'How does one save a plot in wandb with wandb.log?
I'm trying to save a plot with wandb.log. Their docs say to do:
wandb.log({"chart": plt})
but this fails for me.
I get two errors, 1st error (when I do NOT do plt.show()
before trying to do wand.log):
Traceback (most recent call last):
File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_exec2.py", line 3, in Exec
exec(exp, global_vars, local_vars)
File "<input>", line 1, in <module>
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/wandb_run.py", line 256, in wrapper
return func(self, *args, **kwargs)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/wandb_run.py", line 222, in wrapper
return func(self, *args, **kwargs)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/wandb_run.py", line 1548, in log
self._log(data=data, step=step, commit=commit)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/wandb_run.py", line 1339, in _log
self._partial_history_callback(data, step, commit)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/wandb_run.py", line 1228, in _partial_history_callback
self._backend.interface.publish_partial_history(
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/interface/interface.py", line 541, in publish_partial_history
data = history_dict_to_json(run, data, step=user_step, ignore_copy_err=True)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/data_types/utils.py", line 54, in history_dict_to_json
payload[key] = val_to_json(
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/data_types/utils.py", line 82, in val_to_json
val = Plotly.make_plot_media(val)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/data_types/plotly.py", line 48, in make_plot_media
val = util.matplotlib_to_plotly(val)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/util.py", line 560, in matplotlib_to_plotly
return tools.mpl_to_plotly(obj)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/plotly/tools.py", line 112, in mpl_to_plotly
matplotlylib.Exporter(renderer).run(fig)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/plotly/matplotlylib/mplexporter/exporter.py", line 53, in run
self.crawl_fig(fig)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/plotly/matplotlylib/mplexporter/exporter.py", line 124, in crawl_fig
self.crawl_ax(ax)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/plotly/matplotlylib/mplexporter/exporter.py", line 146, in crawl_ax
self.draw_collection(ax, collection)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/plotly/matplotlylib/mplexporter/exporter.py", line 289, in draw_collection
offset_order = offset_dict[collection.get_offset_position()]
AttributeError: 'LineCollection' object has no attribute 'get_offset_position'
I get two errors, 2nd error (when I DO plt.show()
before trying to do wand.log):
Traceback (most recent call last):
File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_exec2.py", line 3, in Exec
exec(exp, global_vars, local_vars)
File "<input>", line 1, in <module>
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/wandb_run.py", line 256, in wrapper
return func(self, *args, **kwargs)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/wandb_run.py", line 222, in wrapper
return func(self, *args, **kwargs)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/wandb_run.py", line 1548, in log
self._log(data=data, step=step, commit=commit)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/wandb_run.py", line 1339, in _log
self._partial_history_callback(data, step, commit)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/wandb_run.py", line 1228, in _partial_history_callback
self._backend.interface.publish_partial_history(
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/interface/interface.py", line 541, in publish_partial_history
data = history_dict_to_json(run, data, step=user_step, ignore_copy_err=True)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/data_types/utils.py", line 54, in history_dict_to_json
payload[key] = val_to_json(
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/data_types/utils.py", line 82, in val_to_json
val = Plotly.make_plot_media(val)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/sdk/data_types/plotly.py", line 48, in make_plot_media
val = util.matplotlib_to_plotly(val)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/wandb/util.py", line 560, in matplotlib_to_plotly
return tools.mpl_to_plotly(obj)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/plotly/tools.py", line 112, in mpl_to_plotly
matplotlylib.Exporter(renderer).run(fig)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/plotly/matplotlylib/mplexporter/exporter.py", line 53, in run
self.crawl_fig(fig)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/plotly/matplotlylib/mplexporter/exporter.py", line 122, in crawl_fig
with self.renderer.draw_figure(fig=fig, props=utils.get_figure_properties(fig)):
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/contextlib.py", line 119, in __enter__
return next(self.gen)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/plotly/matplotlylib/mplexporter/renderers/base.py", line 45, in draw_figure
self.open_figure(fig=fig, props=props)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/plotly/matplotlylib/renderer.py", line 90, in open_figure
self.mpl_x_bounds, self.mpl_y_bounds = mpltools.get_axes_bounds(fig)
File "/Users/brandomiranda/opt/anaconda3/envs/meta_learning/lib/python3.9/site-packages/plotly/matplotlylib/mpltools.py", line 265, in get_axes_bounds
x_min, y_min, x_max, y_max = min(x_min), min(y_min), max(x_max), max(y_max)
ValueError: min() arg is an empty sequence
Note that their trivial example DOES work:
import matplotlib.pyplot as plt
plt.plot([1, 2, 3, 4])
plt.ylabel("some interesting numbers")
wandb.log({"chart": plt})
for me.
cross posted: https://community.wandb.ai/t/how-does-one-save-a-plot-in-wandb-with-wandb-log/2373
Solution 1:[1]
Check out the Log Plots
portion of this Notebook:
After importing your wandb
and logging in / authenticating, try executing the Log Plots
cell and then clicking on the link to your visualize-predictions
project. (This project gets automatically created when you call wandb.init
with the project parameter equal to "visualize-predictions" in Line 5 of the code snippet pasted below.)
The code in the Log_plots
section is pasted below for posterity / so that the search engines can find it too:
import matplotlib.pyplot as plt
%matplotlib inline
# Initialize a new run
wandb.init(project="visualize-predictions", name="plots")
# Make the plot
fibonacci = [0, 1, 1, 2, 3, 5, 8, 13, 21, 34]
fig, ax = plt.subplots()
ax.plot(fibonacci)
ax.set_ylabel("some interesting numbers")
# Log the plot
wandb.log({"plot": fig})
wandb.finish()
fig
Sources
This article follows the attribution requirements of Stack Overflow and is licensed under CC BY-SA 3.0.
Source: Stack Overflow
Solution | Source |
---|---|
Solution 1 | Jeremy Caney |