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Hi Community, Is There A Way To Download All The Logged Scalars/Plots Using Code Itself?

Hi community,
Is there a way to download all the logged scalars/plots using code itself?

Posted one year ago
Votes Newest

Answers 5

Hi TenderCoyote78
Here is a snippet to illustrate how to retrieve the scalars and the plots from a task

` from clearml.backend_api.session.client import APIClient
from clearml import Task

task = Task.get_task(project_name=xxxx, task.name=xxxx) #or task_id=xxxx
client = APIClient()

#retrieving the scalars

#retrieving the plots
client.events.get_task_plots(task=task.id) `

Posted one year ago

How do I save these as pngs?

Posted one year ago

hey TenderCoyote78
Here is an example of how to dump the plots to jpeg files

` from clearml.backend_api.session.client import APIClient
from clearml import Task
import plotly.io as plio

task = Task.get_task(task_id='xxxxxx')

client = APIClient()

t = client.events.get_task_plots(task=task.id)

for i, plot in enumerate(t.plots):
fig = plio.from_json(plot['plot_str'])
plio.write_image(fig=fig, file=f'./my_plot_{i}.jpeg') `

Posted one year ago


Posted one year ago

for the scalars :

` import pandas as pd
import plotly.graph_objects as go

scalars = client.events.scalar_metrics_iter_histogram(task=task.id).to_dict()['metrics']

for graph in scalars.keys():
for i, metric in enumerate(scalars[graph].keys()):
df = pd.DataFrame(scalars[graph][metric]).iloc[:, 1:]
fig = go.Scatter(
plio.write_image(fig=go.Figure(fig), file=f'./my_metric_{i}.jpeg') `

Posted one year ago