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    Today I ran into an issue setting the value of `document body innerHTML` that caught me by surprise I have always known that I can set an HTML fragment to `document body innerHTML` and the rendering engine (the browser usually) does the right thing and renders it correctly You can even pass a *malformed HTML* and the rendering engine usually makes pretty good guesses and parses it correctly
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    Recently, graph neural networks (GNNs) have achieved outstanding results in inductive prediction tasks owing to their powerful feature extraction abilities (Deng et al , 2024, Mikhail et al , 2022, Teru et al , 2020, Wang et al , 2023) As a research branch based on GNNs, subgraph-based methods are among the most popular schemes for handling inductive tasks
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    Divide the algorithm at the abstract level to obtain the structure of 1 (or 0) Encoder and 1 (or more) Decoder(s) Register the modules and add extra parameters in the top-level encoder (class Encoder) and top-level decoder (class Decoder) in models py ; Implement the concrete encoding module (class Encoder_Instance) and decoding module(s) (class Decoder_Instance) according to the given template
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    The objective of the scaling laws from Hoffmann et al is to determine how to best scale the dataset and model sizes for a particular training compute budget However, this objective disregards the inference budget, which becomes critical when serving a language model at scale In this context, given a target level of performance, the preferred model is not the fastest to train but the fastest





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