[WIP] Fix W&B Artifacts Integration and minor errors

[digantamisra98]

Fixing some errors with the current artifacts integration.

[coveralls]

Pull Request Test Coverage Report for Build 1080820141

• 0 of 1 (0.0%) changed or added relevant line in 1 file are covered.
• 2 unchanged lines in 1 file lost coverage.
• Overall coverage decreased (-0.02%) to 82.114%

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Changes Missing Coverage	Covered Lines	Changed/Added Lines	%
avalanche/evaluation/metrics/checkpoint.py	0	1	0.0%

Files with Coverage Reduction	New Missed Lines	%
avalanche/benchmarks/scenarios/generic_definitions.py	2	85.37%

Totals
Change from base Build 1075424779:	-0.02%
Covered Lines:	10357
Relevant Lines:	12613

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💛 - Coveralls

[digantamisra98]

It seems that the copy.deepcopy(list(strategy.model.parameters())) does work but returns the params as a list cloned from the source generator object in the evaluation/metrics/checkpoint.py which when used in logging/wandb_logger.py doesn't seem to pass through the if isinstance(value, Tensor): line since it demands a Tensor while the metric returns a List.

[ContinualAI-bot]

Oh no! It seems there are some PEP8 errors! 😕
Don't worry, you can fix them! 💪
Here's a report about the errors and where you can find them:

avalanche/logging/wandb_logger.py:122:81: E501 line too long (83 > 80 characters)
avalanche/logging/wandb_logger.py:145:49: E128 continuation line under-indented for visual indent
avalanche/logging/wandb_logger.py:146:49: E128 continuation line under-indented for visual indent
avalanche/logging/wandb_logger.py:149:37: E128 continuation line under-indented for visual indent
avalanche/logging/wandb_logger.py:169:1: E303 too many blank lines (3)
3       E128 continuation line under-indented for visual indent
1       E303 too many blank lines (3)
1       E501 line too long (83 > 80 characters)

[ContinualAI-bot]

Oh no! It seems there are some PEP8 errors! 😕
Don't worry, you can fix them! 💪
Here's a report about the errors and where you can find them:

avalanche/logging/wandb_logger.py:122:81: E501 line too long (83 > 80 characters)
avalanche/logging/wandb_logger.py:145:49: E128 continuation line under-indented for visual indent
avalanche/logging/wandb_logger.py:146:49: E128 continuation line under-indented for visual indent
avalanche/logging/wandb_logger.py:149:37: E128 continuation line under-indented for visual indent
avalanche/logging/wandb_logger.py:169:1: E303 too many blank lines (3)
3       E128 continuation line under-indented for visual indent
1       E303 too many blank lines (3)
1       E501 line too long (83 > 80 characters)

[ContinualAI-bot]

Oh no! It seems there are some PEP8 errors! 😕
Don't worry, you can fix them! 💪
Here's a report about the errors and where you can find them:

avalanche/logging/wandb_logger.py:122:81: E501 line too long (83 > 80 characters)
avalanche/logging/wandb_logger.py:145:49: E128 continuation line under-indented for visual indent
avalanche/logging/wandb_logger.py:146:49: E128 continuation line under-indented for visual indent
avalanche/logging/wandb_logger.py:149:37: E128 continuation line under-indented for visual indent
avalanche/logging/wandb_logger.py:169:1: E303 too many blank lines (3)
3       E128 continuation line under-indented for visual indent
1       E303 too many blank lines (3)
1       E501 line too long (83 > 80 characters)

[AndreaCossu]

@digantamisra98 any news on this?

[digantamisra98]

@AndreaCossu I am no longer at W&B. But I am happy to finish this but won't be able to before December. Thanks!

[lrzpellegrini]

Added in #1463