From 510aa5d12e184ea93b8224b601ddbee94faace1d Mon Sep 17 00:00:00 2001
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) of cleanlab
. To see the documentation for the latest stable version (` + version_number + `
), click here.v2.6.3
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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 @@
>
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Source code for cleanlab.datalab.internal.issue_manager.duplicate
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"""
# 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
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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 @@
>
+
v2.6.2
) of cleanlab
. To see the documentation for the latest stable version (` + version_number + `
), click here.v2.6.3
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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 @@
>
+
v2.6.2
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. To see the documentation for the latest stable version (` + version_number + `
), click here.v2.6.3
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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.
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 @@
>
+
Warning
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), click here.
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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 .
Warning
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This documentation is for an old version (v2.6.3
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This documentation is for an old version (v2.6.3
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This documentation is for an old version (v2.6.3
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This documentation is for an old version (v2.6.3
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This documentation is for an old version (v2.6.3
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-This documentation is for an old version (v2.6.2
) of cleanlab
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This documentation is for an old version (v2.6.3
) of cleanlab
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-This documentation is for an old version (v2.6.2
) of cleanlab
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This documentation is for an old version (v2.6.3
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This documentation is for an old version (v2.6.3
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This documentation is for an old version (v2.6.3
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This documentation is for an old version (v2.6.3
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This documentation is for an old version (v2.6.3
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This documentation is for an old version (v2.6.3
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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:
If this class lacks certain functionality, you can alternatively try scikeras.
Warning
-This documentation is for an old version (v2.6.2
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This documentation is for an old version (v2.6.3
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This documentation is for an old version (v2.6.3
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) of cleanlab
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This documentation is for an old version (v2.6.3
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This documentation is for an old version (v2.6.3
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) of cleanlab
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This documentation is for an old version (v2.6.3
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This documentation is for an old version (v2.6.3
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This documentation is for an old version (v2.6.3
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) of cleanlab
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This documentation is for an old version (v2.6.3
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Warning
-This documentation is for an old version (v2.6.2
) of cleanlab
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This documentation is for an old version (v2.6.3
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This documentation is for an old version (v2.6.3
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This documentation is for an old version (v2.6.3
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) of cleanlab
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This documentation is for an old version (v2.6.3
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This documentation is for an old version (v2.6.3
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) of cleanlab
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This documentation is for an old version (v2.6.3
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Warning
-This documentation is for an old version (v2.6.2
) of cleanlab
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This documentation is for an old version (v2.6.3
) of cleanlab
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-This documentation is for an old version (v2.6.2
) of cleanlab
. To see the documentation for the latest stable version (` + version_number + `
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This documentation is for an old version (v2.6.3
) of cleanlab
. To see the documentation for the latest stable version (` + version_number + `
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Warning
-This documentation is for an old version (v2.6.2
) of cleanlab
. To see the documentation for the latest stable version (` + version_number + `
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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.
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.
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.
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.
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.
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.
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.
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.
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.
- + Run in Google Colab @@ -1305,7 +1314,7 @@
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.
- + Run in Google Colab @@ -1108,7 +1117,7 @@
-/home/runner/work/cleanlab/cleanlab/cleanlab/datalab/internal/data_issues.py:348: UserWarning: Overwriting columns ['outlier_score', 'is_outlier_issue'] in self.issues with columns from issue manager OutlierIssueManager.
+/home/runner/work/cleanlab/cleanlab/cleanlab/datalab/internal/data_issues.py:348: UserWarning: Overwriting columns ['is_outlier_issue', 'outlier_score'] in self.issues with columns from issue manager OutlierIssueManager.
warnings.warn(
/home/runner/work/cleanlab/cleanlab/cleanlab/datalab/internal/data_issues.py:378: UserWarning: Overwriting row in self.issue_summary with row from issue manager OutlierIssueManager.
warnings.warn(
@@ -1239,7 +1248,7 @@ Functionality 3: Save and load Datalab objects
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.
- + Run in Google Colab diff --git a/stable/tutorials/datalab/datalab_quickstart.ipynb b/stable/tutorials/datalab/datalab_quickstart.ipynb index 3c9856aa5..20dddb81a 100644 --- a/stable/tutorials/datalab/datalab_quickstart.ipynb +++ b/stable/tutorials/datalab/datalab_quickstart.ipynb @@ -78,10 +78,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:22:56.758146Z", - "iopub.status.busy": "2024-03-08T16:22:56.757969Z", - "iopub.status.idle": "2024-03-08T16:22:57.828083Z", - "shell.execute_reply": "2024-03-08T16:22:57.827536Z" + "iopub.execute_input": "2024-03-19T22:12:38.973844Z", + "iopub.status.busy": "2024-03-19T22:12:38.973435Z", + "iopub.status.idle": "2024-03-19T22:12:40.061156Z", + "shell.execute_reply": "2024-03-19T22:12:40.060633Z" }, "nbsphinx": "hidden" }, @@ -91,7 +91,7 @@ "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", @@ -116,10 +116,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:22:57.830686Z", - "iopub.status.busy": "2024-03-08T16:22:57.830228Z", - "iopub.status.idle": "2024-03-08T16:22:57.833251Z", - "shell.execute_reply": "2024-03-08T16:22:57.832822Z" + "iopub.execute_input": "2024-03-19T22:12:40.063598Z", + "iopub.status.busy": "2024-03-19T22:12:40.063289Z", + "iopub.status.idle": "2024-03-19T22:12:40.066334Z", + "shell.execute_reply": "2024-03-19T22:12:40.065833Z" } }, "outputs": [], @@ -250,10 +250,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:22:57.835408Z", - "iopub.status.busy": "2024-03-08T16:22:57.835087Z", - "iopub.status.idle": "2024-03-08T16:22:57.844233Z", - "shell.execute_reply": "2024-03-08T16:22:57.843791Z" + "iopub.execute_input": "2024-03-19T22:12:40.068508Z", + "iopub.status.busy": "2024-03-19T22:12:40.068121Z", + "iopub.status.idle": "2024-03-19T22:12:40.077346Z", + "shell.execute_reply": "2024-03-19T22:12:40.076833Z" }, "nbsphinx": "hidden" }, @@ -356,10 +356,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:22:57.846129Z", - "iopub.status.busy": "2024-03-08T16:22:57.845801Z", - "iopub.status.idle": "2024-03-08T16:22:57.850135Z", - "shell.execute_reply": "2024-03-08T16:22:57.849603Z" + "iopub.execute_input": "2024-03-19T22:12:40.079356Z", + "iopub.status.busy": "2024-03-19T22:12:40.079021Z", + "iopub.status.idle": "2024-03-19T22:12:40.083820Z", + "shell.execute_reply": "2024-03-19T22:12:40.083309Z" } }, "outputs": [], @@ -448,10 +448,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:22:57.852406Z", - "iopub.status.busy": "2024-03-08T16:22:57.852157Z", - "iopub.status.idle": "2024-03-08T16:22:58.029963Z", - "shell.execute_reply": "2024-03-08T16:22:58.029465Z" + "iopub.execute_input": "2024-03-19T22:12:40.086004Z", + "iopub.status.busy": "2024-03-19T22:12:40.085665Z", + "iopub.status.idle": "2024-03-19T22:12:40.267615Z", + "shell.execute_reply": "2024-03-19T22:12:40.267102Z" }, "nbsphinx": "hidden" }, @@ -520,10 +520,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:22:58.032038Z", - "iopub.status.busy": "2024-03-08T16:22:58.031767Z", - "iopub.status.idle": "2024-03-08T16:22:58.347188Z", - "shell.execute_reply": "2024-03-08T16:22:58.346622Z" + "iopub.execute_input": "2024-03-19T22:12:40.270034Z", + "iopub.status.busy": "2024-03-19T22:12:40.269793Z", + "iopub.status.idle": "2024-03-19T22:12:40.638208Z", + "shell.execute_reply": "2024-03-19T22:12:40.637668Z" } }, "outputs": [ @@ -559,10 +559,10 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:22:58.349226Z", - "iopub.status.busy": "2024-03-08T16:22:58.349022Z", - "iopub.status.idle": "2024-03-08T16:22:58.351867Z", - "shell.execute_reply": "2024-03-08T16:22:58.351311Z" + "iopub.execute_input": "2024-03-19T22:12:40.640383Z", + "iopub.status.busy": "2024-03-19T22:12:40.640035Z", + "iopub.status.idle": "2024-03-19T22:12:40.642665Z", + "shell.execute_reply": "2024-03-19T22:12:40.642245Z" } }, "outputs": [], @@ -602,10 +602,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:22:58.354051Z", - "iopub.status.busy": "2024-03-08T16:22:58.353700Z", - "iopub.status.idle": "2024-03-08T16:22:58.389344Z", - "shell.execute_reply": "2024-03-08T16:22:58.388797Z" + "iopub.execute_input": "2024-03-19T22:12:40.644564Z", + "iopub.status.busy": "2024-03-19T22:12:40.644382Z", + "iopub.status.idle": "2024-03-19T22:12:40.679244Z", + "shell.execute_reply": "2024-03-19T22:12:40.678799Z" } }, "outputs": [ @@ -647,10 +647,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:22:58.391311Z", - "iopub.status.busy": "2024-03-08T16:22:58.391135Z", - "iopub.status.idle": "2024-03-08T16:23:00.001263Z", - "shell.execute_reply": "2024-03-08T16:23:00.000743Z" + "iopub.execute_input": "2024-03-19T22:12:40.681270Z", + "iopub.status.busy": "2024-03-19T22:12:40.680945Z", + "iopub.status.idle": "2024-03-19T22:12:42.306393Z", + "shell.execute_reply": "2024-03-19T22:12:42.305791Z" } }, "outputs": [ @@ -703,10 +703,10 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:00.003972Z", - "iopub.status.busy": "2024-03-08T16:23:00.003218Z", - "iopub.status.idle": "2024-03-08T16:23:00.022899Z", - "shell.execute_reply": "2024-03-08T16:23:00.022471Z" + "iopub.execute_input": "2024-03-19T22:12:42.309107Z", + "iopub.status.busy": "2024-03-19T22:12:42.308541Z", + "iopub.status.idle": "2024-03-19T22:12:42.328514Z", + "shell.execute_reply": "2024-03-19T22:12:42.328047Z" } }, "outputs": [ @@ -834,10 +834,10 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:00.024961Z", - "iopub.status.busy": "2024-03-08T16:23:00.024660Z", - "iopub.status.idle": "2024-03-08T16:23:00.030896Z", - "shell.execute_reply": "2024-03-08T16:23:00.030391Z" + "iopub.execute_input": "2024-03-19T22:12:42.330649Z", + "iopub.status.busy": "2024-03-19T22:12:42.330318Z", + "iopub.status.idle": "2024-03-19T22:12:42.336849Z", + "shell.execute_reply": "2024-03-19T22:12:42.336434Z" } }, "outputs": [ @@ -948,10 +948,10 @@ "execution_count": 12, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:00.032838Z", - "iopub.status.busy": "2024-03-08T16:23:00.032538Z", - "iopub.status.idle": "2024-03-08T16:23:00.038122Z", - "shell.execute_reply": "2024-03-08T16:23:00.037699Z" + "iopub.execute_input": "2024-03-19T22:12:42.338815Z", + "iopub.status.busy": "2024-03-19T22:12:42.338496Z", + "iopub.status.idle": "2024-03-19T22:12:42.344045Z", + "shell.execute_reply": "2024-03-19T22:12:42.343555Z" } }, "outputs": [ @@ -1018,10 +1018,10 @@ "execution_count": 13, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:00.040066Z", - "iopub.status.busy": "2024-03-08T16:23:00.039765Z", - "iopub.status.idle": "2024-03-08T16:23:00.049676Z", - "shell.execute_reply": "2024-03-08T16:23:00.049259Z" + "iopub.execute_input": "2024-03-19T22:12:42.346031Z", + "iopub.status.busy": "2024-03-19T22:12:42.345725Z", + "iopub.status.idle": "2024-03-19T22:12:42.355950Z", + "shell.execute_reply": "2024-03-19T22:12:42.355418Z" } }, "outputs": [ @@ -1213,10 +1213,10 @@ "execution_count": 14, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:00.051596Z", - "iopub.status.busy": "2024-03-08T16:23:00.051284Z", - "iopub.status.idle": "2024-03-08T16:23:00.059957Z", - "shell.execute_reply": "2024-03-08T16:23:00.059460Z" + "iopub.execute_input": "2024-03-19T22:12:42.357889Z", + "iopub.status.busy": "2024-03-19T22:12:42.357592Z", + "iopub.status.idle": "2024-03-19T22:12:42.366642Z", + "shell.execute_reply": "2024-03-19T22:12:42.366087Z" } }, "outputs": [ @@ -1332,10 +1332,10 @@ "execution_count": 15, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:00.061992Z", - "iopub.status.busy": "2024-03-08T16:23:00.061600Z", - "iopub.status.idle": "2024-03-08T16:23:00.068342Z", - "shell.execute_reply": "2024-03-08T16:23:00.067814Z" + "iopub.execute_input": "2024-03-19T22:12:42.368599Z", + "iopub.status.busy": "2024-03-19T22:12:42.368296Z", + "iopub.status.idle": "2024-03-19T22:12:42.374873Z", + "shell.execute_reply": "2024-03-19T22:12:42.374405Z" }, "scrolled": true }, @@ -1460,10 +1460,10 @@ "execution_count": 16, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:00.070217Z", - "iopub.status.busy": "2024-03-08T16:23:00.069918Z", - "iopub.status.idle": "2024-03-08T16:23:00.078925Z", - "shell.execute_reply": "2024-03-08T16:23:00.078413Z" + "iopub.execute_input": "2024-03-19T22:12:42.376870Z", + "iopub.status.busy": "2024-03-19T22:12:42.376542Z", + "iopub.status.idle": "2024-03-19T22:12:42.385503Z", + "shell.execute_reply": "2024-03-19T22:12:42.385089Z" } }, "outputs": [ diff --git a/stable/tutorials/datalab/index.html b/stable/tutorials/datalab/index.html index d896dd617..4e4b52667 100644 --- a/stable/tutorials/datalab/index.html +++ b/stable/tutorials/datalab/index.html @@ -372,6 +372,15 @@ > +
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.
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.
- + Run in Google Colab diff --git a/stable/tutorials/datalab/tabular.ipynb b/stable/tutorials/datalab/tabular.ipynb index f15b028f9..f787effc3 100644 --- a/stable/tutorials/datalab/tabular.ipynb +++ b/stable/tutorials/datalab/tabular.ipynb @@ -74,10 +74,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:02.656323Z", - "iopub.status.busy": "2024-03-08T16:23:02.656147Z", - "iopub.status.idle": "2024-03-08T16:23:03.680128Z", - "shell.execute_reply": "2024-03-08T16:23:03.679506Z" + "iopub.execute_input": "2024-03-19T22:12:44.901910Z", + "iopub.status.busy": "2024-03-19T22:12:44.901360Z", + "iopub.status.idle": "2024-03-19T22:12:45.931927Z", + "shell.execute_reply": "2024-03-19T22:12:45.931377Z" }, "nbsphinx": "hidden" }, @@ -87,7 +87,7 @@ "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", @@ -112,10 +112,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:03.682726Z", - "iopub.status.busy": "2024-03-08T16:23:03.682454Z", - "iopub.status.idle": "2024-03-08T16:23:03.701128Z", - "shell.execute_reply": "2024-03-08T16:23:03.700611Z" + "iopub.execute_input": "2024-03-19T22:12:45.934447Z", + "iopub.status.busy": "2024-03-19T22:12:45.934008Z", + "iopub.status.idle": "2024-03-19T22:12:45.952598Z", + "shell.execute_reply": "2024-03-19T22:12:45.952158Z" } }, "outputs": [], @@ -155,10 +155,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:03.703221Z", - "iopub.status.busy": "2024-03-08T16:23:03.702856Z", - "iopub.status.idle": "2024-03-08T16:23:03.868120Z", - "shell.execute_reply": "2024-03-08T16:23:03.867583Z" + "iopub.execute_input": "2024-03-19T22:12:45.954604Z", + "iopub.status.busy": "2024-03-19T22:12:45.954282Z", + "iopub.status.idle": "2024-03-19T22:12:46.142182Z", + "shell.execute_reply": "2024-03-19T22:12:46.141610Z" } }, "outputs": [ @@ -265,10 +265,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:03.869986Z", - "iopub.status.busy": "2024-03-08T16:23:03.869812Z", - "iopub.status.idle": "2024-03-08T16:23:03.873269Z", - "shell.execute_reply": "2024-03-08T16:23:03.872818Z" + "iopub.execute_input": "2024-03-19T22:12:46.144192Z", + "iopub.status.busy": "2024-03-19T22:12:46.143979Z", + "iopub.status.idle": "2024-03-19T22:12:46.147484Z", + "shell.execute_reply": "2024-03-19T22:12:46.146953Z" } }, "outputs": [], @@ -289,10 +289,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:03.875246Z", - "iopub.status.busy": "2024-03-08T16:23:03.874942Z", - "iopub.status.idle": "2024-03-08T16:23:03.882317Z", - "shell.execute_reply": "2024-03-08T16:23:03.881898Z" + "iopub.execute_input": "2024-03-19T22:12:46.149617Z", + "iopub.status.busy": "2024-03-19T22:12:46.149302Z", + "iopub.status.idle": "2024-03-19T22:12:46.156813Z", + "shell.execute_reply": "2024-03-19T22:12:46.156418Z" } }, "outputs": [], @@ -337,10 +337,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:03.884443Z", - "iopub.status.busy": "2024-03-08T16:23:03.884044Z", - "iopub.status.idle": "2024-03-08T16:23:03.886701Z", - "shell.execute_reply": "2024-03-08T16:23:03.886178Z" + "iopub.execute_input": "2024-03-19T22:12:46.158848Z", + "iopub.status.busy": "2024-03-19T22:12:46.158539Z", + "iopub.status.idle": "2024-03-19T22:12:46.161174Z", + "shell.execute_reply": "2024-03-19T22:12:46.160621Z" } }, "outputs": [], @@ -363,10 +363,10 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:03.888910Z", - "iopub.status.busy": "2024-03-08T16:23:03.888538Z", - "iopub.status.idle": "2024-03-08T16:23:06.878306Z", - "shell.execute_reply": "2024-03-08T16:23:06.877678Z" + "iopub.execute_input": "2024-03-19T22:12:46.163057Z", + "iopub.status.busy": "2024-03-19T22:12:46.162755Z", + "iopub.status.idle": "2024-03-19T22:12:49.265714Z", + "shell.execute_reply": "2024-03-19T22:12:49.265199Z" } }, "outputs": [], @@ -402,10 +402,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:06.880912Z", - "iopub.status.busy": "2024-03-08T16:23:06.880583Z", - "iopub.status.idle": "2024-03-08T16:23:06.889887Z", - "shell.execute_reply": "2024-03-08T16:23:06.889371Z" + "iopub.execute_input": "2024-03-19T22:12:49.268567Z", + "iopub.status.busy": "2024-03-19T22:12:49.268187Z", + "iopub.status.idle": "2024-03-19T22:12:49.277809Z", + "shell.execute_reply": "2024-03-19T22:12:49.277262Z" } }, "outputs": [], @@ -437,10 +437,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:06.891950Z", - "iopub.status.busy": "2024-03-08T16:23:06.891666Z", - "iopub.status.idle": "2024-03-08T16:23:08.598777Z", - "shell.execute_reply": "2024-03-08T16:23:08.598180Z" + "iopub.execute_input": "2024-03-19T22:12:49.279959Z", + "iopub.status.busy": "2024-03-19T22:12:49.279649Z", + "iopub.status.idle": "2024-03-19T22:12:51.016993Z", + "shell.execute_reply": "2024-03-19T22:12:51.016396Z" } }, "outputs": [ @@ -477,10 +477,10 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:08.601838Z", - "iopub.status.busy": "2024-03-08T16:23:08.601089Z", - "iopub.status.idle": "2024-03-08T16:23:08.623958Z", - "shell.execute_reply": "2024-03-08T16:23:08.623484Z" + "iopub.execute_input": "2024-03-19T22:12:51.020888Z", + "iopub.status.busy": "2024-03-19T22:12:51.019609Z", + "iopub.status.idle": "2024-03-19T22:12:51.044291Z", + "shell.execute_reply": "2024-03-19T22:12:51.043805Z" }, "scrolled": true }, @@ -605,10 +605,10 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:08.626231Z", - "iopub.status.busy": "2024-03-08T16:23:08.625870Z", - "iopub.status.idle": "2024-03-08T16:23:08.634809Z", - "shell.execute_reply": "2024-03-08T16:23:08.634348Z" + "iopub.execute_input": "2024-03-19T22:12:51.047710Z", + "iopub.status.busy": "2024-03-19T22:12:51.046785Z", + "iopub.status.idle": "2024-03-19T22:12:51.057826Z", + "shell.execute_reply": "2024-03-19T22:12:51.057358Z" } }, "outputs": [ @@ -712,10 +712,10 @@ "execution_count": 12, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:08.637085Z", - "iopub.status.busy": "2024-03-08T16:23:08.636722Z", - "iopub.status.idle": "2024-03-08T16:23:08.647297Z", - "shell.execute_reply": "2024-03-08T16:23:08.646842Z" + "iopub.execute_input": "2024-03-19T22:12:51.061208Z", + "iopub.status.busy": "2024-03-19T22:12:51.060300Z", + "iopub.status.idle": "2024-03-19T22:12:51.073095Z", + "shell.execute_reply": "2024-03-19T22:12:51.072624Z" } }, "outputs": [ @@ -844,10 +844,10 @@ "execution_count": 13, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:08.649603Z", - "iopub.status.busy": "2024-03-08T16:23:08.649246Z", - "iopub.status.idle": "2024-03-08T16:23:08.658053Z", - "shell.execute_reply": "2024-03-08T16:23:08.657591Z" + "iopub.execute_input": "2024-03-19T22:12:51.076531Z", + "iopub.status.busy": "2024-03-19T22:12:51.075628Z", + "iopub.status.idle": "2024-03-19T22:12:51.086509Z", + "shell.execute_reply": "2024-03-19T22:12:51.086043Z" } }, "outputs": [ @@ -961,10 +961,10 @@ "execution_count": 14, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:08.661087Z", - "iopub.status.busy": "2024-03-08T16:23:08.660197Z", - "iopub.status.idle": "2024-03-08T16:23:08.671913Z", - "shell.execute_reply": "2024-03-08T16:23:08.671536Z" + "iopub.execute_input": "2024-03-19T22:12:51.088914Z", + "iopub.status.busy": "2024-03-19T22:12:51.088737Z", + "iopub.status.idle": "2024-03-19T22:12:51.098340Z", + "shell.execute_reply": "2024-03-19T22:12:51.097967Z" } }, "outputs": [ @@ -1075,10 +1075,10 @@ "execution_count": 15, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:08.674703Z", - "iopub.status.busy": "2024-03-08T16:23:08.673831Z", - "iopub.status.idle": "2024-03-08T16:23:08.680959Z", - "shell.execute_reply": "2024-03-08T16:23:08.680555Z" + "iopub.execute_input": "2024-03-19T22:12:51.100438Z", + "iopub.status.busy": "2024-03-19T22:12:51.100264Z", + "iopub.status.idle": "2024-03-19T22:12:51.107438Z", + "shell.execute_reply": "2024-03-19T22:12:51.106698Z" } }, "outputs": [ @@ -1162,10 +1162,10 @@ "execution_count": 16, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:08.683161Z", - "iopub.status.busy": "2024-03-08T16:23:08.682700Z", - "iopub.status.idle": "2024-03-08T16:23:08.689363Z", - "shell.execute_reply": "2024-03-08T16:23:08.688840Z" + "iopub.execute_input": "2024-03-19T22:12:51.109538Z", + "iopub.status.busy": "2024-03-19T22:12:51.109361Z", + "iopub.status.idle": "2024-03-19T22:12:51.116316Z", + "shell.execute_reply": "2024-03-19T22:12:51.115746Z" } }, "outputs": [ @@ -1258,10 +1258,10 @@ "execution_count": 17, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:08.691368Z", - "iopub.status.busy": "2024-03-08T16:23:08.691083Z", - "iopub.status.idle": "2024-03-08T16:23:08.697469Z", - "shell.execute_reply": "2024-03-08T16:23:08.696933Z" + "iopub.execute_input": "2024-03-19T22:12:51.118321Z", + "iopub.status.busy": "2024-03-19T22:12:51.118018Z", + "iopub.status.idle": "2024-03-19T22:12:51.124757Z", + "shell.execute_reply": "2024-03-19T22:12:51.124202Z" }, "nbsphinx": "hidden" }, diff --git a/stable/tutorials/datalab/text.html b/stable/tutorials/datalab/text.html index 8937de921..5049147e2 100644 --- a/stable/tutorials/datalab/text.html +++ b/stable/tutorials/datalab/text.html @@ -373,6 +373,15 @@ >
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.
- + Run in Google Colab @@ -744,7 +753,7 @@
This dataset has 10 classes.
-Classes: {'getting_spare_card', 'cancel_transfer', 'beneficiary_not_allowed', 'supported_cards_and_currencies', 'card_about_to_expire', 'change_pin', 'lost_or_stolen_phone', 'apple_pay_or_google_pay', 'visa_or_mastercard', 'card_payment_fee_charged'}
+Classes: {'beneficiary_not_allowed', 'supported_cards_and_currencies', 'cancel_transfer', 'card_payment_fee_charged', 'change_pin', 'apple_pay_or_google_pay', 'visa_or_mastercard', 'getting_spare_card', 'card_about_to_expire', 'lost_or_stolen_phone'}
Let’s view the i-th example in the dataset:
@@ -791,43 +800,43 @@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.
- + Run in Google Colab diff --git a/stable/tutorials/dataset_health.ipynb b/stable/tutorials/dataset_health.ipynb index fec0f293e..a4db83cef 100644 --- a/stable/tutorials/dataset_health.ipynb +++ b/stable/tutorials/dataset_health.ipynb @@ -68,10 +68,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:24.966280Z", - "iopub.status.busy": "2024-03-08T16:23:24.965882Z", - "iopub.status.idle": "2024-03-08T16:23:25.998547Z", - "shell.execute_reply": "2024-03-08T16:23:25.997930Z" + "iopub.execute_input": "2024-03-19T22:13:07.583086Z", + "iopub.status.busy": "2024-03-19T22:13:07.582917Z", + "iopub.status.idle": "2024-03-19T22:13:08.624933Z", + "shell.execute_reply": "2024-03-19T22:13:08.624450Z" }, "nbsphinx": "hidden" }, @@ -83,7 +83,7 @@ "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", @@ -108,10 +108,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:26.001176Z", - "iopub.status.busy": "2024-03-08T16:23:26.000901Z", - "iopub.status.idle": "2024-03-08T16:23:26.003803Z", - "shell.execute_reply": "2024-03-08T16:23:26.003261Z" + "iopub.execute_input": "2024-03-19T22:13:08.627618Z", + "iopub.status.busy": "2024-03-19T22:13:08.627163Z", + "iopub.status.idle": "2024-03-19T22:13:08.630453Z", + "shell.execute_reply": "2024-03-19T22:13:08.630045Z" }, "id": "_UvI80l42iyi" }, @@ -201,10 +201,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:26.006017Z", - "iopub.status.busy": "2024-03-08T16:23:26.005792Z", - "iopub.status.idle": "2024-03-08T16:23:26.017626Z", - "shell.execute_reply": "2024-03-08T16:23:26.017169Z" + "iopub.execute_input": "2024-03-19T22:13:08.632497Z", + "iopub.status.busy": "2024-03-19T22:13:08.632335Z", + "iopub.status.idle": "2024-03-19T22:13:08.643997Z", + "shell.execute_reply": "2024-03-19T22:13:08.643549Z" }, "nbsphinx": "hidden" }, @@ -283,10 +283,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:23:26.019673Z", - "iopub.status.busy": "2024-03-08T16:23:26.019250Z", - "iopub.status.idle": "2024-03-08T16:23:31.362879Z", - "shell.execute_reply": "2024-03-08T16:23:31.362289Z" + "iopub.execute_input": "2024-03-19T22:13:08.645961Z", + "iopub.status.busy": "2024-03-19T22:13:08.645662Z", + "iopub.status.idle": "2024-03-19T22:13:13.588661Z", + "shell.execute_reply": "2024-03-19T22:13:13.588174Z" }, "id": "dhTHOg8Pyv5G" }, diff --git a/stable/tutorials/faq.html b/stable/tutorials/faq.html index 4ea701965..e1e2049a8 100644 --- a/stable/tutorials/faq.html +++ b/stable/tutorials/faq.html @@ -373,6 +373,15 @@ > +
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.
- + Run in Google Colab @@ -784,13 +793,13 @@
Professional support and services are also available from our ML experts, learn more by emailing: team@cleanlab.ai
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.
- + Run in Google Colab @@ -681,21 +690,21 @@
-Downloading data: 100%|██████████| 30.9M/30.9M [00:00<00:00, 59.5MB/s]
-Downloading data: 100%|██████████| 5.18M/5.18M [00:00<00:00, 51.2MB/s]
+Downloading data: 100%|██████████| 30.9M/30.9M [00:00<00:00, 65.4MB/s]
+Downloading data: 100%|██████████| 5.18M/5.18M [00:00<00:00, 56.0MB/s]
Convert the transformed dataset to a torch dataset. Torch datasets are more efficient with dataloading in practice.
Training on fold: 1 ... -epoch: 1 loss: 0.482 test acc: 86.720 time_taken: 4.843 -epoch: 2 loss: 0.329 test acc: 88.195 time_taken: 4.392 +epoch: 1 loss: 0.482 test acc: 86.720 time_taken: 4.744 +epoch: 2 loss: 0.329 test acc: 88.195 time_taken: 4.517 Computing feature embeddings ...
Training on fold: 2 ... -epoch: 1 loss: 0.493 test acc: 87.060 time_taken: 4.642 -epoch: 2 loss: 0.330 test acc: 88.505 time_taken: 4.460 +epoch: 1 loss: 0.493 test acc: 87.060 time_taken: 4.651 +epoch: 2 loss: 0.330 test acc: 88.505 time_taken: 4.440 Computing feature embeddings ...
Training on fold: 3 ... -epoch: 1 loss: 0.476 test acc: 86.340 time_taken: 4.659 -epoch: 2 loss: 0.328 test acc: 86.310 time_taken: 4.353 +epoch: 1 loss: 0.476 test acc: 86.340 time_taken: 4.758 +epoch: 2 loss: 0.328 test acc: 86.310 time_taken: 4.629 Computing feature embeddings ...
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.
- + Run in Google Colab diff --git a/stable/tutorials/indepth_overview.ipynb b/stable/tutorials/indepth_overview.ipynb index 903b0c657..a236abd0e 100644 --- a/stable/tutorials/indepth_overview.ipynb +++ b/stable/tutorials/indepth_overview.ipynb @@ -53,10 +53,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:36.228126Z", - "iopub.status.busy": "2024-03-08T16:28:36.227954Z", - "iopub.status.idle": "2024-03-08T16:28:37.358194Z", - "shell.execute_reply": "2024-03-08T16:28:37.357654Z" + "iopub.execute_input": "2024-03-19T22:18:17.307677Z", + "iopub.status.busy": "2024-03-19T22:18:17.307265Z", + "iopub.status.idle": "2024-03-19T22:18:18.403800Z", + "shell.execute_reply": "2024-03-19T22:18:18.403286Z" }, "nbsphinx": "hidden" }, @@ -68,7 +68,7 @@ "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", @@ -95,10 +95,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:37.360661Z", - "iopub.status.busy": "2024-03-08T16:28:37.360404Z", - "iopub.status.idle": "2024-03-08T16:28:37.541557Z", - "shell.execute_reply": "2024-03-08T16:28:37.541012Z" + "iopub.execute_input": "2024-03-19T22:18:18.406382Z", + "iopub.status.busy": "2024-03-19T22:18:18.405961Z", + "iopub.status.idle": "2024-03-19T22:18:18.584601Z", + "shell.execute_reply": "2024-03-19T22:18:18.584121Z" }, "id": "avXlHJcXjruP" }, @@ -234,10 +234,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:37.544219Z", - "iopub.status.busy": "2024-03-08T16:28:37.543836Z", - "iopub.status.idle": "2024-03-08T16:28:37.556295Z", - "shell.execute_reply": "2024-03-08T16:28:37.555854Z" + "iopub.execute_input": "2024-03-19T22:18:18.587150Z", + "iopub.status.busy": "2024-03-19T22:18:18.586862Z", + "iopub.status.idle": "2024-03-19T22:18:18.598954Z", + "shell.execute_reply": "2024-03-19T22:18:18.598425Z" }, "nbsphinx": "hidden" }, @@ -340,10 +340,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:37.558374Z", - "iopub.status.busy": "2024-03-08T16:28:37.558031Z", - "iopub.status.idle": "2024-03-08T16:28:37.793674Z", - "shell.execute_reply": "2024-03-08T16:28:37.793116Z" + "iopub.execute_input": "2024-03-19T22:18:18.601117Z", + "iopub.status.busy": "2024-03-19T22:18:18.600743Z", + "iopub.status.idle": "2024-03-19T22:18:18.806428Z", + "shell.execute_reply": "2024-03-19T22:18:18.805861Z" } }, "outputs": [ @@ -393,10 +393,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:37.795835Z", - "iopub.status.busy": "2024-03-08T16:28:37.795614Z", - "iopub.status.idle": "2024-03-08T16:28:37.822348Z", - "shell.execute_reply": "2024-03-08T16:28:37.821781Z" + "iopub.execute_input": "2024-03-19T22:18:18.808818Z", + "iopub.status.busy": "2024-03-19T22:18:18.808411Z", + "iopub.status.idle": "2024-03-19T22:18:18.835300Z", + "shell.execute_reply": "2024-03-19T22:18:18.834872Z" } }, "outputs": [], @@ -428,10 +428,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:37.824459Z", - "iopub.status.busy": "2024-03-08T16:28:37.824156Z", - "iopub.status.idle": "2024-03-08T16:28:39.570752Z", - "shell.execute_reply": "2024-03-08T16:28:39.570119Z" + "iopub.execute_input": "2024-03-19T22:18:18.837235Z", + "iopub.status.busy": "2024-03-19T22:18:18.836943Z", + "iopub.status.idle": "2024-03-19T22:18:20.495432Z", + "shell.execute_reply": "2024-03-19T22:18:20.494760Z" } }, "outputs": [ @@ -475,10 +475,10 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:39.573608Z", - "iopub.status.busy": "2024-03-08T16:28:39.572926Z", - "iopub.status.idle": "2024-03-08T16:28:39.592353Z", - "shell.execute_reply": "2024-03-08T16:28:39.591893Z" + "iopub.execute_input": "2024-03-19T22:18:20.498033Z", + "iopub.status.busy": "2024-03-19T22:18:20.497412Z", + "iopub.status.idle": "2024-03-19T22:18:20.516695Z", + "shell.execute_reply": "2024-03-19T22:18:20.516160Z" }, "scrolled": true }, @@ -603,10 +603,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:39.594340Z", - "iopub.status.busy": "2024-03-08T16:28:39.594010Z", - "iopub.status.idle": "2024-03-08T16:28:41.021506Z", - "shell.execute_reply": "2024-03-08T16:28:41.020958Z" + "iopub.execute_input": "2024-03-19T22:18:20.518643Z", + "iopub.status.busy": "2024-03-19T22:18:20.518452Z", + "iopub.status.idle": "2024-03-19T22:18:21.904371Z", + "shell.execute_reply": "2024-03-19T22:18:21.903724Z" }, "id": "AaHC5MRKjruT" }, @@ -725,10 +725,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:41.024223Z", - "iopub.status.busy": "2024-03-08T16:28:41.023599Z", - "iopub.status.idle": "2024-03-08T16:28:41.037226Z", - "shell.execute_reply": "2024-03-08T16:28:41.036764Z" + "iopub.execute_input": "2024-03-19T22:18:21.906957Z", + "iopub.status.busy": "2024-03-19T22:18:21.906380Z", + "iopub.status.idle": "2024-03-19T22:18:21.920256Z", + "shell.execute_reply": "2024-03-19T22:18:21.919704Z" }, "id": "Wy27rvyhjruU" }, @@ -777,10 +777,10 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:41.039085Z", - "iopub.status.busy": "2024-03-08T16:28:41.038912Z", - "iopub.status.idle": "2024-03-08T16:28:41.117342Z", - "shell.execute_reply": "2024-03-08T16:28:41.116715Z" + "iopub.execute_input": "2024-03-19T22:18:21.922252Z", + "iopub.status.busy": "2024-03-19T22:18:21.921933Z", + "iopub.status.idle": "2024-03-19T22:18:21.991109Z", + "shell.execute_reply": "2024-03-19T22:18:21.990585Z" }, "id": "Db8YHnyVjruU" }, @@ -887,10 +887,10 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:41.120013Z", - "iopub.status.busy": "2024-03-08T16:28:41.119563Z", - "iopub.status.idle": "2024-03-08T16:28:41.329715Z", - "shell.execute_reply": "2024-03-08T16:28:41.329164Z" + "iopub.execute_input": "2024-03-19T22:18:21.993432Z", + "iopub.status.busy": "2024-03-19T22:18:21.993055Z", + "iopub.status.idle": "2024-03-19T22:18:22.202067Z", + "shell.execute_reply": "2024-03-19T22:18:22.201463Z" }, "id": "iJqAHuS2jruV" }, @@ -927,10 +927,10 @@ "execution_count": 12, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:41.331857Z", - "iopub.status.busy": "2024-03-08T16:28:41.331661Z", - "iopub.status.idle": "2024-03-08T16:28:41.349049Z", - "shell.execute_reply": "2024-03-08T16:28:41.348548Z" + "iopub.execute_input": "2024-03-19T22:18:22.204402Z", + "iopub.status.busy": "2024-03-19T22:18:22.204045Z", + "iopub.status.idle": "2024-03-19T22:18:22.221183Z", + "shell.execute_reply": "2024-03-19T22:18:22.220647Z" }, "id": "PcPTZ_JJG3Cx" }, @@ -1396,10 +1396,10 @@ "execution_count": 13, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:41.351060Z", - "iopub.status.busy": "2024-03-08T16:28:41.350764Z", - "iopub.status.idle": "2024-03-08T16:28:41.360433Z", - "shell.execute_reply": "2024-03-08T16:28:41.359950Z" + "iopub.execute_input": "2024-03-19T22:18:22.223091Z", + "iopub.status.busy": "2024-03-19T22:18:22.222913Z", + "iopub.status.idle": "2024-03-19T22:18:22.232415Z", + "shell.execute_reply": "2024-03-19T22:18:22.231976Z" }, "id": "0lonvOYvjruV" }, @@ -1546,10 +1546,10 @@ "execution_count": 14, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:41.362474Z", - "iopub.status.busy": "2024-03-08T16:28:41.362173Z", - "iopub.status.idle": "2024-03-08T16:28:41.450610Z", - "shell.execute_reply": "2024-03-08T16:28:41.450057Z" + "iopub.execute_input": "2024-03-19T22:18:22.234256Z", + "iopub.status.busy": "2024-03-19T22:18:22.234077Z", + "iopub.status.idle": "2024-03-19T22:18:22.318205Z", + "shell.execute_reply": "2024-03-19T22:18:22.317606Z" }, "id": "MfqTCa3kjruV" }, @@ -1630,10 +1630,10 @@ "execution_count": 15, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:41.452901Z", - "iopub.status.busy": "2024-03-08T16:28:41.452675Z", - "iopub.status.idle": "2024-03-08T16:28:41.581595Z", - "shell.execute_reply": "2024-03-08T16:28:41.580956Z" + "iopub.execute_input": "2024-03-19T22:18:22.320696Z", + "iopub.status.busy": "2024-03-19T22:18:22.320333Z", + "iopub.status.idle": "2024-03-19T22:18:22.442822Z", + "shell.execute_reply": "2024-03-19T22:18:22.442162Z" }, "id": "9ZtWAYXqMAPL" }, @@ -1693,10 +1693,10 @@ "execution_count": 16, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:41.584137Z", - "iopub.status.busy": "2024-03-08T16:28:41.583652Z", - "iopub.status.idle": "2024-03-08T16:28:41.587691Z", - "shell.execute_reply": "2024-03-08T16:28:41.587146Z" + "iopub.execute_input": "2024-03-19T22:18:22.445613Z", + "iopub.status.busy": "2024-03-19T22:18:22.445146Z", + "iopub.status.idle": "2024-03-19T22:18:22.449173Z", + "shell.execute_reply": "2024-03-19T22:18:22.448640Z" }, "id": "0rXP3ZPWjruW" }, @@ -1734,10 +1734,10 @@ "execution_count": 17, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:41.589877Z", - "iopub.status.busy": "2024-03-08T16:28:41.589450Z", - "iopub.status.idle": "2024-03-08T16:28:41.593285Z", - "shell.execute_reply": "2024-03-08T16:28:41.592750Z" + "iopub.execute_input": "2024-03-19T22:18:22.451276Z", + "iopub.status.busy": "2024-03-19T22:18:22.450853Z", + "iopub.status.idle": "2024-03-19T22:18:22.454722Z", + "shell.execute_reply": "2024-03-19T22:18:22.454209Z" }, "id": "-iRPe8KXjruW" }, @@ -1792,10 +1792,10 @@ "execution_count": 18, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:41.595356Z", - "iopub.status.busy": "2024-03-08T16:28:41.595012Z", - "iopub.status.idle": "2024-03-08T16:28:41.633160Z", - "shell.execute_reply": "2024-03-08T16:28:41.632633Z" + "iopub.execute_input": "2024-03-19T22:18:22.456627Z", + "iopub.status.busy": "2024-03-19T22:18:22.456450Z", + "iopub.status.idle": "2024-03-19T22:18:22.494120Z", + "shell.execute_reply": "2024-03-19T22:18:22.493677Z" }, "id": "ZpipUliyjruW" }, @@ -1846,10 +1846,10 @@ "execution_count": 19, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:41.635594Z", - "iopub.status.busy": "2024-03-08T16:28:41.635158Z", - "iopub.status.idle": "2024-03-08T16:28:41.678524Z", - "shell.execute_reply": "2024-03-08T16:28:41.677956Z" + "iopub.execute_input": "2024-03-19T22:18:22.496152Z", + "iopub.status.busy": "2024-03-19T22:18:22.495972Z", + "iopub.status.idle": "2024-03-19T22:18:22.538079Z", + "shell.execute_reply": "2024-03-19T22:18:22.537609Z" }, "id": "SLq-3q4xjruX" }, @@ -1918,10 +1918,10 @@ "execution_count": 20, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:41.680632Z", - "iopub.status.busy": "2024-03-08T16:28:41.680459Z", - "iopub.status.idle": "2024-03-08T16:28:41.774635Z", - "shell.execute_reply": "2024-03-08T16:28:41.774053Z" + "iopub.execute_input": "2024-03-19T22:18:22.540016Z", + "iopub.status.busy": "2024-03-19T22:18:22.539840Z", + "iopub.status.idle": "2024-03-19T22:18:22.633638Z", + "shell.execute_reply": "2024-03-19T22:18:22.632944Z" }, "id": "g5LHhhuqFbXK" }, @@ -1953,10 +1953,10 @@ "execution_count": 21, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:41.777222Z", - "iopub.status.busy": "2024-03-08T16:28:41.777032Z", - "iopub.status.idle": "2024-03-08T16:28:41.863713Z", - "shell.execute_reply": "2024-03-08T16:28:41.863061Z" + "iopub.execute_input": "2024-03-19T22:18:22.636358Z", + "iopub.status.busy": "2024-03-19T22:18:22.636134Z", + "iopub.status.idle": "2024-03-19T22:18:22.718327Z", + "shell.execute_reply": "2024-03-19T22:18:22.717787Z" }, "id": "p7w8F8ezBcet" }, @@ -2013,10 +2013,10 @@ "execution_count": 22, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:41.865947Z", - "iopub.status.busy": "2024-03-08T16:28:41.865720Z", - "iopub.status.idle": "2024-03-08T16:28:42.080433Z", - "shell.execute_reply": "2024-03-08T16:28:42.079851Z" + "iopub.execute_input": "2024-03-19T22:18:22.720622Z", + "iopub.status.busy": "2024-03-19T22:18:22.720388Z", + "iopub.status.idle": "2024-03-19T22:18:22.930984Z", + "shell.execute_reply": "2024-03-19T22:18:22.930425Z" }, "id": "WETRL74tE_sU" }, @@ -2051,10 +2051,10 @@ "execution_count": 23, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:42.082691Z", - "iopub.status.busy": "2024-03-08T16:28:42.082346Z", - "iopub.status.idle": "2024-03-08T16:28:42.260890Z", - "shell.execute_reply": "2024-03-08T16:28:42.260319Z" + "iopub.execute_input": "2024-03-19T22:18:22.933306Z", + "iopub.status.busy": "2024-03-19T22:18:22.932880Z", + "iopub.status.idle": "2024-03-19T22:18:23.100008Z", + "shell.execute_reply": "2024-03-19T22:18:23.099329Z" }, "id": "kCfdx2gOLmXS" }, @@ -2216,10 +2216,10 @@ "execution_count": 24, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:42.263279Z", - "iopub.status.busy": "2024-03-08T16:28:42.262990Z", - "iopub.status.idle": "2024-03-08T16:28:42.269247Z", - "shell.execute_reply": "2024-03-08T16:28:42.268805Z" + "iopub.execute_input": "2024-03-19T22:18:23.102246Z", + "iopub.status.busy": "2024-03-19T22:18:23.102015Z", + "iopub.status.idle": "2024-03-19T22:18:23.108053Z", + "shell.execute_reply": "2024-03-19T22:18:23.107602Z" }, "id": "-uogYRWFYnuu" }, @@ -2273,10 +2273,10 @@ "execution_count": 25, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:42.271042Z", - "iopub.status.busy": "2024-03-08T16:28:42.270871Z", - "iopub.status.idle": "2024-03-08T16:28:42.486145Z", - "shell.execute_reply": "2024-03-08T16:28:42.485553Z" + "iopub.execute_input": "2024-03-19T22:18:23.109953Z", + "iopub.status.busy": "2024-03-19T22:18:23.109690Z", + "iopub.status.idle": "2024-03-19T22:18:23.327156Z", + "shell.execute_reply": "2024-03-19T22:18:23.326586Z" }, "id": "pG-ljrmcYp9Q" }, @@ -2323,10 +2323,10 @@ "execution_count": 26, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:42.488497Z", - "iopub.status.busy": "2024-03-08T16:28:42.488079Z", - "iopub.status.idle": "2024-03-08T16:28:43.561161Z", - "shell.execute_reply": "2024-03-08T16:28:43.560534Z" + "iopub.execute_input": "2024-03-19T22:18:23.329485Z", + "iopub.status.busy": "2024-03-19T22:18:23.329288Z", + "iopub.status.idle": "2024-03-19T22:18:24.402582Z", + "shell.execute_reply": "2024-03-19T22:18:24.402038Z" }, "id": "wL3ngCnuLEWd" }, diff --git a/stable/tutorials/index.html b/stable/tutorials/index.html index ee707d8f8..0087221b1 100644 --- a/stable/tutorials/index.html +++ b/stable/tutorials/index.html @@ -372,6 +372,15 @@ > +
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.
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.
- + Run in Google Colab diff --git a/stable/tutorials/multiannotator.ipynb b/stable/tutorials/multiannotator.ipynb index 344dd2a3c..fe28b48ef 100644 --- a/stable/tutorials/multiannotator.ipynb +++ b/stable/tutorials/multiannotator.ipynb @@ -89,10 +89,10 @@ "id": "a3ddc95f", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:47.041739Z", - "iopub.status.busy": "2024-03-08T16:28:47.041566Z", - "iopub.status.idle": "2024-03-08T16:28:48.101956Z", - "shell.execute_reply": "2024-03-08T16:28:48.101423Z" + "iopub.execute_input": "2024-03-19T22:18:27.786957Z", + "iopub.status.busy": "2024-03-19T22:18:27.786554Z", + "iopub.status.idle": "2024-03-19T22:18:28.835664Z", + "shell.execute_reply": "2024-03-19T22:18:28.835098Z" }, "nbsphinx": "hidden" }, @@ -102,7 +102,7 @@ "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", @@ -136,10 +136,10 @@ "id": "c4efd119", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:48.104658Z", - "iopub.status.busy": "2024-03-08T16:28:48.104132Z", - "iopub.status.idle": "2024-03-08T16:28:48.107105Z", - "shell.execute_reply": "2024-03-08T16:28:48.106693Z" + "iopub.execute_input": "2024-03-19T22:18:28.838142Z", + "iopub.status.busy": "2024-03-19T22:18:28.837720Z", + "iopub.status.idle": "2024-03-19T22:18:28.840749Z", + "shell.execute_reply": "2024-03-19T22:18:28.840318Z" } }, "outputs": [], @@ -264,10 +264,10 @@ "id": "c37c0a69", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:48.109189Z", - "iopub.status.busy": "2024-03-08T16:28:48.108878Z", - "iopub.status.idle": "2024-03-08T16:28:48.116588Z", - "shell.execute_reply": "2024-03-08T16:28:48.116042Z" + "iopub.execute_input": "2024-03-19T22:18:28.842825Z", + "iopub.status.busy": "2024-03-19T22:18:28.842516Z", + "iopub.status.idle": "2024-03-19T22:18:28.850171Z", + "shell.execute_reply": "2024-03-19T22:18:28.849697Z" }, "nbsphinx": "hidden" }, @@ -351,10 +351,10 @@ "id": "99f69523", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:48.118648Z", - "iopub.status.busy": "2024-03-08T16:28:48.118343Z", - "iopub.status.idle": "2024-03-08T16:28:48.164718Z", - "shell.execute_reply": "2024-03-08T16:28:48.164174Z" + "iopub.execute_input": "2024-03-19T22:18:28.851909Z", + "iopub.status.busy": "2024-03-19T22:18:28.851738Z", + "iopub.status.idle": "2024-03-19T22:18:28.902818Z", + "shell.execute_reply": "2024-03-19T22:18:28.902415Z" } }, "outputs": [], @@ -380,10 +380,10 @@ "id": "8f241c16", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:48.166826Z", - "iopub.status.busy": "2024-03-08T16:28:48.166500Z", - "iopub.status.idle": "2024-03-08T16:28:48.183559Z", - "shell.execute_reply": "2024-03-08T16:28:48.183089Z" + "iopub.execute_input": "2024-03-19T22:18:28.904734Z", + "iopub.status.busy": "2024-03-19T22:18:28.904561Z", + "iopub.status.idle": "2024-03-19T22:18:28.921428Z", + "shell.execute_reply": "2024-03-19T22:18:28.921001Z" } }, "outputs": [ @@ -598,10 +598,10 @@ "id": "4f0819ba", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:48.185501Z", - "iopub.status.busy": "2024-03-08T16:28:48.185183Z", - "iopub.status.idle": "2024-03-08T16:28:48.188841Z", - "shell.execute_reply": "2024-03-08T16:28:48.188429Z" + "iopub.execute_input": "2024-03-19T22:18:28.923173Z", + "iopub.status.busy": "2024-03-19T22:18:28.923003Z", + "iopub.status.idle": "2024-03-19T22:18:28.926742Z", + "shell.execute_reply": "2024-03-19T22:18:28.926338Z" } }, "outputs": [ @@ -672,10 +672,10 @@ "id": "d009f347", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:48.190785Z", - "iopub.status.busy": "2024-03-08T16:28:48.190468Z", - "iopub.status.idle": "2024-03-08T16:28:48.217078Z", - "shell.execute_reply": "2024-03-08T16:28:48.216692Z" + "iopub.execute_input": "2024-03-19T22:18:28.928830Z", + "iopub.status.busy": "2024-03-19T22:18:28.928513Z", + "iopub.status.idle": "2024-03-19T22:18:28.954971Z", + "shell.execute_reply": "2024-03-19T22:18:28.954549Z" } }, "outputs": [], @@ -699,10 +699,10 @@ "id": "cbd1e415", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:48.219151Z", - "iopub.status.busy": "2024-03-08T16:28:48.218829Z", - "iopub.status.idle": "2024-03-08T16:28:48.244818Z", - "shell.execute_reply": "2024-03-08T16:28:48.244386Z" + "iopub.execute_input": "2024-03-19T22:18:28.956956Z", + "iopub.status.busy": "2024-03-19T22:18:28.956624Z", + "iopub.status.idle": "2024-03-19T22:18:28.982838Z", + "shell.execute_reply": "2024-03-19T22:18:28.982440Z" } }, "outputs": [], @@ -739,10 +739,10 @@ "id": "6ca92617", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:48.246802Z", - "iopub.status.busy": "2024-03-08T16:28:48.246418Z", - "iopub.status.idle": "2024-03-08T16:28:50.020142Z", - "shell.execute_reply": "2024-03-08T16:28:50.019641Z" + "iopub.execute_input": "2024-03-19T22:18:28.984815Z", + "iopub.status.busy": "2024-03-19T22:18:28.984501Z", + "iopub.status.idle": "2024-03-19T22:18:30.713024Z", + "shell.execute_reply": "2024-03-19T22:18:30.712420Z" } }, "outputs": [], @@ -772,10 +772,10 @@ "id": "bf945113", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:50.023019Z", - "iopub.status.busy": "2024-03-08T16:28:50.022452Z", - "iopub.status.idle": "2024-03-08T16:28:50.034692Z", - "shell.execute_reply": "2024-03-08T16:28:50.031010Z" + "iopub.execute_input": "2024-03-19T22:18:30.715842Z", + "iopub.status.busy": "2024-03-19T22:18:30.715406Z", + "iopub.status.idle": "2024-03-19T22:18:30.722040Z", + "shell.execute_reply": "2024-03-19T22:18:30.721516Z" }, "scrolled": true }, @@ -886,10 +886,10 @@ "id": "14251ee0", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:50.037047Z", - "iopub.status.busy": "2024-03-08T16:28:50.036703Z", - "iopub.status.idle": "2024-03-08T16:28:50.049585Z", - "shell.execute_reply": "2024-03-08T16:28:50.049076Z" + "iopub.execute_input": "2024-03-19T22:18:30.724028Z", + "iopub.status.busy": "2024-03-19T22:18:30.723716Z", + "iopub.status.idle": "2024-03-19T22:18:30.735699Z", + "shell.execute_reply": "2024-03-19T22:18:30.735268Z" } }, "outputs": [ @@ -1139,10 +1139,10 @@ "id": "efe16638", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:50.051841Z", - "iopub.status.busy": "2024-03-08T16:28:50.051501Z", - "iopub.status.idle": "2024-03-08T16:28:50.058019Z", - "shell.execute_reply": "2024-03-08T16:28:50.057587Z" + "iopub.execute_input": "2024-03-19T22:18:30.737589Z", + "iopub.status.busy": "2024-03-19T22:18:30.737298Z", + "iopub.status.idle": "2024-03-19T22:18:30.743419Z", + "shell.execute_reply": "2024-03-19T22:18:30.742940Z" }, "scrolled": true }, @@ -1316,10 +1316,10 @@ "id": "abd0fb0b", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:50.060187Z", - "iopub.status.busy": "2024-03-08T16:28:50.059859Z", - "iopub.status.idle": "2024-03-08T16:28:50.062387Z", - "shell.execute_reply": "2024-03-08T16:28:50.061978Z" + "iopub.execute_input": "2024-03-19T22:18:30.745377Z", + "iopub.status.busy": "2024-03-19T22:18:30.745090Z", + "iopub.status.idle": "2024-03-19T22:18:30.747702Z", + "shell.execute_reply": "2024-03-19T22:18:30.747267Z" } }, "outputs": [], @@ -1341,10 +1341,10 @@ "id": "cdf061df", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:50.064339Z", - "iopub.status.busy": "2024-03-08T16:28:50.064020Z", - "iopub.status.idle": "2024-03-08T16:28:50.067319Z", - "shell.execute_reply": "2024-03-08T16:28:50.066809Z" + "iopub.execute_input": "2024-03-19T22:18:30.749633Z", + "iopub.status.busy": "2024-03-19T22:18:30.749319Z", + "iopub.status.idle": "2024-03-19T22:18:30.752796Z", + "shell.execute_reply": "2024-03-19T22:18:30.752366Z" }, "scrolled": true }, @@ -1396,10 +1396,10 @@ "id": "08949890", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:50.069402Z", - "iopub.status.busy": "2024-03-08T16:28:50.069088Z", - "iopub.status.idle": "2024-03-08T16:28:50.071551Z", - "shell.execute_reply": "2024-03-08T16:28:50.071136Z" + "iopub.execute_input": "2024-03-19T22:18:30.754751Z", + "iopub.status.busy": "2024-03-19T22:18:30.754429Z", + "iopub.status.idle": "2024-03-19T22:18:30.757008Z", + "shell.execute_reply": "2024-03-19T22:18:30.756572Z" } }, "outputs": [], @@ -1423,10 +1423,10 @@ "id": "6948b073", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:50.073546Z", - "iopub.status.busy": "2024-03-08T16:28:50.073222Z", - "iopub.status.idle": "2024-03-08T16:28:50.077271Z", - "shell.execute_reply": "2024-03-08T16:28:50.076771Z" + "iopub.execute_input": "2024-03-19T22:18:30.758931Z", + "iopub.status.busy": "2024-03-19T22:18:30.758610Z", + "iopub.status.idle": "2024-03-19T22:18:30.762622Z", + "shell.execute_reply": "2024-03-19T22:18:30.762166Z" } }, "outputs": [ @@ -1481,10 +1481,10 @@ "id": "6f8e6914", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:50.079313Z", - "iopub.status.busy": "2024-03-08T16:28:50.078992Z", - "iopub.status.idle": "2024-03-08T16:28:50.108049Z", - "shell.execute_reply": "2024-03-08T16:28:50.107603Z" + "iopub.execute_input": "2024-03-19T22:18:30.764546Z", + "iopub.status.busy": "2024-03-19T22:18:30.764230Z", + "iopub.status.idle": "2024-03-19T22:18:30.792909Z", + "shell.execute_reply": "2024-03-19T22:18:30.792506Z" } }, "outputs": [], @@ -1527,10 +1527,10 @@ "id": "b806d2ea", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:50.110327Z", - "iopub.status.busy": "2024-03-08T16:28:50.109976Z", - "iopub.status.idle": "2024-03-08T16:28:50.114703Z", - "shell.execute_reply": "2024-03-08T16:28:50.114260Z" + "iopub.execute_input": "2024-03-19T22:18:30.794828Z", + "iopub.status.busy": "2024-03-19T22:18:30.794530Z", + "iopub.status.idle": "2024-03-19T22:18:30.799024Z", + "shell.execute_reply": "2024-03-19T22:18:30.798505Z" }, "nbsphinx": "hidden" }, diff --git a/stable/tutorials/multilabel_classification.html b/stable/tutorials/multilabel_classification.html index 3e11551d2..53f121295 100644 --- a/stable/tutorials/multilabel_classification.html +++ b/stable/tutorials/multilabel_classification.html @@ -373,6 +373,15 @@ >
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.
- + Run in Google Colab diff --git a/stable/tutorials/multilabel_classification.ipynb b/stable/tutorials/multilabel_classification.ipynb index 0f6d3d687..70d7c0439 100644 --- a/stable/tutorials/multilabel_classification.ipynb +++ b/stable/tutorials/multilabel_classification.ipynb @@ -64,10 +64,10 @@ "id": "7383d024-8273-4039-bccd-aab3020d331f", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:52.939027Z", - "iopub.status.busy": "2024-03-08T16:28:52.938852Z", - "iopub.status.idle": "2024-03-08T16:28:54.031930Z", - "shell.execute_reply": "2024-03-08T16:28:54.031298Z" + "iopub.execute_input": "2024-03-19T22:18:33.441465Z", + "iopub.status.busy": "2024-03-19T22:18:33.441283Z", + "iopub.status.idle": "2024-03-19T22:18:34.536332Z", + "shell.execute_reply": "2024-03-19T22:18:34.535710Z" }, "nbsphinx": "hidden" }, @@ -79,7 +79,7 @@ "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", @@ -105,10 +105,10 @@ "id": "bf9101d8-b1a9-4305-b853-45aaf3d67a69", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:54.034409Z", - "iopub.status.busy": "2024-03-08T16:28:54.034149Z", - "iopub.status.idle": "2024-03-08T16:28:54.227739Z", - "shell.execute_reply": "2024-03-08T16:28:54.227201Z" + "iopub.execute_input": "2024-03-19T22:18:34.538991Z", + "iopub.status.busy": "2024-03-19T22:18:34.538707Z", + "iopub.status.idle": "2024-03-19T22:18:34.731617Z", + "shell.execute_reply": "2024-03-19T22:18:34.730999Z" } }, "outputs": [], @@ -268,10 +268,10 @@ "id": "e8ff5c2f-bd52-44aa-b307-b2b634147c68", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:54.230454Z", - "iopub.status.busy": "2024-03-08T16:28:54.230003Z", - "iopub.status.idle": "2024-03-08T16:28:54.242942Z", - "shell.execute_reply": "2024-03-08T16:28:54.242521Z" + "iopub.execute_input": "2024-03-19T22:18:34.734301Z", + "iopub.status.busy": "2024-03-19T22:18:34.734006Z", + "iopub.status.idle": "2024-03-19T22:18:34.746775Z", + "shell.execute_reply": "2024-03-19T22:18:34.746290Z" }, "nbsphinx": "hidden" }, @@ -407,10 +407,10 @@ "id": "dac65d3b-51e8-4682-b829-beab610b56d6", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:54.244953Z", - "iopub.status.busy": "2024-03-08T16:28:54.244622Z", - "iopub.status.idle": "2024-03-08T16:28:56.913163Z", - "shell.execute_reply": "2024-03-08T16:28:56.912604Z" + "iopub.execute_input": "2024-03-19T22:18:34.748722Z", + "iopub.status.busy": "2024-03-19T22:18:34.748550Z", + "iopub.status.idle": "2024-03-19T22:18:37.388633Z", + "shell.execute_reply": "2024-03-19T22:18:37.388064Z" } }, "outputs": [ @@ -454,10 +454,10 @@ "id": "b5fa99a9-2583-4cd0-9d40-015f698cdb23", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:56.915505Z", - "iopub.status.busy": "2024-03-08T16:28:56.915128Z", - "iopub.status.idle": "2024-03-08T16:28:58.258774Z", - "shell.execute_reply": "2024-03-08T16:28:58.258213Z" + "iopub.execute_input": "2024-03-19T22:18:37.390766Z", + "iopub.status.busy": "2024-03-19T22:18:37.390565Z", + "iopub.status.idle": "2024-03-19T22:18:38.731192Z", + "shell.execute_reply": "2024-03-19T22:18:38.730662Z" } }, "outputs": [], @@ -499,10 +499,10 @@ "id": "ac1a60df", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:58.261290Z", - "iopub.status.busy": "2024-03-08T16:28:58.260969Z", - "iopub.status.idle": "2024-03-08T16:28:58.264865Z", - "shell.execute_reply": "2024-03-08T16:28:58.264332Z" + "iopub.execute_input": "2024-03-19T22:18:38.733705Z", + "iopub.status.busy": "2024-03-19T22:18:38.733334Z", + "iopub.status.idle": "2024-03-19T22:18:38.737296Z", + "shell.execute_reply": "2024-03-19T22:18:38.736846Z" } }, "outputs": [ @@ -544,10 +544,10 @@ "id": "d09115b6-ad44-474f-9c8a-85a459586439", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:28:58.267052Z", - "iopub.status.busy": "2024-03-08T16:28:58.266633Z", - "iopub.status.idle": "2024-03-08T16:29:00.025643Z", - "shell.execute_reply": "2024-03-08T16:29:00.025039Z" + "iopub.execute_input": "2024-03-19T22:18:38.739204Z", + "iopub.status.busy": "2024-03-19T22:18:38.739024Z", + "iopub.status.idle": "2024-03-19T22:18:40.496133Z", + "shell.execute_reply": "2024-03-19T22:18:40.495523Z" } }, "outputs": [ @@ -594,10 +594,10 @@ "id": "c18dd83b", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:00.028536Z", - "iopub.status.busy": "2024-03-08T16:29:00.027748Z", - "iopub.status.idle": "2024-03-08T16:29:00.035850Z", - "shell.execute_reply": "2024-03-08T16:29:00.035365Z" + "iopub.execute_input": "2024-03-19T22:18:40.498748Z", + "iopub.status.busy": "2024-03-19T22:18:40.498162Z", + "iopub.status.idle": "2024-03-19T22:18:40.506710Z", + "shell.execute_reply": "2024-03-19T22:18:40.506268Z" } }, "outputs": [ @@ -633,10 +633,10 @@ "id": "fffa88f6-84d7-45fe-8214-0e22079a06d1", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:00.037792Z", - "iopub.status.busy": "2024-03-08T16:29:00.037500Z", - "iopub.status.idle": "2024-03-08T16:29:02.630569Z", - "shell.execute_reply": "2024-03-08T16:29:02.629927Z" + "iopub.execute_input": "2024-03-19T22:18:40.508889Z", + "iopub.status.busy": "2024-03-19T22:18:40.508559Z", + "iopub.status.idle": "2024-03-19T22:18:43.081095Z", + "shell.execute_reply": "2024-03-19T22:18:43.080519Z" } }, "outputs": [ @@ -671,10 +671,10 @@ "id": "c1198575", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:02.632840Z", - "iopub.status.busy": "2024-03-08T16:29:02.632514Z", - "iopub.status.idle": "2024-03-08T16:29:02.636106Z", - "shell.execute_reply": "2024-03-08T16:29:02.635573Z" + "iopub.execute_input": "2024-03-19T22:18:43.083113Z", + "iopub.status.busy": "2024-03-19T22:18:43.082933Z", + "iopub.status.idle": "2024-03-19T22:18:43.086523Z", + "shell.execute_reply": "2024-03-19T22:18:43.085981Z" } }, "outputs": [ @@ -721,10 +721,10 @@ "id": "49161b19-7625-4fb7-add9-607d91a7eca1", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:02.638252Z", - "iopub.status.busy": "2024-03-08T16:29:02.637863Z", - "iopub.status.idle": "2024-03-08T16:29:02.641961Z", - "shell.execute_reply": "2024-03-08T16:29:02.641530Z" + "iopub.execute_input": "2024-03-19T22:18:43.088655Z", + "iopub.status.busy": "2024-03-19T22:18:43.088342Z", + "iopub.status.idle": "2024-03-19T22:18:43.092329Z", + "shell.execute_reply": "2024-03-19T22:18:43.091899Z" } }, "outputs": [], @@ -752,10 +752,10 @@ "id": "d1a2c008", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:02.643939Z", - "iopub.status.busy": "2024-03-08T16:29:02.643593Z", - "iopub.status.idle": "2024-03-08T16:29:02.646574Z", - "shell.execute_reply": "2024-03-08T16:29:02.646169Z" + "iopub.execute_input": "2024-03-19T22:18:43.094086Z", + "iopub.status.busy": "2024-03-19T22:18:43.093919Z", + "iopub.status.idle": "2024-03-19T22:18:43.096972Z", + "shell.execute_reply": "2024-03-19T22:18:43.096540Z" }, "nbsphinx": "hidden" }, diff --git a/stable/tutorials/object_detection.html b/stable/tutorials/object_detection.html index 9370ade0d..b09a715cd 100644 --- a/stable/tutorials/object_detection.html +++ b/stable/tutorials/object_detection.html @@ -373,6 +373,15 @@ >
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.
- + Run in Google Colab diff --git a/stable/tutorials/object_detection.ipynb b/stable/tutorials/object_detection.ipynb index 705b955de..8ac52c1cd 100644 --- a/stable/tutorials/object_detection.ipynb +++ b/stable/tutorials/object_detection.ipynb @@ -70,10 +70,10 @@ "id": "0ba0dc70", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:05.033802Z", - "iopub.status.busy": "2024-03-08T16:29:05.033396Z", - "iopub.status.idle": "2024-03-08T16:29:06.125808Z", - "shell.execute_reply": "2024-03-08T16:29:06.125223Z" + "iopub.execute_input": "2024-03-19T22:18:45.473663Z", + "iopub.status.busy": "2024-03-19T22:18:45.473492Z", + "iopub.status.idle": "2024-03-19T22:18:46.577644Z", + "shell.execute_reply": "2024-03-19T22:18:46.577098Z" }, "nbsphinx": "hidden" }, @@ -83,7 +83,7 @@ "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", @@ -109,10 +109,10 @@ "id": "c90449c8", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:06.128361Z", - "iopub.status.busy": "2024-03-08T16:29:06.128107Z", - "iopub.status.idle": "2024-03-08T16:29:08.877166Z", - "shell.execute_reply": "2024-03-08T16:29:08.876540Z" + "iopub.execute_input": "2024-03-19T22:18:46.580197Z", + "iopub.status.busy": "2024-03-19T22:18:46.579753Z", + "iopub.status.idle": "2024-03-19T22:18:48.090307Z", + "shell.execute_reply": "2024-03-19T22:18:48.089669Z" } }, "outputs": [], @@ -130,10 +130,10 @@ "id": "df8be4c6", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:08.879810Z", - "iopub.status.busy": "2024-03-08T16:29:08.879411Z", - "iopub.status.idle": "2024-03-08T16:29:08.882754Z", - "shell.execute_reply": "2024-03-08T16:29:08.882202Z" + "iopub.execute_input": "2024-03-19T22:18:48.092908Z", + "iopub.status.busy": "2024-03-19T22:18:48.092601Z", + "iopub.status.idle": "2024-03-19T22:18:48.095927Z", + "shell.execute_reply": "2024-03-19T22:18:48.095495Z" } }, "outputs": [], @@ -169,10 +169,10 @@ "id": "2e9ffd6f", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:08.884859Z", - "iopub.status.busy": "2024-03-08T16:29:08.884548Z", - "iopub.status.idle": "2024-03-08T16:29:08.891309Z", - "shell.execute_reply": "2024-03-08T16:29:08.890779Z" + "iopub.execute_input": "2024-03-19T22:18:48.097902Z", + "iopub.status.busy": "2024-03-19T22:18:48.097577Z", + "iopub.status.idle": "2024-03-19T22:18:48.103996Z", + "shell.execute_reply": "2024-03-19T22:18:48.103596Z" } }, "outputs": [], @@ -198,10 +198,10 @@ "id": "56705562", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:08.893741Z", - "iopub.status.busy": "2024-03-08T16:29:08.893175Z", - "iopub.status.idle": "2024-03-08T16:29:09.382318Z", - "shell.execute_reply": "2024-03-08T16:29:09.381702Z" + "iopub.execute_input": "2024-03-19T22:18:48.105914Z", + "iopub.status.busy": "2024-03-19T22:18:48.105650Z", + "iopub.status.idle": "2024-03-19T22:18:48.590394Z", + "shell.execute_reply": "2024-03-19T22:18:48.589817Z" }, "scrolled": true }, @@ -242,10 +242,10 @@ "id": "b08144d7", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:09.384791Z", - "iopub.status.busy": "2024-03-08T16:29:09.384437Z", - "iopub.status.idle": "2024-03-08T16:29:09.389962Z", - "shell.execute_reply": "2024-03-08T16:29:09.389513Z" + "iopub.execute_input": "2024-03-19T22:18:48.592818Z", + "iopub.status.busy": "2024-03-19T22:18:48.592438Z", + "iopub.status.idle": "2024-03-19T22:18:48.597606Z", + "shell.execute_reply": "2024-03-19T22:18:48.597163Z" } }, "outputs": [ @@ -497,10 +497,10 @@ "id": "3d70bec6", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:09.391938Z", - "iopub.status.busy": "2024-03-08T16:29:09.391632Z", - "iopub.status.idle": "2024-03-08T16:29:09.395616Z", - "shell.execute_reply": "2024-03-08T16:29:09.395094Z" + "iopub.execute_input": "2024-03-19T22:18:48.599589Z", + "iopub.status.busy": "2024-03-19T22:18:48.599257Z", + "iopub.status.idle": "2024-03-19T22:18:48.603650Z", + "shell.execute_reply": "2024-03-19T22:18:48.603128Z" } }, "outputs": [ @@ -557,10 +557,10 @@ "id": "4caa635d", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:09.397610Z", - "iopub.status.busy": "2024-03-08T16:29:09.397277Z", - "iopub.status.idle": "2024-03-08T16:29:10.117713Z", - "shell.execute_reply": "2024-03-08T16:29:10.117178Z" + "iopub.execute_input": "2024-03-19T22:18:48.605633Z", + "iopub.status.busy": "2024-03-19T22:18:48.605339Z", + "iopub.status.idle": "2024-03-19T22:18:49.265632Z", + "shell.execute_reply": "2024-03-19T22:18:49.265003Z" } }, "outputs": [ @@ -616,10 +616,10 @@ "id": "a9b4c590", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:10.120096Z", - "iopub.status.busy": "2024-03-08T16:29:10.119735Z", - "iopub.status.idle": "2024-03-08T16:29:10.268141Z", - "shell.execute_reply": "2024-03-08T16:29:10.267615Z" + "iopub.execute_input": "2024-03-19T22:18:49.268017Z", + "iopub.status.busy": "2024-03-19T22:18:49.267811Z", + "iopub.status.idle": "2024-03-19T22:18:49.455411Z", + "shell.execute_reply": "2024-03-19T22:18:49.454841Z" } }, "outputs": [ @@ -660,10 +660,10 @@ "id": "ffd9ebcc", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:10.270258Z", - "iopub.status.busy": "2024-03-08T16:29:10.269933Z", - "iopub.status.idle": "2024-03-08T16:29:10.274393Z", - "shell.execute_reply": "2024-03-08T16:29:10.273853Z" + "iopub.execute_input": "2024-03-19T22:18:49.457680Z", + "iopub.status.busy": "2024-03-19T22:18:49.457338Z", + "iopub.status.idle": "2024-03-19T22:18:49.461633Z", + "shell.execute_reply": "2024-03-19T22:18:49.461220Z" } }, "outputs": [ @@ -700,10 +700,10 @@ "id": "4dd46d67", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:10.276502Z", - "iopub.status.busy": "2024-03-08T16:29:10.276177Z", - "iopub.status.idle": "2024-03-08T16:29:10.737253Z", - "shell.execute_reply": "2024-03-08T16:29:10.736695Z" + "iopub.execute_input": "2024-03-19T22:18:49.463521Z", + "iopub.status.busy": "2024-03-19T22:18:49.463324Z", + "iopub.status.idle": "2024-03-19T22:18:49.916358Z", + "shell.execute_reply": "2024-03-19T22:18:49.915766Z" } }, "outputs": [ @@ -762,10 +762,10 @@ "id": "ceec2394", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:10.740308Z", - "iopub.status.busy": "2024-03-08T16:29:10.739947Z", - "iopub.status.idle": "2024-03-08T16:29:11.072180Z", - "shell.execute_reply": "2024-03-08T16:29:11.071578Z" + "iopub.execute_input": "2024-03-19T22:18:49.919505Z", + "iopub.status.busy": "2024-03-19T22:18:49.919118Z", + "iopub.status.idle": "2024-03-19T22:18:50.252807Z", + "shell.execute_reply": "2024-03-19T22:18:50.252188Z" } }, "outputs": [ @@ -812,10 +812,10 @@ "id": "94f82b0d", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:11.074526Z", - "iopub.status.busy": "2024-03-08T16:29:11.074211Z", - "iopub.status.idle": "2024-03-08T16:29:11.436353Z", - "shell.execute_reply": "2024-03-08T16:29:11.435790Z" + "iopub.execute_input": "2024-03-19T22:18:50.255132Z", + "iopub.status.busy": "2024-03-19T22:18:50.254691Z", + "iopub.status.idle": "2024-03-19T22:18:50.617262Z", + "shell.execute_reply": "2024-03-19T22:18:50.616687Z" } }, "outputs": [ @@ -862,10 +862,10 @@ "id": "1ea18c5d", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:11.439514Z", - "iopub.status.busy": "2024-03-08T16:29:11.439310Z", - "iopub.status.idle": "2024-03-08T16:29:11.879009Z", - "shell.execute_reply": "2024-03-08T16:29:11.878472Z" + "iopub.execute_input": "2024-03-19T22:18:50.620083Z", + "iopub.status.busy": "2024-03-19T22:18:50.619663Z", + "iopub.status.idle": "2024-03-19T22:18:51.059582Z", + "shell.execute_reply": "2024-03-19T22:18:51.058999Z" } }, "outputs": [ @@ -925,10 +925,10 @@ "id": "7e770d23", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:11.883624Z", - "iopub.status.busy": "2024-03-08T16:29:11.883148Z", - "iopub.status.idle": "2024-03-08T16:29:12.333851Z", - "shell.execute_reply": "2024-03-08T16:29:12.333260Z" + "iopub.execute_input": "2024-03-19T22:18:51.063732Z", + "iopub.status.busy": "2024-03-19T22:18:51.063321Z", + "iopub.status.idle": "2024-03-19T22:18:51.510757Z", + "shell.execute_reply": "2024-03-19T22:18:51.510150Z" } }, "outputs": [ @@ -971,10 +971,10 @@ "id": "57e84a27", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:12.336961Z", - "iopub.status.busy": "2024-03-08T16:29:12.336472Z", - "iopub.status.idle": "2024-03-08T16:29:12.552754Z", - "shell.execute_reply": "2024-03-08T16:29:12.552201Z" + "iopub.execute_input": "2024-03-19T22:18:51.514230Z", + "iopub.status.busy": "2024-03-19T22:18:51.513826Z", + "iopub.status.idle": "2024-03-19T22:18:51.728316Z", + "shell.execute_reply": "2024-03-19T22:18:51.727772Z" } }, "outputs": [ @@ -1017,10 +1017,10 @@ "id": "0302818a", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:12.554783Z", - "iopub.status.busy": "2024-03-08T16:29:12.554605Z", - "iopub.status.idle": "2024-03-08T16:29:12.733925Z", - "shell.execute_reply": "2024-03-08T16:29:12.733345Z" + "iopub.execute_input": "2024-03-19T22:18:51.730553Z", + "iopub.status.busy": "2024-03-19T22:18:51.730187Z", + "iopub.status.idle": "2024-03-19T22:18:51.913530Z", + "shell.execute_reply": "2024-03-19T22:18:51.912883Z" } }, "outputs": [ @@ -1067,10 +1067,10 @@ "id": "5cacec81-2adf-46a8-82c5-7ec0185d4356", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:12.736023Z", - "iopub.status.busy": "2024-03-08T16:29:12.735841Z", - "iopub.status.idle": "2024-03-08T16:29:12.738711Z", - "shell.execute_reply": "2024-03-08T16:29:12.738288Z" + "iopub.execute_input": "2024-03-19T22:18:51.915913Z", + "iopub.status.busy": "2024-03-19T22:18:51.915586Z", + "iopub.status.idle": "2024-03-19T22:18:51.918575Z", + "shell.execute_reply": "2024-03-19T22:18:51.918093Z" } }, "outputs": [], @@ -1090,10 +1090,10 @@ "id": "3335b8a3-d0b4-415a-a97d-c203088a124e", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:12.740703Z", - "iopub.status.busy": "2024-03-08T16:29:12.740399Z", - "iopub.status.idle": "2024-03-08T16:29:13.698606Z", - "shell.execute_reply": "2024-03-08T16:29:13.698066Z" + "iopub.execute_input": "2024-03-19T22:18:51.920600Z", + "iopub.status.busy": "2024-03-19T22:18:51.920227Z", + "iopub.status.idle": "2024-03-19T22:18:52.822973Z", + "shell.execute_reply": "2024-03-19T22:18:52.822411Z" } }, "outputs": [ @@ -1172,10 +1172,10 @@ "id": "9d4b7677-6ebd-447d-b0a1-76e094686628", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:13.701270Z", - "iopub.status.busy": "2024-03-08T16:29:13.700895Z", - "iopub.status.idle": "2024-03-08T16:29:13.818126Z", - "shell.execute_reply": "2024-03-08T16:29:13.817590Z" + "iopub.execute_input": "2024-03-19T22:18:52.825269Z", + "iopub.status.busy": "2024-03-19T22:18:52.824941Z", + "iopub.status.idle": "2024-03-19T22:18:52.940212Z", + "shell.execute_reply": "2024-03-19T22:18:52.939790Z" } }, "outputs": [ @@ -1214,10 +1214,10 @@ "id": "59d7ee39-3785-434b-8680-9133014851cd", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:13.820208Z", - "iopub.status.busy": "2024-03-08T16:29:13.819837Z", - "iopub.status.idle": "2024-03-08T16:29:13.955592Z", - "shell.execute_reply": "2024-03-08T16:29:13.955057Z" + "iopub.execute_input": "2024-03-19T22:18:52.942308Z", + "iopub.status.busy": "2024-03-19T22:18:52.941988Z", + "iopub.status.idle": "2024-03-19T22:18:53.059572Z", + "shell.execute_reply": "2024-03-19T22:18:53.059122Z" } }, "outputs": [], @@ -1266,10 +1266,10 @@ "id": "47b6a8ff-7a58-4a1f-baee-e6cfe7a85a6d", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:13.957767Z", - "iopub.status.busy": "2024-03-08T16:29:13.957421Z", - "iopub.status.idle": "2024-03-08T16:29:14.703651Z", - "shell.execute_reply": "2024-03-08T16:29:14.703126Z" + "iopub.execute_input": "2024-03-19T22:18:53.061569Z", + "iopub.status.busy": "2024-03-19T22:18:53.061247Z", + "iopub.status.idle": "2024-03-19T22:18:53.729268Z", + "shell.execute_reply": "2024-03-19T22:18:53.728718Z" } }, "outputs": [ @@ -1351,10 +1351,10 @@ "id": "8ce74938", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:29:14.705920Z", - "iopub.status.busy": "2024-03-08T16:29:14.705594Z", - "iopub.status.idle": "2024-03-08T16:29:14.709223Z", - "shell.execute_reply": "2024-03-08T16:29:14.708667Z" + "iopub.execute_input": "2024-03-19T22:18:53.731531Z", + "iopub.status.busy": "2024-03-19T22:18:53.731136Z", + "iopub.status.idle": "2024-03-19T22:18:53.734597Z", + "shell.execute_reply": "2024-03-19T22:18:53.734192Z" }, "nbsphinx": "hidden" }, diff --git a/stable/tutorials/outliers.html b/stable/tutorials/outliers.html index d56b3c723..99a20cedb 100644 --- a/stable/tutorials/outliers.html +++ b/stable/tutorials/outliers.html @@ -373,6 +373,15 @@ >
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.
- + Run in Google Colab @@ -733,7 +742,7 @@
-100%|██████████| 170498071/170498071 [00:04<00:00, 41917697.58it/s]
+100%|██████████| 170498071/170498071 [00:01<00:00, 106631006.91it/s]
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.
- + Run in Google Colab diff --git a/stable/tutorials/regression.ipynb b/stable/tutorials/regression.ipynb index 3b706686f..bbf8e53d9 100644 --- a/stable/tutorials/regression.ipynb +++ b/stable/tutorials/regression.ipynb @@ -102,10 +102,10 @@ "id": "2e1af7d8", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:00.357106Z", - "iopub.status.busy": "2024-03-08T16:30:00.356930Z", - "iopub.status.idle": "2024-03-08T16:30:01.459097Z", - "shell.execute_reply": "2024-03-08T16:30:01.458491Z" + "iopub.execute_input": "2024-03-19T22:19:38.581397Z", + "iopub.status.busy": "2024-03-19T22:19:38.580900Z", + "iopub.status.idle": "2024-03-19T22:19:39.679978Z", + "shell.execute_reply": "2024-03-19T22:19:39.679354Z" }, "nbsphinx": "hidden" }, @@ -117,7 +117,7 @@ "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", @@ -143,10 +143,10 @@ "id": "4fb10b8f", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:01.461719Z", - "iopub.status.busy": "2024-03-08T16:30:01.461438Z", - "iopub.status.idle": "2024-03-08T16:30:01.479760Z", - "shell.execute_reply": "2024-03-08T16:30:01.479194Z" + "iopub.execute_input": "2024-03-19T22:19:39.682823Z", + "iopub.status.busy": "2024-03-19T22:19:39.682286Z", + "iopub.status.idle": "2024-03-19T22:19:39.699848Z", + "shell.execute_reply": "2024-03-19T22:19:39.699426Z" } }, "outputs": [], @@ -165,10 +165,10 @@ "id": "284dc264", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:01.482179Z", - "iopub.status.busy": "2024-03-08T16:30:01.481693Z", - "iopub.status.idle": "2024-03-08T16:30:01.484718Z", - "shell.execute_reply": "2024-03-08T16:30:01.484279Z" + "iopub.execute_input": "2024-03-19T22:19:39.701898Z", + "iopub.status.busy": "2024-03-19T22:19:39.701503Z", + "iopub.status.idle": "2024-03-19T22:19:39.704470Z", + "shell.execute_reply": "2024-03-19T22:19:39.704027Z" }, "nbsphinx": "hidden" }, @@ -199,10 +199,10 @@ "id": "0f7450db", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:01.486580Z", - "iopub.status.busy": "2024-03-08T16:30:01.486410Z", - "iopub.status.idle": "2024-03-08T16:30:01.705528Z", - "shell.execute_reply": "2024-03-08T16:30:01.705031Z" + "iopub.execute_input": "2024-03-19T22:19:39.706350Z", + "iopub.status.busy": "2024-03-19T22:19:39.706172Z", + "iopub.status.idle": "2024-03-19T22:19:39.863087Z", + "shell.execute_reply": "2024-03-19T22:19:39.862554Z" } }, "outputs": [ @@ -375,10 +375,10 @@ "id": "55513fed", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:01.707683Z", - "iopub.status.busy": "2024-03-08T16:30:01.707501Z", - "iopub.status.idle": "2024-03-08T16:30:01.889295Z", - "shell.execute_reply": "2024-03-08T16:30:01.888756Z" + "iopub.execute_input": "2024-03-19T22:19:39.865324Z", + "iopub.status.busy": "2024-03-19T22:19:39.864981Z", + "iopub.status.idle": "2024-03-19T22:19:40.046440Z", + "shell.execute_reply": "2024-03-19T22:19:40.045892Z" }, "nbsphinx": "hidden" }, @@ -418,10 +418,10 @@ "id": "df5a0f59", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:01.891558Z", - "iopub.status.busy": "2024-03-08T16:30:01.891357Z", - "iopub.status.idle": "2024-03-08T16:30:02.106857Z", - "shell.execute_reply": "2024-03-08T16:30:02.106279Z" + "iopub.execute_input": "2024-03-19T22:19:40.048875Z", + "iopub.status.busy": "2024-03-19T22:19:40.048680Z", + "iopub.status.idle": "2024-03-19T22:19:40.259269Z", + "shell.execute_reply": "2024-03-19T22:19:40.258683Z" } }, "outputs": [ @@ -457,10 +457,10 @@ "id": "7af78a8a", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:02.109054Z", - "iopub.status.busy": "2024-03-08T16:30:02.108713Z", - "iopub.status.idle": "2024-03-08T16:30:02.113001Z", - "shell.execute_reply": "2024-03-08T16:30:02.112574Z" + "iopub.execute_input": "2024-03-19T22:19:40.261393Z", + "iopub.status.busy": "2024-03-19T22:19:40.261214Z", + "iopub.status.idle": "2024-03-19T22:19:40.265792Z", + "shell.execute_reply": "2024-03-19T22:19:40.265354Z" } }, "outputs": [], @@ -478,10 +478,10 @@ "id": "9556c624", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:02.115002Z", - "iopub.status.busy": "2024-03-08T16:30:02.114687Z", - "iopub.status.idle": "2024-03-08T16:30:02.120961Z", - "shell.execute_reply": "2024-03-08T16:30:02.120534Z" + "iopub.execute_input": "2024-03-19T22:19:40.267675Z", + "iopub.status.busy": "2024-03-19T22:19:40.267501Z", + "iopub.status.idle": "2024-03-19T22:19:40.273499Z", + "shell.execute_reply": "2024-03-19T22:19:40.273100Z" } }, "outputs": [], @@ -528,10 +528,10 @@ "id": "3c2f1ccc", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:02.123027Z", - "iopub.status.busy": "2024-03-08T16:30:02.122693Z", - "iopub.status.idle": "2024-03-08T16:30:02.125189Z", - "shell.execute_reply": "2024-03-08T16:30:02.124772Z" + "iopub.execute_input": "2024-03-19T22:19:40.275517Z", + "iopub.status.busy": "2024-03-19T22:19:40.275181Z", + "iopub.status.idle": "2024-03-19T22:19:40.277607Z", + "shell.execute_reply": "2024-03-19T22:19:40.277170Z" } }, "outputs": [], @@ -546,10 +546,10 @@ "id": "7e1b7860", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:02.127169Z", - "iopub.status.busy": "2024-03-08T16:30:02.126856Z", - "iopub.status.idle": "2024-03-08T16:30:10.391938Z", - "shell.execute_reply": "2024-03-08T16:30:10.391287Z" + "iopub.execute_input": "2024-03-19T22:19:40.279493Z", + "iopub.status.busy": "2024-03-19T22:19:40.279168Z", + "iopub.status.idle": "2024-03-19T22:19:48.630004Z", + "shell.execute_reply": "2024-03-19T22:19:48.629374Z" } }, "outputs": [], @@ -573,10 +573,10 @@ "id": "f407bd69", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:10.394928Z", - "iopub.status.busy": "2024-03-08T16:30:10.394384Z", - "iopub.status.idle": "2024-03-08T16:30:10.401471Z", - "shell.execute_reply": "2024-03-08T16:30:10.400935Z" + "iopub.execute_input": "2024-03-19T22:19:48.632770Z", + "iopub.status.busy": "2024-03-19T22:19:48.632402Z", + "iopub.status.idle": "2024-03-19T22:19:48.639278Z", + "shell.execute_reply": "2024-03-19T22:19:48.638858Z" } }, "outputs": [ @@ -679,10 +679,10 @@ "id": "f7385336", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:10.403378Z", - "iopub.status.busy": "2024-03-08T16:30:10.403200Z", - "iopub.status.idle": "2024-03-08T16:30:10.406896Z", - "shell.execute_reply": "2024-03-08T16:30:10.406365Z" + "iopub.execute_input": "2024-03-19T22:19:48.641103Z", + "iopub.status.busy": "2024-03-19T22:19:48.640930Z", + "iopub.status.idle": "2024-03-19T22:19:48.644814Z", + "shell.execute_reply": "2024-03-19T22:19:48.644264Z" } }, "outputs": [], @@ -697,10 +697,10 @@ "id": "59fc3091", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:10.408947Z", - "iopub.status.busy": "2024-03-08T16:30:10.408645Z", - "iopub.status.idle": "2024-03-08T16:30:10.411932Z", - "shell.execute_reply": "2024-03-08T16:30:10.411474Z" + "iopub.execute_input": "2024-03-19T22:19:48.646626Z", + "iopub.status.busy": "2024-03-19T22:19:48.646365Z", + "iopub.status.idle": "2024-03-19T22:19:48.649422Z", + "shell.execute_reply": "2024-03-19T22:19:48.648962Z" } }, "outputs": [ @@ -735,10 +735,10 @@ "id": "00949977", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:10.413939Z", - "iopub.status.busy": "2024-03-08T16:30:10.413641Z", - "iopub.status.idle": "2024-03-08T16:30:10.416700Z", - "shell.execute_reply": "2024-03-08T16:30:10.416217Z" + "iopub.execute_input": "2024-03-19T22:19:48.651485Z", + "iopub.status.busy": "2024-03-19T22:19:48.651067Z", + "iopub.status.idle": "2024-03-19T22:19:48.653930Z", + "shell.execute_reply": "2024-03-19T22:19:48.653530Z" } }, "outputs": [], @@ -757,10 +757,10 @@ "id": "b6c1ae3a", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:10.418445Z", - "iopub.status.busy": "2024-03-08T16:30:10.418274Z", - "iopub.status.idle": "2024-03-08T16:30:10.425976Z", - "shell.execute_reply": "2024-03-08T16:30:10.425534Z" + "iopub.execute_input": "2024-03-19T22:19:48.655917Z", + "iopub.status.busy": "2024-03-19T22:19:48.655545Z", + "iopub.status.idle": "2024-03-19T22:19:48.663185Z", + "shell.execute_reply": "2024-03-19T22:19:48.662752Z" } }, "outputs": [ @@ -884,10 +884,10 @@ "id": "9131d82d", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:10.427875Z", - "iopub.status.busy": "2024-03-08T16:30:10.427570Z", - "iopub.status.idle": "2024-03-08T16:30:10.430210Z", - "shell.execute_reply": "2024-03-08T16:30:10.429672Z" + "iopub.execute_input": "2024-03-19T22:19:48.665048Z", + "iopub.status.busy": "2024-03-19T22:19:48.664752Z", + "iopub.status.idle": "2024-03-19T22:19:48.667356Z", + "shell.execute_reply": "2024-03-19T22:19:48.666833Z" }, "nbsphinx": "hidden" }, @@ -922,10 +922,10 @@ "id": "31c704e7", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:10.432057Z", - "iopub.status.busy": "2024-03-08T16:30:10.431882Z", - "iopub.status.idle": "2024-03-08T16:30:10.558258Z", - "shell.execute_reply": "2024-03-08T16:30:10.557772Z" + "iopub.execute_input": "2024-03-19T22:19:48.669279Z", + "iopub.status.busy": "2024-03-19T22:19:48.668984Z", + "iopub.status.idle": "2024-03-19T22:19:48.792063Z", + "shell.execute_reply": "2024-03-19T22:19:48.791508Z" } }, "outputs": [ @@ -964,10 +964,10 @@ "id": "0bcc43db", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:10.560492Z", - "iopub.status.busy": "2024-03-08T16:30:10.560129Z", - "iopub.status.idle": "2024-03-08T16:30:10.670517Z", - "shell.execute_reply": "2024-03-08T16:30:10.670030Z" + "iopub.execute_input": "2024-03-19T22:19:48.794307Z", + "iopub.status.busy": "2024-03-19T22:19:48.793913Z", + "iopub.status.idle": "2024-03-19T22:19:48.899019Z", + "shell.execute_reply": "2024-03-19T22:19:48.898561Z" } }, "outputs": [ @@ -1023,10 +1023,10 @@ "id": "7021bd68", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:10.672724Z", - "iopub.status.busy": "2024-03-08T16:30:10.672361Z", - "iopub.status.idle": "2024-03-08T16:30:11.164535Z", - "shell.execute_reply": "2024-03-08T16:30:11.163909Z" + "iopub.execute_input": "2024-03-19T22:19:48.901142Z", + "iopub.status.busy": "2024-03-19T22:19:48.900834Z", + "iopub.status.idle": "2024-03-19T22:19:49.401073Z", + "shell.execute_reply": "2024-03-19T22:19:49.400551Z" } }, "outputs": [], @@ -1042,10 +1042,10 @@ "id": "d49c990b", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:11.167194Z", - "iopub.status.busy": "2024-03-08T16:30:11.167004Z", - "iopub.status.idle": "2024-03-08T16:30:11.259347Z", - "shell.execute_reply": "2024-03-08T16:30:11.258628Z" + "iopub.execute_input": "2024-03-19T22:19:49.403889Z", + "iopub.status.busy": "2024-03-19T22:19:49.403354Z", + "iopub.status.idle": "2024-03-19T22:19:49.494451Z", + "shell.execute_reply": "2024-03-19T22:19:49.493869Z" } }, "outputs": [ @@ -1080,10 +1080,10 @@ "id": "dbab6fb3", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:11.262112Z", - "iopub.status.busy": "2024-03-08T16:30:11.261725Z", - "iopub.status.idle": "2024-03-08T16:30:11.271140Z", - "shell.execute_reply": "2024-03-08T16:30:11.270691Z" + "iopub.execute_input": "2024-03-19T22:19:49.496864Z", + "iopub.status.busy": "2024-03-19T22:19:49.496461Z", + "iopub.status.idle": "2024-03-19T22:19:49.504984Z", + "shell.execute_reply": "2024-03-19T22:19:49.504465Z" } }, "outputs": [ @@ -1190,10 +1190,10 @@ "id": "5b39b8b5", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:11.273300Z", - "iopub.status.busy": "2024-03-08T16:30:11.272907Z", - "iopub.status.idle": "2024-03-08T16:30:11.275526Z", - "shell.execute_reply": "2024-03-08T16:30:11.275074Z" + "iopub.execute_input": "2024-03-19T22:19:49.506949Z", + "iopub.status.busy": "2024-03-19T22:19:49.506622Z", + "iopub.status.idle": "2024-03-19T22:19:49.509128Z", + "shell.execute_reply": "2024-03-19T22:19:49.508726Z" }, "nbsphinx": "hidden" }, @@ -1218,10 +1218,10 @@ "id": "df06525b", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:11.277697Z", - "iopub.status.busy": "2024-03-08T16:30:11.277289Z", - "iopub.status.idle": "2024-03-08T16:30:16.737781Z", - "shell.execute_reply": "2024-03-08T16:30:16.737189Z" + "iopub.execute_input": "2024-03-19T22:19:49.511128Z", + "iopub.status.busy": "2024-03-19T22:19:49.510812Z", + "iopub.status.idle": "2024-03-19T22:19:55.094572Z", + "shell.execute_reply": "2024-03-19T22:19:55.094056Z" } }, "outputs": [ @@ -1265,10 +1265,10 @@ "id": "05282559", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:16.740052Z", - "iopub.status.busy": "2024-03-08T16:30:16.739865Z", - "iopub.status.idle": "2024-03-08T16:30:16.748765Z", - "shell.execute_reply": "2024-03-08T16:30:16.748322Z" + "iopub.execute_input": "2024-03-19T22:19:55.096983Z", + "iopub.status.busy": "2024-03-19T22:19:55.096645Z", + "iopub.status.idle": "2024-03-19T22:19:55.105377Z", + "shell.execute_reply": "2024-03-19T22:19:55.104942Z" } }, "outputs": [ @@ -1377,10 +1377,10 @@ "id": "95531cda", "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:30:16.750791Z", - "iopub.status.busy": "2024-03-08T16:30:16.750467Z", - "iopub.status.idle": "2024-03-08T16:30:16.814772Z", - "shell.execute_reply": "2024-03-08T16:30:16.814310Z" + "iopub.execute_input": "2024-03-19T22:19:55.107505Z", + "iopub.status.busy": "2024-03-19T22:19:55.107162Z", + "iopub.status.idle": "2024-03-19T22:19:55.171078Z", + "shell.execute_reply": "2024-03-19T22:19:55.170630Z" }, "nbsphinx": "hidden" }, diff --git a/stable/tutorials/segmentation.html b/stable/tutorials/segmentation.html index f117580a3..1a1b6e07c 100644 --- a/stable/tutorials/segmentation.html +++ b/stable/tutorials/segmentation.html @@ -373,6 +373,15 @@ >
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.
- + Run in Google Colab @@ -753,13 +762,13 @@
Beyond scoring the overall label quality of each image, the above method produces a (0 to 1) quality score for each pixel. We can apply a thresholding function to these scores in order to extract the same style True
or False
mask as find_label_issues()
.
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.
- + Run in Google Colab diff --git a/stable/tutorials/tabular.ipynb b/stable/tutorials/tabular.ipynb index e67f0291d..dac922471 100644 --- a/stable/tutorials/tabular.ipynb +++ b/stable/tutorials/tabular.ipynb @@ -112,10 +112,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:33.006755Z", - "iopub.status.busy": "2024-03-08T16:34:33.006601Z", - "iopub.status.idle": "2024-03-08T16:34:34.204119Z", - "shell.execute_reply": "2024-03-08T16:34:34.203621Z" + "iopub.execute_input": "2024-03-19T22:23:17.271193Z", + "iopub.status.busy": "2024-03-19T22:23:17.271036Z", + "iopub.status.idle": "2024-03-19T22:23:18.427187Z", + "shell.execute_reply": "2024-03-19T22:23:18.426649Z" }, "nbsphinx": "hidden" }, @@ -125,7 +125,7 @@ "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", @@ -150,10 +150,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:34.206601Z", - "iopub.status.busy": "2024-03-08T16:34:34.206225Z", - "iopub.status.idle": "2024-03-08T16:34:34.230066Z", - "shell.execute_reply": "2024-03-08T16:34:34.229659Z" + "iopub.execute_input": "2024-03-19T22:23:18.429669Z", + "iopub.status.busy": "2024-03-19T22:23:18.429294Z", + "iopub.status.idle": "2024-03-19T22:23:18.453923Z", + "shell.execute_reply": "2024-03-19T22:23:18.453366Z" } }, "outputs": [], @@ -194,10 +194,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:34.232242Z", - "iopub.status.busy": "2024-03-08T16:34:34.231847Z", - "iopub.status.idle": "2024-03-08T16:34:34.349742Z", - "shell.execute_reply": "2024-03-08T16:34:34.349239Z" + "iopub.execute_input": "2024-03-19T22:23:18.456504Z", + "iopub.status.busy": "2024-03-19T22:23:18.456028Z", + "iopub.status.idle": "2024-03-19T22:23:18.508472Z", + "shell.execute_reply": "2024-03-19T22:23:18.508031Z" } }, "outputs": [ @@ -304,10 +304,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:34.351618Z", - "iopub.status.busy": "2024-03-08T16:34:34.351449Z", - "iopub.status.idle": "2024-03-08T16:34:34.354778Z", - "shell.execute_reply": "2024-03-08T16:34:34.354356Z" + "iopub.execute_input": "2024-03-19T22:23:18.510568Z", + "iopub.status.busy": "2024-03-19T22:23:18.510246Z", + "iopub.status.idle": "2024-03-19T22:23:18.513714Z", + "shell.execute_reply": "2024-03-19T22:23:18.513199Z" } }, "outputs": [], @@ -328,10 +328,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:34.356810Z", - "iopub.status.busy": "2024-03-08T16:34:34.356408Z", - "iopub.status.idle": "2024-03-08T16:34:34.364507Z", - "shell.execute_reply": "2024-03-08T16:34:34.364101Z" + "iopub.execute_input": "2024-03-19T22:23:18.515697Z", + "iopub.status.busy": "2024-03-19T22:23:18.515520Z", + "iopub.status.idle": "2024-03-19T22:23:18.523563Z", + "shell.execute_reply": "2024-03-19T22:23:18.523115Z" } }, "outputs": [], @@ -383,10 +383,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:34.366526Z", - "iopub.status.busy": "2024-03-08T16:34:34.366205Z", - "iopub.status.idle": "2024-03-08T16:34:34.368710Z", - "shell.execute_reply": "2024-03-08T16:34:34.368289Z" + "iopub.execute_input": "2024-03-19T22:23:18.525476Z", + "iopub.status.busy": "2024-03-19T22:23:18.525305Z", + "iopub.status.idle": "2024-03-19T22:23:18.527927Z", + "shell.execute_reply": "2024-03-19T22:23:18.527492Z" } }, "outputs": [], @@ -408,10 +408,10 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:34.370441Z", - "iopub.status.busy": "2024-03-08T16:34:34.370270Z", - "iopub.status.idle": "2024-03-08T16:34:34.887965Z", - "shell.execute_reply": "2024-03-08T16:34:34.887398Z" + "iopub.execute_input": "2024-03-19T22:23:18.529884Z", + "iopub.status.busy": "2024-03-19T22:23:18.529579Z", + "iopub.status.idle": "2024-03-19T22:23:19.049245Z", + "shell.execute_reply": "2024-03-19T22:23:19.048727Z" } }, "outputs": [], @@ -445,10 +445,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:34.890279Z", - "iopub.status.busy": "2024-03-08T16:34:34.890093Z", - "iopub.status.idle": "2024-03-08T16:34:36.554466Z", - "shell.execute_reply": "2024-03-08T16:34:36.553842Z" + "iopub.execute_input": "2024-03-19T22:23:19.051471Z", + "iopub.status.busy": "2024-03-19T22:23:19.051276Z", + "iopub.status.idle": "2024-03-19T22:23:20.696500Z", + "shell.execute_reply": "2024-03-19T22:23:20.695939Z" } }, "outputs": [ @@ -480,10 +480,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:36.557111Z", - "iopub.status.busy": "2024-03-08T16:34:36.556566Z", - "iopub.status.idle": "2024-03-08T16:34:36.566778Z", - "shell.execute_reply": "2024-03-08T16:34:36.566263Z" + "iopub.execute_input": "2024-03-19T22:23:20.698932Z", + "iopub.status.busy": "2024-03-19T22:23:20.698399Z", + "iopub.status.idle": "2024-03-19T22:23:20.708773Z", + "shell.execute_reply": "2024-03-19T22:23:20.708225Z" } }, "outputs": [ @@ -604,10 +604,10 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:36.568993Z", - "iopub.status.busy": "2024-03-08T16:34:36.568664Z", - "iopub.status.idle": "2024-03-08T16:34:36.572564Z", - "shell.execute_reply": "2024-03-08T16:34:36.572155Z" + "iopub.execute_input": "2024-03-19T22:23:20.710929Z", + "iopub.status.busy": "2024-03-19T22:23:20.710518Z", + "iopub.status.idle": "2024-03-19T22:23:20.714561Z", + "shell.execute_reply": "2024-03-19T22:23:20.714135Z" } }, "outputs": [], @@ -632,10 +632,10 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:36.574639Z", - "iopub.status.busy": "2024-03-08T16:34:36.574271Z", - "iopub.status.idle": "2024-03-08T16:34:36.581603Z", - "shell.execute_reply": "2024-03-08T16:34:36.581211Z" + "iopub.execute_input": "2024-03-19T22:23:20.716608Z", + "iopub.status.busy": "2024-03-19T22:23:20.716329Z", + "iopub.status.idle": "2024-03-19T22:23:20.723595Z", + "shell.execute_reply": "2024-03-19T22:23:20.723040Z" } }, "outputs": [], @@ -657,10 +657,10 @@ "execution_count": 12, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:36.583751Z", - "iopub.status.busy": "2024-03-08T16:34:36.583340Z", - "iopub.status.idle": "2024-03-08T16:34:36.698834Z", - "shell.execute_reply": "2024-03-08T16:34:36.698348Z" + "iopub.execute_input": "2024-03-19T22:23:20.725807Z", + "iopub.status.busy": "2024-03-19T22:23:20.725390Z", + "iopub.status.idle": "2024-03-19T22:23:20.836412Z", + "shell.execute_reply": "2024-03-19T22:23:20.835971Z" } }, "outputs": [ @@ -690,10 +690,10 @@ "execution_count": 13, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:36.700904Z", - "iopub.status.busy": "2024-03-08T16:34:36.700690Z", - "iopub.status.idle": "2024-03-08T16:34:36.703599Z", - "shell.execute_reply": "2024-03-08T16:34:36.703106Z" + "iopub.execute_input": "2024-03-19T22:23:20.838239Z", + "iopub.status.busy": "2024-03-19T22:23:20.838067Z", + "iopub.status.idle": "2024-03-19T22:23:20.840799Z", + "shell.execute_reply": "2024-03-19T22:23:20.840343Z" } }, "outputs": [], @@ -714,10 +714,10 @@ "execution_count": 14, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:36.705586Z", - "iopub.status.busy": "2024-03-08T16:34:36.705267Z", - "iopub.status.idle": "2024-03-08T16:34:38.668493Z", - "shell.execute_reply": "2024-03-08T16:34:38.667855Z" + "iopub.execute_input": "2024-03-19T22:23:20.842550Z", + "iopub.status.busy": "2024-03-19T22:23:20.842379Z", + "iopub.status.idle": "2024-03-19T22:23:22.817375Z", + "shell.execute_reply": "2024-03-19T22:23:22.816714Z" } }, "outputs": [], @@ -737,10 +737,10 @@ "execution_count": 15, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:38.671577Z", - "iopub.status.busy": "2024-03-08T16:34:38.670976Z", - "iopub.status.idle": "2024-03-08T16:34:38.683170Z", - "shell.execute_reply": "2024-03-08T16:34:38.682692Z" + "iopub.execute_input": "2024-03-19T22:23:22.820260Z", + "iopub.status.busy": "2024-03-19T22:23:22.819679Z", + "iopub.status.idle": "2024-03-19T22:23:22.831191Z", + "shell.execute_reply": "2024-03-19T22:23:22.830749Z" } }, "outputs": [ @@ -770,10 +770,10 @@ "execution_count": 16, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:38.685103Z", - "iopub.status.busy": "2024-03-08T16:34:38.684923Z", - "iopub.status.idle": "2024-03-08T16:34:38.875134Z", - "shell.execute_reply": "2024-03-08T16:34:38.874608Z" + "iopub.execute_input": "2024-03-19T22:23:22.833270Z", + "iopub.status.busy": "2024-03-19T22:23:22.832859Z", + "iopub.status.idle": "2024-03-19T22:23:22.876173Z", + "shell.execute_reply": "2024-03-19T22:23:22.875759Z" }, "nbsphinx": "hidden" }, diff --git a/stable/tutorials/text.html b/stable/tutorials/text.html index db34c2167..30655b930 100644 --- a/stable/tutorials/text.html +++ b/stable/tutorials/text.html @@ -373,6 +373,15 @@ >
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.
- + Run in Google Colab @@ -770,7 +779,7 @@
This dataset has 10 classes.
-Classes: {'cancel_transfer', 'getting_spare_card', 'apple_pay_or_google_pay', 'lost_or_stolen_phone', 'card_about_to_expire', 'beneficiary_not_allowed', 'visa_or_mastercard', 'card_payment_fee_charged', 'change_pin', 'supported_cards_and_currencies'}
+Classes: {'cancel_transfer', 'visa_or_mastercard', 'card_payment_fee_charged', 'lost_or_stolen_phone', 'card_about_to_expire', 'getting_spare_card', 'supported_cards_and_currencies', 'beneficiary_not_allowed', 'change_pin', 'apple_pay_or_google_pay'}
Let’s print the first example in the train set.
diff --git a/stable/tutorials/text.ipynb b/stable/tutorials/text.ipynb index 53baa0b36..f5f2a4056 100644 --- a/stable/tutorials/text.ipynb +++ b/stable/tutorials/text.ipynb @@ -114,10 +114,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:41.798343Z", - "iopub.status.busy": "2024-03-08T16:34:41.797927Z", - "iopub.status.idle": "2024-03-08T16:34:44.434478Z", - "shell.execute_reply": "2024-03-08T16:34:44.433936Z" + "iopub.execute_input": "2024-03-19T22:23:25.785104Z", + "iopub.status.busy": "2024-03-19T22:23:25.784662Z", + "iopub.status.idle": "2024-03-19T22:23:28.403737Z", + "shell.execute_reply": "2024-03-19T22:23:28.403073Z" }, "nbsphinx": "hidden" }, @@ -134,7 +134,7 @@ "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", @@ -159,10 +159,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:44.437228Z", - "iopub.status.busy": "2024-03-08T16:34:44.436772Z", - "iopub.status.idle": "2024-03-08T16:34:44.440038Z", - "shell.execute_reply": "2024-03-08T16:34:44.439612Z" + "iopub.execute_input": "2024-03-19T22:23:28.406549Z", + "iopub.status.busy": "2024-03-19T22:23:28.406017Z", + "iopub.status.idle": "2024-03-19T22:23:28.409341Z", + "shell.execute_reply": "2024-03-19T22:23:28.408912Z" } }, "outputs": [], @@ -184,10 +184,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:44.442045Z", - "iopub.status.busy": "2024-03-08T16:34:44.441728Z", - "iopub.status.idle": "2024-03-08T16:34:44.444638Z", - "shell.execute_reply": "2024-03-08T16:34:44.444228Z" + "iopub.execute_input": "2024-03-19T22:23:28.411461Z", + "iopub.status.busy": "2024-03-19T22:23:28.411110Z", + "iopub.status.idle": "2024-03-19T22:23:28.414076Z", + "shell.execute_reply": "2024-03-19T22:23:28.413666Z" }, "nbsphinx": "hidden" }, @@ -218,10 +218,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:44.446601Z", - "iopub.status.busy": "2024-03-08T16:34:44.446335Z", - "iopub.status.idle": "2024-03-08T16:34:44.554033Z", - "shell.execute_reply": "2024-03-08T16:34:44.553567Z" + "iopub.execute_input": "2024-03-19T22:23:28.416070Z", + "iopub.status.busy": "2024-03-19T22:23:28.415750Z", + "iopub.status.idle": "2024-03-19T22:23:28.470178Z", + "shell.execute_reply": "2024-03-19T22:23:28.469703Z" } }, "outputs": [ @@ -311,10 +311,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:44.556214Z", - "iopub.status.busy": "2024-03-08T16:34:44.555873Z", - "iopub.status.idle": "2024-03-08T16:34:44.559307Z", - "shell.execute_reply": "2024-03-08T16:34:44.558895Z" + "iopub.execute_input": "2024-03-19T22:23:28.472317Z", + "iopub.status.busy": "2024-03-19T22:23:28.471961Z", + "iopub.status.idle": "2024-03-19T22:23:28.475515Z", + "shell.execute_reply": "2024-03-19T22:23:28.475061Z" } }, "outputs": [], @@ -329,10 +329,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:44.561284Z", - "iopub.status.busy": "2024-03-08T16:34:44.560893Z", - "iopub.status.idle": "2024-03-08T16:34:44.564301Z", - "shell.execute_reply": "2024-03-08T16:34:44.563754Z" + "iopub.execute_input": "2024-03-19T22:23:28.477461Z", + "iopub.status.busy": "2024-03-19T22:23:28.477140Z", + "iopub.status.idle": "2024-03-19T22:23:28.480547Z", + "shell.execute_reply": "2024-03-19T22:23:28.480016Z" } }, "outputs": [ @@ -341,7 +341,7 @@ "output_type": "stream", "text": [ "This dataset has 10 classes.\n", - "Classes: {'cancel_transfer', 'getting_spare_card', 'apple_pay_or_google_pay', 'lost_or_stolen_phone', 'card_about_to_expire', 'beneficiary_not_allowed', 'visa_or_mastercard', 'card_payment_fee_charged', 'change_pin', 'supported_cards_and_currencies'}\n" + "Classes: {'cancel_transfer', 'visa_or_mastercard', 'card_payment_fee_charged', 'lost_or_stolen_phone', 'card_about_to_expire', 'getting_spare_card', 'supported_cards_and_currencies', 'beneficiary_not_allowed', 'change_pin', 'apple_pay_or_google_pay'}\n" ] } ], @@ -364,10 +364,10 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:44.566299Z", - "iopub.status.busy": "2024-03-08T16:34:44.565923Z", - "iopub.status.idle": "2024-03-08T16:34:44.568831Z", - "shell.execute_reply": "2024-03-08T16:34:44.568329Z" + "iopub.execute_input": "2024-03-19T22:23:28.482530Z", + "iopub.status.busy": "2024-03-19T22:23:28.482219Z", + "iopub.status.idle": "2024-03-19T22:23:28.485320Z", + "shell.execute_reply": "2024-03-19T22:23:28.484802Z" } }, "outputs": [ @@ -408,10 +408,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:44.570984Z", - "iopub.status.busy": "2024-03-08T16:34:44.570586Z", - "iopub.status.idle": "2024-03-08T16:34:44.573744Z", - "shell.execute_reply": "2024-03-08T16:34:44.573332Z" + "iopub.execute_input": "2024-03-19T22:23:28.487341Z", + "iopub.status.busy": "2024-03-19T22:23:28.487012Z", + "iopub.status.idle": "2024-03-19T22:23:28.490258Z", + "shell.execute_reply": "2024-03-19T22:23:28.489821Z" } }, "outputs": [], @@ -452,10 +452,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:44.575633Z", - "iopub.status.busy": "2024-03-08T16:34:44.575465Z", - "iopub.status.idle": "2024-03-08T16:34:48.771597Z", - "shell.execute_reply": "2024-03-08T16:34:48.771031Z" + "iopub.execute_input": "2024-03-19T22:23:28.492294Z", + "iopub.status.busy": "2024-03-19T22:23:28.491972Z", + "iopub.status.idle": "2024-03-19T22:23:32.470756Z", + "shell.execute_reply": "2024-03-19T22:23:32.470230Z" } }, "outputs": [ @@ -510,10 +510,10 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:48.774289Z", - "iopub.status.busy": "2024-03-08T16:34:48.773907Z", - "iopub.status.idle": "2024-03-08T16:34:48.776957Z", - "shell.execute_reply": "2024-03-08T16:34:48.776463Z" + "iopub.execute_input": "2024-03-19T22:23:32.473404Z", + "iopub.status.busy": "2024-03-19T22:23:32.473028Z", + "iopub.status.idle": "2024-03-19T22:23:32.475951Z", + "shell.execute_reply": "2024-03-19T22:23:32.475476Z" } }, "outputs": [], @@ -535,10 +535,10 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:48.779035Z", - "iopub.status.busy": "2024-03-08T16:34:48.778661Z", - "iopub.status.idle": "2024-03-08T16:34:48.781381Z", - "shell.execute_reply": "2024-03-08T16:34:48.780865Z" + "iopub.execute_input": "2024-03-19T22:23:32.477936Z", + "iopub.status.busy": "2024-03-19T22:23:32.477622Z", + "iopub.status.idle": "2024-03-19T22:23:32.480179Z", + "shell.execute_reply": "2024-03-19T22:23:32.479740Z" } }, "outputs": [], @@ -553,10 +553,10 @@ "execution_count": 12, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:48.783337Z", - "iopub.status.busy": "2024-03-08T16:34:48.782972Z", - "iopub.status.idle": "2024-03-08T16:34:51.046507Z", - "shell.execute_reply": "2024-03-08T16:34:51.045766Z" + "iopub.execute_input": "2024-03-19T22:23:32.482045Z", + "iopub.status.busy": "2024-03-19T22:23:32.481729Z", + "iopub.status.idle": "2024-03-19T22:23:34.731143Z", + "shell.execute_reply": "2024-03-19T22:23:34.730534Z" }, "scrolled": true }, @@ -579,10 +579,10 @@ "execution_count": 13, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:51.049619Z", - "iopub.status.busy": "2024-03-08T16:34:51.049044Z", - "iopub.status.idle": "2024-03-08T16:34:51.056828Z", - "shell.execute_reply": "2024-03-08T16:34:51.056340Z" + "iopub.execute_input": "2024-03-19T22:23:34.733960Z", + "iopub.status.busy": "2024-03-19T22:23:34.733386Z", + "iopub.status.idle": "2024-03-19T22:23:34.740856Z", + "shell.execute_reply": "2024-03-19T22:23:34.740322Z" } }, "outputs": [ @@ -683,10 +683,10 @@ "execution_count": 14, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:51.058881Z", - "iopub.status.busy": "2024-03-08T16:34:51.058553Z", - "iopub.status.idle": "2024-03-08T16:34:51.062417Z", - "shell.execute_reply": "2024-03-08T16:34:51.061984Z" + "iopub.execute_input": "2024-03-19T22:23:34.742954Z", + "iopub.status.busy": "2024-03-19T22:23:34.742635Z", + "iopub.status.idle": "2024-03-19T22:23:34.746239Z", + "shell.execute_reply": "2024-03-19T22:23:34.745813Z" } }, "outputs": [], @@ -700,10 +700,10 @@ "execution_count": 15, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:51.064430Z", - "iopub.status.busy": "2024-03-08T16:34:51.064107Z", - "iopub.status.idle": "2024-03-08T16:34:51.067121Z", - "shell.execute_reply": "2024-03-08T16:34:51.066612Z" + "iopub.execute_input": "2024-03-19T22:23:34.748228Z", + "iopub.status.busy": "2024-03-19T22:23:34.747901Z", + "iopub.status.idle": "2024-03-19T22:23:34.751054Z", + "shell.execute_reply": "2024-03-19T22:23:34.750613Z" } }, "outputs": [ @@ -738,10 +738,10 @@ "execution_count": 16, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:51.069176Z", - "iopub.status.busy": "2024-03-08T16:34:51.068854Z", - "iopub.status.idle": "2024-03-08T16:34:51.071842Z", - "shell.execute_reply": "2024-03-08T16:34:51.071372Z" + "iopub.execute_input": "2024-03-19T22:23:34.753408Z", + "iopub.status.busy": "2024-03-19T22:23:34.752924Z", + "iopub.status.idle": "2024-03-19T22:23:34.756288Z", + "shell.execute_reply": "2024-03-19T22:23:34.755766Z" } }, "outputs": [], @@ -761,10 +761,10 @@ "execution_count": 17, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:51.073716Z", - "iopub.status.busy": "2024-03-08T16:34:51.073399Z", - "iopub.status.idle": "2024-03-08T16:34:51.079983Z", - "shell.execute_reply": "2024-03-08T16:34:51.079519Z" + "iopub.execute_input": "2024-03-19T22:23:34.758172Z", + "iopub.status.busy": "2024-03-19T22:23:34.757993Z", + "iopub.status.idle": "2024-03-19T22:23:34.765398Z", + "shell.execute_reply": "2024-03-19T22:23:34.764874Z" } }, "outputs": [ @@ -889,10 +889,10 @@ "execution_count": 18, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:51.081947Z", - "iopub.status.busy": "2024-03-08T16:34:51.081691Z", - "iopub.status.idle": "2024-03-08T16:34:51.309167Z", - "shell.execute_reply": "2024-03-08T16:34:51.308669Z" + "iopub.execute_input": "2024-03-19T22:23:34.767477Z", + "iopub.status.busy": "2024-03-19T22:23:34.767153Z", + "iopub.status.idle": "2024-03-19T22:23:35.000985Z", + "shell.execute_reply": "2024-03-19T22:23:35.000494Z" }, "scrolled": true }, @@ -931,10 +931,10 @@ "execution_count": 19, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:51.311765Z", - "iopub.status.busy": "2024-03-08T16:34:51.311369Z", - "iopub.status.idle": "2024-03-08T16:34:51.486816Z", - "shell.execute_reply": "2024-03-08T16:34:51.486346Z" + "iopub.execute_input": "2024-03-19T22:23:35.003533Z", + "iopub.status.busy": "2024-03-19T22:23:35.003148Z", + "iopub.status.idle": "2024-03-19T22:23:35.181451Z", + "shell.execute_reply": "2024-03-19T22:23:35.180948Z" }, "scrolled": true }, @@ -967,10 +967,10 @@ "execution_count": 20, "metadata": { "execution": { - "iopub.execute_input": "2024-03-08T16:34:51.489263Z", - "iopub.status.busy": "2024-03-08T16:34:51.488897Z", - "iopub.status.idle": "2024-03-08T16:34:51.492537Z", - "shell.execute_reply": "2024-03-08T16:34:51.492068Z" + "iopub.execute_input": "2024-03-19T22:23:35.184048Z", + "iopub.status.busy": "2024-03-19T22:23:35.183679Z", + "iopub.status.idle": "2024-03-19T22:23:35.187380Z", + "shell.execute_reply": "2024-03-19T22:23:35.186924Z" }, "nbsphinx": "hidden" }, diff --git a/stable/tutorials/token_classification.html b/stable/tutorials/token_classification.html index 8a128d0aa..a30a44c34 100644 --- a/stable/tutorials/token_classification.html +++ b/stable/tutorials/token_classification.html @@ -373,6 +373,15 @@ >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.
- + Run in Google Colab @@ -663,16 +672,16 @@
---2024-03-08 16:34:54-- https://data.deepai.org/conll2003.zip
-Resolving data.deepai.org (data.deepai.org)... 143.244.49.178, 2400:52e0:1a01::899:1
-Connecting to data.deepai.org (data.deepai.org)|143.244.49.178|:443... connected.
+--2024-03-19 22:23:38-- https://data.deepai.org/conll2003.zip
+Resolving data.deepai.org (data.deepai.org)... 185.93.1.244, 2400:52e0:1a00::1029:1
+Connecting to data.deepai.org (data.deepai.org)|185.93.1.244|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 982975 (960K) [application/zip]
Saving to: ‘conll2003.zip’
-conll2003.zip 100%[===================>] 959.94K --.-KB/s in 0.05s
+conll2003.zip 100%[===================>] 959.94K 4.70MB/s in 0.2s
-2024-03-08 16:34:55 (17.6 MB/s) - ‘conll2003.zip’ saved [982975/982975]
+2024-03-19 22:23:38 (4.70 MB/s) - ‘conll2003.zip’ saved [982975/982975]
mkdir: cannot create directory ‘data’: File exists
Archive: conll2003.zip
@@ -680,16 +689,16 @@ 1. Install required dependencies and download data