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Hello Everyone! I Encountered A Very Weird Behaviour Of

Hello everyone!

I encountered a very weird behaviour of report_histogram

data = np.random.random(100) # generate 100 values from [0,1] uniform distribution
clearml_logger.report_histogram(
    title="test",
    series="test",
    values=data,
    iteration=0,
)

The result (pic.1) doesn't make sense for me.
I would expect something like seaborn output (pic.2)

sns.histplot(data)

Am I missing something or is it a bug?
image
image

  
  
Posted one year ago
Votes Newest

Answers 2


clearml package version: '1.8.3'

  
  
Posted one year ago

The report_histogram function doesn't make any sense in clearml. The expected values are the heights of the bars. (it assumes that you've already calculated the histogram).

I think that they should rename it to "report_bar" or something like that, and "report_histogram" will calculate the histogram for you (same as matplotlib's plt.hist function. @<1574207105437536256:profile|HungryCat90>

anyway, for histogram I'm using lines plots instead, it is the only way you can compare later on with other runs.

Example:
def report_hist(title:str, series:str, data:Iterable[float], bins:int, range=(0,1)):
_x = np.array(data, dtype=float)
_x = _x[~np.isnan(_x)]

if len(_x) == 0:
    return None

_hist, _bins = np.histogram(_x, bins=bins, range=range)
_bins_x = [(a+b)/2 for a,b in zip(_bins[:-1], _bins[1:])]
logger = clearml.Logger.current_logger()
logger.report_scatter2d(title, series, scatter=zip(_bins_x, _hist), mode="lines+markers")
  
  
Posted one year ago
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2 Answers
one year ago
one year ago
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