207 lines
5.3 KiB
ReStructuredText
207 lines
5.3 KiB
ReStructuredText
.. {#notebooks_section_1_convert__optimize}
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Convert & Optimize
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==================
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.. toctree::
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:maxdepth: 1
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:hidden:
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Tutorials that explain how to optimize and quantize models with OpenVINO tools.
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.. showcase::
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:title: 127-tensorflow-bit-image-classification-nncf-quantization
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:img: _static/images/notebook_eye.png
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BiT Image Classification OpenVINO IR model Quantization with NNCF.
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.. showcase::
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:title: 126-tensorflow-hub
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:img: _static/images/notebook_eye.png
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Convert TensorFlow Hub models to OpenVINO Intermediate Representation (IR).
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.. showcase::
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:title: 125-lraspp-segmentation
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:img: _static/images/notebook_eye.png
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Semantic segmentation with LRASPP MobileNet v3 and OpenVINO
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.. showcase::
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:title: 125-convnext-classification
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:img: _static/images/notebook_eye.png
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Classification with ConvNeXt and OpenVINO.
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.. showcase::
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:title: 124-hugging-face-hub
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:img: _static/images/notebook_eye.png
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Hugging Face Model Hub with OpenVINO™.
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.. showcase::
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:title: 123-detectron2-to-openvino
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:img: _static/images/notebook_eye.png
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Convert Detectron2 Models to OpenVINO™.
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.. showcase::
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:title: 122-yolov8-quantization-with-accuracy-control
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:img: _static/images/notebook_eye.png
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Convert and Optimize YOLOv8 with OpenVINO™.
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.. showcase::
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:title: 122-speech-recognition-quantization-wav2vec2
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:img: _static/images/notebook_eye.png
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Quantize Speech Recognition Models with accuracy control using NNCF PTQ API.
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.. showcase::
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:title: 121-legacy-mo-convert-to-openvino
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:img: _static/images/notebook_eye.png
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Learn about OpenVINO™ model conversion API.
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.. showcase::
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:title: 121-convert-to-openvino
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:img: _static/images/notebook_eye.png
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Learn about model conversion in OpenVINO™.
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.. showcase::
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:title: 120-tensorflow-object-detection-to-openvino
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:img: _static/images/notebook_eye.png
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Convert TensorFlow Object Detection models to OpenVINO IR.
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.. showcase::
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:title: 119-tflite-to-openvino
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:img: _static/images/notebook_eye.png
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Convert TensorFlow Lite models to OpenVINO IR.
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.. showcase::
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:title: 118-optimize-preprocessing
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:img: _static/images/notebook_eye.png
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Improve performance of image preprocessing step.
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.. showcase::
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:title: 117-model-server
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:img: _static/images/notebook_eye.png
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Improve performance of sparse Transformer models.
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.. showcase::
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:title: 116-sparsity-optimization
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:img: _static/images/notebook_eye.png
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Improve performance of sparse Transformer models.
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.. showcase::
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:title: 115-async-api
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:img: _static/images/notebook_eye.png
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Use asynchronous execution to improve data pipelining.
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.. showcase::
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:title: 113-image-classification-quantization
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:img: _static/images/notebook_eye.png
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Quantize MobileNet image classification.
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.. showcase::
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:title: 112-pytorch-post-training-quantization-nncf
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:img: _static/images/notebook_eye.png
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Use Neural Network Compression Framework (NNCF) to quantize PyTorch model in post-training mode (without model fine-tuning).
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.. showcase::
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:title: 110-ct-segmentation-quantize-nncf
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:img: _static/images/notebook_eye.png
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Quantize a kidney segmentation model and show live inference.
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.. showcase::
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:title: 110-ct-scan-live-inference
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:img: _static/images/notebook_eye.png
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Live inference of a kidney segmentation model and benchmark CT-scan data with OpenVINO.
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.. showcase::
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:title: 109-throughput-tricks
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:img: _static/images/notebook_eye.png
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Performance tricks for throughput mode in OpenVINO™.
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.. showcase::
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:title: 109-latency-tricks
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:img: _static/images/notebook_eye.png
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Performance tricks for latency mode in OpenVINO™.
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.. showcase::
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:title: 108-gpu-device
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:img: _static/images/notebook_eye.png
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Working with GPUs in OpenVINO™
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.. showcase::
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:title: 107-speech-recognition-quantization-data2vec
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:img: _static/images/notebook_eye.png
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Optimize and quantize a pre-trained Data2Vec speech model.
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.. showcase::
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:title: 107-speech-recognition-quantization-wav2vec2
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:img: _static/images/notebook_eye.png
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Optimize and quantize a pre-trained Wav2Vec2 speech model.
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.. showcase::
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:title: 106-auto-device
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:img: _static/images/notebook_eye.png
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Demonstrates how to use AUTO Device.
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.. showcase::
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:title: 105-language-quantize-bert
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:img: _static/images/notebook_eye.png
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Optimize and quantize a pre-trained BERT model.
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.. showcase::
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:title: 104-model-tools
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:img: _static/images/notebook_eye.png
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Download, convert and benchmark models from Open Model Zoo.
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.. showcase::
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:title: 103-paddle-onnx-to-openvino
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:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/103-paddle-to-openvino/103-paddle-to-openvino-classification.png
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Convert PaddlePaddle models to OpenVINO IR.
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.. showcase::
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:title: 102-pytorch-to-openvino
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:img: _static/images/notebook_eye.png
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Convert PyTorch models to OpenVINO IR.
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.. showcase::
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:title: 102-pytorch-onnx-to-openvino
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:img: _static/images/notebook_eye.png
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Convert PyTorch models to OpenVINO IR.
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.. showcase::
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:title: 101-tensorflow-classification-to-openvino
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:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/101-tensorflow-classification-to-openvino/101-tensorflow-classification-to-openvino.png
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Convert TensorFlow models to OpenVINO IR.
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