Adding model, graphs and metadata.
Browse files- README.md +2 -2
- eval/nbest_predictions.json.tgz +0 -0
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README.md
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With a simple resizing of the linear matrices it ran **2.63x as fast as bert-large-uncased-whole-word-masking** 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-large-uncased-wwm-squadv2-x2.63-f82.6-d16-hybrid-v1/raw/main/model_card/density_info.js" id="
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In terms of accuracy, its **F1 is 82.57**, compared with 85.85 for , a **F1 drop of 3.28**.
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A side-effect of the block pruning is that some of the attention heads are completely removed: 190 heads were removed on a total of 384 (49.5%).
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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-large-uncased-wwm-squadv2-x2.63-f82.6-d16-hybrid-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 **2.63x as fast as bert-large-uncased-whole-word-masking** 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-large-uncased-wwm-squadv2-x2.63-f82.6-d16-hybrid-v1/raw/main/model_card/density_info.js" id="0ec8d8c8-9ab6-44ee-b565-45de8ecc6862"></script></div>
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In terms of accuracy, its **F1 is 82.57**, compared with 85.85 for , a **F1 drop of 3.28**.
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A side-effect of the block pruning is that some of the attention heads are completely removed: 190 heads were removed on a total of 384 (49.5%).
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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-large-uncased-wwm-squadv2-x2.63-f82.6-d16-hybrid-v1/raw/main/model_card/pruning_info.js" id="3a4845eb-b430-422c-b4bb-b1f5586a91af"></script></div>
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## Details of the SQuAD1.1 dataset
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eval/nbest_predictions.json.tgz
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model_card/density_info.js
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root.Bokeh.embed.embed_items(docs_json, render_items);
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}
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model_card/pruning_info.js
CHANGED
@@ -16,9 +16,9 @@
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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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@@ -115,8 +115,8 @@
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(function(root) {
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function embed_document(root) {
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var docs_json = '{"
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var render_items = [{"docid":"
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root.Bokeh.embed.embed_items(docs_json, render_items);
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}
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+
var element = document.getElementById("3a4845eb-b430-422c-b4bb-b1f5586a91af");
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if (element == null) {
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}
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(function(root) {
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function embed_document(root) {
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var render_items = [{"docid":"14e5781f-2edb-4548-a49c-8ebba6273339","root_ids":["1001"],"roots":{"1001":"3a4845eb-b430-422c-b4bb-b1f5586a91af"}}];
|
120 |
root.Bokeh.embed.embed_items(docs_json, render_items);
|
121 |
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}
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model_info.json
ADDED
@@ -0,0 +1,462 @@
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