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Merge pull request #14031 from shippingwang/fix_plot_1.0
Fix plot 1.0
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# Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved | ||
# | ||
# 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. | ||
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import os | ||
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class PlotData(object): | ||
def __init__(self): | ||
self.step = [] | ||
self.value = [] | ||
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def append(self, step, value): | ||
self.step.append(step) | ||
self.value.append(value) | ||
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def reset(self): | ||
self.step = [] | ||
self.value = [] | ||
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class Ploter(object): | ||
""" | ||
Plot input data in a 2D graph | ||
Args: | ||
title: assign the title of input data. | ||
step: x_axis of the data. | ||
value: y_axis of the data. | ||
""" | ||
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def __init__(self, *args): | ||
self.__args__ = args | ||
self.__plot_data__ = {} | ||
for title in args: | ||
self.__plot_data__[title] = PlotData() | ||
# demo in notebooks will use Ploter to plot figure, but when we convert | ||
# the ipydb to py file for testing, the import of matplotlib will make the | ||
# script crash. So we can use `export DISABLE_PLOT=True` to disable import | ||
# these libs | ||
self.__disable_plot__ = os.environ.get("DISABLE_PLOT") | ||
if not self.__plot_is_disabled__(): | ||
import matplotlib.pyplot as plt | ||
from IPython import display | ||
self.plt = plt | ||
self.display = display | ||
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def __plot_is_disabled__(self): | ||
return self.__disable_plot__ == "True" | ||
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def append(self, title, step, value): | ||
""" | ||
Feed data | ||
Args: | ||
title: assign the group data to this subtitle. | ||
step: the x_axis of data. | ||
value: the y_axis of data. | ||
Examples: | ||
.. code-block:: python | ||
plot_curve = Ploter("Curve 1","Curve 2") | ||
plot_curve.append(title="Curve 1",step=1,value=1) | ||
""" | ||
assert isinstance(title, basestring) | ||
assert self.__plot_data__.has_key(title) | ||
data = self.__plot_data__[title] | ||
assert isinstance(data, PlotData) | ||
data.append(step, value) | ||
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def plot(self, path=None): | ||
""" | ||
Plot data in a 2D graph | ||
Args: | ||
path: store the figure to this file path. Defaul None. | ||
Examples: | ||
.. code-block:: python | ||
plot_curve = Ploter() | ||
plot_cure.plot() | ||
""" | ||
if self.__plot_is_disabled__(): | ||
return | ||
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titles = [] | ||
for title in self.__args__: | ||
data = self.__plot_data__[title] | ||
assert isinstance(data, PlotData) | ||
if len(data.step) > 0: | ||
titles.append(title) | ||
self.plt.plot(data.step, data.value) | ||
self.plt.legend(titles, loc='upper left') | ||
if path is None: | ||
self.display.clear_output(wait=True) | ||
self.display.display(self.plt.gcf()) | ||
else: | ||
self.plt.savefig(path) | ||
self.plt.gcf().clear() | ||
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def reset(self): | ||
for key in self.__plot_data__: | ||
data = self.__plot_data__[key] | ||
assert isinstance(data, PlotData) | ||
data.reset() |