Tomek:

RuntimeError: Could not run 'quantized::conv2d.new' with arguments from the 'CPU' backend. 'quantized::conv2d.new' is only available for these backends: [QuantizedCPU].



yeah the error means the input of conv is not properly quantized, please make sure to place QuantStub correctly.