动态图Tensor、老IR Variable、新IR OpResult method 支持对照表

[gouzil]

Note

请不要手动修改表格

用于统计现阶段支持情况

基于: 5fb978f

math	动态图Tensor	老IR Variable	新IR OpResult
T	✅	✅	#60515
__add__	✅	✅	#58106
__and__	✅	✅	#58343
__array__	✅	❌	❌
__array_ufunc__	✅	❌	❌
__bool__	✅	❌	❌
__class__	✅	✅	✅
__deepcopy__	✅	❌	❌
__delattr__	✅	✅	✅
__dict__	❌	✅	✅
__dir__	✅	✅	✅
__div__	✅	✅	#57997
__doc__	✅	✅	✅
__eq__	✅	✅	#58896
__float__	✅	❌	❌
__floordiv__	✅	✅	#58219
__format__	✅	✅	✅
__ge__	✅	✅	#58343
__getattribute__	✅	✅	✅
__getitem__	✅	✅	✅
__getstate__	✅	✅	✅
__gt__	✅	✅	#58343
__hash__	✅	✅	✅
__index__	✅	❌	❌
__init__	✅	✅	✅
__init_subclass__	✅	✅	✅
__int__	✅	❌	❌
__invert__	✅	✅	#58343
__le__	✅	✅	#58343
__len__	✅	❌	❌
__long__	✅	❌	❌
__lt__	✅	✅	#58343
__matmul__	✅	✅	#58219
__mod__	✅	✅	#58219
__module__	✅	✅	✅
__mul__	✅	✅	#58106
__ne__	✅	✅	#58343
__neg__	✅	✅	#60166
__new__	✅	✅	✅
__nonzero__	✅	❌	❌
__or__	✅	✅	#58343
__pow__	✅	✅	#58219
__radd__	✅	✅	#58106
__rdiv__	✅	✅	#57997
__reduce__	✅	✅	✅
__reduce_ex__	✅	✅	✅
__repr__	✅	✅	✅
__rmul__	✅	✅	#58106
__rpow__	✅	✅	#58219
__rsub__	✅	✅	#58106
__rtruediv__	✅	✅	#57997
__setattr__	✅	✅	✅
__setitem__	✅	✅	✅
__sizeof__	✅	✅	✅
__str__	✅	✅	✅
__sub__	✅	✅	#58106
__subclasshook__	✅	✅	✅
__truediv__	✅	✅	#57997
__weakref__	❌	✅	❌
__xor__	✅	✅	#58343
_apply	✅	❌	❌
apply	✅	❌	❌
_bump_inplace_version	✅	❌	❌
_clear	✅	❌	❌
_clear_data	✅	❌	❌
_clear_dataptr	✅	❌	❌
_cloneVar	❌	✅	❌
_concatVar	❌	✅	❌
_copy_gradient_from	✅	❌	❌
_copy_to	✅	❌	❌
_detectContinuesSlice	❌	✅	❌
_detectEllipsis	❌	✅	❌
_get_info	❌	✅	❌
_get_tensor_from_selected_rows	✅	❌	❌
_getitem_dygraph	✅	❌	❌
_getitem_from_offset	✅	❌	❌
_grad_ivar	✅	❌	❌
_grad_name	✅	❌	❌
_grad_value	✅	❌	❌
_has_attr	❌	✅	❌
_inplace_assign	✅	❌	❌
_inplace_version	✅	❌	❌
_is_dense_tensor_hold_allocation	✅	❌	❌
_is_initialized	✅	❌	❌
_is_shared_buffer_with	✅	❌	❌
_is_shared_underline_tensor_with	✅	❌	❌
_local_shape	✅	❌	❌
_local_value	✅	❌	❌
_md5sum	✅	❌	❌
_numel	✅	❌	❌
_offset	✅	❌	❌
_place_str	✅	❌	❌
_placements_str	✅	❌	❌
_reconstructSliceinfo	❌	✅	❌
_register_backward_hook	✅	❌	❌
_register_grad_hook	✅	❌	❌
_remove_attr	❌	✅	❌
_remove_grad_hook	✅	❌	❌
_reset_grad_inplace_version	✅	❌	❌
_set_attr	❌	✅	❌
_set_error_clip	❌	✅	❌
_set_grad_ivar	✅	❌	❌
_set_grad_type	✅	❌	❌
_set_impl	✅	❌	❌
_set_info	❌	✅	❌
_setitem_dygraph	✅	❌	❌
_share_buffer_to	✅	❌	❌
_share_memory	✅	❌	❌
_share_underline_tensor_to	✅	❌	❌
_slice	✅	❌	❌
_sliceAndConcatVar	❌	✅	❌
_sliceVar	❌	✅	❌
_slice_indices	❌	✅	❌
_tensor_use_gpudnn	✅	❌	❌
_to	✅	❌	❌
_to_readable_code	❌	✅	❌
_to_static_var	✅	❌	❌
_unset_fake_empty	✅	❌	❌
_update_desc_attr	❌	✅	❌
_use_gpudnn	✅	❌	❌
_uva	✅	❌	❌
_zero_grads	✅	❌	❌
abs	✅	✅	#57857
abs_	✅	✅	#57857
acos	✅	✅	#57857
acos_	✅	✅	#57857
acosh	✅	✅	#57857
acosh_	✅	✅	#57857
add	✅	✅	#57857
add_	✅	✅	#57857
add_n	✅	✅	#57857
addmm	✅	✅	#57857
addmm_	✅	✅	#57857
all	✅	✅	#57857
all_used_ops	❌	❌	✅
allclose	✅	✅	#57857
amax	✅	✅	#57857
amin	✅	✅	#57857
angle	✅	✅	#57857
any	✅	✅	#57857
append	❌	✅	#59220
apply	✅	✅	✅
apply_	✅	❌	❌
argmax	✅	✅	#57857
argmin	✅	✅	#57857
argsort	✅	✅	#57857
as_complex	✅	✅	#57857
as_real	✅	✅	#57857
as_strided	✅	✅	#57857
asin	✅	✅	#57857
asin_	✅	✅	#57857
asinh	✅	✅	#57857
asinh_	✅	✅	#57857
astype	✅	✅	#58026
atan	✅	✅	#57857
atan2	✅	✅	#57857
atan_	✅	✅	#57857
atanh	✅	✅	#57857
atanh_	✅	✅	#57857
atleast_1d	✅	✅	#57857
atleast_2d	✅	✅	#57857
atleast_3d	✅	✅	#57857
attr	❌	✅	❌
attr_names	❌	✅	❌
backward	✅	✅	❌
bincount	✅	✅	#57857
bitwise_and	✅	✅	#57857
bitwise_and_	✅	✅	#57857
bitwise_left_shift	✅	✅	#57857
bitwise_left_shift_	✅	✅	#57857
bitwise_not	✅	✅	#57857
bitwise_not_	✅	✅	#57857
bitwise_or	✅	✅	#57857
bitwise_or_	✅	✅	#57857
bitwise_right_shift	✅	✅	#57857
bitwise_right_shift_	✅	✅	#57857
bitwise_xor	✅	✅	#57857
bitwise_xor_	✅	✅	#57857
block	✅	❌	✅
bmm	✅	✅	#57857
broadcast_shape	✅	✅	#57857
broadcast_tensors	✅	✅	#57857
broadcast_to	✅	✅	#57857
bucketize	✅	✅	#57857
cast	✅	✅	#57857
cast_	✅	✅	#57857
cauchy_	✅	✅	#57857
cdist	✅	✅	#57857
ceil	✅	✅	#57857
ceil_	✅	✅	#57857
cholesky	✅	✅	#57857
cholesky_solve	✅	✅	#57857
chunk	✅	✅	#57857
clear_grad	✅	❌	❌
clear_gradient	✅	✅	✅
clip	✅	✅	#57857
clip_	✅	✅	#57857
clone	✅	✅	#59115
coalesce	✅	❌	❌
cols	✅	❌	❌
combinations	✅	✅	#57857
concat	✅	✅	#57857
cond	✅	✅	#57857
conj	✅	✅	#57857
contiguous	✅	❌	❌
copy_	✅	❌	❌
copysign	✅	✅	#57857
copysign_	✅	✅	#57857
corrcoef	✅	✅	#57857
cos	✅	✅	#57857
cos_	✅	✅	#57857
cosh	✅	✅	#57857
cosh_	✅	✅	#57857
count_nonzero	✅	✅	#57857
cov	✅	✅	#57857
cpu	✅	✅	#59300
create_parameter	✅	✅	#57857
create_tensor	✅	✅	#57857
cross	✅	✅	#57857
crows	✅	❌	❌
cuda	✅	✅	#59300
cummax	✅	✅	#57857
cummin	✅	✅	#57857
cumprod	✅	✅	#57857
cumprod_	✅	✅	#57857
cumsum	✅	✅	#57857
cumsum_	✅	✅	#57857
cumulative_trapezoid	✅	✅	#57857
data	✅	❌	❌
data_ptr	✅	❌	❌
deg2rad	✅	✅	#57857
detach	✅	✅	✅
detach_	✅	❌	❌
diag	✅	✅	#57857
diag_embed	✅	✅	#57857
diagflat	✅	✅	#57857
diagonal	✅	✅	#57857
diagonal_scatter	✅	✅	#57857
diff	✅	✅	#57857
digamma	✅	✅	#57857
digamma_	✅	✅	#57857
dim	✅	✅	#58042
dist	✅	✅	#57857
dist_attr	❌	✅	❌
divide	✅	✅	#57857
divide_	✅	✅	#57857
dot	✅	✅	#57857
dsplit	✅	✅	#57857
dtype	✅	✅	✅
eig	✅	✅	#57857
eigvals	✅	✅	#57857
eigvalsh	✅	✅	#57857
element_size	✅	✅	❌
equal	✅	✅	#57857
equal_	✅	✅	#57857
equal_all	✅	✅	#57857
erf	✅	✅	#57857
erfinv	✅	✅	#57857
erfinv_	✅	✅	#57857
exp	✅	✅	#57857
exp_	✅	✅	#57857
expand	✅	✅	#57857
expand_as	✅	✅	#57857
expm1	✅	✅	#57857
exponential_	✅	✅	#57857
fill_	✅	❌	❌
fill_diagonal_	✅	❌	❌
fill_diagonal_tensor	✅	❌	❌
fill_diagonal_tensor_	✅	❌	❌
first_use	❌	❌	✅
flatten	✅	✅	#57857
flatten_	✅	✅	#57857
flip	✅	✅	#57857
floor	✅	✅	#57857
floor_	✅	✅	#57857
floor_divide	✅	✅	#57857
floor_divide_	✅	✅	#57857
floor_mod	✅	✅	#57857
floor_mod_	✅	✅	#57857
fmax	✅	✅	#57857
fmin	✅	✅	#57857
frac	✅	✅	#57857
frac_	✅	✅	#57857
frexp	✅	✅	#57857
gammaln	✅	✅	#57857
gammaln_	✅	✅	#57857
gather	✅	✅	#57857
gather_nd	✅	✅	#57857
gcd	✅	✅	#57857
gcd_	✅	✅	#57857
geometric_	✅	✅	#57857
get_defining_op	❌	❌	✅
get_map_tensor	✅	❌	❌
get_selected_rows	✅	❌	❌
get_strides	✅	❌	❌
get_tensor	✅	❌	❌
get_value	❌	✅	❌
grad	✅	❌	❌
grad_	✅	❌	❌
grad_fn	✅	❌	❌
grad_name	❌	✅	❌
gradient	✅	✅	❌
greater_equal	✅	✅	#57857
greater_equal_	✅	✅	#57857
greater_than	✅	✅	#57857
greater_than_	✅	✅	#57857
has_one_use	❌	❌	✅
hash	❌	❌	✅
heaviside	✅	✅	#57857
histogram	✅	✅	#57857
histogramdd	✅	✅	#57857
householder_product	✅	✅	#57857
hsplit	✅	✅	#57857
hypot	✅	✅	#57857
hypot_	✅	✅	#57857
i0	✅	✅	#57857
i0_	✅	✅	#57857
i0e	✅	✅	#57857
i1	✅	✅	#57857
i1e	✅	✅	#57857
id	❌	❌	✅
imag	✅	✅	#57857
increment	✅	✅	#57857
index_add	✅	✅	#57857
index_add_	✅	✅	#57857
index_fill	✅	✅	#57857
index_fill_	✅	✅	#57857
index_put	✅	✅	#57857
index_put_	✅	✅	#57857
index_sample	✅	✅	#57857
index_select	✅	✅	#57857
indices	✅	✅	❌
initialized	❌	❌	✅
inner	✅	✅	#57857
inplace_version	✅	❌	❌
inverse	✅	✅	#57857
is_complex	✅	✅	#57857
is_contiguous	✅	❌	❌
is_dense	✅	❌	❌
is_dense_tensor_array_type	❌	❌	✅
is_dense_tensor_type	❌	❌	✅
is_dist	✅	❌	❌
is_empty	✅	✅	#57857
is_floating_point	✅	✅	#57857
is_integer	✅	✅	#57857
is_leaf	✅	❌	❌
is_parameter	❌	✅	❌
is_same	❌	❌	✅
is_same_shape	✅	❌	❌
is_selected_row_type	❌	❌	✅
is_selected_rows	✅	❌	❌
is_sparse	✅	❌	❌
is_sparse_coo	✅	❌	❌
is_sparse_csr	✅	❌	❌
is_tensor	✅	✅	#57857
is_tensorarray	❌	❌	✅
isclose	✅	✅	#57857
isfinite	✅	✅	#57857
isinf	✅	✅	#57857
isnan	✅	✅	#57857
istft	✅	✅	#57857
item	✅	✅	#58042
kron	✅	✅	#57857
kthvalue	✅	✅	#57857
layout	✅	❌	❌
lcm	✅	✅	#57857
lcm_	✅	✅	#57857
ldexp	✅	✅	#57857
ldexp_	✅	✅	#57857
lerp	✅	✅	#57857
lerp_	✅	✅	#57857
less_equal	✅	✅	#57857
less_equal_	✅	✅	#57857
less_than	✅	✅	#57857
less_than_	✅	✅	#57857
lgamma	✅	✅	#57857
lgamma_	✅	✅	#57857
lod_level	❌	✅	❌
log	✅	✅	#57857
log10	✅	✅	#57857
log10_	✅	✅	#57857
log1p	✅	✅	#57857
log1p_	✅	✅	#57857
log2	✅	✅	#57857
log2_	✅	✅	#57857
log_	✅	✅	#57857
logaddexp	✅	✅	#57857
logcumsumexp	✅	✅	#57857
logical_and	✅	✅	#57857
logical_and_	✅	✅	#57857
logical_not	✅	✅	#57857
logical_not_	✅	✅	#57857
logical_or	✅	✅	#57857
logical_or_	✅	✅	#57857
logical_xor	✅	✅	#57857
logical_xor_	✅	✅	#57857
logit	✅	✅	#57857
logit_	✅	✅	#57857
logsumexp	✅	✅	#57857
lstsq	✅	✅	#57857
lu	✅	✅	#57857
lu_unpack	✅	✅	#57857
masked_fill	✅	✅	#57857
masked_fill_	✅	✅	#57857
masked_scatter	✅	✅	#57857
masked_scatter_	✅	✅	#57857
masked_select	✅	✅	#57857
matmul	✅	✅	#57857
matrix_power	✅	✅	#57857
max	✅	✅	#57857
maximum	✅	✅	#57857
mean	✅	✅	#57857
median	✅	✅	#57857
min	✅	✅	#57857
minimum	✅	✅	#57857
mm	✅	✅	#57857
mod	✅	✅	#57857
mod_	✅	✅	#57857
mode	✅	✅	#57857
moveaxis	✅	✅	#57857
multi_dot	✅	✅	#57857
multigammaln	✅	✅	#57857
multigammaln_	✅	✅	#57857
multinomial	✅	✅	#57857
multiplex	✅	✅	#57857
multiply	✅	✅	#57857
multiply_	✅	✅	#57857
mv	✅	✅	#57857
name	✅	✅	✅
nan_to_num	✅	✅	#57857
nan_to_num_	✅	✅	#57857
nanmean	✅	✅	#57857
nanmedian	✅	✅	#57857
nanquantile	✅	✅	#57857
nansum	✅	✅	#57857
ndim	✅	✅	#58042
ndimension	✅	✅	#58042
neg	✅	✅	#57857
neg_	✅	✅	#57857
nextafter	✅	✅	#57857
nnz	✅	❌	❌
nonzero	✅	✅	#57857
norm	✅	✅	#57857
normal_	✅	✅	#57857
not_equal	✅	✅	#57857
not_equal_	✅	✅	#57857
num_shard	✅	❌	❌
numel	✅	✅	#57857
numpy	✅	✅	❌
offset	✅	❌	❌
outer	✅	✅	#57857
pca_lowrank	✅	✅	#57857
persistable	✅	✅	✅
pin_memory	✅	❌	❌
pinv	✅	✅	#57857
place	✅	✅	#58042
placements	✅	❌	❌
polar	✅	✅	#57857
polygamma	✅	✅	#57857
polygamma_	✅	✅	#57857
pop	❌	✅	❌
pow	✅	✅	#57857
pow_	✅	✅	#57857
process_mesh	✅	❌	❌
prod	✅	✅	#57857
put_along_axis	✅	✅	#57857
put_along_axis_	✅	✅	#57857
qr	✅	✅	#57857
quantile	✅	✅	#57857
rad2deg	✅	✅	#57857
rank	✅	✅	#57857
real	✅	✅	#57857
reciprocal	✅	✅	#57857
reciprocal_	✅	✅	#57857
reconstruct_from_	✅	❌	❌
register_hook	✅	✅	❌
remainder	✅	✅	#57857
remainder_	✅	✅	#57857
renorm	✅	✅	#57857
renorm_	✅	✅	#57857
repeat_interleave	✅	✅	#57857
replace_all_uses_with	❌	❌	✅
reshape	✅	✅	#57857
reshape_	✅	✅	#57857
retain_grads	✅	❌	❌
reverse	✅	✅	#57857
roll	✅	✅	#57857
rot90	✅	✅	#57857
round	✅	✅	#57857
round_	✅	✅	#57857
rows	✅	❌	❌
rsqrt	✅	✅	#57857
rsqrt_	✅	✅	#57857
scale	✅	✅	#57857
scale_	✅	✅	#57857
scatter	✅	✅	#57857
scatter_	✅	✅	#57857
scatter_nd	✅	✅	#57857
scatter_nd_add	✅	✅	#57857
select_scatter	✅	✅	#57857
set_shape	❌	❌	✅
set_string_list	✅	❌	❌
set_type	❌	❌	✅
set_value	✅	✅	❌
set_vocab	✅	❌	❌
sgn	✅	✅	#57857
shape	✅	✅	#57857
shard_index	✅	✅	#57857
sigmoid	✅	✅	#57857
sigmoid_	✅	✅	#57857
sign	✅	✅	#57857
signbit	✅	✅	#57857
sin	✅	✅	#57857
sin_	✅	✅	#57857
sinh	✅	✅	#57857
sinh_	✅	✅	#57857
size	✅	✅	✅
slice	✅	✅	#57857
slice_scatter	✅	✅	#57857
solve	✅	✅	#57857
sort	✅	✅	#57857
split	✅	✅	#57857
sqrt	✅	✅	#57857
sqrt_	✅	✅	#57857
square	✅	✅	#57857
squeeze	✅	✅	#57857
squeeze_	✅	✅	#57857
stack	✅	✅	#57857
stanh	✅	✅	#57857
std	✅	✅	#57857
stft	✅	✅	#57857
stop_gradient	✅	✅	✅
strided_slice	✅	✅	#57857
strides	✅	❌	❌
subtract	✅	✅	#57857
subtract_	✅	✅	#57857
sum	✅	✅	#57857
t	✅	✅	#57857
t_	✅	✅	#57857
take	✅	✅	#57857
take_along_axis	✅	✅	#57857
tan	✅	✅	#57857
tan_	✅	✅	#57857
tanh	✅	✅	#57857
tanh_	✅	✅	#57857
tensor_split	✅	✅	#57857
tensordot	✅	✅	#57857
tile	✅	✅	#57857
to	✅	❌	❌
to_dense	✅	✅	❌
to_sparse_coo	✅	❌	❌
to_sparse_csr	✅	❌	❌
to_string	❌	✅	❌
tolist	✅	❌	❌
top_p_sampling	✅	✅	#57857
topk	✅	✅	#57857
trace	✅	✅	#57857
transpose	✅	✅	#57857
transpose_	✅	✅	#57857
trapezoid	✅	✅	#57857
tril	✅	✅	#57857
tril_	✅	✅	#57857
triu	✅	✅	#57857
triu_	✅	✅	#57857
trunc	✅	✅	#57857
trunc_	✅	✅	#57857
type	✅	✅	✅
unbind	✅	✅	#57857
unflatten	✅	✅	#57857
unfold	✅	✅	#57857
uniform_	✅	✅	#57857
unique	✅	✅	#57857
unique_consecutive	✅	✅	#57857
unsqueeze	✅	✅	#57857
unsqueeze_	✅	✅	#57857
unstack	✅	✅	#57857
use_empty	❌	❌	✅
value	✅	❌	❌
values	✅	✅	❌
vander	✅	✅	#57857
var	✅	✅	#57857
view	✅	✅	#57857
view_as	✅	✅	#57857
vsplit	✅	✅	#57857
where	✅	✅	#57857
where_	✅	✅	#57857
zero_	✅	❌	❌

[gouzil]

记录一下生成的代码

import paddle

output_text = "\n> [!NOTE]\n> 请不要手动修改表格\n\n"
output_text += f"用于统计现阶段支持情况\n\n基于: {paddle.version.commit}"
all_dir = list(set(dir(paddle.Tensor) + dir(paddle.base.framework.Variable) + dir(paddle.base.libpaddle.pir.OpResult)))
all_dir.sort()
output_text += """
|         math          |                        动态图Tensor                         |                      老IR Variable                      |                      新IR OpResult                      |
|:---------------------:|:--------------------------------------------------------:|:------------------------------------------------------:|:------------------------------------------------------:|
"""


print(len(all_dir))
for i in all_dir:
    math_name =  f"`{i}`" if "__" in i else i
    temp_line = f"| {math_name} "
    if i in dir(paddle.Tensor):
        temp_line += "| ✅ "
    else:
        temp_line += "| ❌ "

    if i in dir(paddle.base.framework.Variable):
        temp_line += "| ✅ "
    else:
        temp_line += "| ❌ "

    if i in dir(paddle.base.libpaddle.pir.OpResult):
        # api 对应 pr 匹配规则
        if i in paddle.tensor.tensor_method_func:
                temp_line += "| #57857 |"
        else:
            match i:
                case "place" | "ndimension" | "dim" | "ndim" | "item":
                    temp_line += "| #58042 |"
                case "astype":
                    temp_line += "| #58026 |"
                case "__div__" | "__truediv__" | "__rdiv__" | "__rtruediv__":
                    temp_line += "| #57997 |"
                case "__rmul__" | "__mul__" | "__rsub__" | "__sub__" | "__radd__" | "__add__":
                    temp_line += "| #58106 |"
                case "__pow__" | "__rpow__" | "__floordiv__" | "__mod__" | "__matmul__":
                    temp_line += "| #58219 |"
                case "__ne__" | "__lt__" | "__le__" | "__gt__" | "__ge__" | "__and__" | "__or__" | "__xor__" | "__invert__":
                    temp_line += "| #58343 |"
                case "clone":
                    temp_line += "| #59115 |"
                case "append":
                    temp_line += "| #59220 |"
                case "cpu" | "cuda":
                    temp_line += "| #59300 |"
                case "__neg__":
                    temp_line += "| #60166 |"
                case "__eq__":
                    temp_line += "| #58896 |"
                case "T":
                    temp_line += "| #60515 |"
                case _:
                    temp_line += "| ✅ |"
    else:
        temp_line += "| ❌ |"

    output_text += temp_line + "\n"

with open("./method_compare.md","w") as file:
    file.write(output_text)