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Add EmbeddingCollapseMetric: detect representational collapse in medi… #28859

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Job	Run time
packaging	25m 59s
build-docs	3m 32s
flake8-py3 (pytype)	1h 15m 33s
quick-py3 (macOS-latest)	1h 31m 34s
quick-py3 (windows-latest)	40m 55s
quick-py3 (ubuntu-latest)	30m 21s
flake8-py3 (mypy)	13m 16s
flake8-py3 (codeformat)	11m 13s
quick-py3 (windows-latest)	46m 46s
flake8-py3 (codeformat)	11m 13s
quick-py3 (ubuntu-latest)	30m 21s
quick-py3 (macOS-latest)	1h 31m 34s
flake8-py3 (mypy)	13m 16s
flake8-py3 (pytype)	1h 15m 33s
build-docs	3m 32s
packaging	25m 59s
	9h 50m 37s