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Better support for classification tasks with large number of label classes #561

Merged
merged 9 commits into from
Sep 19, 2023
Merged

Better support for classification tasks with large number of label classes #561

merged 9 commits into from
Sep 19, 2023

Commits on Sep 1, 2023

  1. for classification tasks with a large number of categories, filter th… 

    …e list of labels by similarity to the prompt
    @iomap
    iomap committed Sep 1, 2023
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  2. replace Chroma DB with autolabels own VectorStoreWrapper. Remove debu… 

    …g prints
    @iomap
    iomap committed Sep 1, 2023
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Commits on Sep 6, 2023

  1. move label selection logic into its own class

    @iomap
    iomap committed Sep 6, 2023
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Commits on Sep 7, 2023

  1. allow for LabelSelector.k to be specified in config

    @iomap
    iomap committed Sep 7, 2023
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  2. clear up comment

    @iomap
    iomap committed Sep 7, 2023
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  3. remove default for embedding_func=OpenAIEmbeddings() , as this requir… 

    …es having OPENAI_API_KEY when importing autolabel
    @iomap
    iomap committed Sep 7, 2023
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  4. if task_selection=true, check that task_type=classification

    @iomap
    iomap committed Sep 7, 2023
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  5. remove unnused imports

    @iomap
    iomap committed Sep 7, 2023
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Commits on Sep 19, 2023

  1. Merge branch 'main' into many_classes_support

    @iomap
    iomap authored Sep 19, 2023
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