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[docs] Add ViLT model checkpoint instructions #1161

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[docs] Add ViLT model checkpoint instructions
Ryan-Qiyu-Jiang Nov 29, 2021
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Update on "[docs] Add ViLT model checkpoint instructions"
Ryan-Qiyu-Jiang Dec 13, 2021
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16 changes: 16 additions & 0 deletions mmf/configs/zoo/models.yaml
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Original file line number Diff line number Diff line change
Expand Up @@ -564,3 +564,19 @@ villa:
- url: mmf://models/uniter/villa.pretrained.tar.gz
file_name: villa.pretrained.tar.gz
hashcode: 7a8f31421ef644fddc99bd142a0090660573dd526a779d025253c3fd996754fc

vilt:
defaults: ${vilt.vqa}
vqa:
# Model from project : projects/vilt, Val: 69.55
version: 1.0_2021_011_29
resources:
- url: mmf://models/vilt/vilt.finetuned.vqa2.tar.gz
file_name: vilt.finetuned.vqa2.tar.gz
hashcode: c1a96abfaffa140c0970592691c2cb828b3bb16be7a6c610f7d02c9c05951c1f
pretrained:
version: 1.0_2021_011_29
resources:
- url: mmf://models/vilt/vilt.pretrained.tar.gz
file_name: vilt.pretrained.tar.gz
hashcode: fb4478665ba6709bd454cec40b66dcb89570b998853745cc400bfb6f99aaeb69
17 changes: 16 additions & 1 deletion website/docs/projects/vilt.md
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Expand Up @@ -24,9 +24,24 @@ Follow installation instructions in the [documentation](https://mmf.readthedocs.

## Training

To train ViLT model on the VQA2.0 dataset, run the following command
To train ViLT model from scratch on the VQA2.0 dataset, run the following command
```
mmf_run config=projects/vilt/configs/vqa2/defaults.yaml run_type=train_val dataset=vqa2 model=vilt
```

To finetune using different pretrained starting weights, change the `pretrained_model_name` under image_encoder in the config yaml to reference a huggingface model.

To finetrain a pretrained ViLT model on the VQA2.0 dataset,
```
mmf_run config=projects/vilt/configs/vqa2/defaults.yaml run_type=train_val dataset=vqa2 model=vilt checkpoint.resume_zoo=vilt.pretrained
```

To test a ViLT model already finetuned on the VQA2.0 dataset,
```
mmf_run config=projects/vilt/configs/vqa2/defaults.yaml run_type=val dataset=vqa2 model=vilt checkpoint.resume_zoo=vilt.vqa
```

To pretrain a ViLT model from scratch on the COCO dataset,
```
mmf_run config=projects/vilt/configs/masked_coco/pretrain.yaml run_type=train_val dataset=masked_coco model=vilt
```