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* Update `TextCatBOW` to use the fixed `SparseLinear` layer A while ago, we fixed the `SparseLinear` layer to use all available parameters: https://github.com/explosion/thinc/pull/754 This change updates `TextCatBOW` to `v3` which uses the new `SparseLinear_v2` layer. This results in a sizeable improvement on a text categorization task that was tested. While at it, this `spacy.TextCatBOW.v3` also adds the `length_exponent` option to make it possible to change the hidden size. Ideally, we'd just have an option called `length`. But the way that `TextCatBOW` uses hashes results in a non-uniform distribution of parameters when the length is not a power of two. * Replace TexCatBOW `length_exponent` parameter by `length` We now round up the length to the next power of two if it isn't a power of two. * Remove some tests for TextCatBOW.v2 * Fix missing import |
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| .. | ||
| 101 | ||
| _benchmarks-models.mdx | ||
| embeddings-transformers.mdx | ||
| facts-figures.mdx | ||
| index.mdx | ||
| large-language-models.mdx | ||
| layers-architectures.mdx | ||
| linguistic-features.mdx | ||
| models.mdx | ||
| processing-pipelines.mdx | ||
| projects.mdx | ||
| rule-based-matching.mdx | ||
| saving-loading.mdx | ||
| spacy-101.mdx | ||
| training.mdx | ||
| v2-1.mdx | ||
| v2-2.mdx | ||
| v2-3.mdx | ||
| v2.mdx | ||
| v3-1.mdx | ||
| v3-2.mdx | ||
| v3-3.mdx | ||
| v3-4.mdx | ||
| v3-5.mdx | ||
| v3-6.mdx | ||
| v3-7.mdx | ||
| v3.mdx | ||
| visualizers.mdx | ||