Add components of paths mentioned in comments as features of the component model - #6505
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marco-c wants to merge 2 commits into
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Add components of paths mentioned in comments as features of the component model#6505marco-c wants to merge 2 commits into
marco-c wants to merge 2 commits into
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| # In case of stack traces, the position is important (e.g. component of the first path is more indicative than component of the last path, | ||
| # which tends to be a "main"-like entry point common to most stack traces). We weight each mention by the reciprocal of its rank among all | ||
| # paths mentioned in the comments, and sum the weights of repeated mentions of the same component. | ||
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What if we make the component and the position as one feature, and then the model will learn the importance based on the position, which could learn to detect outlier patterns.
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What do you mean by "one feature"? Do you mean one-hot COMPONENT-POSITION? That would explode quickly with too many combinations, no?
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Yes, we would try that and see (we could limit the number of components through the mapping). Then, if it does not work, we can get one for the first line, another for the last line, and then for all things in the middle, we could use weights.
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