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  1. doc/modules/manifold.rst

    Barnes-Hut t-SNE
    ----------------
    
    The Barnes-Hut t-SNE that has been implemented here is usually much slower than
    other manifold learning algorithms. The optimization is quite difficult
    and the computation of the gradient is :math:`O[d N log(N)]`, where :math:`d`
    is the number of output dimensions and :math:`N` is the number of samples. The
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  2. examples/neighbors/approximate_nearest_neighbors.py

                TSNE(metric='precomputed', perplexity=perplexity,
                     method="barnes_hut", random_state=42, n_iter=n_iter), )),
            ('TSNE with NMSlibTransformer', make_pipeline(
                NMSlibTransformer(n_neighbors=n_neighbors, metric='sqeuclidean'),
                TSNE(metric='precomputed', perplexity=perplexity,
                     method="barnes_hut", random_state=42, n_iter=n_iter), )),
    Python
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  3. asv_benchmarks/benchmarks/manifold.py

    from .datasets import _digits_dataset
    
    
    class TSNEBenchmark(Estimator, Benchmark):
        """
        Benchmarks for t-SNE.
        """
    
        param_names = ['method']
        params = (['exact', 'barnes_hut'],)
    
        def setup_cache(self):
            super().setup_cache()
    
        def make_data(self, params):
            method, = params
    
            n_samples = 500 if method == 'exact' else None
    
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  4. benchmarks/md/LICENSE

    MIT License
    
    Copyright (c) 2020 Tyler Barnes
    
    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
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  5. benchmarks/mdx/LICENSE

    MIT License
    
    Copyright (c) 2020 Tyler Barnes
    
    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
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  6. runtime/syntax/occam.vim

    " Vim syntax file
    " Language:	occam
    " Copyright:	Fred Barnes <******@****.***>, Mario Schweigler <******@****.***>
    " Maintainer:	Mario Schweigler <******@****.***>
    " Last Change:	24 May 2003
    
    " quit when a syntax file was already loaded
    if exists("b:current_syntax")
      finish
    endif
    
    "{{{  Settings
    " Set shift width for indent
    setlocal shiftwidth=2
    " Set the tab key size to two spaces
    setlocal softtabstop=2
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  7. docs/blog/2018-12-04-per-link-gatsby-page-transitions-with-transitionlink/index.md

    ---
    title: Per-Link Gatsby page transitions with TransitionLink
    date: 2018-12-27
    author: Tyler Barnes
    tags:
      - plugins
      - cutting-edge-experiences
    ---
    
    When I started developing in React and Gatsby, one of the most exciting things to me was that it would be easier to code up page transitions than it had been before.
    
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  8. doc/whats_new/v0.19.rst

    - :class:`decomposition.NMF` now faster when ``beta_loss=0``.
      :issue:`9277` by :user:`hongkahjun`.
    
    - Memory improvements for method ``barnes_hut`` in :class:`manifold.TSNE`
      :issue:`7089` by :user:`Thomas Moreau <tomMoral>` and `Olivier Grisel`_.
    
    - Optimization schedule improvements for Barnes-Hut :class:`manifold.TSNE`
      so the results are closer to the one from the reference implementation
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  9. src/transformers/modelcard.py

        Please read the following paper for details and explanation on the sections: "Model Cards for Model Reporting" by
        Margaret Mitchell, Simone Wu, Andrew Zaldivar, Parker Barnes, Lucy Vasserman, Ben Hutchinson, Elena Spitzer,
        Inioluwa Deborah Raji and Timnit Gebru for the proposal behind model cards. Link: https://arxiv.org/abs/1810.03993
    
        Note: A model card can be loaded and saved to disk.
    
    Python
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  10. TODO/new-in-python-3.7.md

    * 启动器可以通过命令 “py -0” 运行,生成已安装 Python 的版本列表,*标有星号的是为默认*,运行 “py -0p” 将包含安装路径。如果 py 使用无法匹配的版本说明符运行,也会打印*缩略形式*的可用说明符列表。(由 Steve Barnes 参与贡献的 [bpo-30362](https://bugs.python.org/issue30362)。)
    
    ## 移除的内容
    
    ### 移除的API及特性
    
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