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Overview
🤗 Optimum handles the export of PyTorch or TensorFlow models to ONNX in the exporters.onnx
module. It provides classes, functions, and a command line interface to perform the export easily.
Supported architectures from 🤗 Transformers:
- AST
- Audio Spectrogram Transformer
- Albert
- Bart
- Beit
- Bert
- BlenderBot
- BlenderBotSmall
- Bloom
- Camembert
- CLIP
- CodeGen
- ConvBert
- ConvNext
- ConvNextV2
- Data2VecAudio
- Data2VecText
- Data2VecVision
- Deberta
- Deberta-v2
- Deit
- Detr
- DistilBert
- Donut-Swin
- Electra
- Encoder Decoder
- ESM
- Falcon
- Flaubert
- GPT-2
- GPT-BigCode
- GPT-J
- GPT-Neo
- GPT-NeoX
- OPT
- GroupVit
- Hubert
- IBert
- LayoutLM
- LayoutLM-v3
- Lilt
- Levit
- LongT5
- Llama
- M2-M100
- Marian
- MarkupLM
- MBart
- Mistral
- MobileBert
- MobileVit
- MobileNet v1
- MobileNet v2
- MPNet
- MT5
- Musicgen (text-conditional only)
- Nystromformer
- OWL-ViT
- Pegasus
- Perceiver
- Phi
- Phi3
- Pix2Struct
- PoolFormer
- Qwen2(Qwen1.5)
- RegNet
- ResNet
- Roberta
- Roformer
- SAM
- Segformer
- SEW
- SEW-D
- Speech2Text
- SpeechT5
- Splinter
- SqueezeBert
- Swin
- T5
- Table Transformer
- TROCR
- UniSpeech
- UniSpeech SAT
- Vision Encoder Decoder
- Vit
- Wav2Vec2
- Wav2Vec2 Conformer
- WavLM
- Whisper
- XLM
- XLM-Roberta
- Yolos
Supported architectures from 🤗 Diffusers:
- Stable Diffusion
Supported architectures from 🤗 Timm:
- Adversarial Inception v3
- AdvProp (EfficientNet)
- Big Transfer (BiT)
- CSP-DarkNet
- CSP-ResNet
- CSP-ResNeXt
- DenseNet
- Deep Layer Aggregation
- Dual Path Network (DPN)
- ECA-ResNet
- EfficientNet
- EfficientNet (Knapsack Pruned)
- Ensemble Adversarial Inception ResNet v2
- ESE-VoVNet (Partial support with static shapes)
- FBNet
- (Gluon) Inception v3
- (Gluon) ResNet
- (Gluon) ResNeXt
- (Gluon) SENet
- (Gluon) SE-ResNeXt
- (Gluon) Xception
- HRNet
- Instagram ResNeXt WSL
- Inception ResNet v2
- Inception v3
- Inception v4
- (Legacy) SE-ResNet
- (Legacy) SE-ResNeXt
- (Legacy) SENet
- MixNet
- MnasNet
- MobileNet v2
- MobileNet v3
- NASNet
- Noisy Student (EfficientNet)
- PNASNet
- RegNetX
- RegNetY
- Res2Net
- Res2NeXt
- ResNeSt
- ResNet
- ResNet-D
- ResNeXt
- RexNet
- SE-ResNet
- SelecSLS
- SE-ResNeXt
- SK-ResNet
- SK-ResNeXt
- SPNASNet
- SSL ResNet
- SWSL ResNet
- SWSL ResNeXt
- (Tensorflow) EfficientNet
- (Tensorflow) EfficientNet CondConv
- (Tensorflow) EfficientNet Lite
- (Tensorflow) Inception v3
- (Tensorflow) MixNet
- (Tensorflow) MobileNet v3
- TResNet
- Wide ResNet
- Xception
Supported architectures from Sentence Transformers:
- All Transformer and CLIP-based models.