32 lines
2.3 KiB
Markdown
32 lines
2.3 KiB
Markdown
# v0.9.0
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* [Depthwise convolutional layer API changes](https://github.com/FluxML/Flux.jl/pull/756) from `in => mult` channel specification to `in => out` channel specification, and deprecates implicit `out` constructor.
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* New [SkipConnection](https://github.com/FluxML/Flux.jl/pull/446), which can be used to train residual neural network architectures.
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# v0.8.0
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* [Dropout now has a `dims` argument for specifying the unbroadcast dimensions.](https://github.com/FluxML/Flux.jl/pull/563)
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* New [ConvTranspose layer](https://github.com/FluxML/Flux.jl/pull/311).
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* New [Maxout layer](https://github.com/FluxML/Flux.jl/pull/647)
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* Datasets are now [hash verified on download](https://github.com/FluxML/Flux.jl/pull/585) to avoid corruption.
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* We now [zero the initial state for RNNs](https://github.com/FluxML/Flux.jl/pull/590/).
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* [Normalisation can now work on arbitrary `dims`.](https://github.com/FluxML/Flux.jl/pull/592)
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* Many docs and bugfixes thanks to @KristofferC and others.
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* [NamedTuples now work like Tuples](https://github.com/FluxML/Flux.jl/pull/603) when doing `mapleaves`.
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* New "performance tips" [section of the docs](https://github.com/FluxML/Flux.jl/pull/615).
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* The training loop is [now more readable](https://github.com/FluxML/Flux.jl/pull/651) and better shows how to use the lower-level APIs.
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* New [AlphaDropout](https://github.com/FluxML/Flux.jl/pull/656).
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* [Data.Iris](https://github.com/FluxML/Flux.jl/pull/652) makes Fisher's Iris dataset available with `Iris.labels` and `Iris.features`.
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* New [InstanceNorm](https://github.com/FluxML/Flux.jl/pull/634), as popularized by [Instance Normalization: The Missing Ingredient for Fast Stylization](https://arxiv.org/abs/1607.08022).
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* New [GroupNorm](https://github.com/FluxML/Flux.jl/pull/696), as described in [Group Normalization](https://arxiv.org/abs/1803.08494).
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* New [CrossCor](https://github.com/FluxML/Flux.jl/pull/762).
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AD Changes:
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* `det`, `logdet` and `logabsdet` [now have adjoints](https://github.com/FluxML/Flux.jl/pull/596/files).
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* Support for [PermuteDimsArray](https://github.com/FluxML/Flux.jl/pull/576).
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* Flux.Tracker is now its [own package](https://github.com/FluxML/Tracker.jl), in preparation for replacing it with Zygote.
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# v0.7.0
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Despite the heroic efforts of scholars and archeologists, pre-0.7 history is lost to the sands of time.
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