From 510aa5d12e184ea93b8224b601ddbee94faace1d Mon Sep 17 00:00:00 2001 From: GitHub Actions Date: Tue, 19 Mar 2024 22:25:28 +0000 Subject: [PATCH] Update stable dir --- .../benchmarking/noise_generation.html | 11 +- stable/_modules/cleanlab/classification.html | 11 +- stable/_modules/cleanlab/count.html | 11 +- stable/_modules/cleanlab/datalab/datalab.html | 19 +- .../cleanlab/datalab/internal/data.html | 11 +- .../datalab/internal/data_issues.html | 11 +- .../datalab/internal/issue_finder.html | 11 +- .../issue_manager/data_valuation.html | 11 +- .../internal/issue_manager/duplicate.html | 18 +- .../internal/issue_manager/imbalance.html | 11 +- .../internal/issue_manager/issue_manager.html | 11 +- .../datalab/internal/issue_manager/label.html | 11 +- .../issue_manager/multilabel/label.html | 11 +- .../internal/issue_manager/noniid.html | 11 +- .../datalab/internal/issue_manager/null.html | 11 +- .../internal/issue_manager/outlier.html | 11 +- .../issue_manager/regression/label.html | 11 +- .../issue_manager/underperforming_group.html | 11 +- .../internal/issue_manager_factory.html | 11 +- .../datalab/internal/model_outputs.html | 11 +- .../cleanlab/datalab/internal/report.html | 11 +- .../cleanlab/datalab/internal/task.html | 11 +- stable/_modules/cleanlab/dataset.html | 11 +- .../cleanlab/experimental/cifar_cnn.html | 11 +- .../cleanlab/experimental/coteaching.html | 11 +- .../experimental/label_issues_batched.html | 11 +- .../cleanlab/experimental/mnist_pytorch.html | 11 +- .../experimental/span_classification.html | 11 +- stable/_modules/cleanlab/filter.html | 11 +- .../internal/label_quality_utils.html | 11 +- .../cleanlab/internal/latent_algebra.html | 11 +- .../internal/multiannotator_utils.html | 11 +- .../cleanlab/internal/multilabel_scorer.html | 11 +- .../cleanlab/internal/multilabel_utils.html | 11 +- .../_modules/cleanlab/internal/outlier.html | 15 +- .../internal/token_classification_utils.html | 11 +- stable/_modules/cleanlab/internal/util.html | 11 +- .../cleanlab/internal/validation.html | 11 +- stable/_modules/cleanlab/models/keras.html | 25 +- stable/_modules/cleanlab/multiannotator.html | 11 +- .../multilabel_classification/dataset.html | 11 +- .../multilabel_classification/filter.html | 11 +- .../multilabel_classification/rank.html | 11 +- .../cleanlab/object_detection/filter.html | 11 +- .../cleanlab/object_detection/rank.html | 11 +- .../cleanlab/object_detection/summary.html | 11 +- stable/_modules/cleanlab/outlier.html | 13 +- stable/_modules/cleanlab/rank.html | 11 +- .../_modules/cleanlab/regression/learn.html | 11 +- stable/_modules/cleanlab/regression/rank.html | 11 +- .../cleanlab/segmentation/filter.html | 11 +- .../_modules/cleanlab/segmentation/rank.html | 11 +- .../cleanlab/segmentation/summary.html | 11 +- .../cleanlab/token_classification/filter.html | 11 +- .../cleanlab/token_classification/rank.html | 11 +- .../token_classification/summary.html | 11 +- stable/_modules/index.html | 11 +- .../datalab/guide/issue_type_description.rst | 7 +- stable/_sources/tutorials/audio.ipynb | 2 +- .../tutorials/datalab/datalab_advanced.ipynb | 2 +- .../datalab/datalab_quickstart.ipynb | 2 +- .../_sources/tutorials/datalab/tabular.ipynb | 2 +- stable/_sources/tutorials/datalab/text.ipynb | 2 +- .../_sources/tutorials/dataset_health.ipynb | 2 +- .../_sources/tutorials/indepth_overview.ipynb | 2 +- .../_sources/tutorials/multiannotator.ipynb | 2 +- .../tutorials/multilabel_classification.ipynb | 2 +- .../_sources/tutorials/object_detection.ipynb | 2 +- stable/_sources/tutorials/outliers.ipynb | 2 +- stable/_sources/tutorials/regression.ipynb | 2 +- stable/_sources/tutorials/segmentation.ipynb | 2 +- stable/_sources/tutorials/tabular.ipynb | 2 +- stable/_sources/tutorials/text.ipynb | 2 +- .../tutorials/token_classification.ipynb | 2 +- stable/cleanlab/benchmarking/index.html | 11 +- .../benchmarking/noise_generation.html | 11 +- stable/cleanlab/classification.html | 11 +- stable/cleanlab/count.html | 11 +- stable/cleanlab/datalab/datalab.html | 27 +- .../guide/_templates/issue_types_tip.html | 11 +- .../datalab/guide/custom_issue_manager.html | 11 +- .../datalab/guide/generating_cluster_ids.html | 11 +- stable/cleanlab/datalab/guide/index.html | 11 +- .../datalab/guide/issue_type_description.html | 18 +- stable/cleanlab/datalab/index.html | 11 +- stable/cleanlab/datalab/internal/data.html | 11 +- .../datalab/internal/data_issues.html | 11 +- stable/cleanlab/datalab/internal/factory.html | 11 +- stable/cleanlab/datalab/internal/index.html | 11 +- .../datalab/internal/issue_finder.html | 11 +- .../_notices/not_registered.html | 11 +- .../issue_manager/data_valuation.html | 11 +- .../internal/issue_manager/duplicate.html | 11 +- .../internal/issue_manager/imbalance.html | 11 +- .../datalab/internal/issue_manager/index.html | 11 +- .../internal/issue_manager/issue_manager.html | 11 +- .../datalab/internal/issue_manager/label.html | 11 +- .../issue_manager/multilabel/index.html | 11 +- .../issue_manager/multilabel/label.html | 11 +- .../internal/issue_manager/noniid.html | 11 +- .../datalab/internal/issue_manager/null.html | 11 +- .../internal/issue_manager/outlier.html | 11 +- .../issue_manager/regression/index.html | 11 +- .../issue_manager/regression/label.html | 11 +- .../issue_manager/underperforming_group.html | 11 +- .../datalab/internal/model_outputs.html | 11 +- stable/cleanlab/datalab/internal/report.html | 11 +- stable/cleanlab/datalab/internal/task.html | 11 +- .../datalab/optional_dependencies.html | 11 +- stable/cleanlab/dataset.html | 11 +- stable/cleanlab/experimental/cifar_cnn.html | 11 +- stable/cleanlab/experimental/coteaching.html | 11 +- stable/cleanlab/experimental/index.html | 11 +- .../experimental/label_issues_batched.html | 11 +- .../cleanlab/experimental/mnist_pytorch.html | 11 +- .../experimental/span_classification.html | 11 +- stable/cleanlab/filter.html | 11 +- stable/cleanlab/internal/index.html | 11 +- .../internal/label_quality_utils.html | 11 +- stable/cleanlab/internal/latent_algebra.html | 11 +- .../internal/multiannotator_utils.html | 11 +- .../cleanlab/internal/multilabel_scorer.html | 11 +- .../cleanlab/internal/multilabel_utils.html | 11 +- stable/cleanlab/internal/outlier.html | 11 +- .../internal/token_classification_utils.html | 11 +- stable/cleanlab/internal/util.html | 11 +- stable/cleanlab/internal/validation.html | 11 +- stable/cleanlab/models/fasttext.html | 11 +- stable/cleanlab/models/index.html | 11 +- stable/cleanlab/models/keras.html | 22 +- stable/cleanlab/multiannotator.html | 11 +- .../multilabel_classification/dataset.html | 11 +- .../multilabel_classification/filter.html | 11 +- .../multilabel_classification/index.html | 11 +- .../multilabel_classification/rank.html | 11 +- stable/cleanlab/object_detection/filter.html | 11 +- stable/cleanlab/object_detection/index.html | 11 +- stable/cleanlab/object_detection/rank.html | 11 +- stable/cleanlab/object_detection/summary.html | 11 +- stable/cleanlab/outlier.html | 11 +- stable/cleanlab/rank.html | 11 +- stable/cleanlab/regression/index.html | 11 +- stable/cleanlab/regression/learn.html | 11 +- stable/cleanlab/regression/rank.html | 11 +- stable/cleanlab/segmentation/filter.html | 11 +- stable/cleanlab/segmentation/index.html | 11 +- stable/cleanlab/segmentation/rank.html | 11 +- stable/cleanlab/segmentation/summary.html | 11 +- .../cleanlab/token_classification/filter.html | 11 +- .../cleanlab/token_classification/index.html | 11 +- .../cleanlab/token_classification/rank.html | 11 +- .../token_classification/summary.html | 11 +- stable/genindex.html | 9 + stable/index.html | 11 +- stable/migrating/migrate_v2.html | 11 +- stable/py-modindex.html | 9 + stable/search.html | 9 + stable/searchindex.js | 2 +- stable/tutorials/audio.html | 15 +- stable/tutorials/audio.ipynb | 1252 ++++---- .../tutorials/datalab/datalab_advanced.html | 19 +- .../tutorials/datalab/datalab_advanced.ipynb | 362 +-- .../tutorials/datalab/datalab_quickstart.html | 13 +- .../datalab/datalab_quickstart.ipynb | 130 +- stable/tutorials/datalab/index.html | 11 +- stable/tutorials/datalab/tabular.html | 13 +- stable/tutorials/datalab/tabular.ipynb | 138 +- stable/tutorials/datalab/text.html | 31 +- stable/tutorials/datalab/text.ipynb | 1762 +++++------ stable/tutorials/dataset_health.html | 13 +- stable/tutorials/dataset_health.ipynb | 34 +- stable/tutorials/faq.html | 21 +- stable/tutorials/faq.ipynb | 572 ++-- stable/tutorials/image.html | 51 +- stable/tutorials/image.ipynb | 2674 ++++++++--------- stable/tutorials/indepth_overview.html | 13 +- stable/tutorials/indepth_overview.ipynb | 210 +- stable/tutorials/index.html | 11 +- stable/tutorials/multiannotator.html | 13 +- stable/tutorials/multiannotator.ipynb | 146 +- .../tutorials/multilabel_classification.html | 13 +- .../tutorials/multilabel_classification.ipynb | 98 +- stable/tutorials/object_detection.html | 13 +- stable/tutorials/object_detection.ipynb | 186 +- stable/tutorials/outliers.html | 19 +- stable/tutorials/outliers.ipynb | 636 ++-- stable/tutorials/pred_probs_cross_val.html | 11 +- stable/tutorials/regression.html | 13 +- stable/tutorials/regression.ipynb | 202 +- stable/tutorials/segmentation.html | 23 +- stable/tutorials/segmentation.ipynb | 1044 +++---- stable/tutorials/tabular.html | 13 +- stable/tutorials/tabular.ipynb | 130 +- stable/tutorials/text.html | 15 +- stable/tutorials/text.ipynb | 164 +- stable/tutorials/token_classification.html | 33 +- stable/tutorials/token_classification.ipynb | 237 +- 197 files changed, 6612 insertions(+), 5386 deletions(-) diff --git a/stable/_modules/cleanlab/benchmarking/noise_generation.html b/stable/_modules/cleanlab/benchmarking/noise_generation.html index ed2f296ef..26b0c4ed3 100644 --- a/stable/_modules/cleanlab/benchmarking/noise_generation.html +++ b/stable/_modules/cleanlab/benchmarking/noise_generation.html @@ -363,6 +363,15 @@ > +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/classification.html b/stable/_modules/cleanlab/classification.html index f0fbf878c..563f406b0 100644 --- a/stable/_modules/cleanlab/classification.html +++ b/stable/_modules/cleanlab/classification.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/count.html b/stable/_modules/cleanlab/count.html index 106b083d4..5cb1bf8fd 100644 --- a/stable/_modules/cleanlab/count.html +++ b/stable/_modules/cleanlab/count.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/datalab/datalab.html b/stable/_modules/cleanlab/datalab/datalab.html index b1e1cf768..3b06db8f5 100644 --- a/stable/_modules/cleanlab/datalab/datalab.html +++ b/stable/_modules/cleanlab/datalab/datalab.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); @@ -659,9 +668,11 @@

    Source code for cleanlab.datalab.datalab

             The name of the label column in the dataset.
     
         image_key : str, optional
    -        Optional key that can be specified for image datasets to point to the field containing the actual images themselves.
    -        If specified, additional image-specific issue types can be detected in the dataset.
    -        See the CleanVision package `documentation <https://cleanvision.readthedocs.io/en/latest/>`_ for descriptions of these image-specific issue types.
    +        Optional key that can be specified for image datasets to point to the field (column) containing the actual images themselves (as PIL objects).
    +        If specified, additional image-specific issue types will be checked for in the dataset.
    +        See the `CleanVision package <https://github.com/cleanlab/cleanvision?tab=readme-ov-file#clean-your-data-for-better-computer-vision>`_ for descriptions of these image-specific issue types.
    +        Currently, this argument is only supported for data formatted as a Hugging Face ``datasets.Dataset`` object.
    +
     
         verbosity : int, optional
             The higher the verbosity level, the more information
    diff --git a/stable/_modules/cleanlab/datalab/internal/data.html b/stable/_modules/cleanlab/datalab/internal/data.html
    index f6b50a453..8d32013eb 100644
    --- a/stable/_modules/cleanlab/datalab/internal/data.html
    +++ b/stable/_modules/cleanlab/datalab/internal/data.html
    @@ -363,6 +363,15 @@
                 >
             
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/datalab/internal/data_issues.html b/stable/_modules/cleanlab/datalab/internal/data_issues.html index 50ce34d8e..50a7a8ec6 100644 --- a/stable/_modules/cleanlab/datalab/internal/data_issues.html +++ b/stable/_modules/cleanlab/datalab/internal/data_issues.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/datalab/internal/issue_finder.html b/stable/_modules/cleanlab/datalab/internal/issue_finder.html index 2b4548704..2822ab82e 100644 --- a/stable/_modules/cleanlab/datalab/internal/issue_finder.html +++ b/stable/_modules/cleanlab/datalab/internal/issue_finder.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/datalab/internal/issue_manager/data_valuation.html b/stable/_modules/cleanlab/datalab/internal/issue_manager/data_valuation.html index 13340ee6d..91a75bba6 100644 --- a/stable/_modules/cleanlab/datalab/internal/issue_manager/data_valuation.html +++ b/stable/_modules/cleanlab/datalab/internal/issue_manager/data_valuation.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/datalab/internal/issue_manager/duplicate.html b/stable/_modules/cleanlab/datalab/internal/issue_manager/duplicate.html index c368b420e..ae225a280 100644 --- a/stable/_modules/cleanlab/datalab/internal/issue_manager/duplicate.html +++ b/stable/_modules/cleanlab/datalab/internal/issue_manager/duplicate.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); @@ -666,7 +675,7 @@

    Source code for cleanlab.datalab.internal.issue_manager.duplicate

    N = knn_graph.shape[0] nn_distances = knn_graph.data.reshape(N, -1)[:, 0] median_nn_distance = max( - np.median(nn_distances), np.finfo(np.float_).eps + np.median(nn_distances), 100 * np.finfo(np.float_).eps ) # avoid threshold = 0 self.near_duplicate_sets = self._neighbors_within_radius( knn_graph, self.threshold, median_nn_distance @@ -842,6 +851,11 @@

    Source code for cleanlab.datalab.internal.issue_manager.duplicate

    raise ValueError("Temperature must be greater than 0.") scores = 1 - np.exp(-temperature * nn_distances) + + # Ensure that for nn_distances approximately equal to 0, the score is set to 0 + inds = np.isclose(nn_distances, 0) + scores[inds] = 0 + return scores
    diff --git a/stable/_modules/cleanlab/datalab/internal/issue_manager/imbalance.html b/stable/_modules/cleanlab/datalab/internal/issue_manager/imbalance.html index 4f22b570d..9b889276c 100644 --- a/stable/_modules/cleanlab/datalab/internal/issue_manager/imbalance.html +++ b/stable/_modules/cleanlab/datalab/internal/issue_manager/imbalance.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/datalab/internal/issue_manager/issue_manager.html b/stable/_modules/cleanlab/datalab/internal/issue_manager/issue_manager.html index 2e4ec80d0..6d71e0774 100644 --- a/stable/_modules/cleanlab/datalab/internal/issue_manager/issue_manager.html +++ b/stable/_modules/cleanlab/datalab/internal/issue_manager/issue_manager.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/datalab/internal/issue_manager/label.html b/stable/_modules/cleanlab/datalab/internal/issue_manager/label.html index 8b3c02ced..ad6a77b42 100644 --- a/stable/_modules/cleanlab/datalab/internal/issue_manager/label.html +++ b/stable/_modules/cleanlab/datalab/internal/issue_manager/label.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/datalab/internal/issue_manager/multilabel/label.html b/stable/_modules/cleanlab/datalab/internal/issue_manager/multilabel/label.html index 9907c6d30..57768092f 100644 --- a/stable/_modules/cleanlab/datalab/internal/issue_manager/multilabel/label.html +++ b/stable/_modules/cleanlab/datalab/internal/issue_manager/multilabel/label.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/datalab/internal/issue_manager/noniid.html b/stable/_modules/cleanlab/datalab/internal/issue_manager/noniid.html index 76f753e65..9bdad6f18 100644 --- a/stable/_modules/cleanlab/datalab/internal/issue_manager/noniid.html +++ b/stable/_modules/cleanlab/datalab/internal/issue_manager/noniid.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/datalab/internal/issue_manager/null.html b/stable/_modules/cleanlab/datalab/internal/issue_manager/null.html index 72511c2d3..2ebda589e 100644 --- a/stable/_modules/cleanlab/datalab/internal/issue_manager/null.html +++ b/stable/_modules/cleanlab/datalab/internal/issue_manager/null.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/datalab/internal/issue_manager/outlier.html b/stable/_modules/cleanlab/datalab/internal/issue_manager/outlier.html index b7af1cc35..5c3057865 100644 --- a/stable/_modules/cleanlab/datalab/internal/issue_manager/outlier.html +++ b/stable/_modules/cleanlab/datalab/internal/issue_manager/outlier.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/datalab/internal/issue_manager/regression/label.html b/stable/_modules/cleanlab/datalab/internal/issue_manager/regression/label.html index e2dfcaef9..14ff204c6 100644 --- a/stable/_modules/cleanlab/datalab/internal/issue_manager/regression/label.html +++ b/stable/_modules/cleanlab/datalab/internal/issue_manager/regression/label.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/datalab/internal/issue_manager/underperforming_group.html b/stable/_modules/cleanlab/datalab/internal/issue_manager/underperforming_group.html index 6b1515a25..795559f10 100644 --- a/stable/_modules/cleanlab/datalab/internal/issue_manager/underperforming_group.html +++ b/stable/_modules/cleanlab/datalab/internal/issue_manager/underperforming_group.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/datalab/internal/issue_manager_factory.html b/stable/_modules/cleanlab/datalab/internal/issue_manager_factory.html index 468146634..f521b7d4a 100644 --- a/stable/_modules/cleanlab/datalab/internal/issue_manager_factory.html +++ b/stable/_modules/cleanlab/datalab/internal/issue_manager_factory.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/datalab/internal/model_outputs.html b/stable/_modules/cleanlab/datalab/internal/model_outputs.html index 9d9d1ee09..2e1f7e1f7 100644 --- a/stable/_modules/cleanlab/datalab/internal/model_outputs.html +++ b/stable/_modules/cleanlab/datalab/internal/model_outputs.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/datalab/internal/report.html b/stable/_modules/cleanlab/datalab/internal/report.html index 416ebca06..966bd3e22 100644 --- a/stable/_modules/cleanlab/datalab/internal/report.html +++ b/stable/_modules/cleanlab/datalab/internal/report.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/datalab/internal/task.html b/stable/_modules/cleanlab/datalab/internal/task.html index b73314887..1959d853f 100644 --- a/stable/_modules/cleanlab/datalab/internal/task.html +++ b/stable/_modules/cleanlab/datalab/internal/task.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/dataset.html b/stable/_modules/cleanlab/dataset.html index e273da1a1..4fa7c224d 100644 --- a/stable/_modules/cleanlab/dataset.html +++ b/stable/_modules/cleanlab/dataset.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/experimental/cifar_cnn.html b/stable/_modules/cleanlab/experimental/cifar_cnn.html index dc8e19de3..f9d396899 100644 --- a/stable/_modules/cleanlab/experimental/cifar_cnn.html +++ b/stable/_modules/cleanlab/experimental/cifar_cnn.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/experimental/coteaching.html b/stable/_modules/cleanlab/experimental/coteaching.html index b87258fa2..855d78a48 100644 --- a/stable/_modules/cleanlab/experimental/coteaching.html +++ b/stable/_modules/cleanlab/experimental/coteaching.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/experimental/label_issues_batched.html b/stable/_modules/cleanlab/experimental/label_issues_batched.html index 40d259082..7d53f3fe8 100644 --- a/stable/_modules/cleanlab/experimental/label_issues_batched.html +++ b/stable/_modules/cleanlab/experimental/label_issues_batched.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/experimental/mnist_pytorch.html b/stable/_modules/cleanlab/experimental/mnist_pytorch.html index 97e1e7bf5..88353d67b 100644 --- a/stable/_modules/cleanlab/experimental/mnist_pytorch.html +++ b/stable/_modules/cleanlab/experimental/mnist_pytorch.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/experimental/span_classification.html b/stable/_modules/cleanlab/experimental/span_classification.html index aba9ea208..68e7617a5 100644 --- a/stable/_modules/cleanlab/experimental/span_classification.html +++ b/stable/_modules/cleanlab/experimental/span_classification.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/filter.html b/stable/_modules/cleanlab/filter.html index a0e386fe9..2bc8aa5c2 100644 --- a/stable/_modules/cleanlab/filter.html +++ b/stable/_modules/cleanlab/filter.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/internal/label_quality_utils.html b/stable/_modules/cleanlab/internal/label_quality_utils.html index 955a4166a..fed538a6a 100644 --- a/stable/_modules/cleanlab/internal/label_quality_utils.html +++ b/stable/_modules/cleanlab/internal/label_quality_utils.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/internal/latent_algebra.html b/stable/_modules/cleanlab/internal/latent_algebra.html index ed06a20da..2566895fa 100644 --- a/stable/_modules/cleanlab/internal/latent_algebra.html +++ b/stable/_modules/cleanlab/internal/latent_algebra.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/internal/multiannotator_utils.html b/stable/_modules/cleanlab/internal/multiannotator_utils.html index 3d7311ebe..cb625732f 100644 --- a/stable/_modules/cleanlab/internal/multiannotator_utils.html +++ b/stable/_modules/cleanlab/internal/multiannotator_utils.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/internal/multilabel_scorer.html b/stable/_modules/cleanlab/internal/multilabel_scorer.html index fe11eb898..ff8e47625 100644 --- a/stable/_modules/cleanlab/internal/multilabel_scorer.html +++ b/stable/_modules/cleanlab/internal/multilabel_scorer.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/internal/multilabel_utils.html b/stable/_modules/cleanlab/internal/multilabel_utils.html index 67cf4533c..5df3ce206 100644 --- a/stable/_modules/cleanlab/internal/multilabel_utils.html +++ b/stable/_modules/cleanlab/internal/multilabel_utils.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/internal/outlier.html b/stable/_modules/cleanlab/internal/outlier.html index 39f481d39..0f1d1f22c 100644 --- a/stable/_modules/cleanlab/internal/outlier.html +++ b/stable/_modules/cleanlab/internal/outlier.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); @@ -635,6 +644,10 @@

    Source code for cleanlab.internal.outlier

         """
         # Map ood_features_scores to range 0-1 with 0 = most concerning
         ood_features_scores: np.ndarray = np.exp(-1 * avg_distances / scaling_factor * t)
    +
    +    # Set scores to 1 if the average distance is close to 0
    +    inds = np.isclose(avg_distances, 0)
    +    ood_features_scores[inds] = 1.0
         return ood_features_scores
    diff --git a/stable/_modules/cleanlab/internal/token_classification_utils.html b/stable/_modules/cleanlab/internal/token_classification_utils.html index afb8da93d..b00b116f0 100644 --- a/stable/_modules/cleanlab/internal/token_classification_utils.html +++ b/stable/_modules/cleanlab/internal/token_classification_utils.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/internal/util.html b/stable/_modules/cleanlab/internal/util.html index 687de171f..7819d0ac5 100644 --- a/stable/_modules/cleanlab/internal/util.html +++ b/stable/_modules/cleanlab/internal/util.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/internal/validation.html b/stable/_modules/cleanlab/internal/validation.html index 1deeb0ed9..3dc2a4a5d 100644 --- a/stable/_modules/cleanlab/internal/validation.html +++ b/stable/_modules/cleanlab/internal/validation.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/models/keras.html b/stable/_modules/cleanlab/models/keras.html index a004d8f17..cf9e7e15f 100644 --- a/stable/_modules/cleanlab/models/keras.html +++ b/stable/_modules/cleanlab/models/keras.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); @@ -594,6 +603,20 @@

    Source code for cleanlab.models.keras

     This wrapper class is only fully compatible with ``tensorflow<2.11``, if using ``tensorflow>=2.11``, 
     please replace your Optimizer class with the legacy Optimizer `here <https://www.tensorflow.org/api_docs/python/tf/keras/optimizers/legacy/Optimizer>`_.
     
    +.. warning::
    +
    +    For those on TensorFlow version 2.16 or higher, please note that direct compatibility is not yet fully established.
    +    We are actively working to extend support to these newer versions.
    +    
    +    In the interim, users are advised to use TensorFlow versions up to 2.15 to ensure stability and maintain compatibility.
    +    This can be done by specifying the TensorFlow version in your package manager, for example:
    +    
    +    .. code-block::
    +        
    +        pip install tensorflow<2.16
    +    
    +    This approach ensures that you can continue utilizing the full functionality of this wrapper class until an update accommodating newer TensorFlow versions is released.
    +
     Tips:
     
     * If this class lacks certain functionality, you can alternatively try `scikeras <https://github.com/adriangb/scikeras>`_.
    diff --git a/stable/_modules/cleanlab/multiannotator.html b/stable/_modules/cleanlab/multiannotator.html
    index 085c414fb..9503194e3 100644
    --- a/stable/_modules/cleanlab/multiannotator.html
    +++ b/stable/_modules/cleanlab/multiannotator.html
    @@ -363,6 +363,15 @@
                 >
             
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/multilabel_classification/dataset.html b/stable/_modules/cleanlab/multilabel_classification/dataset.html index 7311e2ce4..b910e9de7 100644 --- a/stable/_modules/cleanlab/multilabel_classification/dataset.html +++ b/stable/_modules/cleanlab/multilabel_classification/dataset.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/multilabel_classification/filter.html b/stable/_modules/cleanlab/multilabel_classification/filter.html index e8d35b9fc..571aff261 100644 --- a/stable/_modules/cleanlab/multilabel_classification/filter.html +++ b/stable/_modules/cleanlab/multilabel_classification/filter.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/multilabel_classification/rank.html b/stable/_modules/cleanlab/multilabel_classification/rank.html index 587a04a8d..d2b9aed14 100644 --- a/stable/_modules/cleanlab/multilabel_classification/rank.html +++ b/stable/_modules/cleanlab/multilabel_classification/rank.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/object_detection/filter.html b/stable/_modules/cleanlab/object_detection/filter.html index 5b4ebcd8b..617db2e39 100644 --- a/stable/_modules/cleanlab/object_detection/filter.html +++ b/stable/_modules/cleanlab/object_detection/filter.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/object_detection/rank.html b/stable/_modules/cleanlab/object_detection/rank.html index 7ea186aba..6eeaff416 100644 --- a/stable/_modules/cleanlab/object_detection/rank.html +++ b/stable/_modules/cleanlab/object_detection/rank.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/object_detection/summary.html b/stable/_modules/cleanlab/object_detection/summary.html index 758efa135..5daeecd55 100644 --- a/stable/_modules/cleanlab/object_detection/summary.html +++ b/stable/_modules/cleanlab/object_detection/summary.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/outlier.html b/stable/_modules/cleanlab/outlier.html index 08dcf5b5f..66c19f9bd 100644 --- a/stable/_modules/cleanlab/outlier.html +++ b/stable/_modules/cleanlab/outlier.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); @@ -1027,7 +1036,7 @@

    Source code for cleanlab.outlier

     
             if self.params["scaling_factor"] is None:
                 self.params["scaling_factor"] = float(
    -                max(np.median(avg_knn_distances), np.finfo(np.float_).eps)
    +                max(np.median(avg_knn_distances), 100 * np.finfo(np.float_).eps)
                 )
             scaling_factor = self.params["scaling_factor"]
     
    diff --git a/stable/_modules/cleanlab/rank.html b/stable/_modules/cleanlab/rank.html
    index a19b947c0..08b4ebcea 100644
    --- a/stable/_modules/cleanlab/rank.html
    +++ b/stable/_modules/cleanlab/rank.html
    @@ -363,6 +363,15 @@
                 >
             
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/regression/learn.html b/stable/_modules/cleanlab/regression/learn.html index 65f02b36a..8395a9933 100644 --- a/stable/_modules/cleanlab/regression/learn.html +++ b/stable/_modules/cleanlab/regression/learn.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/regression/rank.html b/stable/_modules/cleanlab/regression/rank.html index a3f7e3f0f..bb706527e 100644 --- a/stable/_modules/cleanlab/regression/rank.html +++ b/stable/_modules/cleanlab/regression/rank.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/segmentation/filter.html b/stable/_modules/cleanlab/segmentation/filter.html index ca719dc03..8f38a8e1d 100644 --- a/stable/_modules/cleanlab/segmentation/filter.html +++ b/stable/_modules/cleanlab/segmentation/filter.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/segmentation/rank.html b/stable/_modules/cleanlab/segmentation/rank.html index 4a9a75f96..8abb39974 100644 --- a/stable/_modules/cleanlab/segmentation/rank.html +++ b/stable/_modules/cleanlab/segmentation/rank.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/segmentation/summary.html b/stable/_modules/cleanlab/segmentation/summary.html index 9081c8fe6..2ce27b6ce 100644 --- a/stable/_modules/cleanlab/segmentation/summary.html +++ b/stable/_modules/cleanlab/segmentation/summary.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/token_classification/filter.html b/stable/_modules/cleanlab/token_classification/filter.html index 539131f80..42d9971c2 100644 --- a/stable/_modules/cleanlab/token_classification/filter.html +++ b/stable/_modules/cleanlab/token_classification/filter.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/token_classification/rank.html b/stable/_modules/cleanlab/token_classification/rank.html index fb8269a76..492b48aa0 100644 --- a/stable/_modules/cleanlab/token_classification/rank.html +++ b/stable/_modules/cleanlab/token_classification/rank.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/cleanlab/token_classification/summary.html b/stable/_modules/cleanlab/token_classification/summary.html index 31deb9dd6..96825c568 100644 --- a/stable/_modules/cleanlab/token_classification/summary.html +++ b/stable/_modules/cleanlab/token_classification/summary.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_modules/index.html b/stable/_modules/index.html index 722134815..3a5bae148 100644 --- a/stable/_modules/index.html +++ b/stable/_modules/index.html @@ -363,6 +363,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/_sources/cleanlab/datalab/guide/issue_type_description.rst b/stable/_sources/cleanlab/datalab/guide/issue_type_description.rst index 9d600deac..145dbb1b4 100644 --- a/stable/_sources/cleanlab/datalab/guide/issue_type_description.rst +++ b/stable/_sources/cleanlab/datalab/guide/issue_type_description.rst @@ -157,9 +157,10 @@ Class imbalance in a dataset can lead to subpar model performance for the under- Image-specific Issues --------------------- -For image datasets which are properly specified as such, Datalab can detect additional types of image-specific issues (if the necessary optional dependencies are installed). -Specifically, low-quality images which are too: dark/bright, blurry, low information, abnormally sized, etc. -Descriptions of these image-specific issues are provided in the `CleanVision package `_ and its documentation. +Datalab can identify image-specific issues in datasets, such as images that are excessively dark or bright, blurry, lack detail, or have unusual sizes. +To detect these issues, simply specify the `image_key` argument in :py:meth:`~cleanlab.datalab.datalab.Datalab`, indicating the image column name in your dataset. +This functionality currently works only with Hugging Face datasets. You can convert other local dataset formats into a Hugging Face dataset by following `this guide `_. +More information on these image-specific issues is available in the `CleanVision package `_ . Underperforming Group Issue --------------------------- diff --git a/stable/_sources/tutorials/audio.ipynb b/stable/_sources/tutorials/audio.ipynb index 4bba37465..a70ea59fd 100644 --- a/stable/_sources/tutorials/audio.ipynb +++ b/stable/_sources/tutorials/audio.ipynb @@ -91,7 +91,7 @@ "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"3\" \n", "\n", "if \"google.colab\" in str(get_ipython()): # Check if it's running in Google Colab\n", - " %pip install cleanlab==v2.6.2\n", + " %pip install cleanlab==v2.6.3\n", " cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n", " %pip install $cmd\n", "else:\n", diff --git a/stable/_sources/tutorials/datalab/datalab_advanced.ipynb b/stable/_sources/tutorials/datalab/datalab_advanced.ipynb index 1bcc7bd8b..5c52498b3 100644 --- a/stable/_sources/tutorials/datalab/datalab_advanced.ipynb +++ b/stable/_sources/tutorials/datalab/datalab_advanced.ipynb @@ -87,7 +87,7 @@ "dependencies = [\"cleanlab\", \"matplotlib\", \"datasets\"] # TODO: make sure this list is updated\n", "\n", "if \"google.colab\" in str(get_ipython()): # Check if it's running in Google Colab\n", - " %pip install cleanlab==v2.6.2\n", + " %pip install cleanlab==v2.6.3\n", " cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n", " %pip install $cmd\n", "else:\n", diff --git a/stable/_sources/tutorials/datalab/datalab_quickstart.ipynb b/stable/_sources/tutorials/datalab/datalab_quickstart.ipynb index 1182b60a6..9b37c807b 100644 --- a/stable/_sources/tutorials/datalab/datalab_quickstart.ipynb +++ b/stable/_sources/tutorials/datalab/datalab_quickstart.ipynb @@ -85,7 +85,7 @@ "dependencies = [\"cleanlab\", \"matplotlib\", \"datasets\"] # TODO: make sure this list is updated\n", "\n", "if \"google.colab\" in str(get_ipython()): # Check if it's running in Google Colab\n", - " %pip install cleanlab==v2.6.2\n", + " %pip install cleanlab==v2.6.3\n", " cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n", " %pip install $cmd\n", "else:\n", diff --git a/stable/_sources/tutorials/datalab/tabular.ipynb b/stable/_sources/tutorials/datalab/tabular.ipynb index df0c979b6..6cfdf954c 100644 --- a/stable/_sources/tutorials/datalab/tabular.ipynb +++ b/stable/_sources/tutorials/datalab/tabular.ipynb @@ -81,7 +81,7 @@ "dependencies = [\"cleanlab\", \"datasets\"]\n", "\n", "if \"google.colab\" in str(get_ipython()): # Check if it's running in Google Colab\n", - " %pip install cleanlab==v2.6.2\n", + " %pip install cleanlab==v2.6.3\n", " cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n", " %pip install $cmd\n", "else:\n", diff --git a/stable/_sources/tutorials/datalab/text.ipynb b/stable/_sources/tutorials/datalab/text.ipynb index afda4a3c4..f31bcf8e3 100644 --- a/stable/_sources/tutorials/datalab/text.ipynb +++ b/stable/_sources/tutorials/datalab/text.ipynb @@ -90,7 +90,7 @@ "os.environ[\"TOKENIZERS_PARALLELISM\"] = \"false\" # disable parallelism to avoid deadlocks with huggingface\n", "\n", "if \"google.colab\" in str(get_ipython()): # Check if it's running in Google Colab\n", - " %pip install cleanlab==v2.6.2\n", + " %pip install cleanlab==v2.6.3\n", " cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n", " %pip install $cmd\n", "else:\n", diff --git a/stable/_sources/tutorials/dataset_health.ipynb b/stable/_sources/tutorials/dataset_health.ipynb index 4bb041201..ee14ce7fb 100644 --- a/stable/_sources/tutorials/dataset_health.ipynb +++ b/stable/_sources/tutorials/dataset_health.ipynb @@ -77,7 +77,7 @@ "dependencies = [\"cleanlab\", \"requests\"]\n", "\n", "if \"google.colab\" in str(get_ipython()): # Check if it's running in Google Colab\n", - " %pip install cleanlab==v2.6.2\n", + " %pip install cleanlab==v2.6.3\n", " cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n", " %pip install $cmd\n", "else:\n", diff --git a/stable/_sources/tutorials/indepth_overview.ipynb b/stable/_sources/tutorials/indepth_overview.ipynb index bef88df66..0f93895ca 100644 --- a/stable/_sources/tutorials/indepth_overview.ipynb +++ b/stable/_sources/tutorials/indepth_overview.ipynb @@ -62,7 +62,7 @@ "dependencies = [\"cleanlab\", \"matplotlib\", \"datasets\"]\n", "\n", "if \"google.colab\" in str(get_ipython()): # Check if it's running in Google Colab\n", - " %pip install cleanlab==v2.6.2\n", + " %pip install cleanlab==v2.6.3\n", " cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n", " %pip install $cmd\n", "else:\n", diff --git a/stable/_sources/tutorials/multiannotator.ipynb b/stable/_sources/tutorials/multiannotator.ipynb index 4a6a3c507..1376716d3 100644 --- a/stable/_sources/tutorials/multiannotator.ipynb +++ b/stable/_sources/tutorials/multiannotator.ipynb @@ -96,7 +96,7 @@ "dependencies = [\"cleanlab\"]\n", "\n", "if \"google.colab\" in str(get_ipython()): # Check if it's running in Google Colab\n", - " %pip install cleanlab==v2.6.2\n", + " %pip install cleanlab==v2.6.3\n", " cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n", " %pip install $cmd\n", "else:\n", diff --git a/stable/_sources/tutorials/multilabel_classification.ipynb b/stable/_sources/tutorials/multilabel_classification.ipynb index de9234052..4f12f0527 100644 --- a/stable/_sources/tutorials/multilabel_classification.ipynb +++ b/stable/_sources/tutorials/multilabel_classification.ipynb @@ -73,7 +73,7 @@ "dependencies = [\"cleanlab\", \"matplotlib\", \"datasets\"]\n", "\n", "if \"google.colab\" in str(get_ipython()): # Check if it's running in Google Colab\n", - " %pip install cleanlab==v2.6.2\n", + " %pip install cleanlab==v2.6.3\n", " cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n", " %pip install $cmd\n", "else:\n", diff --git a/stable/_sources/tutorials/object_detection.ipynb b/stable/_sources/tutorials/object_detection.ipynb index 975563800..eda0c8661 100644 --- a/stable/_sources/tutorials/object_detection.ipynb +++ b/stable/_sources/tutorials/object_detection.ipynb @@ -77,7 +77,7 @@ "dependencies = [\"cleanlab\", \"matplotlib\"]\n", "\n", "if \"google.colab\" in str(get_ipython()): # Check if it's running in Google Colab\n", - " %pip install cleanlab==v2.6.2\n", + " %pip install cleanlab==v2.6.3\n", " cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n", " %pip install $cmd\n", "else:\n", diff --git a/stable/_sources/tutorials/outliers.ipynb b/stable/_sources/tutorials/outliers.ipynb index a27cf5e19..9e9d62c04 100644 --- a/stable/_sources/tutorials/outliers.ipynb +++ b/stable/_sources/tutorials/outliers.ipynb @@ -119,7 +119,7 @@ "dependencies = [\"matplotlib\", \"torch\", \"torchvision\", \"timm\", \"cleanlab\"]\n", "\n", "if \"google.colab\" in str(get_ipython()): # Check if it's running in Google Colab\n", - " %pip install cleanlab==v2.6.2\n", + " %pip install cleanlab==v2.6.3\n", " cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n", " %pip install $cmd\n", "else:\n", diff --git a/stable/_sources/tutorials/regression.ipynb b/stable/_sources/tutorials/regression.ipynb index 6f8d8e63d..95dba7143 100644 --- a/stable/_sources/tutorials/regression.ipynb +++ b/stable/_sources/tutorials/regression.ipynb @@ -111,7 +111,7 @@ "dependencies = [\"cleanlab\", \"matplotlib>=3.6.0\", \"datasets\"]\n", "\n", "if \"google.colab\" in str(get_ipython()): # Check if it's running in Google Colab\n", - " %pip install cleanlab==v2.6.2\n", + " %pip install cleanlab==v2.6.3\n", " cmd = \" \".join([dep for dep in dependencies if dep != \"cleanlab\"])\n", " %pip install $cmd\n", "else:\n", diff --git a/stable/_sources/tutorials/segmentation.ipynb b/stable/_sources/tutorials/segmentation.ipynb index 30b492ded..5fd6eb754 100644 --- a/stable/_sources/tutorials/segmentation.ipynb +++ b/stable/_sources/tutorials/segmentation.ipynb @@ -91,7 +91,7 @@ "dependencies = [\"cleanlab\"]\n", "\n", "if \"google.colab\" in str(get_ipython()): # Check if it's running in Google Colab\n", - " %pip install cleanlab==v2.6.2\n", + " %pip install cleanlab==v2.6.3\n", " cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n", " %pip install $cmd\n", "else:\n", diff --git a/stable/_sources/tutorials/tabular.ipynb b/stable/_sources/tutorials/tabular.ipynb index 78aa20feb..7c23c40e5 100644 --- a/stable/_sources/tutorials/tabular.ipynb +++ b/stable/_sources/tutorials/tabular.ipynb @@ -119,7 +119,7 @@ "dependencies = [\"cleanlab\"]\n", "\n", "if \"google.colab\" in str(get_ipython()): # Check if it's running in Google Colab\n", - " %pip install cleanlab==v2.6.2\n", + " %pip install cleanlab==v2.6.3\n", " cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n", " %pip install $cmd\n", "else:\n", diff --git a/stable/_sources/tutorials/text.ipynb b/stable/_sources/tutorials/text.ipynb index e39c74202..5bb1f8c9b 100644 --- a/stable/_sources/tutorials/text.ipynb +++ b/stable/_sources/tutorials/text.ipynb @@ -128,7 +128,7 @@ "os.environ[\"TOKENIZERS_PARALLELISM\"] = \"false\" # disable parallelism to avoid deadlocks with huggingface\n", "\n", "if \"google.colab\" in str(get_ipython()): # Check if it's running in Google Colab\n", - " %pip install cleanlab==v2.6.2\n", + " %pip install cleanlab==v2.6.3\n", " cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n", " %pip install $cmd\n", "else:\n", diff --git a/stable/_sources/tutorials/token_classification.ipynb b/stable/_sources/tutorials/token_classification.ipynb index a4344427c..c31ebc311 100644 --- a/stable/_sources/tutorials/token_classification.ipynb +++ b/stable/_sources/tutorials/token_classification.ipynb @@ -95,7 +95,7 @@ "dependencies = [\"cleanlab\"]\n", "\n", "if \"google.colab\" in str(get_ipython()): # Check if it's running in Google Colab\n", - " %pip install cleanlab==v2.6.2\n", + " %pip install cleanlab==v2.6.3\n", " cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n", " %pip install $cmd\n", "else:\n", diff --git a/stable/cleanlab/benchmarking/index.html b/stable/cleanlab/benchmarking/index.html index 47dcde3a2..46bc9c635 100644 --- a/stable/cleanlab/benchmarking/index.html +++ b/stable/cleanlab/benchmarking/index.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/benchmarking/noise_generation.html b/stable/cleanlab/benchmarking/noise_generation.html index 716ddf99b..40c644aac 100644 --- a/stable/cleanlab/benchmarking/noise_generation.html +++ b/stable/cleanlab/benchmarking/noise_generation.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/classification.html b/stable/cleanlab/classification.html index 8ed10b74b..137e765a5 100644 --- a/stable/cleanlab/classification.html +++ b/stable/cleanlab/classification.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/count.html b/stable/cleanlab/count.html index a2ec05747..4c3af2f37 100644 --- a/stable/cleanlab/count.html +++ b/stable/cleanlab/count.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/datalab.html b/stable/cleanlab/datalab/datalab.html index 60abe2a4e..062416a50 100644 --- a/stable/cleanlab/datalab/datalab.html +++ b/stable/cleanlab/datalab/datalab.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); @@ -639,15 +648,19 @@

  • label_name (str, optional) – The name of the label column in the dataset.

  • -
  • image_key (str, optional) – Optional key that can be specified for image datasets to point to the field containing the actual images themselves. -If specified, additional image-specific issue types can be detected in the dataset. -See the CleanVision package documentation for descriptions of these image-specific issue types.

  • -
  • verbosity (int, optional) – The higher the verbosity level, the more information -Datalab prints when auditing a dataset. -Valid values are 0 through 4. Default is 1.

  • +
  • image_key (str, optional) – Optional key that can be specified for image datasets to point to the field (column) containing the actual images themselves (as PIL objects). +If specified, additional image-specific issue types will be checked for in the dataset. +See the CleanVision package for descriptions of these image-specific issue types. +Currently, this argument is only supported for data formatted as a Hugging Face datasets.Dataset object.

  • +
    +
    verbosityint, optional

    The higher the verbosity level, the more information +Datalab prints when auditing a dataset. +Valid values are 0 through 4. Default is 1.

    +
    +

    Examples

    >>> import datasets
     >>> from cleanlab import Datalab
    diff --git a/stable/cleanlab/datalab/guide/_templates/issue_types_tip.html b/stable/cleanlab/datalab/guide/_templates/issue_types_tip.html
    index 11d071586..fcc83260b 100644
    --- a/stable/cleanlab/datalab/guide/_templates/issue_types_tip.html
    +++ b/stable/cleanlab/datalab/guide/_templates/issue_types_tip.html
    @@ -370,6 +370,15 @@
                 >
             
             
    +        
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

  • `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/guide/custom_issue_manager.html b/stable/cleanlab/datalab/guide/custom_issue_manager.html index 3b24bf1da..e73b8baf5 100644 --- a/stable/cleanlab/datalab/guide/custom_issue_manager.html +++ b/stable/cleanlab/datalab/guide/custom_issue_manager.html @@ -372,6 +372,15 @@ > +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

  • `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/guide/generating_cluster_ids.html b/stable/cleanlab/datalab/guide/generating_cluster_ids.html index 767454c6b..070734e36 100644 --- a/stable/cleanlab/datalab/guide/generating_cluster_ids.html +++ b/stable/cleanlab/datalab/guide/generating_cluster_ids.html @@ -372,6 +372,15 @@ > +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/guide/index.html b/stable/cleanlab/datalab/guide/index.html index 604a28454..2a252e99c 100644 --- a/stable/cleanlab/datalab/guide/index.html +++ b/stable/cleanlab/datalab/guide/index.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/guide/issue_type_description.html b/stable/cleanlab/datalab/guide/issue_type_description.html index db83ca206..b57cae4bc 100644 --- a/stable/cleanlab/datalab/guide/issue_type_description.html +++ b/stable/cleanlab/datalab/guide/issue_type_description.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); @@ -713,9 +722,10 @@

    Class Imbalance Issue

    Image-specific Issues#

    -

    For image datasets which are properly specified as such, Datalab can detect additional types of image-specific issues (if the necessary optional dependencies are installed). -Specifically, low-quality images which are too: dark/bright, blurry, low information, abnormally sized, etc. -Descriptions of these image-specific issues are provided in the CleanVision package and its documentation.

    +

    Datalab can identify image-specific issues in datasets, such as images that are excessively dark or bright, blurry, lack detail, or have unusual sizes. +To detect these issues, simply specify the image_key argument in Datalab(), indicating the image column name in your dataset. +This functionality currently works only with Hugging Face datasets. You can convert other local dataset formats into a Hugging Face dataset by following this guide. +More information on these image-specific issues is available in the CleanVision package .

    Underperforming Group Issue#

    diff --git a/stable/cleanlab/datalab/index.html b/stable/cleanlab/datalab/index.html index 6c66ef579..d61eeb999 100644 --- a/stable/cleanlab/datalab/index.html +++ b/stable/cleanlab/datalab/index.html @@ -372,6 +372,15 @@ >

  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/data.html b/stable/cleanlab/datalab/internal/data.html index 60dd18420..1d6e81e48 100644 --- a/stable/cleanlab/datalab/internal/data.html +++ b/stable/cleanlab/datalab/internal/data.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/data_issues.html b/stable/cleanlab/datalab/internal/data_issues.html index 56d666a83..8033e09eb 100644 --- a/stable/cleanlab/datalab/internal/data_issues.html +++ b/stable/cleanlab/datalab/internal/data_issues.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/factory.html b/stable/cleanlab/datalab/internal/factory.html index 43b35594d..6b15f93d8 100644 --- a/stable/cleanlab/datalab/internal/factory.html +++ b/stable/cleanlab/datalab/internal/factory.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/index.html b/stable/cleanlab/datalab/internal/index.html index db647d7f6..c173759f4 100644 --- a/stable/cleanlab/datalab/internal/index.html +++ b/stable/cleanlab/datalab/internal/index.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/issue_finder.html b/stable/cleanlab/datalab/internal/issue_finder.html index e59f8453a..fd2ffe2d7 100644 --- a/stable/cleanlab/datalab/internal/issue_finder.html +++ b/stable/cleanlab/datalab/internal/issue_finder.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/issue_manager/_notices/not_registered.html b/stable/cleanlab/datalab/internal/issue_manager/_notices/not_registered.html index 7d924675d..813f6ae65 100644 --- a/stable/cleanlab/datalab/internal/issue_manager/_notices/not_registered.html +++ b/stable/cleanlab/datalab/internal/issue_manager/_notices/not_registered.html @@ -370,6 +370,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/issue_manager/data_valuation.html b/stable/cleanlab/datalab/internal/issue_manager/data_valuation.html index c97281189..49b3e19ff 100644 --- a/stable/cleanlab/datalab/internal/issue_manager/data_valuation.html +++ b/stable/cleanlab/datalab/internal/issue_manager/data_valuation.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/issue_manager/duplicate.html b/stable/cleanlab/datalab/internal/issue_manager/duplicate.html index 81366eed3..9bfd18c3e 100644 --- a/stable/cleanlab/datalab/internal/issue_manager/duplicate.html +++ b/stable/cleanlab/datalab/internal/issue_manager/duplicate.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/issue_manager/imbalance.html b/stable/cleanlab/datalab/internal/issue_manager/imbalance.html index 48afc59e1..e6f06d790 100644 --- a/stable/cleanlab/datalab/internal/issue_manager/imbalance.html +++ b/stable/cleanlab/datalab/internal/issue_manager/imbalance.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/issue_manager/index.html b/stable/cleanlab/datalab/internal/issue_manager/index.html index 9a7683fe4..f3dc7fda3 100644 --- a/stable/cleanlab/datalab/internal/issue_manager/index.html +++ b/stable/cleanlab/datalab/internal/issue_manager/index.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/issue_manager/issue_manager.html b/stable/cleanlab/datalab/internal/issue_manager/issue_manager.html index e7ecefb05..e111af83e 100644 --- a/stable/cleanlab/datalab/internal/issue_manager/issue_manager.html +++ b/stable/cleanlab/datalab/internal/issue_manager/issue_manager.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/issue_manager/label.html b/stable/cleanlab/datalab/internal/issue_manager/label.html index 76d11e948..71a97a015 100644 --- a/stable/cleanlab/datalab/internal/issue_manager/label.html +++ b/stable/cleanlab/datalab/internal/issue_manager/label.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/issue_manager/multilabel/index.html b/stable/cleanlab/datalab/internal/issue_manager/multilabel/index.html index 0e536c1f9..e4cae5a71 100644 --- a/stable/cleanlab/datalab/internal/issue_manager/multilabel/index.html +++ b/stable/cleanlab/datalab/internal/issue_manager/multilabel/index.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/issue_manager/multilabel/label.html b/stable/cleanlab/datalab/internal/issue_manager/multilabel/label.html index c15c6c47b..e8f7cd3c5 100644 --- a/stable/cleanlab/datalab/internal/issue_manager/multilabel/label.html +++ b/stable/cleanlab/datalab/internal/issue_manager/multilabel/label.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/issue_manager/noniid.html b/stable/cleanlab/datalab/internal/issue_manager/noniid.html index e353ed875..b470c3d09 100644 --- a/stable/cleanlab/datalab/internal/issue_manager/noniid.html +++ b/stable/cleanlab/datalab/internal/issue_manager/noniid.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/issue_manager/null.html b/stable/cleanlab/datalab/internal/issue_manager/null.html index 8c074ca22..5f9ea2aa0 100644 --- a/stable/cleanlab/datalab/internal/issue_manager/null.html +++ b/stable/cleanlab/datalab/internal/issue_manager/null.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/issue_manager/outlier.html b/stable/cleanlab/datalab/internal/issue_manager/outlier.html index 8757caa85..9f4fbf18d 100644 --- a/stable/cleanlab/datalab/internal/issue_manager/outlier.html +++ b/stable/cleanlab/datalab/internal/issue_manager/outlier.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/issue_manager/regression/index.html b/stable/cleanlab/datalab/internal/issue_manager/regression/index.html index f0a838ab7..4fd88a53d 100644 --- a/stable/cleanlab/datalab/internal/issue_manager/regression/index.html +++ b/stable/cleanlab/datalab/internal/issue_manager/regression/index.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/issue_manager/regression/label.html b/stable/cleanlab/datalab/internal/issue_manager/regression/label.html index a0058c3a2..b253ef00b 100644 --- a/stable/cleanlab/datalab/internal/issue_manager/regression/label.html +++ b/stable/cleanlab/datalab/internal/issue_manager/regression/label.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/issue_manager/underperforming_group.html b/stable/cleanlab/datalab/internal/issue_manager/underperforming_group.html index d5a88d731..98c1b7a26 100644 --- a/stable/cleanlab/datalab/internal/issue_manager/underperforming_group.html +++ b/stable/cleanlab/datalab/internal/issue_manager/underperforming_group.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/model_outputs.html b/stable/cleanlab/datalab/internal/model_outputs.html index ea9c88393..1c1c79098 100644 --- a/stable/cleanlab/datalab/internal/model_outputs.html +++ b/stable/cleanlab/datalab/internal/model_outputs.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/report.html b/stable/cleanlab/datalab/internal/report.html index b47498da8..2fed6297f 100644 --- a/stable/cleanlab/datalab/internal/report.html +++ b/stable/cleanlab/datalab/internal/report.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/internal/task.html b/stable/cleanlab/datalab/internal/task.html index 513fcea74..f62c85add 100644 --- a/stable/cleanlab/datalab/internal/task.html +++ b/stable/cleanlab/datalab/internal/task.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/datalab/optional_dependencies.html b/stable/cleanlab/datalab/optional_dependencies.html index e0467bef2..4677fbbdb 100644 --- a/stable/cleanlab/datalab/optional_dependencies.html +++ b/stable/cleanlab/datalab/optional_dependencies.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/dataset.html b/stable/cleanlab/dataset.html index 6fd9adc7a..7365bd10e 100644 --- a/stable/cleanlab/dataset.html +++ b/stable/cleanlab/dataset.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/experimental/cifar_cnn.html b/stable/cleanlab/experimental/cifar_cnn.html index 7ccdfdcd8..18e8d7d1a 100644 --- a/stable/cleanlab/experimental/cifar_cnn.html +++ b/stable/cleanlab/experimental/cifar_cnn.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/experimental/coteaching.html b/stable/cleanlab/experimental/coteaching.html index 2b4bc4e6a..48944f4ad 100644 --- a/stable/cleanlab/experimental/coteaching.html +++ b/stable/cleanlab/experimental/coteaching.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/experimental/index.html b/stable/cleanlab/experimental/index.html index f4183b74f..b01ff9a82 100644 --- a/stable/cleanlab/experimental/index.html +++ b/stable/cleanlab/experimental/index.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/experimental/label_issues_batched.html b/stable/cleanlab/experimental/label_issues_batched.html index dedcf4bc8..0e51b98a8 100644 --- a/stable/cleanlab/experimental/label_issues_batched.html +++ b/stable/cleanlab/experimental/label_issues_batched.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/experimental/mnist_pytorch.html b/stable/cleanlab/experimental/mnist_pytorch.html index 15a462632..7f36a541b 100644 --- a/stable/cleanlab/experimental/mnist_pytorch.html +++ b/stable/cleanlab/experimental/mnist_pytorch.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/experimental/span_classification.html b/stable/cleanlab/experimental/span_classification.html index ebae95900..bc7f0d603 100644 --- a/stable/cleanlab/experimental/span_classification.html +++ b/stable/cleanlab/experimental/span_classification.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/filter.html b/stable/cleanlab/filter.html index e8c95eea0..27616cd0a 100644 --- a/stable/cleanlab/filter.html +++ b/stable/cleanlab/filter.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/internal/index.html b/stable/cleanlab/internal/index.html index c9de43b41..d1fd76c54 100644 --- a/stable/cleanlab/internal/index.html +++ b/stable/cleanlab/internal/index.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/internal/label_quality_utils.html b/stable/cleanlab/internal/label_quality_utils.html index 189e0d688..6f7a9df0b 100644 --- a/stable/cleanlab/internal/label_quality_utils.html +++ b/stable/cleanlab/internal/label_quality_utils.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/internal/latent_algebra.html b/stable/cleanlab/internal/latent_algebra.html index 3bb18465a..d8c3509c7 100644 --- a/stable/cleanlab/internal/latent_algebra.html +++ b/stable/cleanlab/internal/latent_algebra.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/internal/multiannotator_utils.html b/stable/cleanlab/internal/multiannotator_utils.html index a5bb7a1bc..4071e7076 100644 --- a/stable/cleanlab/internal/multiannotator_utils.html +++ b/stable/cleanlab/internal/multiannotator_utils.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/internal/multilabel_scorer.html b/stable/cleanlab/internal/multilabel_scorer.html index 2640dc5e7..e1b8c1674 100644 --- a/stable/cleanlab/internal/multilabel_scorer.html +++ b/stable/cleanlab/internal/multilabel_scorer.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/internal/multilabel_utils.html b/stable/cleanlab/internal/multilabel_utils.html index 5731ab2ff..432273fae 100644 --- a/stable/cleanlab/internal/multilabel_utils.html +++ b/stable/cleanlab/internal/multilabel_utils.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/internal/outlier.html b/stable/cleanlab/internal/outlier.html index 3fb425cc9..4e610f672 100644 --- a/stable/cleanlab/internal/outlier.html +++ b/stable/cleanlab/internal/outlier.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/internal/token_classification_utils.html b/stable/cleanlab/internal/token_classification_utils.html index 59aa7bdd9..5cb88cc03 100644 --- a/stable/cleanlab/internal/token_classification_utils.html +++ b/stable/cleanlab/internal/token_classification_utils.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/internal/util.html b/stable/cleanlab/internal/util.html index f99a20a9f..00546656d 100644 --- a/stable/cleanlab/internal/util.html +++ b/stable/cleanlab/internal/util.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/internal/validation.html b/stable/cleanlab/internal/validation.html index ff7fd3c10..b16338011 100644 --- a/stable/cleanlab/internal/validation.html +++ b/stable/cleanlab/internal/validation.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/models/fasttext.html b/stable/cleanlab/models/fasttext.html index 25b3e55d3..905943fc9 100644 --- a/stable/cleanlab/models/fasttext.html +++ b/stable/cleanlab/models/fasttext.html @@ -370,6 +370,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/models/index.html b/stable/cleanlab/models/index.html index 0619f0e4e..4f46c1321 100644 --- a/stable/cleanlab/models/index.html +++ b/stable/cleanlab/models/index.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); diff --git a/stable/cleanlab/models/keras.html b/stable/cleanlab/models/keras.html index da14570f6..430051607 100644 --- a/stable/cleanlab/models/keras.html +++ b/stable/cleanlab/models/keras.html @@ -372,6 +372,15 @@ >
  • +
  • + v2.6.3 +
  • +
  • Warning

    -

    This documentation is for an old version (v2.6.2) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    +

    This documentation is for an old version (v2.6.3) of cleanlab. To see the documentation for the latest stable version (` + version_number + `), click here.

    `; } else { document.getElementById("doc_ver_warning").remove(); @@ -585,6 +594,17 @@

    You must have Tensorflow 2 installed (only compatible with Python versions >= 3.7). This wrapper class is only fully compatible with tensorflow<2.11, if using tensorflow>=2.11, please replace your Optimizer class with the legacy Optimizer here.

    +
    +

    Warning

    +

    For those on TensorFlow version 2.16 or higher, please note that direct compatibility is not yet fully established. +We are actively working to extend support to these newer versions.

    +

    In the interim, users are advised to use TensorFlow versions up to 2.15 to ensure stability and maintain compatibility. +This can be done by specifying the TensorFlow version in your package manager, for example:

    +
    pip install tensorflow<2.16
    +
    +
    +

    This approach ensures that you can continue utilizing the full functionality of this wrapper class until an update accommodating newer TensorFlow versions is released.

    +

    Tips: