Adding modes, graphs and metadata.
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README.md
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With a simple resizing of the linear matrices it ran **2.01x as fast as BERT-base** on the evaluation.
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This is possible because the pruning method lead to structured matrices: to visualize them, hover below on the plot to see the non-zero/zero parts of each matrix.
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<div class="graph"><script src="/madlag/bert-base-uncased-squadv1-x2.01-f89.2-d30-hybrid-rewind-opt-v1/raw/main/model_card/density_info.js" id="
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In terms of accuracy, its **F1 is 89.19**, compared with 88.5 for BERT-base, a **F1 gain of 0.69**.
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A side-effect of the block pruning is that some of the attention heads are completely removed: 55 heads were removed on a total of 144 (38.2%).
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Here is a detailed view on how the remaining heads are distributed in the network after pruning.
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<div class="graph"><script src="/madlag/bert-base-uncased-squadv1-x2.01-f89.2-d30-hybrid-rewind-opt-v1/raw/main/model_card/pruning_info.js" id="
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## Details of the SQuAD1.1 dataset
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With a simple resizing of the linear matrices it ran **2.01x as fast as BERT-base** on the evaluation.
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This is possible because the pruning method lead to structured matrices: to visualize them, hover below on the plot to see the non-zero/zero parts of each matrix.
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<div class="graph"><script src="/madlag/bert-base-uncased-squadv1-x2.01-f89.2-d30-hybrid-rewind-opt-v1/raw/main/model_card/density_info.js" id="cb19239a-7547-4049-88a2-ceaf6bd7ab24"></script></div>
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In terms of accuracy, its **F1 is 89.19**, compared with 88.5 for BERT-base, a **F1 gain of 0.69**.
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A side-effect of the block pruning is that some of the attention heads are completely removed: 55 heads were removed on a total of 144 (38.2%).
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Here is a detailed view on how the remaining heads are distributed in the network after pruning.
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<div class="graph"><script src="/madlag/bert-base-uncased-squadv1-x2.01-f89.2-d30-hybrid-rewind-opt-v1/raw/main/model_card/pruning_info.js" id="5bcb346e-3b5a-484b-89c2-a504aeed0c7a"></script></div>
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## Details of the SQuAD1.1 dataset
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model_card/density_info.js
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var element = document.getElementById("
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console.warn("Bokeh: autoload.js configured with elementid '
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}
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function embed_document(root) {
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CHANGED
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model_card/pruning_info.js
CHANGED
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@@ -16,9 +16,9 @@
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@@ -115,8 +115,8 @@
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| 115 |
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