CostlyOstrich36 I have used ds.get_logger().report_image()
in a loop in order to upload all the images from the dataset as previews. Then I called flush()
, which returned True
. However, the images are still not shown. Any ideas - how could I debug that?
` from clearml import Dataset
IMG_PATH = "/home/mfb/Temp/sample-ds/50-ok.jpg"
Create dataset and add sample image
ds = Dataset.create(dataset_name="Test", dataset_project="Dataset-Test")
ds.add_files(path=IMG_PATH)
ds.upload()
Add and report image
logger = ds.get_logger()
logger.report_image("image", "sample image", iteration=0, local_path=IMG_PATH)
logger.flush()
Finalize the dataset
ds.finalize() `
CostlyOstrich36 I do see the new "image" in the metric drop down, so something has changed - but there are no preview images there.
I am using the latest version clearml server
and I am using version 1.9.1
for the sdk.
Here is the code that I am currently using:
if __name__ == "__main__":
# create clearml data processing task
dataset = Dataset.create(
dataset_name="palmer_penguins",
dataset_project="palmer penguins",
dataset_tags=["raw"]
)
dataset_path = "data/raw/penguins.csv"
# add the downloaded files to the current dataset
dataset.add_files(path=dataset_path)
# upload data to clearml server
dataset.upload(verbose=True)
# close the dataset
dataset.finalize(verbose=True)
This is a simple dummy example that I use for testing deployments of clearml server
Here is the output that I would expect:
@<1523701070390366208:profile|CostlyOstrich36> I am facing the same issue:
{"meta":{"id":"90841d05dfb1431a8d9dfc6bfdb39f9e","trx":"90841d05dfb1431a8d9dfc6bfdb39f9e","endpoint":{"name":"events.debug_images","requested_version":"2.23","actual_version":"2.7"},"result_code":200,"result_subcode":0,"result_msg":"OK","error_stack":"","error_data":{}},"data":{"metrics":[]}}
I don't think datasets don't have visualization out of the box, you need to add these previews manually. Only HyperDatasets feature from the Scale & Enterprise versions truely visualizes all the data.
According to your code snippet there isn't any visualization add on top of the dataset
Also when in this view, open developer tools (F12) and see what calls you get back for debug samples
I have been using them for a while, they've always had autopreviews.
Might need to refresh page after opening dev tools 🙂
What OS are you running the scripts on, Abed?
This is how I usually add visualization
#Report data preview
ds.get_logger().report_table(title="Data Sample", series="First Ten Rows", table_plot=data1[:10])
ds.upload()
ds.finalize()
The thing is, even on the community server, not all the datasets have automatic previews. So for the same code/dataset, some of the runs have previews and some of them don't.
@<1523701168822292480:profile|ExuberantBat52> , did you add debug samples in a similar fashion? What version of the clearml
sdk are you using? Also what server?
@<1523701070390366208:profile|CostlyOstrich36> Hi John, I have posted that in the screenshot above. Isn't that what you meant?
Looping in @<1523703436166565888:profile|DeterminedCrab71> & @<1523701435869433856:profile|SmugDolphin23> for visibility
How about when you view it in the datasets view? Also what version of clearml
package do you have?
ProudElephant77 , can you please add a code snippet of what you did?
CostlyOstrich36 Unfortunately that didn't helped 😞
What if you add images to the dataset? Can you see them being previewed? @<1523701168822292480:profile|ExuberantBat52>
This is strange. Exactly same code works for me. What version of clearml are you using? What version is your server?
Yes, I am using a virtualenv that has pandas and clearml installed.
Can you please paste the response from events.debug_images
?
CostlyOstrich36 Do you have any idea how I could debug that?
Actually, datasets should have an automatic preview...
The above output is on the clearml community server
CostlyOstrich36 WebApp: 1.9.1-312 • Server: 1.9.1-312 • API: 2.23