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FluidDoc
提交 34ced953 编写于 作者: G grasswolfs
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Merge branch 'release/1.8' of https://github.com/PaddlePaddle/FluidDoc into... 

Merge branch 'release/1.8' of https://github.com/PaddlePaddle/FluidDoc into remotes/origin/release/1.8
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doc/fluid/advanced_guide/performance_improving/device_switching/device_switching.md
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...@@ -59,19 +59,21 @@ result = exe.run(fluid.default_main_program(), fetch_list=[avg_cost]) ...@@ -59,19 +59,21 @@ result = exe.run(fluid.default_main_program(), fetch_list=[avg_cost])
```python ```python
import paddle.fluid as fluid import paddle.fluid as fluid
import paddle.fluid.compiler as compiler
import paddle.fluid.profiler as profiler import paddle.fluid.profiler as profiler
data1 = fluid.layers.fill_constant(shape=[1, 3, 8, 8], value=0.5, dtype='float32') data1 = fluid.layers.fill_constant(shape=[1, 3, 8, 8], value=0.5, dtype='float32')
data2 = fluid.layers.fill_constant(shape=[1, 3, 5, 5], value=0.5, dtype='float32') data2 = fluid.layers.fill_constant(shape=[1, 3, 5, 5], value=0.5, dtype='float32')
shape = fluid.layers.shape(data2) shape = fluid.layers.shape(data2)
shape = fluid.layers.slice(shape, axes=[0], starts=[0], ends=[4]) shape = fluid.layers.slice(shape, axes=[0], starts=[0], ends=[4])
out = fluid.layers.crop_tensor(data1, shape=shape) out = fluid.layers.crop_tensor(data1, shape=shape)
place = fluid.CUDAPlace(0) place = fluid.CUDAPlace(0)
exe = fluid.Executor(place) exe = fluid.Executor(place)
exe.run(fluid.default_startup_program()) exe.run(fluid.default_startup_program())
compiled_prog = compiler.CompiledProgram(fluid.default_main_program())
with profiler.profiler('All', 'total') as prof: with profiler.profiler('All', 'total') as prof:
for i in range(10): for i in range(10):
result = exe.run(fetch_list=[out]) result = exe.run(program=compiled_prog, fetch_list=[out])
``` ```
在程序运行结束后，将会自动地打印出profile report。在下面的profile report中，可以看到 `GpuMemCpy Summary`中给出了2项数据传输的调用耗时。在OP执行过程中，如果输入Tensor所在的设备与OP执行的设备不同，就会发生`GpuMemcpySync`，通常我们可以直接优化的就是这一项。进一步分析，可以看到`slice`和`crop_tensor`执行中都发生了`GpuMemcpySync`。尽管我们在程序中设置了GPU模式运行，但是框架中有些OP，例如shape，会将输出结果放在CPU上。 在程序运行结束后，将会自动地打印出profile report。在下面的profile report中，可以看到 `GpuMemCpy Summary`中给出了2项数据传输的调用耗时。在OP执行过程中，如果输入Tensor所在的设备与OP执行的设备不同，就会发生`GpuMemcpySync`，通常我们可以直接优化的就是这一项。进一步分析，可以看到`slice`和`crop_tensor`执行中都发生了`GpuMemcpySync`。尽管我们在程序中设置了GPU模式运行，但是框架中有些OP，例如shape，会将输出结果放在CPU上。
...@@ -82,35 +84,34 @@ with profiler.profiler('All', 'total') as prof: ...@@ -82,35 +84,34 @@ with profiler.profiler('All', 'total') as prof:
Note! This Report merge all thread info into one. Note! This Report merge all thread info into one.
Place: All Place: All
Time unit: ms Time unit: ms
Sorted by event first end time in descending order in the same thread Sorted by total time in descending order in the same thread
Total time: 24.0922 Total time: 26.6328
Computation time Total: 3.60143 Ratio: 14.9485% Computation time Total: 13.3133 Ratio: 49.9884%
Framework overhead Total: 20.4908 Ratio: 85.0515% Framework overhead Total: 13.3195 Ratio: 50.0116%
------------------------- GpuMemCpy Summary ------------------------- ------------------------- GpuMemCpy Summary -------------------------
GpuMemcpy Calls: 30 Total: 1.44377 Ratio: 5.99267% GpuMemcpy Calls: 30 Total: 1.47508 Ratio: 5.5386%
GpuMemcpyAsync Calls: 10 Total: 0.459803 Ratio: 1.90851% GpuMemcpyAsync Calls: 10 Total: 0.443514 Ratio: 1.66529%
GpuMemcpySync Calls: 20 Total: 0.983967 Ratio: 4.08416% GpuMemcpySync Calls: 20 Total: 1.03157 Ratio: 3.87331%
------------------------- Event Summary ------------------------- ------------------------- Event Summary -------------------------
Event Calls Total CPU Time (Ratio) GPU Time (Ratio) Min. Max. Ave. Ratio. Event Calls Total CPU Time (Ratio) GPU Time (Ratio) Min. Max. Ave. Ratio.
fill_constant 20 2.03147 1.995597 (0.982342) 0.035872 (0.017658) 0.064199 0.379822 0.101573 0.0843204 FastThreadedSSAGraphExecutorPrepare 10 9.16493 9.152509 (0.998645) 0.012417 (0.001355) 0.025192 8.85968 0.916493 0.344122
shape 10 0.466503 0.466503 (1.000000) 0.000000 (0.000000) 0.021165 0.207393 0.0466503 0.0193632 shape 10 8.33057 8.330568 (1.000000) 0.000000 (0.000000) 0.030711 7.99849 0.833057 0.312793
eager_deletion 30 0.28398 0.283980 (1.000000) 0.000000 (0.000000) 0.004668 0.028065 0.009466 0.0117872 fill_constant 20 4.06097 4.024522 (0.991025) 0.036449 (0.008975) 0.075087 0.888959 0.203049 0.15248
slice 10 1.53533 1.505664 (0.980679) 0.029664 (0.019321) 0.1312 0.259446 0.153533 0.0637271 slice 10 1.78033 1.750439 (0.983212) 0.029888 (0.016788) 0.148503 0.290851 0.178033 0.0668471
GpuMemcpySync:CPU->GPU 10 0.41714 0.408532 (0.979364) 0.008608 (0.020636) 0.038545 0.054022 0.041714 0.0173143 GpuMemcpySync:CPU->GPU 10 0.45524 0.446312 (0.980388) 0.008928 (0.019612) 0.039089 0.060694 0.045524 0.0170932
crop_tensor 10 1.49584 1.438558 (0.961707) 0.057280 (0.038293) 0.129106 0.246395 0.149584 0.0620879 crop_tensor 10 1.67658 1.620542 (0.966578) 0.056034 (0.033422) 0.143906 0.258776 0.167658 0.0629515
GpuMemcpySync:GPU->CPU 10 0.566827 0.543787 (0.959353) 0.023040 (0.040647) 0.047598 0.097705 0.0566827 0.0235274 GpuMemcpySync:GPU->CPU 10 0.57633 0.552906 (0.959357) 0.023424 (0.040643) 0.050657 0.076322 0.057633 0.0216398
Fetch 10 0.921333 0.897141 (0.973742) 0.024192 (0.026258) 0.077059 0.177223 0.0921333 0.0382419 Fetch 10 0.919361 0.895201 (0.973721) 0.024160 (0.026279) 0.082935 0.138122 0.0919361 0.0345199
GpuMemcpyAsync:GPU->CPU 10 0.459803 0.435611 (0.947386) 0.024192 (0.052614) 0.039321 0.073849 0.0459803 0.0190851 GpuMemcpyAsync:GPU->CPU 10 0.443514 0.419354 (0.945526) 0.024160 (0.054474) 0.040639 0.059673 0.0443514 0.0166529
ParallelExecutor::Run 10 17.3578 17.345797 (0.999309) 0.012000 (0.000691) 0.705361 10.3389 1.73578 0.720472 ScopeBufferedMonitor::post_local_exec_scopes_process 10 0.341999 0.341999 (1.000000) 0.000000 (0.000000) 0.028436 0.057134 0.0341999 0.0128413
InitLocalVars 1 0.084954 0.084954 (1.000000) 0.000000 (0.000000) 0.084954 0.084954 0.084954 0.0035262 eager_deletion 30 0.287236 0.287236 (1.000000) 0.000000 (0.000000) 0.005452 0.022696 0.00957453 0.010785
ScopeBufferedMonitor::pre_local_exec_scopes_process 10 0.040771 0.040771 (1.000000) 0.000000 (0.000000) 0.003653 0.00543 0.0040771 0.00169229 ScopeBufferedMonitor::pre_local_exec_scopes_process 10 0.047864 0.047864 (1.000000) 0.000000 (0.000000) 0.003668 0.011592 0.0047864 0.00179718
FastThreadedSSAGraphExecutorPrepare 10 8.64291 8.630914 (0.998612) 0.012000 (0.001388) 0.033383 8.29818 0.864291 0.358743 InitLocalVars 1 0.022981 0.022981 (1.000000) 0.000000 (0.000000) 0.022981 0.022981 0.022981 0.000862883
ScopeBufferedMonitor::post_local_exec_scopes_process 10 0.252618 0.252618 (1.000000) 0.000000 (0.000000) 0.022696 0.041439 0.0252618 0.0104854
``` ```
### 通过log查看发生数据传输的具体位置 ### 通过log查看发生数据传输的具体位置
...@@ -138,6 +139,7 @@ I0406 14:56:23.287473 17516 operator.cc:180] CUDAPlace(0) Op(crop_tensor), input ...@@ -138,6 +139,7 @@ I0406 14:56:23.287473 17516 operator.cc:180] CUDAPlace(0) Op(crop_tensor), input
```python ```python
import paddle.fluid as fluid import paddle.fluid as fluid
import paddle.fluid.compiler as compiler
import paddle.fluid.profiler as profiler import paddle.fluid.profiler as profiler
data1 = fluid.layers.fill_constant(shape=[1, 3, 8, 8], value=0.5, dtype='float32') data1 = fluid.layers.fill_constant(shape=[1, 3, 8, 8], value=0.5, dtype='float32')
...@@ -146,13 +148,13 @@ shape = fluid.layers.shape(data2) ...@@ -146,13 +148,13 @@ shape = fluid.layers.shape(data2)
with fluid.device_guard("cpu"): with fluid.device_guard("cpu"):
shape = fluid.layers.slice(shape, axes=[0], starts=[0], ends=[4]) shape = fluid.layers.slice(shape, axes=[0], starts=[0], ends=[4])
out = fluid.layers.crop_tensor(data1, shape=shape) out = fluid.layers.crop_tensor(data1, shape=shape)
place = fluid.CUDAPlace(0)
place = fluid.CUDAPlace(0)
exe = fluid.Executor(place) exe = fluid.Executor(place)
exe.run(fluid.default_startup_program()) exe.run(fluid.default_startup_program())
compiled_prog = compiler.CompiledProgram(fluid.default_main_program())
with profiler.profiler('All', 'total') as prof: with profiler.profiler('All', 'total') as prof:
for i in range(10): for i in range(10):
result = exe.run(fetch_list=[out]) result = exe.run(program=compiled_prog, fetch_list=[out])
``` ```
再次观察profile report中`GpuMemCpy Summary`的内容，可以看到`GpuMemCpySync`已经被消除。在实际的模型中，若`GpuMemCpySync` 调用耗时占比较大，并且可以通过设置`device_guard`避免，那么就能够带来一定的性能提升。 再次观察profile report中`GpuMemCpy Summary`的内容，可以看到`GpuMemCpySync`已经被消除。在实际的模型中，若`GpuMemCpySync` 调用耗时占比较大，并且可以通过设置`device_guard`避免，那么就能够带来一定的性能提升。
......
doc/fluid/api/backward/append_backward.rst
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append_backward append_backward
--------------- ---------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.backward.append_backward .. autofunction:: paddle.fluid.backward.append_backward
:noindex: :noindex:
doc/fluid/api/backward/gradients.rst
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gradients gradients
--------- ---------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.backward.gradients .. autofunction:: paddle.fluid.backward.gradients
:noindex: :noindex:
doc/fluid/api/clip/set_gradient_clip.rst
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set_gradient_clip set_gradient_clip
----------------- -----------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.clip.set_gradient_clip .. autofunction:: paddle.fluid.clip.set_gradient_clip
:noindex: :noindex:
doc/fluid/api/dygraph/BackwardStrategy.rst
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BackwardStrategy BackwardStrategy
---------------- ----------------
:api_attr: imperative programming (dynamic graph)
.. autoclass:: paddle.fluid.dygraph.BackwardStrategy .. autoclass:: paddle.fluid.dygraph.BackwardStrategy
:members: :members:
:noindex: :noindex:
......
doc/fluid/api/dygraph/CosineDecay.rst
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CosineDecay CosineDecay
----------- -----------
:api_attr: imperative programming (dynamic graph)
.. autoclass:: paddle.fluid.dygraph.CosineDecay .. autoclass:: paddle.fluid.dygraph.CosineDecay
:members: :members:
:noindex: :noindex:
......
doc/fluid/api/dygraph/ExponentialDecay.rst
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ExponentialDecay ExponentialDecay
---------------- ----------------
:api_attr: imperative programming (dynamic graph)
.. autoclass:: paddle.fluid.dygraph.ExponentialDecay .. autoclass:: paddle.fluid.dygraph.ExponentialDecay
:members: :members:
:noindex: :noindex:
......
doc/fluid/api/dygraph/InverseTimeDecay.rst
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InverseTimeDecay InverseTimeDecay
---------------- ----------------
:api_attr: imperative programming (dynamic graph)
.. autoclass:: paddle.fluid.dygraph.InverseTimeDecay .. autoclass:: paddle.fluid.dygraph.InverseTimeDecay
:members: :members:
:noindex: :noindex:
......
doc/fluid/api/dygraph/NaturalExpDecay.rst
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NaturalExpDecay NaturalExpDecay
--------------- ---------------
:api_attr: imperative programming (dynamic graph)
.. autoclass:: paddle.fluid.dygraph.NaturalExpDecay .. autoclass:: paddle.fluid.dygraph.NaturalExpDecay
:members: :members:
:noindex: :noindex:
......
doc/fluid/api/dygraph/NoamDecay.rst
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NoamDecay NoamDecay
--------- ---------
:api_attr: imperative programming (dynamic graph)
.. autoclass:: paddle.fluid.dygraph.NoamDecay .. autoclass:: paddle.fluid.dygraph.NoamDecay
:members: :members:
:noindex: :noindex:
......
doc/fluid/api/dygraph/PiecewiseDecay.rst
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PiecewiseDecay PiecewiseDecay
-------------- --------------
:api_attr: imperative programming (dynamic graph)
.. autoclass:: paddle.fluid.dygraph.PiecewiseDecay .. autoclass:: paddle.fluid.dygraph.PiecewiseDecay
:members: :members:
:noindex: :noindex:
......
doc/fluid/api/dygraph/PolynomialDecay.rst
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PolynomialDecay PolynomialDecay
--------------- ---------------
:api_attr: imperative programming (dynamic graph)
.. autoclass:: paddle.fluid.dygraph.PolynomialDecay .. autoclass:: paddle.fluid.dygraph.PolynomialDecay
:members: :members:
:noindex: :noindex:
......
doc/fluid/api/dygraph/TracedLayer.rst
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TracedLayer TracedLayer
----------- -----------
:api_attr: imperative programming (dynamic graph)
.. autoclass:: paddle.fluid.dygraph.TracedLayer .. autoclass:: paddle.fluid.dygraph.TracedLayer
:members: :members:
:noindex: :noindex:
......
doc/fluid/api/dygraph/grad.rst
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grad grad
---- ----
:api_attr: imperative programming (dynamic graph)
.. autofunction:: paddle.fluid.dygraph.grad .. autofunction:: paddle.fluid.dygraph.grad
:noindex: :noindex:
doc/fluid/api/dygraph/guard.rst
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guard guard
----- -----
:api_attr: imperative programming (dynamic graph)
.. autofunction:: paddle.fluid.dygraph.guard .. autofunction:: paddle.fluid.dygraph.guard
:noindex: :noindex:
doc/fluid/api/dygraph/load_dygraph.rst
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load_dygraph load_dygraph
------------ ------------
:api_attr: imperative programming (dynamic graph)
.. autofunction:: paddle.fluid.dygraph.load_dygraph .. autofunction:: paddle.fluid.dygraph.load_dygraph
:noindex: :noindex:
doc/fluid/api/dygraph/no_grad.rst
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no_grad no_grad
------- -------
:api_attr: imperative programming (dynamic graph)
.. autofunction:: paddle.fluid.dygraph.no_grad .. autofunction:: paddle.fluid.dygraph.no_grad
:noindex: :noindex:
doc/fluid/api/dygraph/save_dygraph.rst
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save_dygraph save_dygraph
------------ ------------
:api_attr: imperative programming (dynamic graph)
.. autofunction:: paddle.fluid.dygraph.save_dygraph .. autofunction:: paddle.fluid.dygraph.save_dygraph
:noindex: :noindex:
doc/fluid/api/dygraph/to_variable.rst
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to_variable to_variable
----------- -----------
:api_attr: imperative programming (dynamic graph)
.. autofunction:: paddle.fluid.dygraph.to_variable .. autofunction:: paddle.fluid.dygraph.to_variable
:noindex: :noindex:
doc/fluid/api/executor/Executor.rst
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Executor Executor
-------- --------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.executor.Executor .. autoclass:: paddle.fluid.executor.Executor
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/executor/global_scope.rst
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global_scope global_scope
------------ ------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.executor.global_scope .. autofunction:: paddle.fluid.executor.global_scope
:noindex: :noindex:
doc/fluid/api/executor/scope_guard.rst
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scope_guard scope_guard
----------- -----------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.executor.scope_guard .. autofunction:: paddle.fluid.executor.scope_guard
:noindex: :noindex:
doc/fluid/api/fluid/BuildStrategy.rst
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BuildStrategy BuildStrategy
------------- -------------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.BuildStrategy .. autoclass:: paddle.fluid.BuildStrategy
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/fluid/CompiledProgram.rst
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CompiledProgram CompiledProgram
--------------- ---------------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.CompiledProgram .. autoclass:: paddle.fluid.CompiledProgram
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/fluid/DataFeedDesc.rst
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DataFeedDesc DataFeedDesc
------------ ------------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.DataFeedDesc .. autoclass:: paddle.fluid.DataFeedDesc
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/fluid/DataFeeder.rst
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DataFeeder DataFeeder
---------- ----------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.DataFeeder .. autoclass:: paddle.fluid.DataFeeder
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/fluid/ExecutionStrategy.rst
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ExecutionStrategy ExecutionStrategy
----------------- -----------------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.ExecutionStrategy .. autoclass:: paddle.fluid.ExecutionStrategy
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/fluid/Executor.rst
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Executor Executor
-------- --------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.Executor .. autoclass:: paddle.fluid.Executor
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/fluid/ParallelExecutor.rst
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ParallelExecutor ParallelExecutor
---------------- ----------------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.ParallelExecutor .. autoclass:: paddle.fluid.ParallelExecutor
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/fluid/WeightNormParamAttr.rst
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WeightNormParamAttr WeightNormParamAttr
------------------- -------------------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.WeightNormParamAttr .. autoclass:: paddle.fluid.WeightNormParamAttr
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/fluid/create_random_int_lodtensor.rst
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create_random_int_lodtensor create_random_int_lodtensor
--------------------------- ---------------------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.create_random_int_lodtensor .. autofunction:: paddle.fluid.create_random_int_lodtensor
:noindex: :noindex:
doc/fluid/api/fluid/data.rst
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data data
---- ----
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.data .. autofunction:: paddle.fluid.data
:noindex: :noindex:
doc/fluid/api/fluid/device_guard.rst
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device_guard device_guard
------------ ------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.device_guard .. autofunction:: paddle.fluid.device_guard
:noindex: :noindex:
doc/fluid/api/fluid/embedding.rst
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embedding embedding
--------- ---------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.embedding .. autofunction:: paddle.fluid.embedding
:noindex: :noindex:
doc/fluid/api/fluid/global_scope.rst
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global_scope global_scope
------------ ------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.global_scope .. autofunction:: paddle.fluid.global_scope
:noindex: :noindex:
doc/fluid/api/fluid/gradients.rst
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gradients gradients
--------- ---------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.gradients .. autofunction:: paddle.fluid.gradients
:noindex: :noindex:
doc/fluid/api/fluid/memory_optimize.rst
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memory_optimize memory_optimize
--------------- ---------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.memory_optimize .. autofunction:: paddle.fluid.memory_optimize
:noindex: :noindex:
doc/fluid/api/fluid/name_scope.rst
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name_scope name_scope
---------- ----------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.name_scope .. autofunction:: paddle.fluid.name_scope
:noindex: :noindex:
doc/fluid/api/fluid/program_guard.rst
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program_guard program_guard
------------- -------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.program_guard .. autofunction:: paddle.fluid.program_guard
:noindex: :noindex:
doc/fluid/api/fluid/release_memory.rst
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release_memory release_memory
-------------- --------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.release_memory .. autofunction:: paddle.fluid.release_memory
:noindex: :noindex:
doc/fluid/api/fluid/save.rst
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save save
---- ----
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.save .. autofunction:: paddle.fluid.save
:noindex: :noindex:
doc/fluid/api/fluid/scope_guard.rst
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scope_guard scope_guard
----------- -----------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.scope_guard .. autofunction:: paddle.fluid.scope_guard
:noindex: :noindex:
doc/fluid/api/io/load_inference_model.rst
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load_inference_model load_inference_model
-------------------- --------------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.io.load_inference_model .. autofunction:: paddle.fluid.io.load_inference_model
:noindex: :noindex:
doc/fluid/api/io/load_params.rst
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load_params load_params
----------- -----------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.io.load_params .. autofunction:: paddle.fluid.io.load_params
:noindex: :noindex:
doc/fluid/api/io/load_persistables.rst
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load_persistables load_persistables
----------------- -----------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.io.load_persistables .. autofunction:: paddle.fluid.io.load_persistables
:noindex: :noindex:
doc/fluid/api/io/save.rst
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save save
---- ----
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.io.save .. autofunction:: paddle.fluid.io.save
:noindex: :noindex:
doc/fluid/api/io/save_inference_model.rst
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save_inference_model save_inference_model
-------------------- --------------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.io.save_inference_model .. autofunction:: paddle.fluid.io.save_inference_model
:noindex: :noindex:
doc/fluid/api/io/save_params.rst
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save_params save_params
----------- -----------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.io.save_params .. autofunction:: paddle.fluid.io.save_params
:noindex: :noindex:
doc/fluid/api/io/save_persistables.rst
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save_persistables save_persistables
----------------- -----------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.io.save_persistables .. autofunction:: paddle.fluid.io.save_persistables
:noindex: :noindex:
doc/fluid/api/io/save_vars.rst
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save_vars save_vars
--------- ---------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.io.save_vars .. autofunction:: paddle.fluid.io.save_vars
:noindex: :noindex:
doc/fluid/api/layers/BeamSearchDecoder.rst
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BeamSearchDecoder BeamSearchDecoder
----------------- -----------------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.layers.BeamSearchDecoder .. autoclass:: paddle.fluid.layers.BeamSearchDecoder
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/layers/Decoder.rst
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Decoder Decoder
------- -------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.layers.Decoder .. autoclass:: paddle.fluid.layers.Decoder
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/layers/DynamicRNN.rst
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DynamicRNN DynamicRNN
---------- ----------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.layers.DynamicRNN .. autoclass:: paddle.fluid.layers.DynamicRNN
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/layers/GRUCell.rst
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GRUCell GRUCell
------- -------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.layers.GRUCell .. autoclass:: paddle.fluid.layers.GRUCell
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/layers/IfElse.rst
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IfElse IfElse
------ ------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.layers.IfElse .. autoclass:: paddle.fluid.layers.IfElse
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/layers/LSTMCell.rst
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LSTMCell LSTMCell
-------- --------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.layers.LSTMCell .. autoclass:: paddle.fluid.layers.LSTMCell
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/layers/Print.rst
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Print Print
----- -----
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.Print .. autofunction:: paddle.fluid.layers.Print
:noindex: :noindex:
doc/fluid/api/layers/RNNCell.rst
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RNNCell RNNCell
------- -------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.layers.RNNCell .. autoclass:: paddle.fluid.layers.RNNCell
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/layers/StaticRNN.rst
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StaticRNN StaticRNN
--------- ---------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.layers.StaticRNN .. autoclass:: paddle.fluid.layers.StaticRNN
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/layers/Switch.rst
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Switch Switch
------ ------
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.layers.Switch .. autoclass:: paddle.fluid.layers.Switch
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/layers/While.rst
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While While
----- -----
:api_attr: declarative programming (static graph)
.. autoclass:: paddle.fluid.layers.While .. autoclass:: paddle.fluid.layers.While
:members: :members:
:inherited-members: :inherited-members:
......
doc/fluid/api/layers/autoincreased_step_counter.rst
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autoincreased_step_counter autoincreased_step_counter
-------------------------- --------------------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.autoincreased_step_counter .. autofunction:: paddle.fluid.layers.autoincreased_step_counter
:noindex: :noindex:
doc/fluid/api/layers/batch_norm.rst
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batch_norm batch_norm
---------- ----------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.batch_norm .. autofunction:: paddle.fluid.layers.batch_norm
:noindex: :noindex:
doc/fluid/api/layers/bilinear_tensor_product.rst
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bilinear_tensor_product bilinear_tensor_product
----------------------- -----------------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.bilinear_tensor_product .. autofunction:: paddle.fluid.layers.bilinear_tensor_product
:noindex: :noindex:
doc/fluid/api/layers/case.rst
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case case
---- ----
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.case .. autofunction:: paddle.fluid.layers.case
:noindex: :noindex:
doc/fluid/api/layers/center_loss.rst
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center_loss center_loss
----------- -----------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.center_loss .. autofunction:: paddle.fluid.layers.center_loss
:noindex: :noindex:
doc/fluid/api/layers/cond.rst
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cond cond
---- ----
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.cond .. autofunction:: paddle.fluid.layers.cond
:noindex: :noindex:
doc/fluid/api/layers/conv2d.rst
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conv2d conv2d
------ ------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.conv2d .. autofunction:: paddle.fluid.layers.conv2d
:noindex: :noindex:
doc/fluid/api/layers/conv2d_transpose.rst
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conv2d_transpose conv2d_transpose
---------------- ----------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.conv2d_transpose .. autofunction:: paddle.fluid.layers.conv2d_transpose
:noindex: :noindex:
doc/fluid/api/layers/conv3d.rst
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conv3d conv3d
------ ------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.conv3d .. autofunction:: paddle.fluid.layers.conv3d
:noindex: :noindex:
doc/fluid/api/layers/conv3d_transpose.rst
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conv3d_transpose conv3d_transpose
---------------- ----------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.conv3d_transpose .. autofunction:: paddle.fluid.layers.conv3d_transpose
:noindex: :noindex:
doc/fluid/api/layers/create_parameter.rst
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create_parameter create_parameter
---------------- ----------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.create_parameter .. autofunction:: paddle.fluid.layers.create_parameter
:noindex: :noindex:
doc/fluid/api/layers/create_py_reader_by_data.rst
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create_py_reader_by_data create_py_reader_by_data
------------------------ ------------------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.create_py_reader_by_data .. autofunction:: paddle.fluid.layers.create_py_reader_by_data
:noindex: :noindex:
doc/fluid/api/layers/crf_decoding.rst
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crf_decoding crf_decoding
------------ ------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.crf_decoding .. autofunction:: paddle.fluid.layers.crf_decoding
:noindex: :noindex:
doc/fluid/api/layers/data.rst
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data data
---- ----
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.data .. autofunction:: paddle.fluid.layers.data
:noindex: :noindex:
doc/fluid/api/layers/data_norm.rst
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data_norm data_norm
--------- ---------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.data_norm .. autofunction:: paddle.fluid.layers.data_norm
:noindex: :noindex:
doc/fluid/api/layers/deformable_conv.rst
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deformable_conv deformable_conv
--------------- ---------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.deformable_conv .. autofunction:: paddle.fluid.layers.deformable_conv
:noindex: :noindex:
doc/fluid/api/layers/dynamic_decode.rst
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dynamic_decode dynamic_decode
-------------- --------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.dynamic_decode .. autofunction:: paddle.fluid.layers.dynamic_decode
:noindex: :noindex:
doc/fluid/api/layers/dynamic_gru.rst
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dynamic_gru dynamic_gru
----------- -----------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.dynamic_gru .. autofunction:: paddle.fluid.layers.dynamic_gru
:noindex: :noindex:
doc/fluid/api/layers/dynamic_lstm.rst
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dynamic_lstm dynamic_lstm
------------ ------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.dynamic_lstm .. autofunction:: paddle.fluid.layers.dynamic_lstm
:noindex: :noindex:
doc/fluid/api/layers/dynamic_lstmp.rst
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dynamic_lstmp dynamic_lstmp
------------- -------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.dynamic_lstmp .. autofunction:: paddle.fluid.layers.dynamic_lstmp
:noindex: :noindex:
doc/fluid/api/layers/embedding.rst
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embedding embedding
--------- ---------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.embedding .. autofunction:: paddle.fluid.layers.embedding
:noindex: :noindex:
doc/fluid/api/layers/fc.rst
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fc fc
-- --
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.fc .. autofunction:: paddle.fluid.layers.fc
:noindex: :noindex:
doc/fluid/api/layers/group_norm.rst
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group_norm group_norm
---------- ----------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.group_norm .. autofunction:: paddle.fluid.layers.group_norm
:noindex: :noindex:
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gru_unit gru_unit
-------- --------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.gru_unit .. autofunction:: paddle.fluid.layers.gru_unit
:noindex: :noindex:
doc/fluid/api/layers/hsigmoid.rst
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hsigmoid hsigmoid
-------- --------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.hsigmoid .. autofunction:: paddle.fluid.layers.hsigmoid
:noindex: :noindex:
doc/fluid/api/layers/im2sequence.rst
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im2sequence im2sequence
----------- -----------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.im2sequence .. autofunction:: paddle.fluid.layers.im2sequence
:noindex: :noindex:
doc/fluid/api/layers/inplace_abn.rst
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inplace_abn inplace_abn
----------- -----------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.inplace_abn .. autofunction:: paddle.fluid.layers.inplace_abn
:noindex: :noindex:
doc/fluid/api/layers/instance_norm.rst
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instance_norm instance_norm
------------- -------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.instance_norm .. autofunction:: paddle.fluid.layers.instance_norm
:noindex: :noindex:
doc/fluid/api/layers/layer_norm.rst
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layer_norm layer_norm
---------- ----------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.layer_norm .. autofunction:: paddle.fluid.layers.layer_norm
:noindex: :noindex:
doc/fluid/api/layers/linear_chain_crf.rst
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linear_chain_crf linear_chain_crf
---------------- ----------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.linear_chain_crf .. autofunction:: paddle.fluid.layers.linear_chain_crf
:noindex: :noindex:
doc/fluid/api/layers/lstm.rst
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lstm lstm
---- ----
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.lstm .. autofunction:: paddle.fluid.layers.lstm
:noindex: :noindex:
doc/fluid/api/layers/lstm_unit.rst
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lstm_unit lstm_unit
--------- ---------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.lstm_unit .. autofunction:: paddle.fluid.layers.lstm_unit
:noindex: :noindex:
doc/fluid/api/layers/multi_box_head.rst
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multi_box_head multi_box_head
-------------- --------------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.multi_box_head .. autofunction:: paddle.fluid.layers.multi_box_head
:noindex: :noindex:
doc/fluid/api/layers/nce.rst
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nce nce
--- ---
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.nce .. autofunction:: paddle.fluid.layers.nce
:noindex: :noindex:
doc/fluid/api/layers/prelu.rst
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prelu prelu
----- -----
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.prelu .. autofunction:: paddle.fluid.layers.prelu
:noindex: :noindex:
doc/fluid/api/layers/py_func.rst
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py_func py_func
------- -------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.py_func .. autofunction:: paddle.fluid.layers.py_func
:noindex: :noindex:
doc/fluid/api/layers/py_reader.rst
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py_reader py_reader
--------- ---------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.py_reader .. autofunction:: paddle.fluid.layers.py_reader
:noindex: :noindex:
doc/fluid/api/layers/read_file.rst
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read_file read_file
--------- ---------
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.read_file .. autofunction:: paddle.fluid.layers.read_file
:noindex: :noindex:
doc/fluid/api/layers/rnn.rst
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rnn rnn
--- ---
:api_attr: declarative programming (static graph)
.. autofunction:: paddle.fluid.layers.rnn .. autofunction:: paddle.fluid.layers.rnn
:noindex: :noindex:
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