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[Ospp] VisualDL Support Paddle PIR (#1279)
* VisualDL Adaptation for Paddle PIR * [Doc] Add document for VisualDL Adaptation for Paddle PIR * Dynamic graph changemodel interfaces support *.json file * [Doc] Add document for VisualDL Adaptation for Paddle PIR * [Doc] Add document for VisualDL Adaptation for Paddle PIR * Update Paddle PIR Visualization.md * Fix code style * Fix paddle dependency
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# Copyright (c) 2024 VisualDL Authors. All Rights Reserve. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# ======================================================================= | ||
import paddle | ||
from visualdl import LogWriter | ||
""" | ||
pseudocode: | ||
for i in range(1, 10): | ||
a = 2 * i | ||
if i < 5: | ||
if i >= 3: | ||
return a + a | ||
else: | ||
return a - a | ||
else: | ||
if i < 8: | ||
return a * a | ||
else: | ||
return a / a | ||
""" | ||
paddle.enable_static() | ||
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def less_than_branch(i, a): | ||
return paddle.static.nn.cond( | ||
i >= 3.0, | ||
lambda: paddle.add(a, a), | ||
lambda: paddle.subtract(a, a), | ||
) | ||
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def greater_equal_branch(i, a): | ||
return paddle.static.nn.cond( | ||
i < 8.0, | ||
lambda: paddle.multiply(a, a), | ||
lambda: paddle.divide(a, a), | ||
) | ||
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main_program = paddle.static.Program() | ||
startup_program = paddle.static.Program() | ||
with paddle.static.program_guard(main_program, startup_program): | ||
i = paddle.static.data(name="i", shape=[1], dtype='float32') | ||
i.stop_gradient = False | ||
a = 2.0 * i | ||
out = paddle.static.nn.cond( | ||
i < 5.0, | ||
lambda: less_than_branch(i, a), | ||
lambda: greater_equal_branch(i, a), | ||
) | ||
mean = paddle.mean(out) | ||
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with LogWriter(logdir="./log/cond_inside_cond_test/") as writer: | ||
writer.add_graph( | ||
model=main_program, | ||
input_spec=[paddle.static.InputSpec([1], dtype='float32')], | ||
verbose=True, | ||
is_pir=True) |
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# Copyright (c) 2024 VisualDL Authors. All Rights Reserve. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# ======================================================================= | ||
import paddle | ||
from visualdl import LogWriter | ||
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paddle.enable_static() | ||
""" | ||
pseudocode: | ||
for i in range(1, 10): | ||
a = 2 * i | ||
if i < 5: | ||
return a + a | ||
else: | ||
return a - a | ||
""" | ||
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class ConditionalLayer(paddle.nn.Layer): | ||
def __init__(self): | ||
super(ConditionalLayer, self).__init__() | ||
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def forward(self, i): | ||
a = 2.0 * i | ||
out = paddle.static.nn.cond( | ||
i < 5.0, | ||
lambda: paddle.add(a, a), | ||
lambda: paddle.subtract(a, a), | ||
) | ||
return out | ||
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main_program = paddle.static.Program() | ||
startup_program = paddle.static.Program() | ||
with paddle.static.program_guard(main_program, startup_program): | ||
i = paddle.static.data(name="i", shape=[1], dtype='float32') | ||
i.stop_gradient = False | ||
a = 2.0 * i | ||
out = paddle.static.nn.cond( | ||
i < 5.0, | ||
lambda: paddle.add(a, a), | ||
lambda: paddle.subtract(a, a), | ||
) | ||
mean = paddle.mean(out) | ||
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with LogWriter(logdir="./log/cond_test/") as writer: | ||
writer.add_graph( | ||
model=main_program, | ||
input_spec=[paddle.static.InputSpec([1], 'float32')], | ||
verbose=True, | ||
is_pir=True) |
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# Copyright (c) 2024 VisualDL Authors. All Rights Reserve. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# ======================================================================= | ||
import paddle | ||
import paddle.nn.functional as F | ||
from paddle import nn | ||
from visualdl import LogWriter | ||
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class MyNet(nn.Layer): | ||
def __init__(self): | ||
super(MyNet, self).__init__() | ||
self.conv1 = nn.Conv2D( | ||
in_channels=1, out_channels=20, kernel_size=5, stride=1, padding=2) | ||
self.max_pool1 = nn.MaxPool2D(kernel_size=2, stride=2) | ||
self.conv2 = nn.Conv2D( | ||
in_channels=20, | ||
out_channels=20, | ||
kernel_size=5, | ||
stride=1, | ||
padding=2) | ||
self.max_pool2 = nn.MaxPool2D(kernel_size=2, stride=2) | ||
self.fc = nn.Linear(in_features=980, out_features=10) | ||
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def forward(self, inputs): | ||
x = self.conv1(inputs) | ||
x = F.relu(x) | ||
x = self.max_pool1(x) | ||
x = self.conv2(x) | ||
x = F.relu(x) | ||
x = self.max_pool2(x) | ||
x = paddle.reshape(x, [x.shape[0], -1]) | ||
x = self.fc(x) | ||
return x | ||
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net = MyNet() | ||
with LogWriter(logdir="./log/pir_graph_test/") as writer: | ||
writer.add_graph( | ||
model=net, | ||
input_spec=[paddle.static.InputSpec([-1, 1, 28, 28], 'float32')], | ||
verbose=True, | ||
is_pir=True) |
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# Copyright (c) 2024 VisualDL Authors. All Rights Reserve. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# ======================================================================= | ||
import paddle | ||
from visualdl import LogWriter | ||
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paddle.enable_static() | ||
main_program = paddle.static.Program() | ||
startup_program = paddle.static.Program() | ||
with paddle.static.program_guard(main_program, startup_program): | ||
linear = paddle.nn.Linear(16, 10) | ||
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def cond(i, loop_len, x, result): | ||
return i < loop_len | ||
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def body(i, loop_len, x, result): | ||
result = linear(x) | ||
paddle.increment(i) | ||
return [i, loop_len, x, result] | ||
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x = paddle.static.data(name='x', shape=[32, 16], dtype='float32') | ||
i = paddle.zeros(shape=[1], dtype='int64') | ||
loop_len = paddle.ones(shape=[1], dtype='int64') | ||
result = paddle.zeros( | ||
shape=x.shape[:-1] + linear.weight.shape[-1:], dtype="float32" | ||
) | ||
result.stop_gradient = False | ||
_, _, _, results = paddle.static.nn.while_loop( | ||
cond, body, [i, loop_len, x, result] | ||
) | ||
loss = paddle.mean(results) | ||
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with LogWriter(logdir="./log/while_test/") as writer: | ||
writer.add_graph( | ||
model=main_program, | ||
input_spec=[paddle.static.InputSpec([1], 'float32')], | ||
verbose=True, | ||
is_pir=True) |
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