ChaiBapchya opened a new issue #13661: Inconsistencies in Gluon Model Zoo API URL: https://github.com/apache/incubator-mxnet/issues/13661 Currently, if I were to use Gluon Model Zoo and use any model for eg DenseNet, I face 2 issues regarding APIs a. Lack of clarity about differences in the APIs (Titlecase vs lowercase) E.g. `mxnet.gluon.model_zoo.vision.AlexNet(classes=1000, **kwargs)` and `mxnet.gluon.model_zoo.vision.alexnet(pretrained=False, ctx=cpu(0), root='/home/jenkins_slave/.mxnet/models', **kwargs)` b. Even if that were clear, APIs themselves weren't consistent with function definitions for few networks By inconsistency I mean, `**kwargs` instead of mentioning all the parameters that are required by the function. (e.g. `pretrained=False, ctx=cpu(0)`) Case in point - mobile nets, densenets, resnets, squeezenets (note the case sensitivity of these APIs) - [mxnet.gluon.model_zoo.vision.mobilenet_v2_0_25(**kwargs)](https://mxnet.incubator.apache.org/api/python/gluon/model_zoo.html#mxnet.gluon.model_zoo.vision.mobilenet_v2_0_25) - [mxnet.gluon.model_zoo.vision.densenet161(**kwargs)](https://mxnet.incubator.apache.org/api/python/gluon/model_zoo.html#mxnet.gluon.model_zoo.vision.densenet161) - [mxnet.gluon.model_zoo.vision.resnet152_v1(**kwargs)]( https://mxnet.incubator.apache.org/api/python/gluon/model_zoo.html#mxnet.gluon.model_zoo.vision.resnet152_v1) - [mxnet.gluon.model_zoo.vision.squeezenet1_0(**kwargs)](https://mxnet.incubator.apache.org/api/python/gluon/model_zoo.html#mxnet.gluon.model_zoo.vision.squeezenet1_0) - [mxnet.gluon.model_zoo.vision.vgg13(**kwargs)](https://mxnet.incubator.apache.org/api/python/gluon/model_zoo.html#mxnet.gluon.model_zoo.vision.vgg13) Compared to the likes of alexnet and inceptions - [mxnet.gluon.model_zoo.vision.alexnet(pretrained=False, ctx=cpu(0), root='/home/jenkins_slave/.mxnet/models', **kwargs)]( https://mxnet.incubator.apache.org/api/python/gluon/model_zoo.html#mxnet.gluon.model_zoo.vision.alexnet) - [mxnet.gluon.model_zoo.vision.inception_v3(pretrained=False, ctx=cpu(0), root='/home/jenkins_slave/.mxnet/models', **kwargs)]( https://mxnet.incubator.apache.org/api/python/gluon/model_zoo.html#mxnet.gluon.model_zoo.vision.inception_v3)
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