Coverage for /pythoncovmergedfiles/medio/medio/usr/local/lib/python3.8/site-packages/tensorflow/_api/v2/compat/v2/compat/v2/__init_

3# Licensed under the Apache License, Version 2.0 (the "License");

4# you may not use this file except in compliance with the License.

5# You may obtain a copy of the License at

7# http://www.apache.org/licenses/LICENSE-2.0

9# Unless required by applicable law or agreed to in writing, software

10# distributed under the License is distributed on an "AS IS" BASIS,

11# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.

12# See the License for the specific language governing permissions and

13# limitations under the License.

14# ==============================================================================

15"""Bring in all of the public TensorFlow interface into this module."""

17import logging as _logging

18import os as _os

19import sys as _sys

20import typing as _typing

22from tensorflow.python.tools import module_util as _module_util

23from tensorflow.python.util.lazy_loader import LazyLoader as _LazyLoader

25# pylint: disable=g-bad-import-order

27from . import compat

28from tensorflow._api.v2.compat.v2 import __internal__

29from tensorflow._api.v2.compat.v2 import __operators__

30from tensorflow._api.v2.compat.v2 import audio

31from tensorflow._api.v2.compat.v2 import autodiff

32from tensorflow._api.v2.compat.v2 import autograph

33from tensorflow._api.v2.compat.v2 import bitwise

34from tensorflow._api.v2.compat.v2 import config

35from tensorflow._api.v2.compat.v2 import data

36from tensorflow._api.v2.compat.v2 import debugging

37from tensorflow._api.v2.compat.v2 import distribute

38from tensorflow._api.v2.compat.v2 import dtypes

39from tensorflow._api.v2.compat.v2 import errors

40from tensorflow._api.v2.compat.v2 import experimental

41from tensorflow._api.v2.compat.v2 import feature_column

42from tensorflow._api.v2.compat.v2 import graph_util

43from tensorflow._api.v2.compat.v2 import image

44from tensorflow._api.v2.compat.v2 import io

45from tensorflow._api.v2.compat.v2 import linalg

46from tensorflow._api.v2.compat.v2 import lite

47from tensorflow._api.v2.compat.v2 import lookup

48from tensorflow._api.v2.compat.v2 import math

49from tensorflow._api.v2.compat.v2 import mlir

50from tensorflow._api.v2.compat.v2 import nest

51from tensorflow._api.v2.compat.v2 import nn

52from tensorflow._api.v2.compat.v2 import profiler

53from tensorflow._api.v2.compat.v2 import quantization

54from tensorflow._api.v2.compat.v2 import queue

55from tensorflow._api.v2.compat.v2 import ragged

56from tensorflow._api.v2.compat.v2 import random

57from tensorflow._api.v2.compat.v2 import raw_ops

58from tensorflow._api.v2.compat.v2 import saved_model

59from tensorflow._api.v2.compat.v2 import sets

60from tensorflow._api.v2.compat.v2 import signal

61from tensorflow._api.v2.compat.v2 import sparse

62from tensorflow._api.v2.compat.v2 import strings

63from tensorflow._api.v2.compat.v2 import summary

64from tensorflow._api.v2.compat.v2 import sysconfig

65from tensorflow._api.v2.compat.v2 import test

66from tensorflow._api.v2.compat.v2 import tpu

67from tensorflow._api.v2.compat.v2 import train

68from tensorflow._api.v2.compat.v2 import types

69from tensorflow._api.v2.compat.v2 import version

70from tensorflow._api.v2.compat.v2 import xla

71from tensorflow.python.data.ops.optional_ops import OptionalSpec

72from tensorflow.python.eager.backprop import GradientTape

73from tensorflow.python.eager.context import executing_eagerly

74from tensorflow.python.eager.polymorphic_function.polymorphic_function import function

75from tensorflow.python.framework.constant_op import constant

76from tensorflow.python.framework.device_spec import DeviceSpecV2 as DeviceSpec

77from tensorflow.python.framework.dtypes import DType

78from tensorflow.python.framework.dtypes import as_dtype

79from tensorflow.python.framework.dtypes import bfloat16

80from tensorflow.python.framework.dtypes import bool

81from tensorflow.python.framework.dtypes import complex128

82from tensorflow.python.framework.dtypes import complex64

83from tensorflow.python.framework.dtypes import double

84from tensorflow.python.framework.dtypes import float16

85from tensorflow.python.framework.dtypes import float32

86from tensorflow.python.framework.dtypes import float64

87from tensorflow.python.framework.dtypes import half

88from tensorflow.python.framework.dtypes import int16

89from tensorflow.python.framework.dtypes import int32

90from tensorflow.python.framework.dtypes import int64

91from tensorflow.python.framework.dtypes import int8

92from tensorflow.python.framework.dtypes import qint16

93from tensorflow.python.framework.dtypes import qint32

94from tensorflow.python.framework.dtypes import qint8

95from tensorflow.python.framework.dtypes import quint16

96from tensorflow.python.framework.dtypes import quint8

97from tensorflow.python.framework.dtypes import resource

98from tensorflow.python.framework.dtypes import string

99from tensorflow.python.framework.dtypes import uint16

100from tensorflow.python.framework.dtypes import uint32

101from tensorflow.python.framework.dtypes import uint64

102from tensorflow.python.framework.dtypes import uint8

103from tensorflow.python.framework.dtypes import variant

104from tensorflow.python.framework.importer import import_graph_def

105from tensorflow.python.framework.indexed_slices import IndexedSlices

106from tensorflow.python.framework.indexed_slices import IndexedSlicesSpec

107from tensorflow.python.framework.load_library import load_library

108from tensorflow.python.framework.load_library import load_op_library

109from tensorflow.python.framework.ops import Graph

110from tensorflow.python.framework.ops import Operation

111from tensorflow.python.framework.ops import RegisterGradient

112from tensorflow.python.framework.ops import Tensor

113from tensorflow.python.framework.ops import control_dependencies

114from tensorflow.python.framework.ops import device_v2 as device

115from tensorflow.python.framework.ops import get_current_name_scope

116from tensorflow.python.framework.ops import init_scope

117from tensorflow.python.framework.ops import inside_function

118from tensorflow.python.framework.ops import is_symbolic_tensor

119from tensorflow.python.framework.ops import name_scope_v2 as name_scope

120from tensorflow.python.framework.ops import no_gradient

121from tensorflow.python.framework.sparse_tensor import SparseTensor

122from tensorflow.python.framework.sparse_tensor import SparseTensorSpec

123from tensorflow.python.framework.tensor import TensorSpec

124from tensorflow.python.framework.tensor_conversion import convert_to_tensor_v2_with_dispatch as convert_to_tensor

125from tensorflow.python.framework.tensor_conversion_registry import register_tensor_conversion_function

126from tensorflow.python.framework.tensor_shape import TensorShape

127from tensorflow.python.framework.tensor_util import MakeNdarray as make_ndarray

128from tensorflow.python.framework.tensor_util import constant_value as get_static_value

129from tensorflow.python.framework.tensor_util import is_tf_type as is_tensor

130from tensorflow.python.framework.tensor_util import make_tensor_proto

131from tensorflow.python.framework.type_spec import TypeSpec

132from tensorflow.python.framework.type_spec import type_spec_from_value

133from tensorflow.python.framework.versions import COMPILER_VERSION as __compiler_version__

134from tensorflow.python.framework.versions import CXX11_ABI_FLAG as __cxx11_abi_flag__

135from tensorflow.python.framework.versions import CXX_VERSION as __cxx_version__

136from tensorflow.python.framework.versions import GIT_VERSION as __git_version__

137from tensorflow.python.framework.versions import MONOLITHIC_BUILD as __monolithic_build__

138from tensorflow.python.framework.versions import VERSION as __version__

139from tensorflow.python.module.module import Module

140from tensorflow.python.ops.array_ops import batch_to_space_v2 as batch_to_space

141from tensorflow.python.ops.array_ops import boolean_mask_v2 as boolean_mask

142from tensorflow.python.ops.array_ops import broadcast_dynamic_shape

143from tensorflow.python.ops.array_ops import broadcast_static_shape

144from tensorflow.python.ops.array_ops import concat

145from tensorflow.python.ops.array_ops import edit_distance

146from tensorflow.python.ops.array_ops import expand_dims_v2 as expand_dims

147from tensorflow.python.ops.array_ops import fill

148from tensorflow.python.ops.array_ops import fingerprint

149from tensorflow.python.ops.array_ops import gather_nd_v2 as gather_nd

150from tensorflow.python.ops.array_ops import gather_v2 as gather

151from tensorflow.python.ops.array_ops import guarantee_const

152from tensorflow.python.ops.array_ops import identity

153from tensorflow.python.ops.array_ops import meshgrid

154from tensorflow.python.ops.array_ops import newaxis

155from tensorflow.python.ops.array_ops import one_hot

156from tensorflow.python.ops.array_ops import ones

157from tensorflow.python.ops.array_ops import ones_like_v2 as ones_like

158from tensorflow.python.ops.array_ops import pad_v2 as pad

159from tensorflow.python.ops.array_ops import parallel_stack

160from tensorflow.python.ops.array_ops import rank

161from tensorflow.python.ops.array_ops import repeat

162from tensorflow.python.ops.array_ops import required_space_to_batch_paddings

163from tensorflow.python.ops.array_ops import reshape

164from tensorflow.python.ops.array_ops import reverse_sequence_v2 as reverse_sequence

165from tensorflow.python.ops.array_ops import searchsorted

166from tensorflow.python.ops.array_ops import sequence_mask

167from tensorflow.python.ops.array_ops import shape_n

168from tensorflow.python.ops.array_ops import shape_v2 as shape

169from tensorflow.python.ops.array_ops import size_v2 as size

170from tensorflow.python.ops.array_ops import slice

171from tensorflow.python.ops.array_ops import space_to_batch_v2 as space_to_batch

172from tensorflow.python.ops.array_ops import split

173from tensorflow.python.ops.array_ops import squeeze_v2 as squeeze

174from tensorflow.python.ops.array_ops import stop_gradient

175from tensorflow.python.ops.array_ops import strided_slice

176from tensorflow.python.ops.array_ops import tensor_scatter_nd_update

177from tensorflow.python.ops.array_ops import transpose_v2 as transpose

178from tensorflow.python.ops.array_ops import unique

179from tensorflow.python.ops.array_ops import unique_with_counts

180from tensorflow.python.ops.array_ops import where_v2 as where

181from tensorflow.python.ops.array_ops import zeros

182from tensorflow.python.ops.array_ops import zeros_like_v2 as zeros_like

183from tensorflow.python.ops.array_ops_stack import stack

184from tensorflow.python.ops.array_ops_stack import unstack

185from tensorflow.python.ops.batch_ops import batch_function as nondifferentiable_batch_function

186from tensorflow.python.ops.check_ops import assert_equal_v2 as assert_equal

187from tensorflow.python.ops.check_ops import assert_greater_v2 as assert_greater

188from tensorflow.python.ops.check_ops import assert_less_v2 as assert_less

189from tensorflow.python.ops.check_ops import assert_rank_v2 as assert_rank

190from tensorflow.python.ops.check_ops import ensure_shape

191from tensorflow.python.ops.clip_ops import clip_by_global_norm

192from tensorflow.python.ops.clip_ops import clip_by_norm

193from tensorflow.python.ops.clip_ops import clip_by_value

194from tensorflow.python.ops.cond import cond_for_tf_v2 as cond

195from tensorflow.python.ops.control_flow_assert import Assert

196from tensorflow.python.ops.control_flow_case import case_v2 as case

197from tensorflow.python.ops.control_flow_ops import group

198from tensorflow.python.ops.control_flow_ops import tuple_v2 as tuple

199from tensorflow.python.ops.control_flow_switch_case import switch_case

200from tensorflow.python.ops.critical_section_ops import CriticalSection

201from tensorflow.python.ops.custom_gradient import custom_gradient

202from tensorflow.python.ops.custom_gradient import grad_pass_through

203from tensorflow.python.ops.custom_gradient import recompute_grad

204from tensorflow.python.ops.functional_ops import foldl_v2 as foldl

205from tensorflow.python.ops.functional_ops import foldr_v2 as foldr

206from tensorflow.python.ops.functional_ops import scan_v2 as scan

207from tensorflow.python.ops.gen_array_ops import bitcast

208from tensorflow.python.ops.gen_array_ops import broadcast_to

209from tensorflow.python.ops.gen_array_ops import extract_volume_patches

210from tensorflow.python.ops.gen_array_ops import identity_n

211from tensorflow.python.ops.gen_array_ops import reverse_v2 as reverse

212from tensorflow.python.ops.gen_array_ops import scatter_nd

213from tensorflow.python.ops.gen_array_ops import space_to_batch_nd

214from tensorflow.python.ops.gen_array_ops import tensor_scatter_add as tensor_scatter_nd_add

215from tensorflow.python.ops.gen_array_ops import tensor_scatter_max as tensor_scatter_nd_max

216from tensorflow.python.ops.gen_array_ops import tensor_scatter_min as tensor_scatter_nd_min

217from tensorflow.python.ops.gen_array_ops import tensor_scatter_sub as tensor_scatter_nd_sub

218from tensorflow.python.ops.gen_array_ops import tile

219from tensorflow.python.ops.gen_array_ops import unravel_index

220from tensorflow.python.ops.gen_control_flow_ops import no_op

221from tensorflow.python.ops.gen_data_flow_ops import dynamic_partition

222from tensorflow.python.ops.gen_data_flow_ops import dynamic_stitch

223from tensorflow.python.ops.gen_linalg_ops import matrix_square_root

224from tensorflow.python.ops.gen_logging_ops import timestamp

225from tensorflow.python.ops.gen_math_ops import acosh

226from tensorflow.python.ops.gen_math_ops import asin

227from tensorflow.python.ops.gen_math_ops import asinh

228from tensorflow.python.ops.gen_math_ops import atan

229from tensorflow.python.ops.gen_math_ops import atan2

230from tensorflow.python.ops.gen_math_ops import atanh

231from tensorflow.python.ops.gen_math_ops import cos

232from tensorflow.python.ops.gen_math_ops import cosh

233from tensorflow.python.ops.gen_math_ops import greater

234from tensorflow.python.ops.gen_math_ops import greater_equal

235from tensorflow.python.ops.gen_math_ops import less

236from tensorflow.python.ops.gen_math_ops import less_equal

237from tensorflow.python.ops.gen_math_ops import logical_and

238from tensorflow.python.ops.gen_math_ops import logical_not

239from tensorflow.python.ops.gen_math_ops import logical_or

240from tensorflow.python.ops.gen_math_ops import maximum

241from tensorflow.python.ops.gen_math_ops import minimum

242from tensorflow.python.ops.gen_math_ops import neg as negative

243from tensorflow.python.ops.gen_math_ops import real_div as realdiv

244from tensorflow.python.ops.gen_math_ops import sin

245from tensorflow.python.ops.gen_math_ops import sinh

246from tensorflow.python.ops.gen_math_ops import square

247from tensorflow.python.ops.gen_math_ops import tan

248from tensorflow.python.ops.gen_math_ops import tanh

249from tensorflow.python.ops.gen_math_ops import truncate_div as truncatediv

250from tensorflow.python.ops.gen_math_ops import truncate_mod as truncatemod

251from tensorflow.python.ops.gen_nn_ops import approx_top_k

252from tensorflow.python.ops.gen_nn_ops import conv2d_backprop_filter_v2

253from tensorflow.python.ops.gen_nn_ops import conv2d_backprop_input_v2

254from tensorflow.python.ops.gen_ragged_array_ops import ragged_fill_empty_rows

255from tensorflow.python.ops.gen_ragged_array_ops import ragged_fill_empty_rows_grad

256from tensorflow.python.ops.gen_random_index_shuffle_ops import random_index_shuffle

257from tensorflow.python.ops.gen_string_ops import as_string

258from tensorflow.python.ops.gradients_impl import HessiansV2 as hessians

259from tensorflow.python.ops.gradients_impl import gradients_v2 as gradients

260from tensorflow.python.ops.gradients_util import AggregationMethod

261from tensorflow.python.ops.histogram_ops import histogram_fixed_width

262from tensorflow.python.ops.histogram_ops import histogram_fixed_width_bins

263from tensorflow.python.ops.init_ops_v2 import Constant as constant_initializer

264from tensorflow.python.ops.init_ops_v2 import Ones as ones_initializer

265from tensorflow.python.ops.init_ops_v2 import RandomNormal as random_normal_initializer

266from tensorflow.python.ops.init_ops_v2 import RandomUniform as random_uniform_initializer

267from tensorflow.python.ops.init_ops_v2 import Zeros as zeros_initializer

268from tensorflow.python.ops.linalg_ops import eig

269from tensorflow.python.ops.linalg_ops import eigvals

270from tensorflow.python.ops.linalg_ops import eye

271from tensorflow.python.ops.linalg_ops import norm_v2 as norm

272from tensorflow.python.ops.logging_ops import print_v2 as print

273from tensorflow.python.ops.manip_ops import roll

274from tensorflow.python.ops.map_fn import map_fn_v2 as map_fn

275from tensorflow.python.ops.math_ops import abs

276from tensorflow.python.ops.math_ops import acos

277from tensorflow.python.ops.math_ops import add

278from tensorflow.python.ops.math_ops import add_n

279from tensorflow.python.ops.math_ops import argmax_v2 as argmax

280from tensorflow.python.ops.math_ops import argmin_v2 as argmin

281from tensorflow.python.ops.math_ops import cast

282from tensorflow.python.ops.math_ops import complex

283from tensorflow.python.ops.math_ops import cumsum

284from tensorflow.python.ops.math_ops import divide

285from tensorflow.python.ops.math_ops import equal

286from tensorflow.python.ops.math_ops import exp

287from tensorflow.python.ops.math_ops import floor

288from tensorflow.python.ops.math_ops import linspace_nd as linspace

289from tensorflow.python.ops.math_ops import matmul

290from tensorflow.python.ops.math_ops import multiply

291from tensorflow.python.ops.math_ops import not_equal

292from tensorflow.python.ops.math_ops import pow

293from tensorflow.python.ops.math_ops import range

294from tensorflow.python.ops.math_ops import reduce_all

295from tensorflow.python.ops.math_ops import reduce_any

296from tensorflow.python.ops.math_ops import reduce_logsumexp

297from tensorflow.python.ops.math_ops import reduce_max

298from tensorflow.python.ops.math_ops import reduce_mean

299from tensorflow.python.ops.math_ops import reduce_min

300from tensorflow.python.ops.math_ops import reduce_prod

301from tensorflow.python.ops.math_ops import reduce_sum

302from tensorflow.python.ops.math_ops import round

303from tensorflow.python.ops.math_ops import saturate_cast

304from tensorflow.python.ops.math_ops import scalar_mul_v2 as scalar_mul

305from tensorflow.python.ops.math_ops import sigmoid

306from tensorflow.python.ops.math_ops import sign

307from tensorflow.python.ops.math_ops import sqrt

308from tensorflow.python.ops.math_ops import subtract

309from tensorflow.python.ops.math_ops import tensordot

310from tensorflow.python.ops.math_ops import truediv

311from tensorflow.python.ops.parallel_for.control_flow_ops import vectorized_map

312from tensorflow.python.ops.ragged.ragged_tensor import RaggedTensor

313from tensorflow.python.ops.ragged.ragged_tensor import RaggedTensorSpec

314from tensorflow.python.ops.script_ops import eager_py_func as py_function

315from tensorflow.python.ops.script_ops import numpy_function

316from tensorflow.python.ops.sort_ops import argsort

317from tensorflow.python.ops.sort_ops import sort

318from tensorflow.python.ops.special_math_ops import einsum

319from tensorflow.python.ops.tensor_array_ops import TensorArray

320from tensorflow.python.ops.tensor_array_ops import TensorArraySpec

321from tensorflow.python.ops.unconnected_gradients import UnconnectedGradients

322from tensorflow.python.ops.variable_scope import variable_creator_scope

323from tensorflow.python.ops.variables import Variable

324from tensorflow.python.ops.variables import VariableAggregationV2 as VariableAggregation

325from tensorflow.python.ops.variables import VariableSynchronization

326from tensorflow.python.ops.while_loop import while_loop_v2 as while_loop

327from tensorflow.python.platform.tf_logging import get_logger

328

329# WRAPPER_PLACEHOLDER

330

331# Hook external TensorFlow modules.

332_current_module = _sys.modules[__name__]

333try:

334 from tensorboard.summary._tf import summary

335 _current_module.__path__ = (

336 [_module_util.get_parent_dir(summary)] + _current_module.__path__)

337 setattr(_current_module, "summary", summary)

338except ImportError:

339 _logging.warning(

340 "Limited tf.compat.v2.summary API due to missing TensorBoard "

341 "installation.")

342

343# Lazy-load estimator.

344_estimator_module = "tensorflow_estimator.python.estimator.api._v2.estimator"

345estimator = _LazyLoader("estimator", globals(), _estimator_module)

346_module_dir = _module_util.get_parent_dir_for_name(_estimator_module)

347if _module_dir:

348 _current_module.__path__ = [_module_dir] + _current_module.__path__

349setattr(_current_module, "estimator", estimator)

350

351_keras_module = "keras.api._v2.keras"

352_keras = _LazyLoader("keras", globals(), _keras_module)

353_module_dir = _module_util.get_parent_dir_for_name(_keras_module)

354if _module_dir:

355 _current_module.__path__ = [_module_dir] + _current_module.__path__

356setattr(_current_module, "keras", _keras)

357

358# We would like the following to work for fully enabling 2.0 in a 1.0 install:

359#

360# import tensorflow.compat.v2 as tf

361# tf.enable_v2_behavior()

362#

363# This make this one symbol available directly.

364from tensorflow.python.compat.v2_compat import enable_v2_behavior # pylint: disable=g-import-not-at-top

365setattr(_current_module, "enable_v2_behavior", enable_v2_behavior)

366

367# Add module aliases

368if hasattr(_current_module, 'keras'):

369 # It is possible that keras is a lazily loaded module, which might break when

370 # actually trying to import it. Have a Try-Catch to make sure it doesn't break

371 # when it doing some very initial loading, like tf.compat.v2, etc.

372 try:

373 _keras_package = "keras.api._v2.keras."

374 _losses = _LazyLoader("losses", globals(), _keras_package + "losses")

375 _metrics = _LazyLoader("metrics", globals(), _keras_package + "metrics")

376 _optimizers = _LazyLoader(

377 "optimizers", globals(), _keras_package + "optimizers")

378 _initializers = _LazyLoader(

379 "initializers", globals(), _keras_package + "initializers")

380 setattr(_current_module, "losses", _losses)

381 setattr(_current_module, "metrics", _metrics)

382 setattr(_current_module, "optimizers", _optimizers)

383 setattr(_current_module, "initializers", _initializers)

384 except ImportError:

385 pass

386

387# Explicitly import lazy-loaded modules to support autocompletion.

388# pylint: disable=g-import-not-at-top

389if _typing.TYPE_CHECKING:

390 from tensorflow_estimator.python.estimator.api._v2 import estimator as estimator

391 from keras.api._v2 import keras

392 from keras.api._v2.keras import losses

393 from keras.api._v2.keras import metrics

394 from keras.api._v2.keras import optimizers

395 from keras.api._v2.keras import initializers

396# pylint: enable=g-import-not-at-top

Coverage for /pythoncovmergedfiles/medio/medio/usr/local/lib/python3.8/site-packages/tensorflow/_api/v2/compat/v2/compat/v2/init.py: 97%

349 statements