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diff --git a/master/.doctrees/environment.pickle b/master/.doctrees/environment.pickle
index 9ea4f1f55..bc2f0eac1 100644
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diff --git a/master/.doctrees/migrating/migrate_v2.doctree b/master/.doctrees/migrating/migrate_v2.doctree
index 6eace2d6d..258f87aad 100644
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diff --git a/master/.doctrees/nbsphinx/tutorials/clean_learning/tabular.ipynb b/master/.doctrees/nbsphinx/tutorials/clean_learning/tabular.ipynb
index 0b55b5e74..c84eb4e52 100644
--- a/master/.doctrees/nbsphinx/tutorials/clean_learning/tabular.ipynb
+++ b/master/.doctrees/nbsphinx/tutorials/clean_learning/tabular.ipynb
@@ -114,10 +114,10 @@
"execution_count": 1,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:26:50.769823Z",
- "iopub.status.busy": "2024-04-06T04:26:50.769660Z",
- "iopub.status.idle": "2024-04-06T04:26:51.904390Z",
- "shell.execute_reply": "2024-04-06T04:26:51.903868Z"
+ "iopub.execute_input": "2024-04-08T19:04:20.808965Z",
+ "iopub.status.busy": "2024-04-08T19:04:20.808791Z",
+ "iopub.status.idle": "2024-04-08T19:04:21.997144Z",
+ "shell.execute_reply": "2024-04-08T19:04:21.996577Z"
},
"nbsphinx": "hidden"
},
@@ -127,7 +127,7 @@
"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@e0b7615c1169c6d8fcae15be6477bd7327e82e00\n",
+ " %pip install git+https://github.com/cleanlab/cleanlab.git@cc319efea07da004d1544c0577402d71f309fa06\n",
" cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n",
" %pip install $cmd\n",
"else:\n",
@@ -152,10 +152,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:26:51.906925Z",
- "iopub.status.busy": "2024-04-06T04:26:51.906505Z",
- "iopub.status.idle": "2024-04-06T04:26:51.925092Z",
- "shell.execute_reply": "2024-04-06T04:26:51.924644Z"
+ "iopub.execute_input": "2024-04-08T19:04:21.999784Z",
+ "iopub.status.busy": "2024-04-08T19:04:21.999468Z",
+ "iopub.status.idle": "2024-04-08T19:04:22.020020Z",
+ "shell.execute_reply": "2024-04-08T19:04:22.019546Z"
}
},
"outputs": [],
@@ -196,10 +196,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:26:51.927250Z",
- "iopub.status.busy": "2024-04-06T04:26:51.926936Z",
- "iopub.status.idle": "2024-04-06T04:26:52.095031Z",
- "shell.execute_reply": "2024-04-06T04:26:52.094456Z"
+ "iopub.execute_input": "2024-04-08T19:04:22.022733Z",
+ "iopub.status.busy": "2024-04-08T19:04:22.022190Z",
+ "iopub.status.idle": "2024-04-08T19:04:22.250382Z",
+ "shell.execute_reply": "2024-04-08T19:04:22.249811Z"
}
},
"outputs": [
@@ -306,10 +306,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:26:52.125272Z",
- "iopub.status.busy": "2024-04-06T04:26:52.125095Z",
- "iopub.status.idle": "2024-04-06T04:26:52.128526Z",
- "shell.execute_reply": "2024-04-06T04:26:52.128074Z"
+ "iopub.execute_input": "2024-04-08T19:04:22.288376Z",
+ "iopub.status.busy": "2024-04-08T19:04:22.287864Z",
+ "iopub.status.idle": "2024-04-08T19:04:22.292293Z",
+ "shell.execute_reply": "2024-04-08T19:04:22.291761Z"
}
},
"outputs": [],
@@ -330,10 +330,10 @@
"execution_count": 5,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:26:52.130584Z",
- "iopub.status.busy": "2024-04-06T04:26:52.130251Z",
- "iopub.status.idle": "2024-04-06T04:26:52.138357Z",
- "shell.execute_reply": "2024-04-06T04:26:52.137794Z"
+ "iopub.execute_input": "2024-04-08T19:04:22.294486Z",
+ "iopub.status.busy": "2024-04-08T19:04:22.294124Z",
+ "iopub.status.idle": "2024-04-08T19:04:22.302832Z",
+ "shell.execute_reply": "2024-04-08T19:04:22.302384Z"
}
},
"outputs": [],
@@ -385,10 +385,10 @@
"execution_count": 6,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:26:52.140399Z",
- "iopub.status.busy": "2024-04-06T04:26:52.140214Z",
- "iopub.status.idle": "2024-04-06T04:26:52.142650Z",
- "shell.execute_reply": "2024-04-06T04:26:52.142235Z"
+ "iopub.execute_input": "2024-04-08T19:04:22.305016Z",
+ "iopub.status.busy": "2024-04-08T19:04:22.304694Z",
+ "iopub.status.idle": "2024-04-08T19:04:22.307358Z",
+ "shell.execute_reply": "2024-04-08T19:04:22.306925Z"
}
},
"outputs": [],
@@ -410,10 +410,10 @@
"execution_count": 7,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:26:52.144478Z",
- "iopub.status.busy": "2024-04-06T04:26:52.144308Z",
- "iopub.status.idle": "2024-04-06T04:26:52.655201Z",
- "shell.execute_reply": "2024-04-06T04:26:52.654687Z"
+ "iopub.execute_input": "2024-04-08T19:04:22.309357Z",
+ "iopub.status.busy": "2024-04-08T19:04:22.308992Z",
+ "iopub.status.idle": "2024-04-08T19:04:22.826772Z",
+ "shell.execute_reply": "2024-04-08T19:04:22.826102Z"
}
},
"outputs": [],
@@ -447,10 +447,10 @@
"execution_count": 8,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:26:52.657171Z",
- "iopub.status.busy": "2024-04-06T04:26:52.656995Z",
- "iopub.status.idle": "2024-04-06T04:26:54.226322Z",
- "shell.execute_reply": "2024-04-06T04:26:54.225696Z"
+ "iopub.execute_input": "2024-04-08T19:04:22.829195Z",
+ "iopub.status.busy": "2024-04-08T19:04:22.829001Z",
+ "iopub.status.idle": "2024-04-08T19:04:24.584334Z",
+ "shell.execute_reply": "2024-04-08T19:04:24.583696Z"
}
},
"outputs": [
@@ -482,10 +482,10 @@
"execution_count": 9,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:26:54.229079Z",
- "iopub.status.busy": "2024-04-06T04:26:54.228374Z",
- "iopub.status.idle": "2024-04-06T04:26:54.238321Z",
- "shell.execute_reply": "2024-04-06T04:26:54.237839Z"
+ "iopub.execute_input": "2024-04-08T19:04:24.587018Z",
+ "iopub.status.busy": "2024-04-08T19:04:24.586424Z",
+ "iopub.status.idle": "2024-04-08T19:04:24.596789Z",
+ "shell.execute_reply": "2024-04-08T19:04:24.596333Z"
}
},
"outputs": [
@@ -606,10 +606,10 @@
"execution_count": 10,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:26:54.240174Z",
- "iopub.status.busy": "2024-04-06T04:26:54.239999Z",
- "iopub.status.idle": "2024-04-06T04:26:54.244001Z",
- "shell.execute_reply": "2024-04-06T04:26:54.243600Z"
+ "iopub.execute_input": "2024-04-08T19:04:24.598784Z",
+ "iopub.status.busy": "2024-04-08T19:04:24.598605Z",
+ "iopub.status.idle": "2024-04-08T19:04:24.603028Z",
+ "shell.execute_reply": "2024-04-08T19:04:24.602574Z"
}
},
"outputs": [],
@@ -634,10 +634,10 @@
"execution_count": 11,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:26:54.245815Z",
- "iopub.status.busy": "2024-04-06T04:26:54.245645Z",
- "iopub.status.idle": "2024-04-06T04:26:54.252428Z",
- "shell.execute_reply": "2024-04-06T04:26:54.252032Z"
+ "iopub.execute_input": "2024-04-08T19:04:24.604932Z",
+ "iopub.status.busy": "2024-04-08T19:04:24.604757Z",
+ "iopub.status.idle": "2024-04-08T19:04:24.612374Z",
+ "shell.execute_reply": "2024-04-08T19:04:24.611848Z"
}
},
"outputs": [],
@@ -659,10 +659,10 @@
"execution_count": 12,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:26:54.254565Z",
- "iopub.status.busy": "2024-04-06T04:26:54.254191Z",
- "iopub.status.idle": "2024-04-06T04:26:54.363811Z",
- "shell.execute_reply": "2024-04-06T04:26:54.363293Z"
+ "iopub.execute_input": "2024-04-08T19:04:24.614464Z",
+ "iopub.status.busy": "2024-04-08T19:04:24.614057Z",
+ "iopub.status.idle": "2024-04-08T19:04:24.725724Z",
+ "shell.execute_reply": "2024-04-08T19:04:24.725123Z"
}
},
"outputs": [
@@ -692,10 +692,10 @@
"execution_count": 13,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:26:54.365703Z",
- "iopub.status.busy": "2024-04-06T04:26:54.365531Z",
- "iopub.status.idle": "2024-04-06T04:26:54.368039Z",
- "shell.execute_reply": "2024-04-06T04:26:54.367639Z"
+ "iopub.execute_input": "2024-04-08T19:04:24.728264Z",
+ "iopub.status.busy": "2024-04-08T19:04:24.727792Z",
+ "iopub.status.idle": "2024-04-08T19:04:24.730921Z",
+ "shell.execute_reply": "2024-04-08T19:04:24.730473Z"
}
},
"outputs": [],
@@ -716,10 +716,10 @@
"execution_count": 14,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:26:54.369822Z",
- "iopub.status.busy": "2024-04-06T04:26:54.369654Z",
- "iopub.status.idle": "2024-04-06T04:26:56.249703Z",
- "shell.execute_reply": "2024-04-06T04:26:56.248990Z"
+ "iopub.execute_input": "2024-04-08T19:04:24.732880Z",
+ "iopub.status.busy": "2024-04-08T19:04:24.732594Z",
+ "iopub.status.idle": "2024-04-08T19:04:26.886972Z",
+ "shell.execute_reply": "2024-04-08T19:04:26.886312Z"
}
},
"outputs": [],
@@ -739,10 +739,10 @@
"execution_count": 15,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:26:56.252825Z",
- "iopub.status.busy": "2024-04-06T04:26:56.252085Z",
- "iopub.status.idle": "2024-04-06T04:26:56.262987Z",
- "shell.execute_reply": "2024-04-06T04:26:56.262497Z"
+ "iopub.execute_input": "2024-04-08T19:04:26.889971Z",
+ "iopub.status.busy": "2024-04-08T19:04:26.889228Z",
+ "iopub.status.idle": "2024-04-08T19:04:26.900494Z",
+ "shell.execute_reply": "2024-04-08T19:04:26.899943Z"
}
},
"outputs": [
@@ -772,10 +772,10 @@
"execution_count": 16,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:26:56.265020Z",
- "iopub.status.busy": "2024-04-06T04:26:56.264831Z",
- "iopub.status.idle": "2024-04-06T04:26:56.313621Z",
- "shell.execute_reply": "2024-04-06T04:26:56.313208Z"
+ "iopub.execute_input": "2024-04-08T19:04:26.902458Z",
+ "iopub.status.busy": "2024-04-08T19:04:26.902143Z",
+ "iopub.status.idle": "2024-04-08T19:04:27.012965Z",
+ "shell.execute_reply": "2024-04-08T19:04:27.012399Z"
},
"nbsphinx": "hidden"
},
diff --git a/master/.doctrees/nbsphinx/tutorials/clean_learning/text.ipynb b/master/.doctrees/nbsphinx/tutorials/clean_learning/text.ipynb
index c1d11beeb..cf6ae4311 100644
--- a/master/.doctrees/nbsphinx/tutorials/clean_learning/text.ipynb
+++ b/master/.doctrees/nbsphinx/tutorials/clean_learning/text.ipynb
@@ -115,10 +115,10 @@
"execution_count": 1,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:26:58.967747Z",
- "iopub.status.busy": "2024-04-06T04:26:58.967347Z",
- "iopub.status.idle": "2024-04-06T04:27:01.569874Z",
- "shell.execute_reply": "2024-04-06T04:27:01.569267Z"
+ "iopub.execute_input": "2024-04-08T19:04:29.937745Z",
+ "iopub.status.busy": "2024-04-08T19:04:29.937583Z",
+ "iopub.status.idle": "2024-04-08T19:04:33.047637Z",
+ "shell.execute_reply": "2024-04-08T19:04:33.046998Z"
},
"nbsphinx": "hidden"
},
@@ -135,7 +135,7 @@
"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 git+https://github.com/cleanlab/cleanlab.git@e0b7615c1169c6d8fcae15be6477bd7327e82e00\n",
+ " %pip install git+https://github.com/cleanlab/cleanlab.git@cc319efea07da004d1544c0577402d71f309fa06\n",
" cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n",
" %pip install $cmd\n",
"else:\n",
@@ -160,10 +160,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:27:01.572409Z",
- "iopub.status.busy": "2024-04-06T04:27:01.572137Z",
- "iopub.status.idle": "2024-04-06T04:27:01.575389Z",
- "shell.execute_reply": "2024-04-06T04:27:01.574976Z"
+ "iopub.execute_input": "2024-04-08T19:04:33.050116Z",
+ "iopub.status.busy": "2024-04-08T19:04:33.049809Z",
+ "iopub.status.idle": "2024-04-08T19:04:33.053073Z",
+ "shell.execute_reply": "2024-04-08T19:04:33.052649Z"
}
},
"outputs": [],
@@ -185,10 +185,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:27:01.577325Z",
- "iopub.status.busy": "2024-04-06T04:27:01.576995Z",
- "iopub.status.idle": "2024-04-06T04:27:01.580088Z",
- "shell.execute_reply": "2024-04-06T04:27:01.579648Z"
+ "iopub.execute_input": "2024-04-08T19:04:33.054962Z",
+ "iopub.status.busy": "2024-04-08T19:04:33.054682Z",
+ "iopub.status.idle": "2024-04-08T19:04:33.057634Z",
+ "shell.execute_reply": "2024-04-08T19:04:33.057206Z"
},
"nbsphinx": "hidden"
},
@@ -219,10 +219,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:27:01.581930Z",
- "iopub.status.busy": "2024-04-06T04:27:01.581670Z",
- "iopub.status.idle": "2024-04-06T04:27:01.658694Z",
- "shell.execute_reply": "2024-04-06T04:27:01.658172Z"
+ "iopub.execute_input": "2024-04-08T19:04:33.059556Z",
+ "iopub.status.busy": "2024-04-08T19:04:33.059236Z",
+ "iopub.status.idle": "2024-04-08T19:04:33.304635Z",
+ "shell.execute_reply": "2024-04-08T19:04:33.304093Z"
}
},
"outputs": [
@@ -312,10 +312,10 @@
"execution_count": 5,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:27:01.660795Z",
- "iopub.status.busy": "2024-04-06T04:27:01.660465Z",
- "iopub.status.idle": "2024-04-06T04:27:01.663899Z",
- "shell.execute_reply": "2024-04-06T04:27:01.663501Z"
+ "iopub.execute_input": "2024-04-08T19:04:33.306822Z",
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@@ -330,10 +330,10 @@
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@@ -342,7 +342,7 @@
"output_type": "stream",
"text": [
"This dataset has 10 classes.\n",
- "Classes: {'cancel_transfer', 'visa_or_mastercard', 'apple_pay_or_google_pay', 'card_payment_fee_charged', 'lost_or_stolen_phone', 'beneficiary_not_allowed', 'supported_cards_and_currencies', 'getting_spare_card', 'change_pin', 'card_about_to_expire'}\n"
+ "Classes: {'supported_cards_and_currencies', 'beneficiary_not_allowed', 'cancel_transfer', 'card_payment_fee_charged', 'getting_spare_card', 'card_about_to_expire', 'visa_or_mastercard', 'lost_or_stolen_phone', 'change_pin', 'apple_pay_or_google_pay'}\n"
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@@ -453,17 +453,17 @@
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diff --git a/master/.doctrees/nbsphinx/tutorials/datalab/audio.ipynb b/master/.doctrees/nbsphinx/tutorials/datalab/audio.ipynb
index 661651aab..28ea897d0 100644
--- a/master/.doctrees/nbsphinx/tutorials/datalab/audio.ipynb
+++ b/master/.doctrees/nbsphinx/tutorials/datalab/audio.ipynb
@@ -78,10 +78,10 @@
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+ "iopub.execute_input": "2024-04-08T19:04:46.105517Z",
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@@ -97,7 +97,7 @@
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- " %pip install git+https://github.com/cleanlab/cleanlab.git@e0b7615c1169c6d8fcae15be6477bd7327e82e00\n",
+ " %pip install git+https://github.com/cleanlab/cleanlab.git@cc319efea07da004d1544c0577402d71f309fa06\n",
" cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n",
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},
@@ -157,10 +157,10 @@
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@@ -208,10 +208,10 @@
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- "shell.execute_reply": "2024-04-06T04:27:18.275051Z"
+ "iopub.execute_input": "2024-04-08T19:04:51.052312Z",
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+ "iopub.status.idle": "2024-04-08T19:04:52.964225Z",
+ "shell.execute_reply": "2024-04-08T19:04:52.963597Z"
},
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},
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diff --git a/master/.doctrees/nbsphinx/tutorials/datalab/data_monitor.ipynb b/master/.doctrees/nbsphinx/tutorials/datalab/data_monitor.ipynb
index 49d632c47..f4ed52c9a 100644
--- a/master/.doctrees/nbsphinx/tutorials/datalab/data_monitor.ipynb
+++ b/master/.doctrees/nbsphinx/tutorials/datalab/data_monitor.ipynb
@@ -66,10 +66,10 @@
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@@ -78,7 +78,7 @@
"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 git+https://github.com/cleanlab/cleanlab.git@e0b7615c1169c6d8fcae15be6477bd7327e82e00\n",
+ " %pip install git+https://github.com/cleanlab/cleanlab.git@cc319efea07da004d1544c0577402d71f309fa06\n",
" cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n",
" %pip install $cmd\n",
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diff --git a/master/.doctrees/nbsphinx/tutorials/datalab/datalab_advanced.ipynb b/master/.doctrees/nbsphinx/tutorials/datalab/datalab_advanced.ipynb
index 6f252d481..e435a28b7 100644
--- a/master/.doctrees/nbsphinx/tutorials/datalab/datalab_advanced.ipynb
+++ b/master/.doctrees/nbsphinx/tutorials/datalab/datalab_advanced.ipynb
@@ -80,10 +80,10 @@
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@@ -93,7 +93,7 @@
"dependencies = [\"cleanlab\", \"matplotlib\", \"datasets\"] # TODO: make sure this list is updated\n",
"\n",
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- " %pip install git+https://github.com/cleanlab/cleanlab.git@e0b7615c1169c6d8fcae15be6477bd7327e82e00\n",
+ " %pip install git+https://github.com/cleanlab/cleanlab.git@cc319efea07da004d1544c0577402d71f309fa06\n",
" cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n",
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@@ -517,10 +517,10 @@
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- "value": "Saving the dataset (1/1 shards): 100%"
+ "value": " 132/132 [00:00<00:00, 12706.22 examples/s]"
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diff --git a/master/.doctrees/nbsphinx/tutorials/datalab/datalab_quickstart.ipynb b/master/.doctrees/nbsphinx/tutorials/datalab/datalab_quickstart.ipynb
index 8fd460cb9..f898d2d07 100644
--- a/master/.doctrees/nbsphinx/tutorials/datalab/datalab_quickstart.ipynb
+++ b/master/.doctrees/nbsphinx/tutorials/datalab/datalab_quickstart.ipynb
@@ -78,10 +78,10 @@
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@@ -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 git+https://github.com/cleanlab/cleanlab.git@e0b7615c1169c6d8fcae15be6477bd7327e82e00\n",
+ " %pip install git+https://github.com/cleanlab/cleanlab.git@cc319efea07da004d1544c0577402d71f309fa06\n",
" cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n",
" %pip install $cmd\n",
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@@ -356,10 +356,10 @@
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"outputs": [],
@@ -448,10 +448,10 @@
"execution_count": 5,
"metadata": {
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},
"nbsphinx": "hidden"
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@@ -520,10 +520,10 @@
"execution_count": 6,
"metadata": {
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"outputs": [
@@ -559,10 +559,10 @@
"execution_count": 7,
"metadata": {
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}
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@@ -602,10 +602,10 @@
"execution_count": 8,
"metadata": {
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@@ -647,10 +647,10 @@
"execution_count": 9,
"metadata": {
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"outputs": [
@@ -711,10 +711,10 @@
"execution_count": 10,
"metadata": {
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"outputs": [
@@ -842,10 +842,10 @@
"execution_count": 11,
"metadata": {
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}
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@@ -956,10 +956,10 @@
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"metadata": {
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@@ -1026,10 +1026,10 @@
"execution_count": 13,
"metadata": {
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"outputs": [
@@ -1221,10 +1221,10 @@
"execution_count": 14,
"metadata": {
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"outputs": [
@@ -1340,10 +1340,10 @@
"execution_count": 15,
"metadata": {
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},
"scrolled": true
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@@ -1468,10 +1468,10 @@
"execution_count": 16,
"metadata": {
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+ "shell.execute_reply": "2024-04-08T19:05:41.938682Z"
}
},
"outputs": [
diff --git a/master/.doctrees/nbsphinx/tutorials/datalab/image.ipynb b/master/.doctrees/nbsphinx/tutorials/datalab/image.ipynb
index 5dbc9174f..e5222c4f6 100644
--- a/master/.doctrees/nbsphinx/tutorials/datalab/image.ipynb
+++ b/master/.doctrees/nbsphinx/tutorials/datalab/image.ipynb
@@ -71,10 +71,10 @@
"execution_count": 1,
"metadata": {
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- "iopub.status.idle": "2024-04-06T04:28:09.752985Z",
- "shell.execute_reply": "2024-04-06T04:28:09.752449Z"
+ "iopub.execute_input": "2024-04-08T19:05:44.455598Z",
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+ "shell.execute_reply": "2024-04-08T19:05:47.310392Z"
},
"nbsphinx": "hidden"
},
@@ -112,10 +112,10 @@
"execution_count": 2,
"metadata": {
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- "shell.execute_reply": "2024-04-06T04:28:09.758078Z"
+ "iopub.execute_input": "2024-04-08T19:05:47.313575Z",
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+ "shell.execute_reply": "2024-04-08T19:05:47.316573Z"
}
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"outputs": [],
@@ -152,10 +152,10 @@
"execution_count": 3,
"metadata": {
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- "iopub.status.idle": "2024-04-06T04:28:16.295173Z",
- "shell.execute_reply": "2024-04-06T04:28:16.294666Z"
+ "iopub.execute_input": "2024-04-08T19:05:47.319045Z",
+ "iopub.status.busy": "2024-04-08T19:05:47.318749Z",
+ "iopub.status.idle": "2024-04-08T19:06:52.995269Z",
+ "shell.execute_reply": "2024-04-08T19:06:52.994727Z"
}
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"outputs": [
@@ -172,7 +172,7 @@
"output_type": "stream",
"text": [
"\r",
- "Downloading data: 34%|███▍ | 10.5M/30.9M [00:00<00:00, 27.2MB/s]"
+ "Downloading data: 34%|███▍ | 10.5M/30.9M [00:00<00:00, 25.5MB/s]"
]
},
{
@@ -180,7 +180,7 @@
"output_type": "stream",
"text": [
"\r",
- "Downloading data: 68%|██████▊ | 21.0M/30.9M [00:00<00:00, 45.5MB/s]"
+ "Downloading data: 68%|██████▊ | 21.0M/30.9M [00:00<00:00, 40.1MB/s]"
]
},
{
@@ -188,7 +188,15 @@
"output_type": "stream",
"text": [
"\r",
- "Downloading data: 100%|██████████| 30.9M/30.9M [00:00<00:00, 50.7MB/s]"
+ "Downloading data: 100%|██████████| 30.9M/30.9M [00:00<00:00, 52.4MB/s]"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\r",
+ "Downloading data: 100%|██████████| 30.9M/30.9M [00:00<00:00, 44.8MB/s]"
]
},
{
@@ -211,7 +219,15 @@
"output_type": "stream",
"text": [
"\r",
- "Downloading data: 100%|██████████| 5.18M/5.18M [00:00<00:00, 57.7MB/s]"
+ "Downloading data: 100%|██████████| 5.18M/5.18M [00:00<00:00, 25.1MB/s]"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\r",
+ "Downloading data: 100%|██████████| 5.18M/5.18M [00:00<00:00, 24.7MB/s]"
]
},
{
@@ -224,7 +240,7 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "63f80561a9aa4de6b4236289ee6db555",
+ "model_id": "0eb8f33ec6a4418f82faef40016d8087",
"version_major": 2,
"version_minor": 0
},
@@ -238,7 +254,7 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "230d8fb552244430b2da0fe2e463b928",
+ "model_id": "ae20b62666184b608438ba88eb80b458",
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"version_minor": 0
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@@ -280,10 +296,10 @@
"execution_count": 4,
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+ "iopub.execute_input": "2024-04-08T19:06:52.997585Z",
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+ "shell.execute_reply": "2024-04-08T19:06:53.000502Z"
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"outputs": [
@@ -308,17 +324,17 @@
"execution_count": 5,
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- "shell.execute_reply": "2024-04-06T04:28:27.418699Z"
+ "iopub.execute_input": "2024-04-08T19:06:53.003093Z",
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+ "iopub.status.idle": "2024-04-08T19:07:04.104000Z",
+ "shell.execute_reply": "2024-04-08T19:07:04.103381Z"
}
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "cb88b48c32274a769a3b6b2f97e0d5f7",
+ "model_id": "a30eaea1846c404db6f70144bebe00f7",
"version_major": 2,
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@@ -356,10 +372,10 @@
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+ "shell.execute_reply": "2024-04-08T19:07:23.674042Z"
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@@ -392,10 +408,10 @@
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- "shell.execute_reply": "2024-04-06T04:28:46.424934Z"
+ "iopub.execute_input": "2024-04-08T19:07:23.677241Z",
+ "iopub.status.busy": "2024-04-08T19:07:23.676879Z",
+ "iopub.status.idle": "2024-04-08T19:07:23.682812Z",
+ "shell.execute_reply": "2024-04-08T19:07:23.682328Z"
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@@ -433,10 +449,10 @@
"execution_count": 8,
"metadata": {
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- "shell.execute_reply": "2024-04-06T04:28:46.430914Z"
+ "iopub.execute_input": "2024-04-08T19:07:23.684649Z",
+ "iopub.status.busy": "2024-04-08T19:07:23.684464Z",
+ "iopub.status.idle": "2024-04-08T19:07:23.688678Z",
+ "shell.execute_reply": "2024-04-08T19:07:23.688276Z"
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"nbsphinx": "hidden"
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@@ -573,10 +589,10 @@
"execution_count": 9,
"metadata": {
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- "iopub.status.idle": "2024-04-06T04:28:46.442750Z",
- "shell.execute_reply": "2024-04-06T04:28:46.442165Z"
+ "iopub.execute_input": "2024-04-08T19:07:23.690513Z",
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+ "shell.execute_reply": "2024-04-08T19:07:23.698630Z"
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"nbsphinx": "hidden"
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@@ -701,10 +717,10 @@
"execution_count": 10,
"metadata": {
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- "shell.execute_reply": "2024-04-06T04:28:46.470848Z"
+ "iopub.execute_input": "2024-04-08T19:07:23.701049Z",
+ "iopub.status.busy": "2024-04-08T19:07:23.700760Z",
+ "iopub.status.idle": "2024-04-08T19:07:23.727875Z",
+ "shell.execute_reply": "2024-04-08T19:07:23.727411Z"
}
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"outputs": [],
@@ -741,10 +757,10 @@
"execution_count": 11,
"metadata": {
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- "iopub.execute_input": "2024-04-06T04:28:46.474138Z",
- "iopub.status.busy": "2024-04-06T04:28:46.473706Z",
- "iopub.status.idle": "2024-04-06T04:29:19.284754Z",
- "shell.execute_reply": "2024-04-06T04:29:19.284157Z"
+ "iopub.execute_input": "2024-04-08T19:07:23.730030Z",
+ "iopub.status.busy": "2024-04-08T19:07:23.729684Z",
+ "iopub.status.idle": "2024-04-08T19:07:55.733757Z",
+ "shell.execute_reply": "2024-04-08T19:07:55.733140Z"
}
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"outputs": [
@@ -760,21 +776,21 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "epoch: 1 loss: 0.482 test acc: 86.720 time_taken: 4.940\n"
+ "epoch: 1 loss: 0.482 test acc: 86.720 time_taken: 4.943\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "epoch: 2 loss: 0.329 test acc: 88.195 time_taken: 4.775\n",
+ "epoch: 2 loss: 0.329 test acc: 88.195 time_taken: 4.606\n",
"Computing feature embeddings ...\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "eb284719132643f39c4d672792c9676b",
+ "model_id": "655fc2039c2f44018f7440a3d2e07a6e",
"version_major": 2,
"version_minor": 0
},
@@ -795,7 +811,7 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "37a89191786645eba770cde499fad762",
+ "model_id": "eb19d31ef8f4468b9f0d6aabf630dc05",
"version_major": 2,
"version_minor": 0
},
@@ -818,21 +834,21 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "epoch: 1 loss: 0.493 test acc: 87.060 time_taken: 4.963\n"
+ "epoch: 1 loss: 0.493 test acc: 87.060 time_taken: 4.715\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "epoch: 2 loss: 0.330 test acc: 88.505 time_taken: 4.588\n",
+ "epoch: 2 loss: 0.330 test acc: 88.505 time_taken: 4.438\n",
"Computing feature embeddings ...\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "494d4dec9fa34cdba034f2e400df4b4a",
+ "model_id": "e9e0602cde8548a3b201f1e9d8487610",
"version_major": 2,
"version_minor": 0
},
@@ -853,7 +869,7 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "062e939e5df64531b55a3a30c9808fb8",
+ "model_id": "d17335f81c08473e83f57bcb91f327b6",
"version_major": 2,
"version_minor": 0
},
@@ -876,21 +892,21 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "epoch: 1 loss: 0.476 test acc: 86.340 time_taken: 4.770\n"
+ "epoch: 1 loss: 0.476 test acc: 86.340 time_taken: 4.569\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "epoch: 2 loss: 0.328 test acc: 86.310 time_taken: 4.552\n",
+ "epoch: 2 loss: 0.328 test acc: 86.310 time_taken: 4.479\n",
"Computing feature embeddings ...\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "ab2472f1e90442db812aa71752ac3895",
+ "model_id": "e3f2da6ea95d4ffea5b61ce1470cc963",
"version_major": 2,
"version_minor": 0
},
@@ -911,7 +927,7 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "92a29e7b86344f558ffc62c421168612",
+ "model_id": "2dcb1da8fc8746cb8d2bcbb0b5fbca34",
"version_major": 2,
"version_minor": 0
},
@@ -990,10 +1006,10 @@
"execution_count": 12,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:29:19.287441Z",
- "iopub.status.busy": "2024-04-06T04:29:19.287051Z",
- "iopub.status.idle": "2024-04-06T04:29:19.302983Z",
- "shell.execute_reply": "2024-04-06T04:29:19.302570Z"
+ "iopub.execute_input": "2024-04-08T19:07:55.736291Z",
+ "iopub.status.busy": "2024-04-08T19:07:55.736050Z",
+ "iopub.status.idle": "2024-04-08T19:07:55.752483Z",
+ "shell.execute_reply": "2024-04-08T19:07:55.752090Z"
}
},
"outputs": [],
@@ -1018,10 +1034,10 @@
"execution_count": 13,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:29:19.304958Z",
- "iopub.status.busy": "2024-04-06T04:29:19.304585Z",
- "iopub.status.idle": "2024-04-06T04:29:19.752664Z",
- "shell.execute_reply": "2024-04-06T04:29:19.752054Z"
+ "iopub.execute_input": "2024-04-08T19:07:55.754639Z",
+ "iopub.status.busy": "2024-04-08T19:07:55.754247Z",
+ "iopub.status.idle": "2024-04-08T19:07:56.225872Z",
+ "shell.execute_reply": "2024-04-08T19:07:56.225395Z"
}
},
"outputs": [],
@@ -1041,10 +1057,10 @@
"execution_count": 14,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:29:19.755148Z",
- "iopub.status.busy": "2024-04-06T04:29:19.754955Z",
- "iopub.status.idle": "2024-04-06T04:32:56.986962Z",
- "shell.execute_reply": "2024-04-06T04:32:56.986440Z"
+ "iopub.execute_input": "2024-04-08T19:07:56.228202Z",
+ "iopub.status.busy": "2024-04-08T19:07:56.227984Z",
+ "iopub.status.idle": "2024-04-08T19:11:33.257164Z",
+ "shell.execute_reply": "2024-04-08T19:11:33.256565Z"
}
},
"outputs": [
@@ -1092,7 +1108,7 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "abb6597d1f0d493ebdf894332caa8c19",
+ "model_id": "4776167486a64076a84a01784b59af15",
"version_major": 2,
"version_minor": 0
},
@@ -1131,10 +1147,10 @@
"execution_count": 15,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:32:56.989470Z",
- "iopub.status.busy": "2024-04-06T04:32:56.988908Z",
- "iopub.status.idle": "2024-04-06T04:32:57.444100Z",
- "shell.execute_reply": "2024-04-06T04:32:57.443568Z"
+ "iopub.execute_input": "2024-04-08T19:11:33.260388Z",
+ "iopub.status.busy": "2024-04-08T19:11:33.259500Z",
+ "iopub.status.idle": "2024-04-08T19:11:33.713025Z",
+ "shell.execute_reply": "2024-04-08T19:11:33.712497Z"
}
},
"outputs": [
@@ -1275,10 +1291,10 @@
"execution_count": 16,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:32:57.446845Z",
- "iopub.status.busy": "2024-04-06T04:32:57.446433Z",
- "iopub.status.idle": "2024-04-06T04:32:57.509789Z",
- "shell.execute_reply": "2024-04-06T04:32:57.509348Z"
+ "iopub.execute_input": "2024-04-08T19:11:33.715813Z",
+ "iopub.status.busy": "2024-04-08T19:11:33.715344Z",
+ "iopub.status.idle": "2024-04-08T19:11:33.777262Z",
+ "shell.execute_reply": "2024-04-08T19:11:33.776681Z"
}
},
"outputs": [
@@ -1382,10 +1398,10 @@
"execution_count": 17,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:32:57.511949Z",
- "iopub.status.busy": "2024-04-06T04:32:57.511620Z",
- "iopub.status.idle": "2024-04-06T04:32:57.520211Z",
- "shell.execute_reply": "2024-04-06T04:32:57.519795Z"
+ "iopub.execute_input": "2024-04-08T19:11:33.779830Z",
+ "iopub.status.busy": "2024-04-08T19:11:33.779438Z",
+ "iopub.status.idle": "2024-04-08T19:11:33.787969Z",
+ "shell.execute_reply": "2024-04-08T19:11:33.787446Z"
}
},
"outputs": [
@@ -1515,10 +1531,10 @@
"execution_count": 18,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:32:57.522295Z",
- "iopub.status.busy": "2024-04-06T04:32:57.521974Z",
- "iopub.status.idle": "2024-04-06T04:32:57.526386Z",
- "shell.execute_reply": "2024-04-06T04:32:57.525967Z"
+ "iopub.execute_input": "2024-04-08T19:11:33.789917Z",
+ "iopub.status.busy": "2024-04-08T19:11:33.789625Z",
+ "iopub.status.idle": "2024-04-08T19:11:33.794135Z",
+ "shell.execute_reply": "2024-04-08T19:11:33.793681Z"
},
"nbsphinx": "hidden"
},
@@ -1564,10 +1580,10 @@
"execution_count": 19,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:32:57.528397Z",
- "iopub.status.busy": "2024-04-06T04:32:57.528074Z",
- "iopub.status.idle": "2024-04-06T04:32:58.038770Z",
- "shell.execute_reply": "2024-04-06T04:32:58.038215Z"
+ "iopub.execute_input": "2024-04-08T19:11:33.796263Z",
+ "iopub.status.busy": "2024-04-08T19:11:33.795812Z",
+ "iopub.status.idle": "2024-04-08T19:11:34.299373Z",
+ "shell.execute_reply": "2024-04-08T19:11:34.298797Z"
}
},
"outputs": [
@@ -1602,10 +1618,10 @@
"execution_count": 20,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:32:58.041027Z",
- "iopub.status.busy": "2024-04-06T04:32:58.040695Z",
- "iopub.status.idle": "2024-04-06T04:32:58.049092Z",
- "shell.execute_reply": "2024-04-06T04:32:58.048655Z"
+ "iopub.execute_input": "2024-04-08T19:11:34.301515Z",
+ "iopub.status.busy": "2024-04-08T19:11:34.301218Z",
+ "iopub.status.idle": "2024-04-08T19:11:34.309668Z",
+ "shell.execute_reply": "2024-04-08T19:11:34.309228Z"
}
},
"outputs": [
@@ -1772,10 +1788,10 @@
"execution_count": 21,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:32:58.051269Z",
- "iopub.status.busy": "2024-04-06T04:32:58.050928Z",
- "iopub.status.idle": "2024-04-06T04:32:58.057851Z",
- "shell.execute_reply": "2024-04-06T04:32:58.057431Z"
+ "iopub.execute_input": "2024-04-08T19:11:34.311963Z",
+ "iopub.status.busy": "2024-04-08T19:11:34.311521Z",
+ "iopub.status.idle": "2024-04-08T19:11:34.319034Z",
+ "shell.execute_reply": "2024-04-08T19:11:34.318393Z"
},
"nbsphinx": "hidden"
},
@@ -1851,10 +1867,10 @@
"execution_count": 22,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:32:58.059904Z",
- "iopub.status.busy": "2024-04-06T04:32:58.059580Z",
- "iopub.status.idle": "2024-04-06T04:32:58.506533Z",
- "shell.execute_reply": "2024-04-06T04:32:58.505933Z"
+ "iopub.execute_input": "2024-04-08T19:11:34.321092Z",
+ "iopub.status.busy": "2024-04-08T19:11:34.320907Z",
+ "iopub.status.idle": "2024-04-08T19:11:34.790785Z",
+ "shell.execute_reply": "2024-04-08T19:11:34.790182Z"
}
},
"outputs": [
@@ -1891,10 +1907,10 @@
"execution_count": 23,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:32:58.509305Z",
- "iopub.status.busy": "2024-04-06T04:32:58.508958Z",
- "iopub.status.idle": "2024-04-06T04:32:58.524162Z",
- "shell.execute_reply": "2024-04-06T04:32:58.523724Z"
+ "iopub.execute_input": "2024-04-08T19:11:34.793183Z",
+ "iopub.status.busy": "2024-04-08T19:11:34.792809Z",
+ "iopub.status.idle": "2024-04-08T19:11:34.808943Z",
+ "shell.execute_reply": "2024-04-08T19:11:34.808399Z"
}
},
"outputs": [
@@ -2051,10 +2067,10 @@
"execution_count": 24,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:32:58.526434Z",
- "iopub.status.busy": "2024-04-06T04:32:58.526030Z",
- "iopub.status.idle": "2024-04-06T04:32:58.531557Z",
- "shell.execute_reply": "2024-04-06T04:32:58.531133Z"
+ "iopub.execute_input": "2024-04-08T19:11:34.811183Z",
+ "iopub.status.busy": "2024-04-08T19:11:34.810852Z",
+ "iopub.status.idle": "2024-04-08T19:11:34.816363Z",
+ "shell.execute_reply": "2024-04-08T19:11:34.815916Z"
},
"nbsphinx": "hidden"
},
@@ -2099,10 +2115,10 @@
"execution_count": 25,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:32:58.533452Z",
- "iopub.status.busy": "2024-04-06T04:32:58.533191Z",
- "iopub.status.idle": "2024-04-06T04:32:59.000364Z",
- "shell.execute_reply": "2024-04-06T04:32:58.999817Z"
+ "iopub.execute_input": "2024-04-08T19:11:34.818213Z",
+ "iopub.status.busy": "2024-04-08T19:11:34.817896Z",
+ "iopub.status.idle": "2024-04-08T19:11:35.279403Z",
+ "shell.execute_reply": "2024-04-08T19:11:35.278877Z"
}
},
"outputs": [
@@ -2184,10 +2200,10 @@
"execution_count": 26,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:32:59.002842Z",
- "iopub.status.busy": "2024-04-06T04:32:59.002637Z",
- "iopub.status.idle": "2024-04-06T04:32:59.012216Z",
- "shell.execute_reply": "2024-04-06T04:32:59.011529Z"
+ "iopub.execute_input": "2024-04-08T19:11:35.281879Z",
+ "iopub.status.busy": "2024-04-08T19:11:35.281665Z",
+ "iopub.status.idle": "2024-04-08T19:11:35.291700Z",
+ "shell.execute_reply": "2024-04-08T19:11:35.291178Z"
}
},
"outputs": [
@@ -2315,10 +2331,10 @@
"execution_count": 27,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:32:59.014637Z",
- "iopub.status.busy": "2024-04-06T04:32:59.014438Z",
- "iopub.status.idle": "2024-04-06T04:32:59.020221Z",
- "shell.execute_reply": "2024-04-06T04:32:59.019653Z"
+ "iopub.execute_input": "2024-04-08T19:11:35.293927Z",
+ "iopub.status.busy": "2024-04-08T19:11:35.293728Z",
+ "iopub.status.idle": "2024-04-08T19:11:35.299690Z",
+ "shell.execute_reply": "2024-04-08T19:11:35.299147Z"
},
"nbsphinx": "hidden"
},
@@ -2355,10 +2371,10 @@
"execution_count": 28,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:32:59.022440Z",
- "iopub.status.busy": "2024-04-06T04:32:59.022245Z",
- "iopub.status.idle": "2024-04-06T04:32:59.229238Z",
- "shell.execute_reply": "2024-04-06T04:32:59.228716Z"
+ "iopub.execute_input": "2024-04-08T19:11:35.301832Z",
+ "iopub.status.busy": "2024-04-08T19:11:35.301636Z",
+ "iopub.status.idle": "2024-04-08T19:11:35.505219Z",
+ "shell.execute_reply": "2024-04-08T19:11:35.504754Z"
}
},
"outputs": [
@@ -2400,10 +2416,10 @@
"execution_count": 29,
"metadata": {
"execution": {
- "iopub.execute_input": "2024-04-06T04:32:59.231415Z",
- "iopub.status.busy": "2024-04-06T04:32:59.231132Z",
- "iopub.status.idle": "2024-04-06T04:32:59.239395Z",
- "shell.execute_reply": "2024-04-06T04:32:59.238963Z"
+ "iopub.execute_input": "2024-04-08T19:11:35.507136Z",
+ "iopub.status.busy": "2024-04-08T19:11:35.506967Z",
+ "iopub.status.idle": "2024-04-08T19:11:35.514273Z",
+ "shell.execute_reply": "2024-04-08T19:11:35.513838Z"
}
},
"outputs": [
@@ -2428,47 +2444,47 @@
" \n",
" \n",
" \n",
" \n",
" \n",
- " low_information_score \n",
" is_low_information_issue \n",
+ " low_information_score \n",
"
Plots the size distributions for bounding boxes for each class.
This plot can help you find annotated/predicted boxes for a particular class that are abnormally big/small.
Plots the distribution of class labels associated with all annotated bounding boxes and predicted bounding boxes in the dataset.
This plot can help you understand which classes are rare or over/under-predicted by the model overall.
object_counts_per_image
for further details.
class_names (optional) – Optional dictionary mapping one-hot-encoded class labels back to their original class names in the format {"integer-label": "original-class-name"}
.
kwargs – Additional keyword arguments to pass to plt.show() (matplotlib.pyplot.show).
Display the annotated bounding boxes (given labels) and predicted bounding boxes (model predictions) for a particular image. Given labels are shown in red, model predictions in blue.
Display semantic segmentation label issues, showing images with problematic pixels highlighted.
Can also show given and predicted masks for each image identified to have label issue.
top (Optional
[int
]) – Optional maximum number of issues to be printed. If not provided, a good default is used.
exclude (Optional
[List
[int
]]) – Optional list of label classes that can be ignored in the errors, each element must be 0, 1, …, K-1
kwargs – Additional keyword arguments to pass to plt.show() (matplotlib.pyplot.show).
This dataset has 10 classes.
-Classes: {'cancel_transfer', 'visa_or_mastercard', 'apple_pay_or_google_pay', 'card_payment_fee_charged', 'lost_or_stolen_phone', 'beneficiary_not_allowed', 'supported_cards_and_currencies', 'getting_spare_card', 'change_pin', 'card_about_to_expire'}
+Classes: {'supported_cards_and_currencies', 'beneficiary_not_allowed', 'cancel_transfer', 'card_payment_fee_charged', 'getting_spare_card', 'card_about_to_expire', 'visa_or_mastercard', 'lost_or_stolen_phone', 'change_pin', 'apple_pay_or_google_pay'}
Let’s print the first example in the train set.
@@ -846,43 +846,43 @@
-/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(
@@ -1252,7 +1252,7 @@ Functionality 3: Save and load Datalab objects
-Downloading data: 100%|██████████| 30.9M/30.9M [00:00<00:00, 50.7MB/s]
-Downloading data: 100%|██████████| 5.18M/5.18M [00:00<00:00, 57.7MB/s]
+Downloading data: 100%|██████████| 30.9M/30.9M [00:00<00:00, 44.8MB/s]
+Downloading data: 100%|██████████| 5.18M/5.18M [00:00<00:00, 24.7MB/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: 4.940 -epoch: 2 loss: 0.329 test acc: 88.195 time_taken: 4.775 +epoch: 1 loss: 0.482 test acc: 86.720 time_taken: 4.943 +epoch: 2 loss: 0.329 test acc: 88.195 time_taken: 4.606 Computing feature embeddings ...
Training on fold: 2 ... -epoch: 1 loss: 0.493 test acc: 87.060 time_taken: 4.963 -epoch: 2 loss: 0.330 test acc: 88.505 time_taken: 4.588 +epoch: 1 loss: 0.493 test acc: 87.060 time_taken: 4.715 +epoch: 2 loss: 0.330 test acc: 88.505 time_taken: 4.438 Computing feature embeddings ...
Training on fold: 3 ... -epoch: 1 loss: 0.476 test acc: 86.340 time_taken: 4.770 -epoch: 2 loss: 0.328 test acc: 86.310 time_taken: 4.552 +epoch: 1 loss: 0.476 test acc: 86.340 time_taken: 4.569 +epoch: 2 loss: 0.328 test acc: 86.310 time_taken: 4.479 Computing feature embeddings ...
This dataset has 10 classes.
-Classes: {'visa_or_mastercard', 'apple_pay_or_google_pay', 'card_payment_fee_charged', 'getting_spare_card', 'card_about_to_expire', 'change_pin', 'beneficiary_not_allowed', 'cancel_transfer', 'lost_or_stolen_phone', 'supported_cards_and_currencies'}
+Classes: {'visa_or_mastercard', 'beneficiary_not_allowed', 'card_payment_fee_charged', 'change_pin', 'cancel_transfer', 'getting_spare_card', 'apple_pay_or_google_pay', 'lost_or_stolen_phone', 'supported_cards_and_currencies', 'card_about_to_expire'}
Let’s view the i-th example in the dataset:
diff --git a/master/tutorials/datalab/text.ipynb b/master/tutorials/datalab/text.ipynb index a6257a523..cdfc50478 100644 --- a/master/tutorials/datalab/text.ipynb +++ b/master/tutorials/datalab/text.ipynb @@ -75,10 +75,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:11.681681Z", - "iopub.status.busy": "2024-04-06T04:33:11.681132Z", - "iopub.status.idle": "2024-04-06T04:33:14.408684Z", - "shell.execute_reply": "2024-04-06T04:33:14.408170Z" + "iopub.execute_input": "2024-04-08T19:11:47.873795Z", + "iopub.status.busy": "2024-04-08T19:11:47.873616Z", + "iopub.status.idle": "2024-04-08T19:11:50.509546Z", + "shell.execute_reply": "2024-04-08T19:11:50.508929Z" }, "nbsphinx": "hidden" }, @@ -96,7 +96,7 @@ "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 git+https://github.com/cleanlab/cleanlab.git@e0b7615c1169c6d8fcae15be6477bd7327e82e00\n", + " %pip install git+https://github.com/cleanlab/cleanlab.git@cc319efea07da004d1544c0577402d71f309fa06\n", " cmd = ' '.join([dep for dep in dependencies if dep != \"cleanlab\"])\n", " %pip install $cmd\n", "else:\n", @@ -121,10 +121,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:14.411372Z", - "iopub.status.busy": "2024-04-06T04:33:14.410870Z", - "iopub.status.idle": "2024-04-06T04:33:14.414126Z", - "shell.execute_reply": "2024-04-06T04:33:14.413639Z" + "iopub.execute_input": "2024-04-08T19:11:50.512202Z", + "iopub.status.busy": "2024-04-08T19:11:50.511881Z", + "iopub.status.idle": "2024-04-08T19:11:50.515413Z", + "shell.execute_reply": "2024-04-08T19:11:50.514847Z" } }, "outputs": [], @@ -145,10 +145,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:14.416093Z", - "iopub.status.busy": "2024-04-06T04:33:14.415817Z", - "iopub.status.idle": "2024-04-06T04:33:14.419148Z", - "shell.execute_reply": "2024-04-06T04:33:14.418621Z" + "iopub.execute_input": "2024-04-08T19:11:50.517389Z", + "iopub.status.busy": "2024-04-08T19:11:50.517121Z", + "iopub.status.idle": "2024-04-08T19:11:50.520136Z", + "shell.execute_reply": "2024-04-08T19:11:50.519721Z" }, "nbsphinx": "hidden" }, @@ -178,10 +178,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:14.421094Z", - "iopub.status.busy": "2024-04-06T04:33:14.420828Z", - "iopub.status.idle": "2024-04-06T04:33:14.445821Z", - "shell.execute_reply": "2024-04-06T04:33:14.445234Z" + "iopub.execute_input": "2024-04-08T19:11:50.522130Z", + "iopub.status.busy": "2024-04-08T19:11:50.521805Z", + "iopub.status.idle": "2024-04-08T19:11:50.573099Z", + "shell.execute_reply": "2024-04-08T19:11:50.572633Z" } }, "outputs": [ @@ -271,10 +271,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:14.448095Z", - "iopub.status.busy": "2024-04-06T04:33:14.447753Z", - "iopub.status.idle": "2024-04-06T04:33:14.451521Z", - "shell.execute_reply": "2024-04-06T04:33:14.451033Z" + "iopub.execute_input": "2024-04-08T19:11:50.575235Z", + "iopub.status.busy": "2024-04-08T19:11:50.574826Z", + "iopub.status.idle": "2024-04-08T19:11:50.578661Z", + "shell.execute_reply": "2024-04-08T19:11:50.578198Z" } }, "outputs": [ @@ -283,7 +283,7 @@ "output_type": "stream", "text": [ "This dataset has 10 classes.\n", - "Classes: {'visa_or_mastercard', 'apple_pay_or_google_pay', 'card_payment_fee_charged', 'getting_spare_card', 'card_about_to_expire', 'change_pin', 'beneficiary_not_allowed', 'cancel_transfer', 'lost_or_stolen_phone', 'supported_cards_and_currencies'}\n" + "Classes: {'visa_or_mastercard', 'beneficiary_not_allowed', 'card_payment_fee_charged', 'change_pin', 'cancel_transfer', 'getting_spare_card', 'apple_pay_or_google_pay', 'lost_or_stolen_phone', 'supported_cards_and_currencies', 'card_about_to_expire'}\n" ] } ], @@ -307,10 +307,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:14.453654Z", - "iopub.status.busy": "2024-04-06T04:33:14.453334Z", - "iopub.status.idle": "2024-04-06T04:33:14.456651Z", - "shell.execute_reply": "2024-04-06T04:33:14.456195Z" + "iopub.execute_input": "2024-04-08T19:11:50.580716Z", + "iopub.status.busy": "2024-04-08T19:11:50.580386Z", + "iopub.status.idle": "2024-04-08T19:11:50.583329Z", + "shell.execute_reply": "2024-04-08T19:11:50.582809Z" } }, "outputs": [ @@ -365,10 +365,10 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:14.458570Z", - "iopub.status.busy": "2024-04-06T04:33:14.458385Z", - "iopub.status.idle": "2024-04-06T04:33:18.310859Z", - "shell.execute_reply": "2024-04-06T04:33:18.310235Z" + "iopub.execute_input": "2024-04-08T19:11:50.585157Z", + "iopub.status.busy": "2024-04-08T19:11:50.584978Z", + "iopub.status.idle": "2024-04-08T19:11:54.999343Z", + "shell.execute_reply": "2024-04-08T19:11:54.998804Z" } }, "outputs": [ @@ -424,10 +424,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:18.313664Z", - "iopub.status.busy": "2024-04-06T04:33:18.313302Z", - "iopub.status.idle": "2024-04-06T04:33:19.193930Z", - "shell.execute_reply": "2024-04-06T04:33:19.193370Z" + "iopub.execute_input": "2024-04-08T19:11:55.002005Z", + "iopub.status.busy": "2024-04-08T19:11:55.001591Z", + "iopub.status.idle": "2024-04-08T19:11:55.890538Z", + "shell.execute_reply": "2024-04-08T19:11:55.889962Z" }, "scrolled": true }, @@ -459,10 +459,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:19.196805Z", - "iopub.status.busy": "2024-04-06T04:33:19.196442Z", - "iopub.status.idle": "2024-04-06T04:33:19.199261Z", - "shell.execute_reply": "2024-04-06T04:33:19.198798Z" + "iopub.execute_input": "2024-04-08T19:11:55.893249Z", + "iopub.status.busy": "2024-04-08T19:11:55.892862Z", + "iopub.status.idle": "2024-04-08T19:11:55.895882Z", + "shell.execute_reply": "2024-04-08T19:11:55.895415Z" } }, "outputs": [], @@ -482,10 +482,10 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:19.201572Z", - "iopub.status.busy": "2024-04-06T04:33:19.201213Z", - "iopub.status.idle": "2024-04-06T04:33:20.771182Z", - "shell.execute_reply": "2024-04-06T04:33:20.770550Z" + "iopub.execute_input": "2024-04-08T19:11:55.898149Z", + "iopub.status.busy": "2024-04-08T19:11:55.897768Z", + "iopub.status.idle": "2024-04-08T19:11:57.484712Z", + "shell.execute_reply": "2024-04-08T19:11:57.482845Z" }, "scrolled": true }, @@ -538,10 +538,10 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:20.774433Z", - "iopub.status.busy": "2024-04-06T04:33:20.773600Z", - "iopub.status.idle": "2024-04-06T04:33:20.799139Z", - "shell.execute_reply": "2024-04-06T04:33:20.798597Z" + "iopub.execute_input": "2024-04-08T19:11:57.489057Z", + "iopub.status.busy": "2024-04-08T19:11:57.487744Z", + "iopub.status.idle": "2024-04-08T19:11:57.513599Z", + "shell.execute_reply": "2024-04-08T19:11:57.513105Z" }, "scrolled": true }, @@ -666,10 +666,10 @@ "execution_count": 12, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:20.801783Z", - "iopub.status.busy": "2024-04-06T04:33:20.801390Z", - "iopub.status.idle": "2024-04-06T04:33:20.811382Z", - "shell.execute_reply": "2024-04-06T04:33:20.810884Z" + "iopub.execute_input": "2024-04-08T19:11:57.517153Z", + "iopub.status.busy": "2024-04-08T19:11:57.516242Z", + "iopub.status.idle": "2024-04-08T19:11:57.527834Z", + "shell.execute_reply": "2024-04-08T19:11:57.527359Z" }, "scrolled": true }, @@ -779,10 +779,10 @@ "execution_count": 13, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:20.813909Z", - "iopub.status.busy": "2024-04-06T04:33:20.813527Z", - "iopub.status.idle": "2024-04-06T04:33:20.818371Z", - "shell.execute_reply": "2024-04-06T04:33:20.817869Z" + "iopub.execute_input": "2024-04-08T19:11:57.531248Z", + "iopub.status.busy": "2024-04-08T19:11:57.530335Z", + "iopub.status.idle": "2024-04-08T19:11:57.536787Z", + "shell.execute_reply": "2024-04-08T19:11:57.536230Z" } }, "outputs": [ @@ -820,10 +820,10 @@ "execution_count": 14, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:20.820606Z", - "iopub.status.busy": "2024-04-06T04:33:20.820299Z", - "iopub.status.idle": "2024-04-06T04:33:20.826482Z", - "shell.execute_reply": "2024-04-06T04:33:20.826090Z" + "iopub.execute_input": "2024-04-08T19:11:57.538876Z", + "iopub.status.busy": "2024-04-08T19:11:57.538699Z", + "iopub.status.idle": "2024-04-08T19:11:57.546063Z", + "shell.execute_reply": "2024-04-08T19:11:57.545305Z" } }, "outputs": [ @@ -940,10 +940,10 @@ "execution_count": 15, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:20.828437Z", - "iopub.status.busy": "2024-04-06T04:33:20.828137Z", - "iopub.status.idle": "2024-04-06T04:33:20.834167Z", - "shell.execute_reply": "2024-04-06T04:33:20.833652Z" + "iopub.execute_input": "2024-04-08T19:11:57.548261Z", + "iopub.status.busy": "2024-04-08T19:11:57.547854Z", + "iopub.status.idle": "2024-04-08T19:11:57.554234Z", + "shell.execute_reply": "2024-04-08T19:11:57.553695Z" } }, "outputs": [ @@ -1026,10 +1026,10 @@ "execution_count": 16, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:20.836059Z", - "iopub.status.busy": "2024-04-06T04:33:20.835877Z", - "iopub.status.idle": "2024-04-06T04:33:20.841929Z", - "shell.execute_reply": "2024-04-06T04:33:20.841349Z" + "iopub.execute_input": "2024-04-08T19:11:57.556102Z", + "iopub.status.busy": "2024-04-08T19:11:57.555808Z", + "iopub.status.idle": "2024-04-08T19:11:57.561366Z", + "shell.execute_reply": "2024-04-08T19:11:57.560849Z" } }, "outputs": [ @@ -1137,10 +1137,10 @@ "execution_count": 17, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:20.843988Z", - "iopub.status.busy": "2024-04-06T04:33:20.843684Z", - "iopub.status.idle": "2024-04-06T04:33:20.852453Z", - "shell.execute_reply": "2024-04-06T04:33:20.851982Z" + "iopub.execute_input": "2024-04-08T19:11:57.563375Z", + "iopub.status.busy": "2024-04-08T19:11:57.563066Z", + "iopub.status.idle": "2024-04-08T19:11:57.571545Z", + "shell.execute_reply": "2024-04-08T19:11:57.571096Z" } }, "outputs": [ @@ -1251,10 +1251,10 @@ "execution_count": 18, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:20.854597Z", - "iopub.status.busy": "2024-04-06T04:33:20.854199Z", - "iopub.status.idle": "2024-04-06T04:33:20.859815Z", - "shell.execute_reply": "2024-04-06T04:33:20.859258Z" + "iopub.execute_input": "2024-04-08T19:11:57.573469Z", + "iopub.status.busy": "2024-04-08T19:11:57.573151Z", + "iopub.status.idle": "2024-04-08T19:11:57.578415Z", + "shell.execute_reply": "2024-04-08T19:11:57.577995Z" } }, "outputs": [ @@ -1322,10 +1322,10 @@ "execution_count": 19, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:20.861773Z", - "iopub.status.busy": "2024-04-06T04:33:20.861471Z", - "iopub.status.idle": "2024-04-06T04:33:20.866885Z", - "shell.execute_reply": "2024-04-06T04:33:20.866352Z" + "iopub.execute_input": "2024-04-08T19:11:57.580309Z", + "iopub.status.busy": "2024-04-08T19:11:57.579985Z", + "iopub.status.idle": "2024-04-08T19:11:57.585107Z", + "shell.execute_reply": "2024-04-08T19:11:57.584704Z" } }, "outputs": [ @@ -1404,10 +1404,10 @@ "execution_count": 20, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:20.869013Z", - "iopub.status.busy": "2024-04-06T04:33:20.868609Z", - "iopub.status.idle": "2024-04-06T04:33:20.872412Z", - "shell.execute_reply": "2024-04-06T04:33:20.871871Z" + "iopub.execute_input": "2024-04-08T19:11:57.587089Z", + "iopub.status.busy": "2024-04-08T19:11:57.586774Z", + "iopub.status.idle": "2024-04-08T19:11:57.590241Z", + "shell.execute_reply": "2024-04-08T19:11:57.589704Z" } }, "outputs": [ @@ -1455,10 +1455,10 @@ "execution_count": 21, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:20.874578Z", - "iopub.status.busy": "2024-04-06T04:33:20.874128Z", - "iopub.status.idle": "2024-04-06T04:33:20.879644Z", - "shell.execute_reply": "2024-04-06T04:33:20.879101Z" + "iopub.execute_input": "2024-04-08T19:11:57.592302Z", + "iopub.status.busy": "2024-04-08T19:11:57.591981Z", + "iopub.status.idle": "2024-04-08T19:11:57.597076Z", + "shell.execute_reply": "2024-04-08T19:11:57.596530Z" }, "nbsphinx": "hidden" }, diff --git a/master/tutorials/dataset_health.ipynb b/master/tutorials/dataset_health.ipynb index 31a8923c7..8386c499c 100644 --- a/master/tutorials/dataset_health.ipynb +++ b/master/tutorials/dataset_health.ipynb @@ -68,10 +68,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:24.564833Z", - "iopub.status.busy": "2024-04-06T04:33:24.564645Z", - "iopub.status.idle": "2024-04-06T04:33:25.678241Z", - "shell.execute_reply": "2024-04-06T04:33:25.677637Z" + "iopub.execute_input": "2024-04-08T19:12:00.906624Z", + "iopub.status.busy": "2024-04-08T19:12:00.906269Z", + "iopub.status.idle": "2024-04-08T19:12:02.013278Z", + "shell.execute_reply": "2024-04-08T19:12:02.012738Z" }, "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 git+https://github.com/cleanlab/cleanlab.git@e0b7615c1169c6d8fcae15be6477bd7327e82e00\n", + " %pip install git+https://github.com/cleanlab/cleanlab.git@cc319efea07da004d1544c0577402d71f309fa06\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": "2024-04-06T04:33:25.681005Z", - "iopub.status.busy": "2024-04-06T04:33:25.680432Z", - "iopub.status.idle": "2024-04-06T04:33:25.683479Z", - "shell.execute_reply": "2024-04-06T04:33:25.683004Z" + "iopub.execute_input": "2024-04-08T19:12:02.015823Z", + "iopub.status.busy": "2024-04-08T19:12:02.015525Z", + "iopub.status.idle": "2024-04-08T19:12:02.018326Z", + "shell.execute_reply": "2024-04-08T19:12:02.017864Z" }, "id": "_UvI80l42iyi" }, @@ -201,10 +201,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:25.685643Z", - "iopub.status.busy": "2024-04-06T04:33:25.685458Z", - "iopub.status.idle": "2024-04-06T04:33:25.698037Z", - "shell.execute_reply": "2024-04-06T04:33:25.697552Z" + "iopub.execute_input": "2024-04-08T19:12:02.020260Z", + "iopub.status.busy": "2024-04-08T19:12:02.020087Z", + "iopub.status.idle": "2024-04-08T19:12:02.032329Z", + "shell.execute_reply": "2024-04-08T19:12:02.031881Z" }, "nbsphinx": "hidden" }, @@ -283,10 +283,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2024-04-06T04:33:25.700120Z", - "iopub.status.busy": "2024-04-06T04:33:25.699931Z", - "iopub.status.idle": "2024-04-06T04:33:30.316432Z", - "shell.execute_reply": "2024-04-06T04:33:30.315931Z" + "iopub.execute_input": "2024-04-08T19:12:02.034317Z", + "iopub.status.busy": "2024-04-08T19:12:02.034142Z", + "iopub.status.idle": "2024-04-08T19:12:10.633860Z", + "shell.execute_reply": "2024-04-08T19:12:10.633305Z" }, "id": "dhTHOg8Pyv5G" }, diff --git a/master/tutorials/faq.html b/master/tutorials/faq.html index d12576394..1383c5dd4 100644 --- a/master/tutorials/faq.html +++ b/master/tutorials/faq.html @@ -797,13 +797,13 @@Professional support and services are also available from our ML experts, learn more by emailing: team@cleanlab.ai
-100%|██████████| 170498071/170498071 [00:02<00:00, 72776359.59it/s]
+100%|██████████| 170498071/170498071 [00:04<00:00, 37601665.95it/s]
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()
.
---2024-04-06 04:38:29-- https://data.deepai.org/conll2003.zip
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+--2024-04-08 19:17:24-- https://data.deepai.org/conll2003.zip
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mkdir: cannot create directory ‘data’: File exists
Archive: conll2003.zip
@@ -693,16 +693,16 @@ 1. Install required dependencies and download data