Register CovarianceFunctions.jl

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Registration pull request created: JuliaRegistries/General/50479

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

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git tag -a v0.1.0 -m "<description of version>" b2c3a296b265622334ba286a2ca9b774b4b3c1c7
git push origin v0.1.0

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Registration pull request updated: JuliaRegistries/General/50479

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

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git tag -a v0.1.0 -m "<description of version>" fffd8df66e0e438a8a58ba378795c5e66dfe6ea3
git push origin v0.1.0

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Release notes:

• added Barnes Hut algorithm for fast multiplication with kernel matrices
• added fast sparsification algorithm based on ball trees

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Registration pull request created: JuliaRegistries/General/53254

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

This will be done automatically if the Julia TagBot GitHub Action is installed, or can be done manually through the github interface, or via:

git tag -a v0.2.0 -m "<description of version>" b6e8ef467eb811bf35a7e2c3930486c15beaa8c5
git push origin v0.2.0

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Release notes:

• added Barnes Hut algorithm for fast multiplication with kernel matrices
• added fast sparsification algorithm based on ball trees

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Registration pull request updated: JuliaRegistries/General/53254

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

This will be done automatically if the Julia TagBot GitHub Action is installed, or can be done manually through the github interface, or via:

git tag -a v0.2.0 -m "<description of version>" 485942254f2b4af70f01d36db4c2adff444f15d7
git push origin v0.2.0

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Registration pull request created: JuliaRegistries/General/57762

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

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git tag -a v0.2.1 -m "<description of version>" 5b0ff67493a0d8faabae30fda37348611c792d34
git push origin v0.2.1

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• Making cholesky more robust to small asymmetries in Gramian

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Registration pull request created: JuliaRegistries/General/58296

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

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git tag -a v0.2.2 -m "<description of version>" 680f2b754474f5461e6643a1d5447ce693b30571
git push origin v0.2.2

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Release Notes:

• Improving efficiency of BlockGramian constructor

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Registration pull request created: JuliaRegistries/General/58352

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

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git tag -a v0.2.3 -m "<description of version>" 2ca6833f99fbbaccf3b0d690c08d85525d02cab9
git push origin v0.2.3

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Release Notes:

• Moving specializations for BlockFactorizations into gramian

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Registration pull request created: JuliaRegistries/General/58455

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

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git tag -a v0.2.4 -m "<description of version>" a5218b907e7df2fe125f5ca5f6990b93be9687fd
git push origin v0.2.4

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Release Notes:

• Improvements to multiplication with Gramian
• Made Matérn kernels to be differentiable at zero, enabling computation of gradient kernels
• Single-argument isotropic kernel methods now dependent on r^2 instead of r to simplify gradient kernel calculation
• Improved Barnes-Hut factorization
• Added Taylor factorization as alternative to Barnes-Hut for negative weights
• Made kernels functors to enable simple differentiation with Zygote and Flux

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Registration pull request created: JuliaRegistries/General/59320

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

This will be done automatically if the Julia TagBot GitHub Action is installed, or can be done manually through the github interface, or via:

git tag -a v0.3.0 -m "<description of version>" 53f48d5af9869bc64e2831e845436a16c82b8a7c
git push origin v0.3.0

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Release Notes:

• added FFTW to dependencies to make ToeplitzMatrices work out of the box

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Registration pull request created: JuliaRegistries/General/60019

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

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git tag -a v0.3.1 -m "<description of version>" 3f09e3a13347c7b97bd5957c6995568ce4e48e3b
git push origin v0.3.1

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Release Notes:

• gramian now automatically recognizes non-symmetric Toeplitz structure
• gramian falls back to the lazy implementation if input kernel k has GenericInput type.

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Registration pull request created: JuliaRegistries/General/60123

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

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git tag -a v0.3.2 -m "<description of version>" f8a8cf6479bee6a819a16d75eac2f280f758d929
git push origin v0.3.2

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Release Notes:

• Increased performance of GradientKernel on Sum and Product kernels
• Increased performance of ValueGradientKernel

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Registration pull request created: JuliaRegistries/General/60487

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

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git tag -a v0.3.3 -m "<description of version>" c4dd8bad7348ddc052890fc2d8c980f1e6e09885
git push origin v0.3.3

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Release Notes:

• Fix of NaN issue when target of mul! with BlockGramian is initialized with a NaN

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Registration pull request created: JuliaRegistries/General/60676

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

This will be done automatically if the Julia TagBot GitHub Action is installed, or can be done manually through the github interface, or via:

git tag -a v0.3.4 -m "<description of version>" 8bcc1d2f4045787cd6fd607cf94719c1136bb6fe
git push origin v0.3.4

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Release Notes:

• Simplifying fix for constructor of GradientKernelElement

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Registration pull request created: JuliaRegistries/General/61431

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

This will be done automatically if the Julia TagBot GitHub Action is installed, or can be done manually through the github interface, or via:

git tag -a v0.3.6 -m "<description of version>" 2ad5529a90af2899e8565491c7556143d4e4c470
git push origin v0.3.6

Also, note the warning: Version 0.3.6 skips over 0.3.5
This can be safely ignored. However, if you want to fix this you can do so. Call register() again after making the fix. This will update the Pull request.

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Registration pull request created: JuliaRegistries/General/61702

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

This will be done automatically if the Julia TagBot GitHub Action is installed, or can be done manually through the github interface, or via:

git tag -a v0.3.5 -m "<description of version>" c551902160963980d35e0d17f693f481d0e33d70
git push origin v0.3.5