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docs: review documentation #655

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9ab4ecf
docs: fix tutorial outputs
sdiazlor Apr 7, 2026
7bbe5d5
docs: add missing datasets
sdiazlor Apr 7, 2026
60f88d5
docs: update torch_dtype to dtype
sdiazlor Jun 15, 2026
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4 changes: 2 additions & 2 deletions docs/tutorials/asr_tutorial.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -58,13 +58,13 @@
"from transformers import AutoModelForSpeechSeq2Seq\n",
"\n",
"device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
"torch_dtype = torch.float16 if torch.cuda.is_available() else torch.float32\n",
"dtypech.float16 if torch.cuda.is_available() else torch.float32\n",
"\n",
"model_id = \"openai/whisper-large-v3\"\n",
"\n",
"model = AutoModelForSpeechSeq2Seq.from_pretrained(\n",
" model_id,\n",
" torch_dtype=torch_dtype,\n",
" dtype,dtype
" use_safetensors=True,\n",
" low_cpu_mem_usage=True,\n",
")\n",
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14 changes: 7 additions & 7 deletions docs/tutorials/deploying_sana_tutorial.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -370,7 +370,7 @@
"model_id = \"Efficient-Large-Model/Sana_600M_512px_diffusers\"\n",
"\n",
"# 2. Load the pre-trained model\n",
"pipe = SanaPipeline.from_pretrained(model_id, variant=\"fp16\", torch_dtype=torch.float16)\n",
"pipe = SanaPipeline.from_pretrained(model_id, variant=\"fp16\", dtype.float16)\n",
"pipe = pipe.to(device)\n",
"\n",
"# 3. Configure Pruna smash\n",
Expand Down Expand Up @@ -506,9 +506,9 @@
"INFO - Detected diffusers model. Using DiffuserHandler with fixed seed.\n",
"- The first element of the batch is passed as input.\n",
"- The generated outputs are expected to have .images attribute.\n",
"Pipelines loaded with `dtype=torch.float16` cannot run with `cpu` device. It is not recommended to move them to `cpu` as running them will fail. Please make sure to use an accelerator to run the pipeline in inference, due to the lack of support for`float16` operations on this device in PyTorch. Please, remove the `torch_dtype=torch.float16` argument, or use another device for inference.\n",
"Pipelines loaded with `dtype=torch.float16` cannot run with `cpu` device. It is not recommended to move them to `cpu` as running them will fail. Please make sure to use an accelerator to run the pipeline in inference, due to the lack of support for`float16` operations on this device in PyTorch. Please, remove the `torch_dtype=torch.float16` argument, or use another device for inference.\n",
"Pipelines loaded with `dtype=torch.float16` cannot run with `cpu` device. It is not recommended to move them to `cpu` as running them will fail. Please make sure to use an accelerator to run the pipeline in inference, due to the lack of support for`float16` operations on this device in PyTorch. Please, remove the `torch_dtype=torch.float16` argument, or use another device for inference.\n",
"Pipelines loaded with `dtype=torch.float16` cannot run with `cpu` device. It is not recommended to move them to `cpu` as running them will fail. Please make sure to use an accelerator to run the pipeline in inference, due to the lack of support for`float16` operations on this device in PyTorch. Please, remove the `dtype=torch.float16` argument, or use another device for inference.\n",
"Pipelines loaded with `dtype=torch.float16` cannot run with `cpu` device. It is not recommended to move them to `cpu` as running them will fail. Please make sure to use an accelerator to run the pipeline in inference, due to the lack of support for`float16` operations on this device in PyTorch. Please, remove the `dtype=torch.float16` argument, or use another device for inference.\n",
"Pipelines loaded with `dtype=torch.float16` cannot run with `cpu` device. It is not recommended to move them to `cpu` as running them will fail. Please make sure to use an accelerator to run the pipeline in inference, due to the lack of support for`float16` operations on this device in PyTorch. Please, remove the `dtype=torch.float16` argument, or use another device for inference.\n",
"INFO - Evaluating stateful metrics.\n",
"INFO - Evaluating isolated inference metrics.\n"
]
Expand Down Expand Up @@ -545,9 +545,9 @@
"name": "stderr",
"output_type": "stream",
"text": [
"Pipelines loaded with `dtype=torch.float16` cannot run with `cpu` device. It is not recommended to move them to `cpu` as running them will fail. Please make sure to use an accelerator to run the pipeline in inference, due to the lack of support for`float16` operations on this device in PyTorch. Please, remove the `torch_dtype=torch.float16` argument, or use another device for inference.\n",
"Pipelines loaded with `dtype=torch.float16` cannot run with `cpu` device. It is not recommended to move them to `cpu` as running them will fail. Please make sure to use an accelerator to run the pipeline in inference, due to the lack of support for`float16` operations on this device in PyTorch. Please, remove the `torch_dtype=torch.float16` argument, or use another device for inference.\n",
"Pipelines loaded with `dtype=torch.float16` cannot run with `cpu` device. It is not recommended to move them to `cpu` as running them will fail. Please make sure to use an accelerator to run the pipeline in inference, due to the lack of support for`float16` operations on this device in PyTorch. Please, remove the `torch_dtype=torch.float16` argument, or use another device for inference.\n"
"Pipelines loaded with `dtype=torch.float16` cannot run with `cpu` device. It is not recommended to move them to `cpu` as running them will fail. Please make sure to use an accelerator to run the pipeline in inference, due to the lack of support for`float16` operations on this device in PyTorch. Please, remove the `dtype=torch.float16` argument, or use another device for inference.\n",
"Pipelines loaded with `dtype=torch.float16` cannot run with `cpu` device. It is not recommended to move them to `cpu` as running them will fail. Please make sure to use an accelerator to run the pipeline in inference, due to the lack of support for`float16` operations on this device in PyTorch. Please, remove the `dtype=torch.float16` argument, or use another device for inference.\n",
"Pipelines loaded with `dtype=torch.float16` cannot run with `cpu` device. It is not recommended to move them to `cpu` as running them will fail. Please make sure to use an accelerator to run the pipeline in inference, due to the lack of support for`float16` operations on this device in PyTorch. Please, remove the `dtype=torch.float16` argument, or use another device for inference.\n"
]
},
{
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22 changes: 5 additions & 17 deletions docs/tutorials/diffusion_quantization_acceleration.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -62,7 +62,7 @@
"import torch\n",
"from diffusers import FluxPipeline\n",
"\n",
"pipe = FluxPipeline.from_pretrained(\"black-forest-labs/FLUX.1-schnell\", torch_dtype=torch.bfloat16).to(\"cuda\")"
"pipe = FluxPipeline.from_pretrained(\"black-forest-labs/FLUX.1-schnell\", dtype.bfloat16).to(\"cuda\")"
]
},
{
Expand Down Expand Up @@ -138,19 +138,7 @@
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"ename": "",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[1;31mThe Kernel crashed while executing code in the current cell or a previous cell. \n",
"\u001b[1;31mPlease review the code in the cell(s) to identify a possible cause of the failure. \n",
"\u001b[1;31mClick <a href='https://aka.ms/vscodeJupyterKernelCrash'>here</a> for more info. \n",
"\u001b[1;31mView Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details."
]
}
],
"outputs": [],
"source": [
"# Define the prompt\n",
"prompt = \"a smiling cat dancing on a table. Miyazaki style\"\n",
Expand All @@ -167,7 +155,7 @@
]
},
{
"cell_type": "raw",
"cell_type": "markdown",
"metadata": {
"raw_mimetype": "text/restructuredtext",
"vscode": {
Expand All @@ -183,7 +171,7 @@
],
"metadata": {
"kernelspec": {
"display_name": "pruna",
"display_name": ".venv",
"language": "python",
"name": "python3"
},
Expand All @@ -197,7 +185,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.11"
"version": "3.12.11"
}
},
"nbformat": 4,
Expand Down
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