pinto0309 / onnx2json

Exports the ONNX file to a JSON file and JSON dict.

onnx2json

Exports the ONNX file to a JSON file and JSON dict. Click here for json2onnx.

https://github.com/PINTO0309/simple-onnx-processing-tools

1. Setup

1-1. HostPC

### option
$ echo export PATH="~/.local/bin:$PATH" >> ~/.bashrc \
&& source ~/.bashrc

### run
$ pip install -U onnx protobuf \
&& python3 -m pip install -U onnx_graphsurgeon --index-url https://pypi.ngc.nvidia.com \
&& pip install -U onnx2json

1-2. Docker

https://github.com/PINTO0309/simple-onnx-processing-tools#docker

2. CLI Usage

usage:
  onnx2json [-h]
  -if INPUT_ONNX_FILE_PATH
  -oj OUTPUT_JSON_PATH
  [-i JSON_INDENT]

optional arguments:
  -h, --help
      show this help message and exit

  -if INPUT_ONNX_FILE_PATH, --input_onnx_file_path INPUT_ONNX_FILE_PATH
      Input ONNX model path. (*.onnx)

  -oj OUTPUT_JSON_PATH, --output_json_path OUTPUT_JSON_PATH
      Output JSON file path (*.json) If not specified, no JSON file is output.

  -i JSON_INDENT, --json_indent JSON_INDENT
      Number of indentations in JSON. (default=2)

3. In-script Usage

>>> from onnx2json import convert
>>> help(convert)

Help on function convert in module onnx2json.onnx2json:

convert(
  input_onnx_file_path: Union[str, NoneType] = '',
  onnx_graph: Union[onnx.onnx_ml_pb2.ModelProto, NoneType] = None,
  output_json_path: Union[str, NoneType] = '',
  json_indent: Union[int, NoneType] = 2
)

    Parameters
    ----------
    input_onnx_file_path: Optional[str]
        Input onnx file path.
        Either input_onnx_file_path or onnx_graph must be specified.
        Default: ''

    onnx_graph: Optional[onnx.ModelProto]
        onnx.ModelProto.
        Either input_onnx_file_path or onnx_graph must be specified.
        onnx_graph If specified, ignore input_onnx_file_path and process onnx_graph.

    output_json_path: Optional[str]
        Output JSON file path (*.json) If not specified, no JSON file is output.
        Default: ''

    json_indent: Optional[int]
        Number of indentations in JSON.
        Default: 2

    Returns
    -------
    onnx_json: dict
        Converted JSON dict.

4. CLI Execution

$ onnx2json \
--input_onnx_file_path NonMaxSuppression.onnx \
--output_json_path NonMaxSuppression.json \
--json_indent 2

5. In-script Execution

from onnx2json import convert

onnx_json = convert(
  input_onnx_file_path="NonMaxSuppression.onnx",
  output_json_path="NonMaxSuppression.json",
  json_indent=2,
)

# or

onnx_json = convert(
  onnx_graph=graph,
)

6. Issues

https://github.com/PINTO0309/simple-onnx-processing-tools/issues