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# https://docs.github.com/github/administering-a-repository/configuration-options-for-dependency-updates | ||
version: 2 | ||
updates: | ||
- package-ecosystem: "github-actions" | ||
directory: "/" # Location of package manifests | ||
schedule: | ||
interval: "weekly" |
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name: CI | ||
on: | ||
push: | ||
branches: | ||
- main | ||
tags: ['*'] | ||
pull_request: | ||
workflow_dispatch: | ||
concurrency: | ||
# Skip intermediate builds: always. | ||
# Cancel intermediate builds: only if it is a pull request build. | ||
group: ${{ github.workflow }}-${{ github.ref }} | ||
cancel-in-progress: ${{ startsWith(github.ref, 'refs/pull/') }} | ||
jobs: | ||
test: | ||
name: Julia ${{ matrix.version }} - ${{ matrix.os }} - ${{ matrix.arch }} - ${{ github.event_name }} | ||
runs-on: ${{ matrix.os }} | ||
timeout-minutes: 60 | ||
permissions: # needed to allow julia-actions/cache to proactively delete old caches that it has created | ||
actions: write | ||
contents: read | ||
strategy: | ||
fail-fast: false | ||
matrix: | ||
version: | ||
- '1.10' | ||
- '1.6' | ||
- 'nightly' | ||
os: | ||
- ubuntu-latest | ||
arch: | ||
- x64 | ||
steps: | ||
- uses: actions/checkout@v4 | ||
- uses: julia-actions/setup-julia@v2 | ||
with: | ||
version: ${{ matrix.version }} | ||
arch: ${{ matrix.arch }} | ||
- uses: julia-actions/cache@v2 | ||
- uses: julia-actions/julia-buildpkg@v1 | ||
- uses: julia-actions/julia-runtest@v1 |
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name: CompatHelper | ||
on: | ||
schedule: | ||
- cron: 0 0 * * * | ||
workflow_dispatch: | ||
jobs: | ||
CompatHelper: | ||
runs-on: ubuntu-latest | ||
steps: | ||
- name: Pkg.add("CompatHelper") | ||
run: julia -e 'using Pkg; Pkg.add("CompatHelper")' | ||
- name: CompatHelper.main() | ||
env: | ||
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} | ||
COMPATHELPER_PRIV: ${{ secrets.DOCUMENTER_KEY }} | ||
run: julia -e 'using CompatHelper; CompatHelper.main()' |
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name: TagBot | ||
on: | ||
issue_comment: | ||
types: | ||
- created | ||
workflow_dispatch: | ||
inputs: | ||
lookback: | ||
default: "3" | ||
permissions: | ||
actions: read | ||
checks: read | ||
contents: write | ||
deployments: read | ||
issues: read | ||
discussions: read | ||
packages: read | ||
pages: read | ||
pull-requests: read | ||
repository-projects: read | ||
security-events: read | ||
statuses: read | ||
jobs: | ||
TagBot: | ||
if: github.event_name == 'workflow_dispatch' || github.actor == 'JuliaTagBot' | ||
runs-on: ubuntu-latest | ||
steps: | ||
- uses: JuliaRegistries/TagBot@v1 | ||
with: | ||
token: ${{ secrets.GITHUB_TOKEN }} | ||
ssh: ${{ secrets.DOCUMENTER_KEY }} |
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Manifest.toml | ||
docs/build/ | ||
|
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MIT License | ||
|
||
Copyright (c) 2024 Sangbum Kim, Gilhan Kim | ||
|
||
Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
|
||
The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
|
||
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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name = "RBMAdvanced" | ||
uuid = "5d974137-e137-4e27-aa2c-fdf4a8543041" | ||
authors = ["Sangbum Kim", "Gilhan Kim"] | ||
version = "1.0.0-DEV" | ||
|
||
[deps] | ||
LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" | ||
Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" | ||
|
||
[compat] | ||
julia = "1.6.7" | ||
|
||
[extras] | ||
Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" | ||
|
||
[targets] | ||
test = ["Test"] |
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# RBMAdvanced | ||
|
||
[![Build Status](https://github.com/BayMinimum/RBMAdvanced.jl/actions/workflows/CI.yml/badge.svg?branch=main)](https://github.com/BayMinimum/RBMAdvanced.jl/actions/workflows/CI.yml?query=branch%3Amain) | ||
|
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RBMAdvanced.jl is a library for training RBMs with methods starting from naive training to advanced training methods such as parallel tempering. | ||
|
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## Usage Example | ||
|
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Below code trains a RBM on toy dataset and infers, using CD (contrastive divergence) method. | ||
|
||
``` | ||
using RBMAdvanced | ||
visibleSize = 2 | ||
hiddenSize = 3 | ||
dataset = [0 1; 0 0; 0 0] # [0 1] for 1/3 probability, [0 0] otherwise | ||
weight = randInitRBMWeight(visibleSize, hiddenSize) | ||
cdConfig = TrainingConfig( | ||
usePersistentChain=false, | ||
betas=[1.0], | ||
k=1, | ||
epochs=100, | ||
learningRate=0.1 | ||
) | ||
validateConfig(cdConfig) | ||
trainRBM!(weight, dataset, cdConfig) | ||
output = RBMAdvanced.inferRBM(weight, 1, 100, 100) | ||
``` | ||
|
||
Check out our [documentation](docs/tutorial.md) to learn more about RBMs and how to train them. |
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