Adding modes, graphs and metadata.
Browse files- README.md +2 -2
- model_card/density_info.js +4 -4
- model_card/pruning_info.js +4 -4
README.md
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@@ -26,7 +26,7 @@ The model contains **42.0%** of the original weights **overall** (the embeddings
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With a simple resizing of the linear matrices it ran **2.44x 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-x2.44-f87.7-d26-hybrid-filled-v1/raw/main/model_card/density_info.js" id="
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In terms of accuracy, its **F1 is 87.71**, compared with 88.5 for BERT-base, a **F1 drop of -0.79**.
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A side-effect of the block pruning is that some of the attention heads are completely removed: 80 heads were removed on a total of 144 (55.6%).
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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-x2.44-f87.7-d26-hybrid-filled-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 **2.44x 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-x2.44-f87.7-d26-hybrid-filled-v1/raw/main/model_card/density_info.js" id="97855ddc-561d-447e-b31f-ff2514f18cc2"></script></div>
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In terms of accuracy, its **F1 is 87.71**, compared with 88.5 for BERT-base, a **F1 drop of -0.79**.
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A side-effect of the block pruning is that some of the attention heads are completely removed: 80 heads were removed on a total of 144 (55.6%).
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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-x2.44-f87.7-d26-hybrid-filled-v1/raw/main/model_card/pruning_info.js" id="22fe1a34-3ff7-4b5e-9fd8-5574ce7d15ac"></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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if (element == null) {
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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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model_card/pruning_info.js
CHANGED
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@@ -16,9 +16,9 @@
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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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| 23 |
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| 24 |
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@@ -115,8 +115,8 @@
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(function(root) {
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function embed_document(root) {
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| 16 |
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var element = document.getElementById("22fe1a34-3ff7-4b5e-9fd8-5574ce7d15ac");
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(function(root) {
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| 116 |
function embed_document(root) {
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