[WIP] ResNet-18 #221
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[WIP] ResNet-18 #221
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Might be better as a PR to Metalhead, to make it capable of emitting common |
| MeanPool((7,7)), | ||
| x -> reshape(x, :, size(x,4)), | ||
| Dense(512*1, 10), | ||
| softmax, |
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you should remove the softmax here since you are using logicrossentropy
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| loss(x, y) = sum(logitcrossentropy(m(x), y)) |
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If I'm not wrong, logitcrossentropy already performs reduction, no need for sum
mcabbott
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Jan 15, 2021
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| SkipConnection(identity_layer(512), (variable_1, variable_2) -> variable_1 + variable_2), | ||
| MeanPool((7,7)), | ||
| x -> reshape(x, :, size(x,4)), |
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Don't these anonymous functions have names?
Suggested change
| SkipConnection(identity_layer(512), (variable_1, variable_2) -> variable_1 + variable_2), | |
| MeanPool((7,7)), | |
| x -> reshape(x, :, size(x,4)), | |
| SkipConnection(identity_layer(512), +), | |
| MeanPool((7,7)), | |
| Flux.flatten, | |
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Created ResNet-18 for Flux. It does function but still needs some work. Has issues with speed and memory consumption. Feedback would be appreciated.