Direct ml not supported on linux

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hi can we not use onnxruntime-gpu for conversion of a model to onnx?
On cpu it takes about 30 min and 12gb ram for a model ,
i tried to change CPUExecutionProvider to cuda execution provider after installing onnxruntime-gpu but it loaded everything on cpu .
I am using colab