deploy: cleanlab/cleanlab@0221f8b

cleanlab · Apr 10, 2024 · c7af19e · c7af19e
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diff --git a/master/.buildinfo b/master/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 08a890e66a73e94c935e2703960bc9de
+config: ef252c8a293357f99ca5908dddeebf25
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/master/.doctrees/cleanlab/benchmarking/index.doctree b/master/.doctrees/cleanlab/benchmarking/index.doctree
diff --git a/master/.doctrees/cleanlab/benchmarking/noise_generation.doctree b/master/.doctrees/cleanlab/benchmarking/noise_generation.doctree
diff --git a/master/.doctrees/cleanlab/classification.doctree b/master/.doctrees/cleanlab/classification.doctree
diff --git a/master/.doctrees/cleanlab/count.doctree b/master/.doctrees/cleanlab/count.doctree
diff --git a/master/.doctrees/cleanlab/data_valuation.doctree b/master/.doctrees/cleanlab/data_valuation.doctree
diff --git a/master/.doctrees/cleanlab/datalab/datalab.doctree b/master/.doctrees/cleanlab/datalab/datalab.doctree
diff --git a/master/.doctrees/cleanlab/datalab/guide/_templates/issue_types_tip.doctree b/master/.doctrees/cleanlab/datalab/guide/_templates/issue_types_tip.doctree
diff --git a/master/.doctrees/cleanlab/datalab/guide/custom_issue_manager.doctree b/master/.doctrees/cleanlab/datalab/guide/custom_issue_manager.doctree
diff --git a/master/.doctrees/cleanlab/datalab/guide/generating_cluster_ids.doctree b/master/.doctrees/cleanlab/datalab/guide/generating_cluster_ids.doctree
diff --git a/master/.doctrees/cleanlab/datalab/guide/index.doctree b/master/.doctrees/cleanlab/datalab/guide/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/guide/issue_type_description.doctree b/master/.doctrees/cleanlab/datalab/guide/issue_type_description.doctree
diff --git a/master/.doctrees/cleanlab/datalab/index.doctree b/master/.doctrees/cleanlab/datalab/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/data.doctree b/master/.doctrees/cleanlab/datalab/internal/data.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/data_issues.doctree b/master/.doctrees/cleanlab/datalab/internal/data_issues.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/factory.doctree b/master/.doctrees/cleanlab/datalab/internal/factory.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/index.doctree b/master/.doctrees/cleanlab/datalab/internal/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_finder.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_finder.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/_notices/not_registered.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/_notices/not_registered.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/data_valuation.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/data_valuation.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/duplicate.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/duplicate.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/imbalance.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/imbalance.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/index.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/issue_manager.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/issue_manager.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/label.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/label.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/multilabel/index.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/multilabel/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/multilabel/label.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/multilabel/label.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/noniid.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/noniid.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/null.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/null.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/outlier.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/outlier.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/regression/index.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/regression/index.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/regression/label.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/regression/label.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/issue_manager/underperforming_group.doctree b/master/.doctrees/cleanlab/datalab/internal/issue_manager/underperforming_group.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/model_outputs.doctree b/master/.doctrees/cleanlab/datalab/internal/model_outputs.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/report.doctree b/master/.doctrees/cleanlab/datalab/internal/report.doctree
diff --git a/master/.doctrees/cleanlab/datalab/internal/task.doctree b/master/.doctrees/cleanlab/datalab/internal/task.doctree
diff --git a/master/.doctrees/cleanlab/datalab/optional_dependencies.doctree b/master/.doctrees/cleanlab/datalab/optional_dependencies.doctree
diff --git a/master/.doctrees/cleanlab/dataset.doctree b/master/.doctrees/cleanlab/dataset.doctree
diff --git a/master/.doctrees/cleanlab/experimental/cifar_cnn.doctree b/master/.doctrees/cleanlab/experimental/cifar_cnn.doctree
diff --git a/master/.doctrees/cleanlab/experimental/coteaching.doctree b/master/.doctrees/cleanlab/experimental/coteaching.doctree
diff --git a/master/.doctrees/cleanlab/experimental/index.doctree b/master/.doctrees/cleanlab/experimental/index.doctree
diff --git a/master/.doctrees/cleanlab/experimental/label_issues_batched.doctree b/master/.doctrees/cleanlab/experimental/label_issues_batched.doctree
diff --git a/master/.doctrees/cleanlab/experimental/mnist_pytorch.doctree b/master/.doctrees/cleanlab/experimental/mnist_pytorch.doctree
diff --git a/master/.doctrees/cleanlab/experimental/span_classification.doctree b/master/.doctrees/cleanlab/experimental/span_classification.doctree
diff --git a/master/.doctrees/cleanlab/filter.doctree b/master/.doctrees/cleanlab/filter.doctree
diff --git a/master/.doctrees/cleanlab/internal/index.doctree b/master/.doctrees/cleanlab/internal/index.doctree
diff --git a/master/.doctrees/cleanlab/internal/label_quality_utils.doctree b/master/.doctrees/cleanlab/internal/label_quality_utils.doctree
diff --git a/master/.doctrees/cleanlab/internal/latent_algebra.doctree b/master/.doctrees/cleanlab/internal/latent_algebra.doctree
diff --git a/master/.doctrees/cleanlab/internal/multiannotator_utils.doctree b/master/.doctrees/cleanlab/internal/multiannotator_utils.doctree
diff --git a/master/.doctrees/cleanlab/internal/multilabel_scorer.doctree b/master/.doctrees/cleanlab/internal/multilabel_scorer.doctree
diff --git a/master/.doctrees/cleanlab/internal/multilabel_utils.doctree b/master/.doctrees/cleanlab/internal/multilabel_utils.doctree
diff --git a/master/.doctrees/cleanlab/internal/outlier.doctree b/master/.doctrees/cleanlab/internal/outlier.doctree
diff --git a/master/.doctrees/cleanlab/internal/token_classification_utils.doctree b/master/.doctrees/cleanlab/internal/token_classification_utils.doctree
diff --git a/master/.doctrees/cleanlab/internal/util.doctree b/master/.doctrees/cleanlab/internal/util.doctree
diff --git a/master/.doctrees/cleanlab/internal/validation.doctree b/master/.doctrees/cleanlab/internal/validation.doctree
diff --git a/master/.doctrees/cleanlab/models/fasttext.doctree b/master/.doctrees/cleanlab/models/fasttext.doctree
diff --git a/master/.doctrees/cleanlab/models/index.doctree b/master/.doctrees/cleanlab/models/index.doctree
diff --git a/master/.doctrees/cleanlab/models/keras.doctree b/master/.doctrees/cleanlab/models/keras.doctree
diff --git a/master/.doctrees/cleanlab/multiannotator.doctree b/master/.doctrees/cleanlab/multiannotator.doctree
diff --git a/master/.doctrees/cleanlab/multilabel_classification/dataset.doctree b/master/.doctrees/cleanlab/multilabel_classification/dataset.doctree
diff --git a/master/.doctrees/cleanlab/multilabel_classification/filter.doctree b/master/.doctrees/cleanlab/multilabel_classification/filter.doctree
diff --git a/master/.doctrees/cleanlab/multilabel_classification/index.doctree b/master/.doctrees/cleanlab/multilabel_classification/index.doctree
diff --git a/master/.doctrees/cleanlab/multilabel_classification/rank.doctree b/master/.doctrees/cleanlab/multilabel_classification/rank.doctree
diff --git a/master/.doctrees/cleanlab/object_detection/filter.doctree b/master/.doctrees/cleanlab/object_detection/filter.doctree
diff --git a/master/.doctrees/cleanlab/object_detection/index.doctree b/master/.doctrees/cleanlab/object_detection/index.doctree
diff --git a/master/.doctrees/cleanlab/object_detection/rank.doctree b/master/.doctrees/cleanlab/object_detection/rank.doctree
diff --git a/master/.doctrees/cleanlab/object_detection/summary.doctree b/master/.doctrees/cleanlab/object_detection/summary.doctree
diff --git a/master/.doctrees/cleanlab/outlier.doctree b/master/.doctrees/cleanlab/outlier.doctree
diff --git a/master/.doctrees/cleanlab/rank.doctree b/master/.doctrees/cleanlab/rank.doctree
diff --git a/master/.doctrees/cleanlab/regression/index.doctree b/master/.doctrees/cleanlab/regression/index.doctree
diff --git a/master/.doctrees/cleanlab/regression/learn.doctree b/master/.doctrees/cleanlab/regression/learn.doctree
diff --git a/master/.doctrees/cleanlab/regression/rank.doctree b/master/.doctrees/cleanlab/regression/rank.doctree
diff --git a/master/.doctrees/cleanlab/segmentation/filter.doctree b/master/.doctrees/cleanlab/segmentation/filter.doctree
diff --git a/master/.doctrees/cleanlab/segmentation/index.doctree b/master/.doctrees/cleanlab/segmentation/index.doctree
diff --git a/master/.doctrees/cleanlab/segmentation/rank.doctree b/master/.doctrees/cleanlab/segmentation/rank.doctree
diff --git a/master/.doctrees/cleanlab/segmentation/summary.doctree b/master/.doctrees/cleanlab/segmentation/summary.doctree
diff --git a/master/.doctrees/cleanlab/token_classification/filter.doctree b/master/.doctrees/cleanlab/token_classification/filter.doctree
diff --git a/master/.doctrees/cleanlab/token_classification/index.doctree b/master/.doctrees/cleanlab/token_classification/index.doctree
diff --git a/master/.doctrees/cleanlab/token_classification/rank.doctree b/master/.doctrees/cleanlab/token_classification/rank.doctree
diff --git a/master/.doctrees/cleanlab/token_classification/summary.doctree b/master/.doctrees/cleanlab/token_classification/summary.doctree
diff --git a/master/.doctrees/environment.pickle b/master/.doctrees/environment.pickle
diff --git a/master/.doctrees/index.doctree b/master/.doctrees/index.doctree
diff --git a/master/.doctrees/migrating/migrate_v2.doctree b/master/.doctrees/migrating/migrate_v2.doctree
diff --git a/master/.doctrees/nbsphinx/tutorials/clean_learning/tabular.ipynb b/master/.doctrees/nbsphinx/tutorials/clean_learning/tabular.ipynb
@@ -101,7 +101,6 @@
     "You can use `pip` to install all packages required for this tutorial as follows:\n",
     "\n",
     "```ipython3\n",
-    "!pip install sklearn\n",
     "!pip install cleanlab\n",
     "# Make sure to install the version corresponding to this tutorial\n",
     "# E.g. if viewing master branch documentation:\n",
@@ -114,10 +113,10 @@
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-     "iopub.status.busy": "2024-04-10T21:14:01.868652Z",
-     "iopub.status.idle": "2024-04-10T21:14:03.015445Z",
-     "shell.execute_reply": "2024-04-10T21:14:03.014883Z"
+     "iopub.execute_input": "2024-04-10T21:30:49.441379Z",
+     "iopub.status.busy": "2024-04-10T21:30:49.441036Z",
+     "iopub.status.idle": "2024-04-10T21:30:50.585844Z",
+     "shell.execute_reply": "2024-04-10T21:30:50.585297Z"
     },
     "nbsphinx": "hidden"
    },
@@ -127,7 +126,7 @@
     "dependencies = [\"cleanlab\"]\n",
     "\n",
     "if \"google.colab\" in str(get_ipython()):  # Check if it's running in Google Colab\n",
-    "    %pip install git+https://github.com/cleanlab/cleanlab.git@7d1f3350174b280aa5752059e39174098ed33bec\n",
+    "    %pip install git+https://github.com/cleanlab/cleanlab.git@0221f8b0a1051dc9b74c3b2645902c390d9a2496\n",
     "    cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n",
     "    %pip install $cmd\n",
     "else:\n",
@@ -152,10 +151,10 @@
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-     "shell.execute_reply": "2024-04-10T21:14:03.035626Z"
+     "iopub.execute_input": "2024-04-10T21:30:50.588610Z",
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+     "shell.execute_reply": "2024-04-10T21:30:50.605790Z"
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@@ -196,10 +195,10 @@
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-     "shell.execute_reply": "2024-04-10T21:14:03.217776Z"
+     "iopub.execute_input": "2024-04-10T21:30:50.608455Z",
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+     "shell.execute_reply": "2024-04-10T21:30:50.766698Z"
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@@ -306,10 +305,10 @@
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-     "iopub.status.idle": "2024-04-10T21:14:03.252745Z",
-     "shell.execute_reply": "2024-04-10T21:14:03.252281Z"
+     "iopub.execute_input": "2024-04-10T21:30:50.798827Z",
+     "iopub.status.busy": "2024-04-10T21:30:50.798436Z",
+     "iopub.status.idle": "2024-04-10T21:30:50.802268Z",
+     "shell.execute_reply": "2024-04-10T21:30:50.801798Z"
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@@ -330,10 +329,10 @@
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-     "shell.execute_reply": "2024-04-10T21:14:03.262604Z"
+     "iopub.execute_input": "2024-04-10T21:30:50.804497Z",
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+     "shell.execute_reply": "2024-04-10T21:30:50.812199Z"
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@@ -385,10 +384,10 @@
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-     "iopub.status.idle": "2024-04-10T21:14:03.267357Z",
-     "shell.execute_reply": "2024-04-10T21:14:03.266937Z"
+     "iopub.execute_input": "2024-04-10T21:30:50.814667Z",
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+     "iopub.status.idle": "2024-04-10T21:30:50.817221Z",
+     "shell.execute_reply": "2024-04-10T21:30:50.816691Z"
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@@ -410,10 +409,10 @@
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-     "shell.execute_reply": "2024-04-10T21:14:03.824183Z"
+     "iopub.execute_input": "2024-04-10T21:30:50.819233Z",
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@@ -447,10 +446,10 @@
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-     "shell.execute_reply": "2024-04-10T21:14:05.411583Z"
+     "iopub.execute_input": "2024-04-10T21:30:51.329665Z",
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+     "shell.execute_reply": "2024-04-10T21:30:52.909394Z"
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@@ -482,10 +481,10 @@
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-     "iopub.status.idle": "2024-04-10T21:14:05.424454Z",
-     "shell.execute_reply": "2024-04-10T21:14:05.424001Z"
+     "iopub.execute_input": "2024-04-10T21:30:52.912543Z",
+     "iopub.status.busy": "2024-04-10T21:30:52.912013Z",
+     "iopub.status.idle": "2024-04-10T21:30:52.921864Z",
+     "shell.execute_reply": "2024-04-10T21:30:52.921345Z"
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@@ -606,10 +605,10 @@
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-     "iopub.status.busy": "2024-04-10T21:14:05.426224Z",
-     "iopub.status.idle": "2024-04-10T21:14:05.430001Z",
-     "shell.execute_reply": "2024-04-10T21:14:05.429553Z"
+     "iopub.execute_input": "2024-04-10T21:30:52.923946Z",
+     "iopub.status.busy": "2024-04-10T21:30:52.923540Z",
+     "iopub.status.idle": "2024-04-10T21:30:52.927704Z",
+     "shell.execute_reply": "2024-04-10T21:30:52.927216Z"
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@@ -634,10 +633,10 @@
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-     "iopub.status.idle": "2024-04-10T21:14:05.438526Z",
-     "shell.execute_reply": "2024-04-10T21:14:05.438075Z"
+     "iopub.execute_input": "2024-04-10T21:30:52.929802Z",
+     "iopub.status.busy": "2024-04-10T21:30:52.929428Z",
+     "iopub.status.idle": "2024-04-10T21:30:52.936463Z",
+     "shell.execute_reply": "2024-04-10T21:30:52.936020Z"
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@@ -659,10 +658,10 @@
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-     "shell.execute_reply": "2024-04-10T21:14:05.557234Z"
+     "iopub.execute_input": "2024-04-10T21:30:52.938510Z",
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    "outputs": [
@@ -692,10 +691,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-10T21:14:05.559931Z",
-     "iopub.status.busy": "2024-04-10T21:14:05.559743Z",
-     "iopub.status.idle": "2024-04-10T21:14:05.562504Z",
-     "shell.execute_reply": "2024-04-10T21:14:05.562066Z"
+     "iopub.execute_input": "2024-04-10T21:30:53.049534Z",
+     "iopub.status.busy": "2024-04-10T21:30:53.049365Z",
+     "iopub.status.idle": "2024-04-10T21:30:53.052193Z",
+     "shell.execute_reply": "2024-04-10T21:30:53.051726Z"
     }
    },
    "outputs": [],
@@ -716,10 +715,10 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-10T21:14:05.564566Z",
-     "iopub.status.busy": "2024-04-10T21:14:05.564175Z",
-     "iopub.status.idle": "2024-04-10T21:14:07.533625Z",
-     "shell.execute_reply": "2024-04-10T21:14:07.532880Z"
+     "iopub.execute_input": "2024-04-10T21:30:53.054161Z",
+     "iopub.status.busy": "2024-04-10T21:30:53.053866Z",
+     "iopub.status.idle": "2024-04-10T21:30:54.926673Z",
+     "shell.execute_reply": "2024-04-10T21:30:54.926030Z"
     }
    },
    "outputs": [],
@@ -739,10 +738,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-10T21:14:07.536718Z",
-     "iopub.status.busy": "2024-04-10T21:14:07.536159Z",
-     "iopub.status.idle": "2024-04-10T21:14:07.547257Z",
-     "shell.execute_reply": "2024-04-10T21:14:07.546704Z"
+     "iopub.execute_input": "2024-04-10T21:30:54.929613Z",
+     "iopub.status.busy": "2024-04-10T21:30:54.928959Z",
+     "iopub.status.idle": "2024-04-10T21:30:54.939824Z",
+     "shell.execute_reply": "2024-04-10T21:30:54.939371Z"
     }
    },
    "outputs": [
@@ -772,10 +771,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-04-10T21:14:07.549394Z",
-     "iopub.status.busy": "2024-04-10T21:14:07.548954Z",
-     "iopub.status.idle": "2024-04-10T21:14:07.601926Z",
-     "shell.execute_reply": "2024-04-10T21:14:07.601442Z"
+     "iopub.execute_input": "2024-04-10T21:30:54.941958Z",
+     "iopub.status.busy": "2024-04-10T21:30:54.941577Z",
+     "iopub.status.idle": "2024-04-10T21:30:54.981783Z",
+     "shell.execute_reply": "2024-04-10T21:30:54.981246Z"
     },
     "nbsphinx": "hidden"
    },