Convert huggingface encoder to onnx format.
Project description
Encoder converter
:rocket: Easy way to convert huggingface encoder model to other formats.
Description
Encoder converter is a package that allows you to convert the huggingface encoder model to other formats (e.g. onnx).
Features
Unfinished features will be implemented in future versions.
- Convert encoder model to onnx.
- Convert encoder model to openvino.
- Convert model with custom wrapper.
Installation
pip install encoder-converter
Usage
Run
convertencoder --model-name project/huggingface_repo --format onnx --output-dir /my/output/dir --cache-dir /cache/dir --output-model-name t5_encoder
Parameters
| Parameter | Description | Default |
|---|---|---|
--model-name |
Huggingface model name | |
--format |
Compiled model format. Available: onnx, openvino |
|
--output-dir |
Path to save compiled model and tokenizer artifacts. | |
--cache-dir |
Path to a directory in which a downloaded pretrained model configuration should be cached while compiling. | /tmp |
--output-model-name |
If not specified, the default output model name will be parsed depends on the --model_name parameter. |
|
If --output-model-name is not specified, you can find the complied model at output_dir/huggingface_repo.extension: |
- output_dir -
--ouput-dirparameter. - huggingface_repo - extracts from the
--model-nameparameter. - extension - depends on selected
formatparameter:onnx-onnxopenvino-xml
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