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thomasdhc merged 8 commits into from
Feb 12, 2026
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Add feedback to tutorials #1476

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368349b
Add feedback to tutorials
sarahyurick Feb 9, 2026
9af952e
clarify install instructions for classifier tutorials
sarahyurick Feb 9, 2026
ef82cd3
byo classifiers
sarahyurick Feb 9, 2026
7506b6b
add descriptions
sarahyurick Feb 9, 2026
c84711c
Merge branch 'main' into tutorial_nits
sarahyurick Feb 11, 2026
f8b7170
Merge branch 'main' into tutorial_nits
sarahyurick Feb 12, 2026
e97c362
Merge branch 'main' into tutorial_nits
sarahyurick Feb 12, 2026
755ecdf
Merge branch 'main' into tutorial_nits
sarahyurick Feb 12, 2026
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4 changes: 4 additions & 0 deletions tutorials/text/distributed-data-classification/README.md
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Expand Up @@ -29,3 +29,7 @@ For more information about the classifiers, refer to our [Distributed Data Class
| `QualityClassifier` | [quality-classifier-deberta](https://huggingface.co/nvidia/quality-classifier-deberta) |

</div>

## Bring Your Own Classifier

Advanced users may want to integrate their own Hugging Face classifier(s) into NeMo Curator. Broadly, this requires creating a `CompositeStage` consisting of a CPU-based tokenizer stage and a GPU-based model inference stage. Refer to the [Text Classifiers README](https://github.com/NVIDIA-NeMo/Curator/tree/main/nemo_curator/stages/text/classifiers#text-classifiers) for details about how to do this.
44 changes: 41 additions & 3 deletions tutorials/text/distributed-data-classification/aegis-classification.ipynb
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Expand Up @@ -14,9 +14,9 @@
" - Volta™ or higher (compute capability 7.0+)\n",
" - CUDA 12.x\n",
"\n",
"Before running this notebook, see this [Installation Guide](https://docs.nvidia.com/nemo/curator/latest/admin/installation.html#admin-installation) page for instructions on how to install NeMo Curator. Be sure to use an installation method which includes GPU dependencies.\n",
"For more information about the classifiers, refer to our [Distributed Data Classification](https://docs.nvidia.com/nemo/curator/latest/curate-text/process-data/quality-assessment/distributed-classifier.html) documentation page.\n",
"\n",
"For more information about the classifiers, refer to our [Distributed Data Classification](https://docs.nvidia.com/nemo/curator/latest/curate-text/process-data/quality-assessment/distributed-classifier.html) documentation page."
"Before running this notebook, see this [Installation Guide](https://docs.nvidia.com/nemo/curator/latest/admin/installation.html#admin-installation) page for instructions on how to install NeMo Curator. Be sure to use an installation method which includes GPU dependencies (`text_cuda12` or `all`). Check proper installation with:"
]
},
{
Expand All @@ -25,12 +25,50 @@
"metadata": {},
"outputs": [],
"source": [
"# Silence Curator logs via Loguru\n",
"# First, silence Curator logs via Loguru\n",
"import os\n",
"\n",
"os.environ[\"LOGURU_LEVEL\"] = \"ERROR\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import nemo_curator\n",
"\n",
"nemo_curator.__version__ # should be >= 1.0.0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can check that GPUs are available, then check that the `gpustat` dependency was installed:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!nvidia-smi"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import gpustat\n",
"\n",
"gpustat.__version__ # check gpu dependency is installed"
]
},
{
"cell_type": "markdown",
"metadata": {},
Expand Down
46 changes: 42 additions & 4 deletions tutorials/text/distributed-data-classification/content-type-classification.ipynb
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Expand Up @@ -12,23 +12,61 @@
" - Volta™ or higher (compute capability 7.0+)\n",
" - CUDA 12.x\n",
"\n",
"Before running this notebook, see this [Installation Guide](https://docs.nvidia.com/nemo/curator/latest/admin/installation.html#admin-installation) page for instructions on how to install NeMo Curator. Be sure to use an installation method which includes GPU dependencies.\n",
"For more information about the classifiers, refer to our [Distributed Data Classification](https://docs.nvidia.com/nemo/curator/latest/curate-text/process-data/quality-assessment/distributed-classifier.html) documentation page.\n",
"\n",
"For more information about the classifiers, refer to our [Distributed Data Classification](https://docs.nvidia.com/nemo/curator/latest/curate-text/process-data/quality-assessment/distributed-classifier.html) documentation page."
"Before running this notebook, see this [Installation Guide](https://docs.nvidia.com/nemo/curator/latest/admin/installation.html#admin-installation) page for instructions on how to install NeMo Curator. Be sure to use an installation method which includes GPU dependencies (`text_cuda12` or `all`). Check proper installation with:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Silence Curator logs via Loguru\n",
"# First, silence Curator logs via Loguru\n",
"import os\n",
"\n",
"os.environ[\"LOGURU_LEVEL\"] = \"ERROR\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import nemo_curator\n",
"\n",
"nemo_curator.__version__ # should be >= 1.0.0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can check that GPUs are available, then check that the `gpustat` dependency was installed:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!nvidia-smi"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import gpustat\n",
"\n",
"gpustat.__version__ # check gpu dependency is installed"
]
},
{
"cell_type": "markdown",
"metadata": {},
Expand Down
46 changes: 42 additions & 4 deletions tutorials/text/distributed-data-classification/domain-classification.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -12,23 +12,61 @@
" - Volta™ or higher (compute capability 7.0+)\n",
" - CUDA 12.x\n",
"\n",
"Before running this notebook, see this [Installation Guide](https://docs.nvidia.com/nemo/curator/latest/admin/installation.html#admin-installation) page for instructions on how to install NeMo Curator. Be sure to use an installation method which includes GPU dependencies.\n",
"For more information about the classifiers, refer to our [Distributed Data Classification](https://docs.nvidia.com/nemo/curator/latest/curate-text/process-data/quality-assessment/distributed-classifier.html) documentation page.\n",
"\n",
"For more information about the classifiers, refer to our [Distributed Data Classification](https://docs.nvidia.com/nemo/curator/latest/curate-text/process-data/quality-assessment/distributed-classifier.html) documentation page."
"Before running this notebook, see this [Installation Guide](https://docs.nvidia.com/nemo/curator/latest/admin/installation.html#admin-installation) page for instructions on how to install NeMo Curator. Be sure to use an installation method which includes GPU dependencies (`text_cuda12` or `all`). Check proper installation with:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Silence Curator logs via Loguru\n",
"# First, silence Curator logs via Loguru\n",
"import os\n",
"\n",
"os.environ[\"LOGURU_LEVEL\"] = \"ERROR\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import nemo_curator\n",
"\n",
"nemo_curator.__version__ # should be >= 1.0.0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can check that GPUs are available, then check that the `gpustat` dependency was installed:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!nvidia-smi"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import gpustat\n",
"\n",
"gpustat.__version__ # check gpu dependency is installed"
]
},
{
"cell_type": "markdown",
"metadata": {},
Expand Down
46 changes: 42 additions & 4 deletions tutorials/text/distributed-data-classification/fineweb-edu-classification.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -12,23 +12,61 @@
" - Volta™ or higher (compute capability 7.0+)\n",
" - CUDA 12.x\n",
"\n",
"Before running this notebook, see this [Installation Guide](https://docs.nvidia.com/nemo/curator/latest/admin/installation.html#admin-installation) page for instructions on how to install NeMo Curator. Be sure to use an installation method which includes GPU dependencies.\n",
"For more information about the classifiers, refer to our [Distributed Data Classification](https://docs.nvidia.com/nemo/curator/latest/curate-text/process-data/quality-assessment/distributed-classifier.html) documentation page.\n",
"\n",
"For more information about the classifiers, refer to our [Distributed Data Classification](https://docs.nvidia.com/nemo/curator/latest/curate-text/process-data/quality-assessment/distributed-classifier.html) documentation page."
"Before running this notebook, see this [Installation Guide](https://docs.nvidia.com/nemo/curator/latest/admin/installation.html#admin-installation) page for instructions on how to install NeMo Curator. Be sure to use an installation method which includes GPU dependencies (`text_cuda12` or `all`). Check proper installation with:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Silence Curator logs via Loguru\n",
"# First, silence Curator logs via Loguru\n",
"import os\n",
"\n",
"os.environ[\"LOGURU_LEVEL\"] = \"ERROR\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import nemo_curator\n",
"\n",
"nemo_curator.__version__ # should be >= 1.0.0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can check that GPUs are available, then check that the `gpustat` dependency was installed:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!nvidia-smi"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import gpustat\n",
"\n",
"gpustat.__version__ # check gpu dependency is installed"
]
},
{
"cell_type": "markdown",
"metadata": {},
Expand Down
46 changes: 42 additions & 4 deletions tutorials/text/distributed-data-classification/fineweb-mixtral-edu-classification.ipynb
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -12,23 +12,61 @@
" - Volta™ or higher (compute capability 7.0+)\n",
" - CUDA 12.x\n",
"\n",
"Before running this notebook, see this [Installation Guide](https://docs.nvidia.com/nemo/curator/latest/admin/installation.html#admin-installation) page for instructions on how to install NeMo Curator. Be sure to use an installation method which includes GPU dependencies.\n",
"For more information about the classifiers, refer to our [Distributed Data Classification](https://docs.nvidia.com/nemo/curator/latest/curate-text/process-data/quality-assessment/distributed-classifier.html) documentation page.\n",
"\n",
"For more information about the classifiers, refer to our [Distributed Data Classification](https://docs.nvidia.com/nemo/curator/latest/curate-text/process-data/quality-assessment/distributed-classifier.html) documentation page."
"Before running this notebook, see this [Installation Guide](https://docs.nvidia.com/nemo/curator/latest/admin/installation.html#admin-installation) page for instructions on how to install NeMo Curator. Be sure to use an installation method which includes GPU dependencies (`text_cuda12` or `all`). Check proper installation with:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Silence Curator logs via Loguru\n",
"# First, silence Curator logs via Loguru\n",
"import os\n",
"\n",
"os.environ[\"LOGURU_LEVEL\"] = \"ERROR\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import nemo_curator\n",
"\n",
"nemo_curator.__version__ # should be >= 1.0.0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can check that GPUs are available, then check that the `gpustat` dependency was installed:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!nvidia-smi"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import gpustat\n",
"\n",
"gpustat.__version__ # check gpu dependency is installed"
]
},
{
"cell_type": "markdown",
"metadata": {},
Expand Down
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