Description
Pretrained ViTForImageClassification model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.vitl_32_384_1e4_batch_16_epoch_4_classes_24 is a English model originally trained by ZaneHorrible.
How to use
image_assembler = ImageAssembler()\
.setInputCol("image")\
.setOutputCol("image_assembler")
imageClassifier = ViTForImageClassification.pretrained(""vitl_32_384_1e4_batch_16_epoch_4_classes_24","en")\
.setInputCols("image_assembler")\
.setOutputCol("class")
pipeline = Pipeline(stages=[
image_assembler,
imageClassifier,
])
pipelineModel = pipeline.fit(imageDF)
pipelineDF = pipelineModel.transform(imageDF)
val imageAssembler = new ImageAssembler()
.setInputCol("image")
.setOutputCol("image_assembler")
val imageClassifier = ViTForImageClassification.pretrained("vitl_32_384_1e4_batch_16_epoch_4_classes_24","en")
.setInputCols("image_assembler")
.setOutputCol("class")
val pipeline = new Pipeline().setStages(Array(imageAssembler, imageClassifier))
val pipelineModel = pipeline.fit(imageDF)
val pipelineDF = pipelineModel.transform(imageDF)
Model Information
| Model Name: | vitl_32_384_1e4_batch_16_epoch_4_classes_24 |
| Compatibility: | Spark NLP 5.5.1+ |
| License: | Open Source |
| Edition: | Official |
| Input Labels: | [image_assembler] |
| Output Labels: | [label] |
| Language: | en |
| Size: | 1.1 GB |
References
https://huggingface.co/ZaneHorrible/ViTL-32-384-1e4-batch_16_epoch_4_classes_24