yes	Yes	Yes	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
resize_	Yes	Yes	Yes	Yes	torch.Tensor
resolve_conj	Yes	Yes	No	No	torch.Tensor
resolve_neg	Yes	Yes	No	No	torch.Tensor
roll	Yes	Yes	No	Yes	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	Yes	torch.Tensor
scatter_	Yes	Yes	Yes	Yes	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
sinc	Yes	Yes	Yes	No	torch.Tensor
sinc_	Yes	Yes	Yes	No	torch.Tensor
sinh	Yes	Yes	Yes	No	torch.Tensor
sinh_	Yes	Yes	Yes	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
sqrt_	Yes	Yes	Yes	No	torch.Tensor
square	Yes	Yes	No	No	torch.Tensor
square_	Yes	Yes	No	No	torch.Tensor
squeeze	Yes	Yes	Yes	Yes	torch.Tensor
squeeze_	Yes	Yes	Yes	Yes	torch.Tensor
std	Yes	Yes	Yes	No	torch.Tensor
sub	Yes	Yes	Yes	Yes	torch.Tensor
sub_	Yes	Yes	Yes	Yes	torch.Tensor
sum	Yes	Yes	Yes	Yes	torch.Tensor
t	Yes	Yes	Yes	Yes	torch.Tensor
take	Yes	Yes	Yes	No	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	Yes	No	torch.Tensor
transpose	Yes	Yes	Yes	Yes	torch.Tensor
tril	Yes	Yes	Yes	No	torch.Tensor
tril_	Yes	Yes	Yes	No	torch.Tensor
triu	Yes	Yes	Yes	No	torch.Tensor
triu_	Yes	Yes	Yes	No	torch.Tensor
trunc	Yes	Yes	Yes	No	torch.Tensor
trunc_	Yes	Yes	Yes	No	torch.Tensor
unbind	Yes	Yes	No	No	torch.Tensor
uniform_	Yes	Yes	Yes	No	torch.Tensor
unique	Yes	No	No	No	torch.Tensor
unsqueeze	Yes	Yes	Yes	Yes	torch.Tensor
unsqueeze_	Yes	Yes	Yes	Yes	torch.Tensor
var	Yes	Yes	Yes	No	torch.Tensor
vdot	Yes	Yes	Yes	Yes	torch.Tensor
view	Yes	Yes	Yes	Yes	torch.Tensor
where	Yes	Yes	Yes	Yes	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	Yes	Yes	No	torch.special
erf	Yes	Yes	Yes	No	torch.special
erfc	Yes	Yes	No	No	torch.special
erfcx	Yes	Yes	No	No	torch.special
erfinv	Yes	No	No	No	torch.special
exp2	Yes	Yes	Yes	No	torch.special
expit	Yes	Yes	No	No	torch.special
expm1	Yes	Yes	No	No	torch.special
log1p	Yes	Yes	Yes	No	torch.special
logit	Yes	Yes	Yes	No	torch.special
logsumexp	Yes	Yes	No	No	torch.special
round	Yes	Yes	Yes	No	torch.special
sinc	Yes	Yes	Yes	No	torch.special
softmax	Yes	Yes	Yes	No	torch.special
xlog1py	Yes	Yes	Yes	No	torch.special
xlogy	Yes	Yes	Yes	No	torch.special
batched_nms	Yes	Yes	No	No	torchvision.ops
deform_conv2d	Yes	No	No	No	torchvision.ops
nms	Yes	Yes	No	No	torchvision.ops
roi_align	Yes	No	No	No	torchvision.ops
_safe_softmax	Yes	Yes	Yes	No	torch.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
channel_shuffle	Yes	Yes	Yes	Yes	Yes	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
conv_transpose1d	No	No	No	No	No	torch.nn.functional
conv_transpose2d	No	No	No	No	No	torch.nn.functional
conv_transpose3d	No	No	No	No	No	torch.nn.functional
dropout	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
embedding	Yes	Yes	Yes	Yes	Yes	torch.nn.functional
embedding_bag	No	No	No	No	No	torch.nn.functional
gelu	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
hardsigmoid_	No	No	No	No	No	torch.nn.functional
hardtanh	Yes	Yes	Yes	Yes	Yes	torch.nn.functional
hardtanh_	Yes	Yes	Yes	Yes	Yes	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
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
mish_	No	No	No	No	No	torch.nn.functional
mse_loss	No	No	No	No	No	torch.nn.functional
multi_margin_loss	No	No	No	No	No	torch.nn.functional
multilabel_margin_loss	No	No	No	No	No	torch.nn.functional
nll_loss	No	No	No	No	No	torch.nn.functional
one_hot	Yes	No	No	No	No	torch.nn.functional
pad	No	No	No	No	No	torch.nn.functional
pixel_shuffle	Yes	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
rrelu_	No	No	No	No	No	torch.nn.functional
sigmoid	Yes	Yes	Yes	Yes	Yes	torch.nn.functional
sigmoid_	Yes	Yes	Yes	Yes	Yes	torch.nn.functional
silu	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	Yes	Yes	Yes	Yes	Yes	torch.nn.functional
threshold	No	No	No	No	No	torch.nn.functional
threshold_	No	No	No	No	No	torch.nn.functional
upsample	Yes	Yes	Yes	Yes	Yes	torch.nn.functional
upsample_bilinear	Yes	Yes	Yes	Yes	Yes	torch.nn.functional
upsample_nearest	Yes	Yes	Yes	Yes	Yes	torch.nn.functional
cross	Yes	Yes	Yes	Yes	Yes	torch.linalg
vector_norm	No	No	No	No	No	torch.linalg
_adaptive_avg_pool2d	No	No	No	No	No	torch
_adaptive_avg_pool3d	No	No	No	No	No	torch
_add_relu	No	No	No	No	No	torch
_add_relu_	No	No	No	No	No	torch
_addmm_activation	No	No	No	No	No	torch
_aminmax	Yes	Yes	Yes	Yes	Yes	torch
_ctc_loss	No	No	No	No	No	torch
_efficientzerotensor	Yes	Yes	Yes	Yes	Yes	torch
_foreach_abs	Yes	Yes	Yes	Yes	Yes	torch
_foreach_abs_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_acos	Yes	Yes	Yes	Yes	Yes	torch
_foreach_acos_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_add	Yes	Yes	Yes	Yes	Yes	torch
_foreach_add_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_addcdiv	Yes	Yes	Yes	Yes	Yes	torch
_foreach_addcdiv_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_addcmul	Yes	Yes	Yes	Yes	Yes	torch
_foreach_addcmul_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_asin	Yes	Yes	Yes	Yes	Yes	torch
_foreach_asin_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_atan	Yes	Yes	Yes	Yes	Yes	torch
_foreach_atan_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_ceil	Yes	Yes	Yes	Yes	Yes	torch
_foreach_ceil_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_clamp_max	Yes	Yes	Yes	Yes	Yes	torch
_foreach_clamp_max_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_clamp_min	Yes	Yes	Yes	Yes	Yes	torch
_foreach_clamp_min_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_cos	Yes	Yes	Yes	Yes	Yes	torch
_foreach_cos_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_cosh	Yes	Yes	Yes	Yes	Yes	torch
_foreach_cosh_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_div	Yes	Yes	Yes	Yes	Yes	torch
_foreach_div_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_erf	Yes	Yes	Yes	Yes	Yes	torch
_foreach_erf_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_erfc	Yes	Yes	Yes	Yes	Yes	torch
_foreach_erfc_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_exp	Yes	Yes	Yes	Yes	Yes	torch
_foreach_exp_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_expm1	Yes	Yes	Yes	Yes	Yes	torch
_foreach_expm1_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_floor	Yes	Yes	Yes	Yes	Yes	torch
_foreach_floor_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_frac	No	No	No	No	No	torch
_foreach_frac_	No	No	No	No	No	torch
_foreach_lerp	Yes	Yes	Yes	Yes	Yes	torch
_foreach_lerp_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_lgamma	Yes	Yes	Yes	Yes	Yes	torch
_foreach_lgamma_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_log	Yes	Yes	Yes	Yes	Yes	torch
_foreach_log10	Yes	Yes	Yes	Yes	Yes	torch
_foreach_log10_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_log1p	Yes	Yes	Yes	Yes	Yes	torch
_foreach_log1p_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_log2	Yes	Yes	Yes	Yes	Yes	torch
_foreach_log2_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_log_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_maximum	Yes	Yes	Yes	Yes	Yes	torch
_foreach_maximum_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_minimum	Yes	Yes	Yes	Yes	Yes	torch
_foreach_minimum_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_mul	Yes	Yes	Yes	Yes	Yes	torch
_foreach_mul_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_neg	Yes	Yes	Yes	Yes	Yes	torch
_foreach_neg_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_pow	Yes	Yes	Yes	Yes	Yes	torch
_foreach_pow_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_reciprocal	Yes	Yes	Yes	Yes	Yes	torch
_foreach_reciprocal_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_round	Yes	Yes	Yes	Yes	Yes	torch
_foreach_round_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_sigmoid	Yes	Yes	Yes	Yes	Yes	torch
_foreach_sigmoid_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_sign	Yes	Yes	Yes	Yes	Yes	torch
_foreach_sign_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_sin	Yes	Yes	Yes	Yes	Yes	torch
_foreach_sin_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_sinh	Yes	Yes	Yes	Yes	Yes	torch
_foreach_sinh_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_sqrt	Yes	Yes	Yes	Yes	Yes	torch
_foreach_sqrt_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_sub	Yes	Yes	Yes	Yes	Yes	torch
_foreach_sub_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_tan	Yes	Yes	Yes	Yes	Yes	torch
_foreach_tan_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_tanh	Yes	Yes	Yes	Yes	Yes	torch
_foreach_tanh_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_trunc	Yes	Yes	Yes	Yes	Yes	torch
_foreach_trunc_	Yes	Yes	Yes	Yes	Yes	torch
_foreach_zero_	Yes	Yes	Yes	Yes	Yes	torch
_fused_dropout	No	No	No	No	No	torch
_logcumsumexp	No	No	No	No	No	torch
_masked_scale	Yes	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	Yes	Yes	Yes	torch
_unique	No	Yes	No	No	No	torch
_unique2	No	Yes	No	No	No	torch
_weight_norm_interface	No	No	No	No	No	torch
abs	Yes	Yes	Yes	Yes	Yes	torch
abs_	Yes	Yes	Yes	Yes	Yes	torch
absolute	Yes	Yes	Yes	Yes	Yes	torch
acos	Yes	Yes	Yes	Yes	Yes	torch
acos_	Yes	Yes	Yes	Yes	Yes	torch
acosh	Yes	Yes	Yes	Yes	Yes	torch
acosh_	Yes	Yes	Yes	Yes	Yes	torch
add	Yes	Yes	Yes	Yes	Yes	torch
addbmm	No	No	No	No	No	torch
addcdiv	Yes	Yes	Yes	Yes	Yes	torch
addcmul	Yes	Yes	Yes	Yes	Yes	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	Yes	Yes	Yes	Yes	Yes	torch
amax	Yes	Yes	Yes	Yes	Yes	torch
amin	Yes	Yes	Yes	Yes	Yes	torch
aminmax	Yes	Yes	Yes	Yes	Yes	torch
any	Yes	Yes	Yes	Yes	Yes	torch
arange	Yes	Yes	Yes	Yes	Yes	torch
arccos	Yes	Yes	Yes	Yes	Yes	torch
arccos_	Yes	Yes	Yes	Yes	Yes	torch
arccosh	Yes	Yes	Yes	Yes	Yes	torch
arccosh_	Yes	Yes	Yes	Yes	Yes	torch
arcsin	Yes	Yes	Yes	Yes	Yes	torch
arcsin_	Yes	Yes	Yes	Yes	Yes	torch
arcsinh	Yes	Yes	Yes	Yes	Yes	torch
arcsinh_	Yes	Yes	Yes	Yes	Yes	torch
arctan	Yes	Yes	Yes	Yes	Yes	torch
arctan2	Yes	Yes	Yes	Yes	Yes	torch
arctan_	Yes	Yes	Yes	Yes	Yes	torch
arctanh	No	No	No	No	No	torch
arctanh_	No	No	No	No	No	torch
argmax	Yes	Yes	No	Yes	Yes	torch
argmin	Yes	Yes	No	Yes	Yes	torch
argsort	Yes	Yes	Yes	No	No	torch
as_strided	Yes	Yes	No	Yes	Yes	torch
as_strided_	Yes	Yes	No	Yes	Yes	torch
asin	Yes	Yes	Yes	Yes	Yes	torch
asin_	Yes	Yes	Yes	Yes	Yes	torch
asinh	Yes	Yes	Yes	Yes	Yes	torch
asinh_	Yes	Yes	Yes	Yes	Yes	torch
atan	Yes	Yes	Yes	Yes	Yes	torch
atan2	Yes	Yes	Yes	Yes	Yes	torch
atan_	Yes	Yes	Yes	Yes	Yes	torch
atanh	No	No	No	No	No	torch
atanh_	No	No	No	No	No	torch
baddbmm	No	No	No	No	No	torch
batch_norm	No	No	No	No	No	torch
bernoulli	No	No	No	No	No	torch
binary_cross_entropy_with_logits	No	No	No	No	No	torch
bincount	Yes	Yes	Yes	Yes	No	torch
bitwise_and	Yes	Yes	Yes	Yes	Yes	torch
bitwise_left_shift	Yes	Yes	Yes	Yes	Yes	torch
bitwise_not	Yes	Yes	Yes	Yes	Yes	torch
bitwise_or	Yes	Yes	Yes	Yes	Yes	torch
bitwise_right_shift	Yes	Yes	Yes	Yes	Yes	torch
bitwise_xor	Yes	Yes	Yes	Yes	Yes	torch
bmm	No	No	No	No	No	torch
broadcast_tensors	No	No	No	No	No	torch
bucketize	Yes	Yes	No	No	No	torch
cat	Yes	Yes	Yes	Yes	Yes	torch
ceil	Yes	Yes	Yes	Yes	Yes	torch
ceil_	Yes	Yes	Yes	Yes	Yes	torch
channel_shuffle	Yes	Yes	Yes	Yes	Yes	torch
cholesky	No	No	No	No	No	torch
chunk	No	Yes	No	No	No	torch
clamp	Yes	Yes	Yes	Yes	Yes	torch
clamp_	Yes	Yes	Yes	Yes	Yes	torch
clamp_max	Yes	Yes	Yes	Yes	Yes	torch
clamp_max_	Yes	Yes	Yes	Yes	Yes	torch
clamp_min	Yes	Yes	Yes	Yes	Yes	torch
clamp_min_	Yes	Yes	Yes	Yes	Yes	torch
clip	No	Yes	No	No	No	torch
clip_	No	Yes	No	No	No	torch
clone	Yes	Yes	Yes	Yes	Yes	torch
conj	No	Yes	No	No	No	torch
constant_pad_nd	Yes	Yes	Yes	Yes	Yes	torch
conv1d	No	No	No	No	No	torch
conv2d	No	No	No	No	No	torch
conv3d	No	No	No	No	No	torch
conv_transpose1d	No	No	No	No	No	torch
conv_transpose2d	No	No	No	No	No	torch
conv_transpose3d	No	No	No	No	No	torch
copysign	Yes	Yes	Yes	Yes	Yes	torch
cos	Yes	Yes	Yes	Yes	Yes	torch
cos_	Yes	Yes	Yes	Yes	Yes	torch
cosh	Yes	Yes	Yes	Yes	Yes	torch
cosh_	Yes	Yes	Yes	Yes	Yes	torch
count_nonzero	Yes	Yes	Yes	Yes	Yes	torch
cross	Yes	Yes	Yes	Yes	Yes	torch
cumprod	Yes	Yes	No	Yes	Yes	torch
cumsum	Yes	Yes	No	Yes	Yes	torch
diag	No	No	No	No	No	torch
div	Yes	Yes	Yes	Yes	Yes	torch
divide	Yes	Yes	Yes	Yes	Yes	torch
dot	Yes	Yes	No	No	No	torch
dropout	No	No	No	No	No	torch
embedding	Yes	Yes	Yes	Yes	Yes	torch
embedding_bag	No	No	No	No	No	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	Yes	Yes	Yes	torch
equal	Yes	Yes	Yes	Yes	Yes	torch
erf	Yes	Yes	Yes	Yes	Yes	torch
erf_	Yes	Yes	Yes	Yes	Yes	torch
erfc	Yes	Yes	Yes	Yes	Yes	torch
erfc_	Yes	Yes	Yes	Yes	Yes	torch
erfinv	Yes	Yes	Yes	Yes	Yes	torch
exp	Yes	Yes	Yes	Yes	Yes	torch
exp2	Yes	Yes	Yes	Yes	Yes	torch
exp2_	Yes	Yes	Yes	Yes	Yes	torch
exp_	Yes	Yes	Yes	Yes	Yes	torch
expm1	Yes	Yes	Yes	Yes	Yes	torch
expm1_	Yes	Yes	Yes	Yes	Yes	torch
eye	Yes	Yes	Yes	Yes	Yes	torch
fill	Yes	Yes	Yes	Yes	Yes	torch
fill_	Yes	Yes	Yes	Yes	Yes	torch
flatten	No	Yes	No	No	No	torch
flip	Yes	Yes	Yes	Yes	Yes	torch
floor	Yes	Yes	Yes	Yes	Yes	torch
floor_	Yes	Yes	Yes	Yes	Yes	torch
floor_divide	Yes	Yes	Yes	Yes	Yes	torch
fmax	Yes	Yes	Yes	Yes	Yes	torch
fmin	Yes	Yes	Yes	Yes	Yes	torch
fmod	Yes	Yes	Yes	Yes	Yes	torch
frac	No	No	No	No	No	torch
frac_	No	No	No	No	No	torch
frexp	No	No	No	No	No	torch
full	Yes	Yes	Yes	Yes	Yes	torch
full_like	Yes	Yes	Yes	Yes	Yes	torch
gather	Yes	Yes	Yes	Yes	Yes	torch
ge	Yes	Yes	No	Yes	Yes	torch
greater	Yes	Yes	No	Yes	Yes	torch
greater_equal	Yes	Yes	No	Yes	Yes	torch
grid_sampler_2d	No	No	No	No	No	torch
grid_sampler_3d	No	No	No	No	No	torch
gt	Yes	Yes	No	Yes	Yes	torch
hardshrink	No	No	No	No	No	torch
heaviside	Yes	Yes	No	No	No	torch
hypot	No	No	No	No	No	torch
index_copy	Yes	Yes	Yes	Yes	Yes	torch
index_fill	Yes	Yes	Yes	Yes	Yes	torch
index_put	No	Yes	No	No	No	torch
index_put_	No	Yes	No	No	No	torch
index_reduce	Yes	Yes	No	No	No	torch
index_select	Yes	Yes	Yes	Yes	Yes	torch
instance_norm	No	No	No	No	No	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	Yes	Yes	Yes	Yes	Yes	torch
isin	Yes	Yes	Yes	Yes	Yes	torch
isinf	Yes	Yes	Yes	Yes	Yes	torch
isnan	Yes	Yes	Yes	Yes	Yes	torch
isneginf	Yes	Yes	Yes	Yes	Yes	torch
isposinf	Yes	Yes	Yes	Yes	Yes	torch
kl_div	No	No	No	No	No	torch
kthvalue	Yes	Yes	No	No	No	torch
layer_norm	No	No	No	No	No	torch
le	Yes	Yes	No	Yes	Yes	torch
lerp	Yes	Yes	Yes	Yes	Yes	torch
less	Yes	Yes	No	Yes	Yes	torch
less_equal	Yes	Yes	No	Yes	Yes	torch
lgamma	Yes	Yes	Yes	Yes	Yes	torch
linspace	Yes	Yes	Yes	Yes	Yes	torch
log	Yes	Yes	Yes	Yes	Yes	torch
log10	Yes	Yes	Yes	Yes	Yes	torch
log10_	Yes	Yes	Yes	Yes	Yes	torch
log1p	Yes	Yes	Yes	Yes	Yes	torch
log1p_	Yes	Yes	Yes	Yes	Yes	torch
log2	Yes	Yes	Yes	Yes	Yes	torch
log2_	Yes	Yes	Yes	Yes	Yes	torch
log_	Yes	Yes	Yes	Yes	Yes	torch
log_softmax	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	Yes	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
logit_	No	No	No	No	No	torch
logspace	Yes	Yes	Yes	Yes	Yes	torch
logsumexp	No	No	No	No	No	torch
lt	Yes	Yes	No	Yes	Yes	torch
masked_fill	Yes	Yes	No	Yes	Yes	torch
masked_scatter	Yes	Yes	No	Yes	Yes	torch
masked_select	No	Yes	No	No	No	torch
matmul	No	No	No	No	No	torch
max	Yes	Yes	No	No	No	torch
max_pool2d	No	No	No	No	No	torch
max_pool3d	No	No	No	No	No	torch
maximum	Yes	Yes	Yes	Yes	Yes	torch
mean	Yes	Yes	Yes	Yes	Yes	torch
median	Yes	Yes	No	No	No	torch
meshgrid	No	No	No	No	No	torch
min	Yes	Yes	No	No	No	torch
minimum	Yes	Yes	Yes	Yes	Yes	torch
mm	No	No	No	No	No	torch
mul	Yes	Yes	Yes	Yes	No	torch
multinomial	No	No	No	No	No	torch
mv	No	No	No	No	No	torch
nan_to_num	Yes	Yes	Yes	Yes	Yes	torch
nan_to_num_	Yes	Yes	Yes	Yes	Yes	torch
nansum	Yes	Yes	Yes	Yes	Yes	torch
narrow	No	No	No	No	No	torch
native_dropout	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	Yes	Yes	Yes	Yes	Yes	torch
neg	Yes	Yes	Yes	Yes	Yes	torch
neg_	Yes	Yes	Yes	Yes	Yes	torch
nextafter	No	No	No	No	No	torch
nonzero	No	Yes	No	No	Yes	torch
norm	No	No	No	No	No	torch
normal	No	No	No	No	No	torch
not_equal	Yes	Yes	Yes	Yes	Yes	torch
ones	No	Yes	No	Yes	Yes	torch
ones_like	No	Yes	Yes	Yes	Yes	torch
permute	Yes	Yes	Yes	Yes	Yes	torch
pixel_shuffle	Yes	Yes	Yes	Yes	Yes	torch
poisson	No	No	No	No	No	torch
pow	Yes	Yes	Yes	Yes	Yes	torch
prelu	No	No	No	No	No	torch
prod	Yes	Yes	Yes	Yes	Yes	torch
put	No	No	No	No	No	torch
randperm	Yes	Yes	Yes	Yes	Yes	torch
reciprocal	Yes	Yes	Yes	Yes	Yes	torch
reciprocal_	Yes	Yes	Yes	Yes	Yes	torch
relu	No	No	No	No	No	torch
relu_	No	No	No	No	No	torch
remainder	Yes	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	Yes	Yes	Yes	Yes	Yes	torch
round_	Yes	Yes	Yes	Yes	Yes	torch
rsqrt	Yes	Yes	Yes	Yes	Yes	torch
rsqrt_	Yes	Yes	Yes	Yes	Yes	torch
rsub	Yes	Yes	Yes	Yes	Yes	torch
scalar_tensor	Yes	Yes	Yes	Yes	Yes	torch
scatter	Yes	Yes	Yes	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	Yes	Yes	Yes	Yes	Yes	torch
sgn	Yes	Yes	Yes	Yes	Yes	torch
sigmoid	Yes	Yes	Yes	Yes	Yes	torch
sigmoid_	Yes	Yes	Yes	Yes	Yes	torch
sign	Yes	Yes	Yes	Yes	Yes	torch
signbit	Yes	Yes	Yes	Yes	Yes	torch
sin	Yes	Yes	Yes	Yes	Yes	torch
sin_	Yes	Yes	Yes	Yes	Yes	torch
sinc	Yes	Yes	Yes	Yes	Yes	torch
sinc_	Yes	Yes	Yes	Yes	Yes	torch
sinh	Yes	Yes	Yes	Yes	Yes	torch
sinh_	No	No	No	No	No	torch
softmax	No	No	No	No	No	torch
sort	Yes	Yes	Yes	No	No	torch
split_with_sizes	No	Yes	Yes	No	No	torch
sqrt	Yes	Yes	Yes	Yes	Yes	torch
sqrt_	Yes	Yes	Yes	Yes	Yes	torch
square	No	Yes	No	Yes	Yes	torch
square_	No	Yes	No	Yes	Yes	torch
squeeze	Yes	Yes	Yes	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	Yes	Yes	Yes	Yes	Yes	torch
sum	Yes	Yes	Yes	Yes	Yes	torch
t	Yes	Yes	Yes	Yes	Yes	torch
take	Yes	Yes	No	No	No	torch
tan	Yes	Yes	Yes	Yes	Yes	torch
tan_	Yes	Yes	Yes	Yes	Yes	torch
tanh	Yes	Yes	Yes	Yes	Yes	torch
tanh_	Yes	Yes	Yes	Yes	Yes	torch
threshold	No	No	No	No	No	torch
threshold_	No	No	No	No	No	torch
topk	Yes	Yes	Yes	No	No	torch
trace	Yes	Yes	No	No	No	torch
transpose	Yes	Yes	Yes	Yes	Yes	torch
tril	No	No	No	Yes	Yes	torch
tril_indices	Yes	Yes	No	No	No	torch
triu	No	No	No	Yes	Yes	torch
triu_indices	Yes	Yes	No	No	No	torch
trunc	Yes	Yes	Yes	Yes	Yes	torch
trunc_	Yes	Yes	Yes	Yes	Yes	torch
unbind	No	Yes	No	No	No	torch
unique	No	Yes	No	No	No	torch
unsqueeze	Yes	Yes	Yes	No	No	torch
var	No	No	No	No	No	torch
var_mean	No	No	No	No	No	torch
vdot	Yes	Yes	No	No	No	torch
where	Yes	Yes	Yes	Yes	Yes	torch
xlogy	Yes	Yes	Yes	Yes	Yes	torch
xlogy_	Yes	Yes	Yes	Yes	Yes	torch
zero_	Yes	Yes	Yes	Yes	Yes	torch
zeros	No	Yes	Yes	Yes	Yes	torch
zeros_like	No	Yes	Yes	Yes	Yes	torch
glu_jvp	No	No	No	No	No	torch.ops.aten
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
BCELoss	No	No	No	No	No	torch.nn
BCEWithLogitsLoss	No	No	No	No	No	torch.nn
BatchNorm1d	No	No	No	No	No	torch.nn
BatchNorm2d	No	No	No	No	No	torch.nn
ChannelShuffle	Yes	Yes	Yes	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
ConvTranspose1d	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
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
Hardswish	No	No	No	No	No	torch.nn
Hardtanh	Yes	Yes	Yes	Yes	Yes	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
MSELoss	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
MultiLabelMarginLoss	No	No	No	No	No	torch.nn
MultiMarginLoss	No	No	No	No	No	torch.nn
NLLLoss	No	No	No	No	No	torch.nn
PReLU	No	No	No	No	No	torch.nn
PixelShuffle	Yes	Yes	Yes	Yes	Yes	torch.nn
RReLU	No	No	No	No	No	torch.nn
ReLU	No	No	No	No	No	torch.nn
ReflectionPad1d	Yes	Yes	Yes	Yes	Yes	torch.nn
ReflectionPad2d	Yes	Yes	Yes	Yes	Yes	torch.nn
ReflectionPad3d	Yes	Yes	Yes	Yes	Yes	torch.nn
ReplicationPad1d	Yes	Yes	Yes	Yes	Yes	torch.nn
ReplicationPad2d	Yes	Yes	Yes	Yes	Yes	torch.nn
ReplicationPad3d	Yes	Yes	Yes	Yes	Yes	torch.nn
SiLU	No	No	No	No	No	torch.nn
Sigmoid	Yes	Yes	Yes	Yes	Yes	torch.nn
SmoothL1Loss	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
Tanh	Yes	Yes	Yes	Yes	Yes	torch.nn
Threshold	No	No	No	No	No	torch.nn
Upsample	Yes	Yes	Yes	Yes	Yes	torch.nn
UpsamplingNearest2d	Yes	Yes	Yes	Yes	Yes	torch.nn
weight_norm	No	No	No	No	No	torch.nn.utils
T	Yes	Yes	Yes	Yes	Yes	torch.Tensor
__and__	No	Yes	No	Yes	Yes	torch.Tensor
__iand__	No	Yes	No	Yes	Yes	torch.Tensor
__ilshift__	Yes	Yes	Yes	Yes	Yes	torch.Tensor
__ior__	No	Yes	No	Yes	Yes	torch.Tensor
__irshift__	Yes	Yes	Yes	Yes	Yes	torch.Tensor
__ixor__	No	Yes	No	Yes	Yes	torch.Tensor
__lshift__	Yes	Yes	Yes	Yes	Yes	torch.Tensor
__or__	No	Yes	No	Yes	Yes	torch.Tensor
__rshift__	Yes	Yes	Yes	Yes	Yes	torch.Tensor
__xor__	No	Yes	No	Yes	Yes	torch.Tensor
abs	Yes	Yes	Yes	Yes	Yes	torch.Tensor
abs_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
absolute	Yes	Yes	Yes	Yes	Yes	torch.Tensor
absolute_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
acos	Yes	Yes	Yes	Yes	Yes	torch.Tensor
acos_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
acosh	Yes	Yes	Yes	Yes	Yes	torch.Tensor
acosh_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
add	Yes	Yes	Yes	Yes	Yes	torch.Tensor
add_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
addbmm	No	No	No	No	No	torch.Tensor
addbmm_	No	No	No	No	No	torch.Tensor
addcdiv	Yes	Yes	Yes	Yes	Yes	torch.Tensor
addcdiv_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
addcmul	Yes	Yes	Yes	Yes	Yes	torch.Tensor
addcmul_	Yes	Yes	Yes	Yes	Yes	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	Yes	Yes	Yes	Yes	Yes	torch.Tensor
amax	Yes	Yes	Yes	Yes	Yes	torch.Tensor
amin	Yes	Yes	Yes	Yes	Yes	torch.Tensor
aminmax	Yes	Yes	Yes	Yes	Yes	torch.Tensor
any	Yes	Yes	Yes	Yes	Yes	torch.Tensor
arccos	Yes	Yes	Yes	Yes	Yes	torch.Tensor
arccos_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
arccosh	Yes	Yes	Yes	Yes	Yes	torch.Tensor
arccosh_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
arcsin	Yes	Yes	Yes	Yes	Yes	torch.Tensor
arcsin_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
arcsinh	Yes	Yes	Yes	Yes	Yes	torch.Tensor
arcsinh_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
arctan	Yes	Yes	Yes	Yes	Yes	torch.Tensor
arctan2	Yes	Yes	Yes	Yes	Yes	torch.Tensor
arctan2_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
arctan_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
arctanh	No	No	No	No	No	torch.Tensor
arctanh_	No	No	No	No	No	torch.Tensor
argmax	Yes	Yes	No	Yes	Yes	torch.Tensor
argmin	Yes	Yes	No	Yes	Yes	torch.Tensor
argsort	Yes	Yes	Yes	No	No	torch.Tensor
as_strided	Yes	Yes	No	Yes	Yes	torch.Tensor
as_strided_	Yes	Yes	No	Yes	Yes	torch.Tensor
asin	Yes	Yes	Yes	Yes	Yes	torch.Tensor
asin_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
asinh	Yes	Yes	Yes	Yes	Yes	torch.Tensor
asinh_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
atan	Yes	Yes	Yes	Yes	Yes	torch.Tensor
atan2	Yes	Yes	Yes	Yes	Yes	torch.Tensor
atan2_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
atan_	Yes	Yes	Yes	Yes	Yes	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
bernoulli_	Yes	Yes	Yes	Yes	No	torch.Tensor
bincount	Yes	Yes	Yes	Yes	No	torch.Tensor
bitwise_and	Yes	Yes	Yes	Yes	Yes	torch.Tensor
bitwise_and_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
bitwise_left_shift	Yes	Yes	Yes	Yes	Yes	torch.Tensor
bitwise_left_shift_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
bitwise_not	Yes	Yes	Yes	Yes	Yes	torch.Tensor
bitwise_not_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
bitwise_or	Yes	Yes	Yes	Yes	Yes	torch.Tensor
bitwise_or_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
bitwise_right_shift	Yes	Yes	Yes	Yes	Yes	torch.Tensor
bitwise_right_shift_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
bitwise_xor	Yes	Yes	Yes	Yes	Yes	torch.Tensor
bitwise_xor_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
bmm	No	No	No	No	No	torch.Tensor
ceil	Yes	Yes	Yes	Yes	Yes	torch.Tensor
ceil_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
cholesky	No	No	No	No	No	torch.Tensor
chunk	No	Yes	No	No	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_max_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
clamp_min	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	Yes	Yes	Yes	Yes	Yes	torch.Tensor
conj	No	Yes	No	No	No	torch.Tensor
copy_	No	Yes	No	Yes	Yes	torch.Tensor
copysign	Yes	Yes	Yes	Yes	Yes	torch.Tensor
copysign_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
cos	Yes	Yes	Yes	Yes	Yes	torch.Tensor
cos_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
cosh	Yes	Yes	Yes	Yes	Yes	torch.Tensor
cosh_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
count_nonzero	Yes	Yes	Yes	Yes	Yes	torch.Tensor
cross	Yes	Yes	Yes	Yes	Yes	torch.Tensor
cumprod	Yes	Yes	No	Yes	Yes	torch.Tensor
cumprod_	Yes	Yes	No	No	No	torch.Tensor
cumsum	Yes	Yes	No	Yes	Yes	torch.Tensor
cumsum_	Yes	Yes	No	Yes	Yes	torch.Tensor
diag	No	No	No	No	No	torch.Tensor
div	Yes	Yes	Yes	Yes	Yes	torch.Tensor
div_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
divide	Yes	Yes	Yes	Yes	Yes	torch.Tensor
divide_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
dot	Yes	Yes	No	No	No	torch.Tensor
eq	Yes	Yes	Yes	Yes	Yes	torch.Tensor
eq_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
equal	Yes	Yes	Yes	Yes	Yes	torch.Tensor
erf	Yes	Yes	Yes	Yes	Yes	torch.Tensor
erf_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
erfc	Yes	Yes	Yes	Yes	Yes	torch.Tensor
erfc_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
erfinv	Yes	Yes	Yes	Yes	Yes	torch.Tensor
erfinv_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
exp	Yes	Yes	Yes	Yes	Yes	torch.Tensor
exp2	Yes	Yes	Yes	Yes	Yes	torch.Tensor
exp2_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
exp_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
expand	Yes	Yes	No	No	No	torch.Tensor
expand_as	Yes	Yes	No	Yes	Yes	torch.Tensor
expm1	Yes	Yes	Yes	Yes	Yes	torch.Tensor
expm1_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
exponential_	No	No	No	No	No	torch.Tensor
fill_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
flatten	No	Yes	No	No	No	torch.Tensor
flip	Yes	Yes	Yes	Yes	Yes	torch.Tensor
floor	Yes	Yes	Yes	Yes	Yes	torch.Tensor
floor_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
floor_divide	Yes	Yes	Yes	Yes	Yes	torch.Tensor
floor_divide_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
fmax	Yes	Yes	Yes	Yes	Yes	torch.Tensor
fmin	Yes	Yes	Yes	Yes	Yes	torch.Tensor
fmod	Yes	Yes	Yes	Yes	Yes	torch.Tensor
fmod_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
frac	No	No	No	No	No	torch.Tensor
frac_	No	No	No	No	No	torch.Tensor
frexp	No	No	No	No	No	torch.Tensor
gather	Yes	Yes	Yes	Yes	Yes	torch.Tensor
ge	Yes	Yes	No	Yes	Yes	torch.Tensor
ge_	Yes	Yes	No	Yes	Yes	torch.Tensor
geometric_	No	No	No	No	No	torch.Tensor
greater	Yes	Yes	No	Yes	Yes	torch.Tensor
greater_	Yes	Yes	No	Yes	Yes	torch.Tensor
greater_equal	Yes	Yes	No	Yes	Yes	torch.Tensor
greater_equal_	Yes	Yes	No	Yes	Yes	torch.Tensor
gt	Yes	Yes	No	Yes	Yes	torch.Tensor
gt_	Yes	Yes	No	Yes	Yes	torch.Tensor
hardshrink	No	No	No	No	No	torch.Tensor
heaviside	Yes	Yes	No	No	No	torch.Tensor
heaviside_	Yes	Yes	No	No	No	torch.Tensor
hypot	No	No	No	No	No	torch.Tensor
hypot_	No	No	No	No	No	torch.Tensor
index_add_	No	Yes	No	No	No	torch.Tensor
index_copy	Yes	Yes	Yes	Yes	Yes	torch.Tensor
index_copy_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
index_fill	Yes	Yes	Yes	Yes	Yes	torch.Tensor
index_fill_	Yes	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_reduce	Yes	Yes	No	No	No	torch.Tensor
index_reduce_	Yes	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
is_nonzero	No	Yes	No	No	No	torch.Tensor
isfinite	Yes	Yes	Yes	Yes	Yes	torch.Tensor
isinf	Yes	Yes	Yes	Yes	Yes	torch.Tensor
isnan	Yes	Yes	Yes	Yes	Yes	torch.Tensor
isneginf	Yes	Yes	Yes	Yes	Yes	torch.Tensor
isposinf	Yes	Yes	Yes	Yes	Yes	torch.Tensor
item	No	No	No	No	No	torch.Tensor
kthvalue	Yes	Yes	No	No	No	torch.Tensor
le	Yes	Yes	No	Yes	Yes	torch.Tensor
le_	Yes	Yes	No	Yes	Yes	torch.Tensor
lerp	Yes	Yes	Yes	Yes	Yes	torch.Tensor
lerp_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
less	Yes	Yes	No	Yes	Yes	torch.Tensor
less_	Yes	Yes	No	Yes	Yes	torch.Tensor
less_equal	Yes	Yes	No	Yes	Yes	torch.Tensor
less_equal_	Yes	Yes	No	Yes	Yes	torch.Tensor
log	Yes	Yes	Yes	Yes	Yes	torch.Tensor
log10	Yes	Yes	Yes	Yes	Yes	torch.Tensor
log10_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
log1p	Yes	Yes	Yes	Yes	Yes	torch.Tensor
log1p_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
log2	Yes	Yes	Yes	Yes	Yes	torch.Tensor
log2_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
log_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
log_normal_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
log_softmax	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	Yes	Yes	Yes	Yes	torch.Tensor
logical_not_	No	No	No	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
logit_	No	No	No	No	No	torch.Tensor
logsumexp	No	No	No	No	No	torch.Tensor
lt	Yes	Yes	No	Yes	Yes	torch.Tensor
lt_	Yes	Yes	No	Yes	Yes	torch.Tensor
masked_fill	Yes	Yes	No	Yes	Yes	torch.Tensor
masked_fill_	Yes	Yes	No	Yes	Yes	torch.Tensor
masked_scatter	Yes	Yes	No	Yes	Yes	torch.Tensor
masked_scatter_	Yes	Yes	No	Yes	Yes	torch.Tensor
masked_select	No	Yes	No	No	No	torch.Tensor
matmul	No	No	No	No	No	torch.Tensor
max	Yes	Yes	No	No	No	torch.Tensor
maximum	Yes	Yes	Yes	Yes	Yes	torch.Tensor
mean	Yes	Yes	Yes	Yes	Yes	torch.Tensor
median	Yes	Yes	No	No	No	torch.Tensor
min	Yes	Yes	No	No	No	torch.Tensor
minimum	Yes	Yes	Yes	Yes	Yes	torch.Tensor
mm	No	No	No	No	No	torch.Tensor
mul	Yes	Yes	Yes	Yes	No	torch.Tensor
mul_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
multinomial	No	No	No	No	No	torch.Tensor
mv	No	No	No	No	No	torch.Tensor
nan_to_num	Yes	Yes	Yes	Yes	Yes	torch.Tensor
nan_to_num_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
nansum	Yes	Yes	Yes	Yes	Yes	torch.Tensor
narrow	No	No	No	No	No	torch.Tensor
ne	Yes	Yes	Yes	Yes	Yes	torch.Tensor
ne_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
neg	Yes	Yes	Yes	Yes	Yes	torch.Tensor
neg_	Yes	Yes	Yes	Yes	Yes	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
nextafter_	No	No	No	No	No	torch.Tensor
nonzero	No	Yes	No	No	Yes	torch.Tensor
norm	No	No	No	No	No	torch.Tensor
normal_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
not_equal	Yes	Yes	Yes	Yes	Yes	torch.Tensor
not_equal_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
permute	Yes	Yes	Yes	Yes	Yes	torch.Tensor
pin_memory	No	Yes	No	Yes	Yes	torch.Tensor
pow	Yes	Yes	Yes	Yes	Yes	torch.Tensor
pow_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
prod	Yes	Yes	Yes	Yes	Yes	torch.Tensor
put	No	No	No	No	No	torch.Tensor
put_	No	No	No	No	No	torch.Tensor
random_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
reciprocal	Yes	Yes	Yes	Yes	Yes	torch.Tensor
reciprocal_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
relu	No	No	No	No	No	torch.Tensor
relu_	No	No	No	No	No	torch.Tensor
remainder	Yes	Yes	Yes	Yes	Yes	torch.Tensor
remainder_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
repeat	Yes	Yes	No	Yes	Yes	torch.Tensor
repeat_interleave	Yes	Yes	No	Yes	Yes	torch.Tensor
reshape	Yes	Yes	Yes	Yes	Yes	torch.Tensor
resize_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
resolve_conj	No	No	No	No	No	torch.Tensor
resolve_neg	No	No	No	No	No	torch.Tensor
roll	No	Yes	Yes	Yes	Yes	torch.Tensor
round	Yes	Yes	Yes	Yes	Yes	torch.Tensor
round_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
rsqrt	Yes	Yes	Yes	Yes	Yes	torch.Tensor
rsqrt_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
scatter	Yes	Yes	Yes	Yes	Yes	torch.Tensor
scatter_	Yes	Yes	Yes	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	Yes	Yes	Yes	Yes	Yes	torch.Tensor
sgn	Yes	Yes	Yes	Yes	Yes	torch.Tensor
sgn_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
sigmoid	Yes	Yes	Yes	Yes	Yes	torch.Tensor
sigmoid_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
sign	Yes	Yes	Yes	Yes	Yes	torch.Tensor
sign_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
signbit	Yes	Yes	Yes	Yes	Yes	torch.Tensor
sin	Yes	Yes	Yes	Yes	Yes	torch.Tensor
sin_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
sinc	Yes	Yes	Yes	Yes	Yes	torch.Tensor
sinc_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
sinh	Yes	Yes	Yes	Yes	Yes	torch.Tensor
sinh_	No	No	No	No	No	torch.Tensor
sort	Yes	Yes	Yes	No	No	torch.Tensor
split_with_sizes	No	Yes	Yes	No	No	torch.Tensor
sqrt	Yes	Yes	Yes	Yes	Yes	torch.Tensor
sqrt_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
square	No	Yes	No	Yes	Yes	torch.Tensor
square_	No	Yes	No	Yes	Yes	torch.Tensor
squeeze	Yes	Yes	Yes	Yes	Yes	torch.Tensor
squeeze_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
std	No	No	No	No	No	torch.Tensor
sub	Yes	Yes	Yes	Yes	Yes	torch.Tensor
sub_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
sum	Yes	Yes	Yes	Yes	Yes	torch.Tensor
t	Yes	Yes	Yes	Yes	Yes	torch.Tensor
take	Yes	Yes	No	No	No	torch.Tensor
tan	Yes	Yes	Yes	Yes	Yes	torch.Tensor
tan_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
tanh	Yes	Yes	Yes	Yes	Yes	torch.Tensor
tanh_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
to	Yes	Yes	Yes	Yes	Yes	torch.Tensor
topk	Yes	Yes	Yes	No	No	torch.Tensor
trace	Yes	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	Yes	Yes	Yes	Yes	Yes	torch.Tensor
trunc_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
unbind	No	Yes	No	No	No	torch.Tensor
uniform_	Yes	Yes	No	No	No	torch.Tensor
unique	No	Yes	No	No	No	torch.Tensor
unsqueeze	Yes	Yes	Yes	No	No	torch.Tensor
unsqueeze_	Yes	Yes	Yes	No	No	torch.Tensor
var	No	No	No	No	No	torch.Tensor
vdot	Yes	Yes	No	No	No	torch.Tensor
view	Yes	Yes	Yes	Yes	Yes	torch.Tensor
where	Yes	Yes	Yes	Yes	Yes	torch.Tensor
xlogy	Yes	Yes	Yes	Yes	Yes	torch.Tensor
xlogy_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
zero_	Yes	Yes	Yes	Yes	Yes	torch.Tensor
entr	Yes	Yes	Yes	Yes	Yes	torch.special
erf	Yes	Yes	Yes	Yes	Yes	torch.special
erfc	Yes	Yes	Yes	Yes	Yes	torch.special
erfcx	Yes	Yes	Yes	Yes	Yes	torch.special
erfinv	Yes	Yes	Yes	Yes	Yes	torch.special
exp2	Yes	Yes	Yes	Yes	Yes	torch.special
expit	No	No	No	No	No	torch.special
expm1	Yes	Yes	Yes	Yes	Yes	torch.special
log1p	Yes	Yes	Yes	Yes	Yes	torch.special
logit	No	No	No	No	No	torch.special
logsumexp	No	No	No	No	No	torch.special
round	Yes	Yes	Yes	Yes	Yes	torch.special
sinc	Yes	Yes	Yes	Yes	Yes	torch.special
softmax	No	No	No	No	No	torch.special
xlog1py	Yes	Yes	Yes	Yes	Yes	torch.special
xlogy	Yes	Yes	Yes	Yes	Yes	torch.special
batched_nms	No	No	No	No	No	torchvision.ops
deform_conv2d	No	No	No	No	No	torchvision.ops
nms	No	No	No	No	No	torchvision.ops
roi_align	No	No	No	No	No	torchvision.ops
_safe_softmax	No	No	No	No	No	torch.ops