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add matplotlib_custom_backend.py
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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"""
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A custom Matplotlib backend that overrides the show method to return image bytes.
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"""
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import base64
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import io
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import json as _json
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import logging
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import matplotlib
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from matplotlib.backend_bases import FigureManagerBase
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# Import necessary components from Matplotlib
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from matplotlib.backends.backend_agg import FigureCanvasAgg
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log = logging.getLogger(__name__)
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class CustomFigureCanvas(FigureCanvasAgg):
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def show(self):
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# Save the figure to a BytesIO object
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buf = io.BytesIO()
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self.print_png(buf)
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image_bytes = buf.getvalue()
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buf.close()
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return image_bytes
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class CustomFigureManager(FigureManagerBase):
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def __init__(self, canvas, num):
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super().__init__(canvas, num)
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# Mimic module initialization that integrates with the Matplotlib backend system
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def _create_figure_manager(num, *args, **kwargs):
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"""
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Create a custom figure manager instance.
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"""
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FigureClass = kwargs.pop("FigureClass", None) # noqa: N806
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if FigureClass is None:
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from matplotlib.figure import Figure
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FigureClass = Figure # noqa: N806
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fig = FigureClass(*args, **kwargs)
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canvas = CustomFigureCanvas(fig)
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manager = CustomFigureManager(canvas, num)
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return manager
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def show():
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"""
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Handle all figures and potentially return their images as bytes.
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This function iterates over all figures registered with the custom backend,
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renders them as images in bytes format, and could return a list of bytes objects,
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one for each figure, or handle them as needed.
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"""
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image_data = []
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for manager in matplotlib._pylab_helpers.Gcf.get_all_fig_managers():
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# Get the figure from the manager
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fig = manager.canvas.figure
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buf = io.BytesIO() # Create a buffer for the figure
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fig.savefig(buf, format="png") # Save the figure to the buffer in PNG format
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buf.seek(0) # Go to the beginning of the buffer
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image_bytes = buf.getvalue() # Retrieve bytes value
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image_base64 = base64.b64encode(image_bytes).decode("utf-8")
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image_data.append({"image_base64": image_base64})
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buf.close()
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req_con, resp_con = _open_connections()
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_json_dump = _json.dumps(
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{
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"type": "matplotlib",
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"image_data": image_data,
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}
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)
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req_con.send_bytes(_json_dump.encode("utf-8"))
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resp = _json.loads(resp_con.recv_bytes().decode("utf-8"))
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log.info(resp)
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FigureCanvas = CustomFigureCanvas
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FigureManager = CustomFigureManager
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