onnx_extended.tools.onnx_io¶
enumerate_model_tensors¶
- onnx_extended.tools.enumerate_model_tensors(model: ModelProto) Iterable[Tuple[TensorProto, bool]] [source]¶
Enumerates all tensors in a model.
- Parameters:
model – model to process
- Returns:
iterator on a couple (TensorProto, bool), the boolean indicates if the data is external
load_external¶
- onnx_extended.tools.load_external(model: ModelProto, base_dir: str, names: Set[str] | None = None)[source]¶
Loads external data into memory.
- Parameters:
model – the model loaded with
load_model()
base_dir – directory when the data can be found
names – subsets of names to load or None for all
load_model¶
- onnx_extended.tools.load_model(model: str | ModelProto | GraphProto | FunctionProto, external: bool = True, base_dir: str | None = None) ModelProto | GraphProto | FunctionProto [source]¶
Loads a model or returns the only argument if the type is already a ModelProto.
- Parameters:
model – proto file
external – loads the external data as well
base_dir – needed if external is True and the model has external weights
- Returns:
ModelProto
onnx2string¶
- onnx_extended.tools.onnx_io.onnx2string(proto: ModelProto, as_code: bool = False) str [source]¶
Takes a model and returns a string pluggagle in a python script. It uses module base64.
- Parameters:
proto – model proto
as_code – if true, returns the model as a piece of code
- Returns:
string
save_model¶
- onnx_extended.tools.save_model(proto: ModelProto, filename: str, external: bool = False, convert_attribute: bool = True, size_threshold: int = 1024, all_tensors_to_one_file: bool = True)[source]¶
Saves a model into an onnx file.
- Parameters:
proto – ModelProto
filename – where to save it
external – saves weights as external data
convert_attribute – converts attributes as well
size_threshold – every weight above that threshold is saved as external
all_tensors_to_one_file – saves all tensors in one unique file
string2onnx¶
- onnx_extended.tools.onnx_io.string2onnx(text: str) ModelProto [source]¶
Restores a model saved with
onnx2string
.- Parameters:
text – string produced by
onnx2string
- Returns:
ModelProto