diff --git a/python/paddle/tensor/ops.py b/python/paddle/tensor/ops.py index 60fdfe927af9e..f056bda6157f2 100644 --- a/python/paddle/tensor/ops.py +++ b/python/paddle/tensor/ops.py @@ -14,17 +14,27 @@ from __future__ import print_function import os -from .layer_function_generator import generate_layer_fn, generate_activation_fn, generate_inplace_fn, add_sample_code +from .layer_function_generator import ( + generate_layer_fn, + generate_activation_fn, + generate_inplace_fn, + add_sample_code, +) from ..framework import core from ..framework import convert_np_dtype_to_dtype_ from ..static import Variable -from ..fluid.data_feeder import convert_dtype, check_variable_and_dtype, check_type, check_dtype +from ..fluid.data_feeder import ( + convert_dtype, + check_variable_and_dtype, + check_type, + check_dtype, +) from ..fluid.framework import in_dygraph_mode from .. import _C_ops, _legacy_C_ops __deprecated_func_name__ = { 'tanh_shrink': 'tanhshrink', - 'logsigmoid': 'log_sigmoid' + 'logsigmoid': 'log_sigmoid', } __activations_noattr__ = [ @@ -102,7 +112,8 @@ globals()[_OP] = _func add_sample_code( - globals()["sigmoid"], r""" + globals()["sigmoid"], + r""" Examples: .. code-block:: python @@ -114,10 +125,12 @@ print(out) # [0.40131234 0.450166 0.52497919 0.57444252] -""") +""", +) add_sample_code( - globals()["silu"], r""" + globals()["silu"], + r""" Examples: .. code-block:: python @@ -129,10 +142,12 @@ print(out) # [ 0.7310586 1.7615942 2.8577224, 3.9280552 ] -""") +""", +) add_sample_code( - globals()["logsigmoid"], r""" + globals()["logsigmoid"], + r""" Examples: .. code-block:: python @@ -144,10 +159,12 @@ print(out) # [-0.91301525 -0.79813887 -0.64439666 -0.55435524] -""") +""", +) add_sample_code( - globals()["exp"], r""" + globals()["exp"], + r""" Examples: .. code-block:: python @@ -158,10 +175,12 @@ print(out) # [0.67032005 0.81873075 1.10517092 1.34985881] -""") +""", +) add_sample_code( - globals()["expm1"], r""" + globals()["expm1"], + r""" Examples: .. code-block:: python @@ -172,10 +191,12 @@ print(out) # [-0.32967997, -0.18126924, 0.10517092, 0.34985882] -""") +""", +) add_sample_code( - globals()["tanh"], r""" + globals()["tanh"], + r""" Examples: .. code-block:: python @@ -186,10 +207,12 @@ print(out) # [-0.37994896 -0.19737532 0.09966799 0.29131261] -""") +""", +) add_sample_code( - globals()["atan"], r""" + globals()["atan"], + r""" Examples: .. code-block:: python @@ -200,10 +223,12 @@ print(out) # [-0.38050638 -0.19739556 0.09966865 0.29145679] -""") +""", +) add_sample_code( - globals()["tanh_shrink"], r""" + globals()["tanh_shrink"], + r""" Examples: .. code-block:: python @@ -215,10 +240,12 @@ print(out) # [-0.020051, -0.00262468, 0.000332005, 0.00868739] -""") +""", +) add_sample_code( - globals()["sqrt"], r""" + globals()["sqrt"], + r""" Examples: .. code-block:: python @@ -229,10 +256,12 @@ print(out) # [0.31622777 0.4472136 0.54772256 0.63245553] -""") +""", +) add_sample_code( - globals()["rsqrt"], r""" + globals()["rsqrt"], + r""" Examples: .. code-block:: python @@ -243,10 +272,12 @@ print(out) # [3.16227766 2.23606798 1.82574186 1.58113883] -""") +""", +) add_sample_code( - globals()["abs"], r""" + globals()["abs"], + r""" Examples: .. code-block:: python @@ -257,10 +288,12 @@ print(out) # [0.4 0.2 0.1 0.3] -""") +""", +) add_sample_code( - globals()["ceil"], r""" + globals()["ceil"], + r""" Examples: .. code-block:: python @@ -271,10 +304,12 @@ print(out) # [-0. -0. 1. 1.] -""") +""", +) add_sample_code( - globals()["floor"], r""" + globals()["floor"], + r""" Examples: .. code-block:: python @@ -285,10 +320,12 @@ print(out) # [-1. -1. 0. 0.] -""") +""", +) add_sample_code( - globals()["cos"], r""" + globals()["cos"], + r""" Examples: .. code-block:: python @@ -299,10 +336,12 @@ print(out) # [0.92106099 0.98006658 0.99500417 0.95533649] -""") +""", +) add_sample_code( - globals()["tan"], r""" + globals()["tan"], + r""" Examples: .. code-block:: python @@ -313,10 +352,12 @@ print(out) # [-0.42279324, -0.20271005, 0.10033467, 0.30933627] -""") +""", +) add_sample_code( - globals()["acos"], r""" + globals()["acos"], + r""" Examples: .. code-block:: python @@ -327,10 +368,12 @@ print(out) # [1.98231317 1.77215425 1.47062891 1.26610367] -""") +""", +) add_sample_code( - globals()["sin"], r""" + globals()["sin"], + r""" Examples: .. code-block:: python @@ -341,10 +384,12 @@ print(out) # [-0.38941834 -0.19866933 0.09983342 0.29552021] -""") +""", +) add_sample_code( - globals()["asin"], r""" + globals()["asin"], + r""" Examples: .. code-block:: python @@ -355,10 +400,12 @@ print(out) # [-0.41151685 -0.20135792 0.10016742 0.30469265] -""") +""", +) add_sample_code( - globals()["cosh"], r""" + globals()["cosh"], + r""" Examples: .. code-block:: python @@ -369,10 +416,12 @@ print(out) # [1.08107237 1.02006676 1.00500417 1.04533851] -""") +""", +) add_sample_code( - globals()["sinh"], r""" + globals()["sinh"], + r""" Examples: .. code-block:: python @@ -383,10 +432,12 @@ print(out) # [-0.41075233 -0.201336 0.10016675 0.30452029] -""") +""", +) add_sample_code( - globals()["asinh"], r""" + globals()["asinh"], + r""" Examples: .. code-block:: python @@ -397,10 +448,12 @@ print(out) # [-0.39003533, -0.19869010, 0.09983408, 0.29567307] -""") +""", +) add_sample_code( - globals()["acosh"], r""" + globals()["acosh"], + r""" Examples: .. code-block:: python @@ -411,10 +464,12 @@ print(out) # [0. , 1.76274729, 2.06343699, 2.29243159] -""") +""", +) add_sample_code( - globals()["atanh"], r""" + globals()["atanh"], + r""" Examples: .. code-block:: python @@ -425,10 +480,12 @@ print(out) # [-0.42364895, -0.20273256, 0.10033535, 0.30951962] -""") +""", +) add_sample_code( - globals()["round"], r""" + globals()["round"], + r""" Examples: .. code-block:: python @@ -439,10 +496,12 @@ print(out) # [-1. -0. 1. 2.] -""") +""", +) add_sample_code( - globals()["reciprocal"], r""" + globals()["reciprocal"], + r""" Examples: .. code-block:: python @@ -453,10 +512,12 @@ print(out) # [-2.5 -5. 10. 3.33333333] -""") +""", +) add_sample_code( - globals()["square"], r""" + globals()["square"], + r""" Examples: .. code-block:: python @@ -467,10 +528,12 @@ print(out) # [0.16 0.04 0.01 0.09] -""") +""", +) add_sample_code( - globals()["softplus"], r""" + globals()["softplus"], + r""" Examples: .. code-block:: python @@ -482,10 +545,12 @@ print(out) # [0.513015, 0.598139, 0.744397, 0.854355] -""") +""", +) add_sample_code( - globals()["softsign"], r""" + globals()["softsign"], + r""" Examples: .. code-block:: python @@ -497,7 +562,8 @@ print(out) # [-0.285714, -0.166667, 0.0909091, 0.230769] -""") +""", +) _erf_ = generate_layer_fn('erf')