Adding model, graphs and metadata.
Browse files- README.md +2 -2
- eval/nbest_predictions.json.tgz +0 -0
- model_card/density_info.js +4 -4
- model_card/pruning_info.js +4 -4
- model_info.json +464 -0
README.md
CHANGED
@@ -28,7 +28,7 @@ The model contains **32.0%** of the original weights **overall** (the embeddings
|
|
28 |
With a simple resizing of the linear matrices it ran **2.15x as fast as bert-large-uncased-whole-word-masking** on the evaluation.
|
29 |
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.
|
30 |
|
31 |
-
<div class="graph"><script src="/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/density_info.js" id="
|
32 |
|
33 |
In terms of accuracy, its **F1 is 83.22**, compared with 85.85 for , a **F1 drop of 2.63**.
|
34 |
|
@@ -38,7 +38,7 @@ This model is case-insensitive: it does not make a difference between english an
|
|
38 |
|
39 |
A side-effect of the block pruning is that some of the attention heads are completely removed: 155 heads were removed on a total of 384 (40.4%).
|
40 |
Here is a detailed view on how the remaining heads are distributed in the network after pruning.
|
41 |
-
<div class="graph"><script src="/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/pruning_info.js" id="
|
42 |
|
43 |
## Details of the SQuAD1.1 dataset
|
44 |
|
|
|
28 |
With a simple resizing of the linear matrices it ran **2.15x as fast as bert-large-uncased-whole-word-masking** on the evaluation.
|
29 |
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.
|
30 |
|
31 |
+
<div class="graph"><script src="/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/density_info.js" id="1debdd41-fd37-4bdc-9680-8b9c19589d73"></script></div>
|
32 |
|
33 |
In terms of accuracy, its **F1 is 83.22**, compared with 85.85 for , a **F1 drop of 2.63**.
|
34 |
|
|
|
38 |
|
39 |
A side-effect of the block pruning is that some of the attention heads are completely removed: 155 heads were removed on a total of 384 (40.4%).
|
40 |
Here is a detailed view on how the remaining heads are distributed in the network after pruning.
|
41 |
+
<div class="graph"><script src="/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/pruning_info.js" id="275e9fa1-bc94-4a73-a36c-e250fd7810ec"></script></div>
|
42 |
|
43 |
## Details of the SQuAD1.1 dataset
|
44 |
|
eval/nbest_predictions.json.tgz
CHANGED
Binary files a/eval/nbest_predictions.json.tgz and b/eval/nbest_predictions.json.tgz differ
|
|
model_card/density_info.js
CHANGED
@@ -16,9 +16,9 @@
|
|
16 |
|
17 |
|
18 |
|
19 |
-
var element = document.getElementById("
|
20 |
if (element == null) {
|
21 |
-
console.warn("Bokeh: autoload.js configured with elementid '
|
22 |
}
|
23 |
|
24 |
|
@@ -115,8 +115,8 @@
|
|
115 |
(function(root) {
|
116 |
function embed_document(root) {
|
117 |
|
118 |
-
var docs_json = '{"f56a7c28-6e1b-4927-93b9-4555a3be5feb":{"roots":{"references":[{"attributes":{},"id":"1098","type":"DataRange1d"},{"attributes":{"source":{"id":"1116"}},"id":"1121","type":"CDSView"},{"attributes":{"start":0},"id":"1100","type":"DataRange1d"},{"attributes":{"fill_color":{"value":"#ed5642"},"line_color":{"value":"#ed5642"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1124","type":"VBar"},{"attributes":{"data":{"density":["30.3%","37.9%","19.5%","28.4%","20.3%","16.8%","19.9%","35.0%","47.9%","36.4%","43.8%","53.8%","51.2%","50.8%","64.3%","64.9%","76.3%","58.7%","68.7%","60.3%","45.8%","17.2%","17.4%","15.8%"],"height":[0.31744,0.397312,0.2048,0.297984,0.212992,0.176128,0.208896,0.366592,0.50176,0.381952,0.458752,0.564224,0.536576,0.53248,0.673792,0.68096,0.799744,0.615424,0.719872,0.631808,0.480256,0.180224,0.182272,0.165888],"img_height":["128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px"],"img_width":["128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px"],"name":["0.attention.key","1.attention.key","2.attention.key","3.attention.key","4.attention.key","5.attention.key","6.attention.key","7.attention.key","8.attention.key","9.attention.key","10.attention.key","11.attention.key","12.attention.key","13.attention.key","14.attention.key","15.attention.key","16.attention.key","17.attention.key","18.attention.key","19.attention.key","20.attention.key","21.attention.key","22.attention.key","23.attention.key"],"parameters":["0.32","0.40","0.20","0.30","0.21","0.18","0.21","0.37","0.50","0.38","0.46","0.56","0.54","0.53","0.67","0.68","0.80","0.62","0.72","0.63","0.48","0.18","0.18","0.17"],"url":["/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_0_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_1_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_2_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_3_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_4_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_5_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_6_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_7_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_8_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_9_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_10_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_11_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_12_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_13_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_14_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_15_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_16_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_17_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_18_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_19_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_20_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_21_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_22_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_23_attention_self_key.png"],"x":[0.25,1.25,2.25,3.25,4.25,5.25,6.25,7.25,8.25,9.25,10.25,11.25,12.25,13.25,14.25,15.25,16.25,17.25,18.25,19.25,20.25,21.25,22.25,23.25]},"selected":{"id":"1152"},"selection_policy":{"id":"1153"}},"id":"1122","type":"ColumnDataSource"},{"attributes":{"axis_label":"Layer","formatter":{"id":"1149"},"minor_tick_line_color":null,"ticker":{"id":"1107"}},"id":"1106","type":"LinearAxis"},{"attributes":{},"id":"1153","type":"UnionRenderers"},{"attributes":{},"id":"1107","type":"BasicTicker"},{"attributes":{},"id":"1104","type":"LinearScale"},{"attributes":{"axis_label":"Parameters (M)","formatter":{"id":"1147"},"minor_tick_line_color":null,"ticker":{"id":"1111"}},"id":"1110","type":"LinearAxis"},{"attributes":{"data_source":{"id":"1122"},"glyph":{"id":"1124"},"hover_glyph":null,"muted_glyph":null,"name":"key","nonselection_glyph":{"id":"1125"},"selection_glyph":null,"view":{"id":"1127"}},"id":"1126","type":"GlyphRenderer"},{"attributes":{},"id":"1102","type":"LinearScale"},{"attributes":{"data_source":{"id":"1134"},"glyph":{"id":"1136"},"hover_glyph":null,"muted_glyph":null,"name":"fully connected","nonselection_glyph":{"id":"1137"},"selection_glyph":null,"view":{"id":"1139"}},"id":"1138","type":"GlyphRenderer"},{"attributes":{"axis":{"id":"1106"},"grid_line_color":null,"ticker":null},"id":"1109","type":"Grid"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#ed5642"},"line_alpha":{"value":0.1},"line_color":{"value":"#ed5642"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1125","type":"VBar"},{"attributes":{},"id":"1155","type":"UnionRenderers"},{"attributes":{"data":{"density":["31.8%","34.0%","16.4%","26.9%","18.8%","17.6%","19.4%","35.4%","37.8%","28.7%","37.6%","44.5%","44.5%","50.7%","54.0%","54.1%","68.5%","54.7%","57.3%","43.8%","27.6%","12.1%","13.0%","11.2%"],"height":[0.333824,0.356352,0.172032,0.2816,0.196608,0.18432,0.203776,0.371712,0.396288,0.301056,0.39424,0.466944,0.466944,0.531456,0.566272,0.567296,0.717824,0.57344,0.601088,0.458752,0.289792,0.126976,0.136192,0.11776],"img_height":["128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px"],"img_width":["128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px"],"name":["0.attention.value","1.attention.value","2.attention.value","3.attention.value","4.attention.value","5.attention.value","6.attention.value","7.attention.value","8.attention.value","9.attention.value","10.attention.value","11.attention.value","12.attention.value","13.attention.value","14.attention.value","15.attention.value","16.attention.value","17.attention.value","18.attention.value","19.attention.value","20.attention.value","21.attention.value","22.attention.value","23.attention.value"],"parameters":["0.33","0.36","0.17","0.28","0.20","0.18","0.20","0.37","0.40","0.30","0.39","0.47","0.47","0.53","0.57","0.57","0.72","0.57","0.60","0.46","0.29","0.13","0.14","0.12"],"url":["/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_0_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_1_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_2_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_3_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_4_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_5_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_6_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_7_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_8_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_9_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_10_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_11_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_12_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_13_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_14_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_15_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_16_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_17_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_18_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_19_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_20_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_21_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_22_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_23_attention_self_value.png"],"x":[0.41666666666666663,1.4166666666666665,2.416666666666667,3.416666666666667,4.416666666666666,5.416666666666666,6.416666666666666,7.416666666666666,8.416666666666668,9.416666666666668,10.416666666666668,11.416666666666668,12.416666666666668,13.416666666666668,14.416666666666668,15.416666666666668,16.416666666666664,17.416666666666664,18.416666666666664,19.416666666666664,20.416666666666664,21.416666666666664,22.416666666666664,23.416666666666664]},"selected":{"id":"1154"},"selection_policy":{"id":"1155"}},"id":"1128","type":"ColumnDataSource"},{"attributes":{"source":{"id":"1122"}},"id":"1127","type":"CDSView"},{"attributes":{},"id":"1154","type":"Selection"},{"attributes":{"axis":{"id":"1110"},"dimension":1,"ticker":null},"id":"1113","type":"Grid"},{"attributes":{},"id":"1111","type":"BasicTicker"},{"attributes":{"fill_color":{"value":"#20cb97"},"line_color":{"value":"#20cb97"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1130","type":"VBar"},{"attributes":{},"id":"1147","type":"BasicTickFormatter"},{"attributes":{"callback":null,"tooltips":"\\n <div>\\n <div style=\\"margin-bottom:10px\\">\\n <span style=\\"font-size: 15px;\\"><b>@name</b><br/>density=@density</span>\\n </div>\\n <div> \\n <img\\n src=\\"@url\\" height=\\"@img_height\\" width=\\"@img_width\\" alt=\\"@url\\"\\n style=\\"float: left; margin: 0px 15px 15px 0px;\\"\\n border=\\"0\\"\\n />\\n </div>\\n </div>\\n "},"id":"1094","type":"HoverTool"},{"attributes":{"active_drag":"auto","active_inspect":"auto","active_multi":null,"active_scroll":"auto","active_tap":"auto","tools":[{"id":"1094"}]},"id":"1114","type":"Toolbar"},{"attributes":{"text":"Transformer Layers"},"id":"1096","type":"Title"},{"attributes":{"data_source":{"id":"1128"},"glyph":{"id":"1130"},"hover_glyph":null,"muted_glyph":null,"name":"value","nonselection_glyph":{"id":"1131"},"selection_glyph":null,"view":{"id":"1133"}},"id":"1132","type":"GlyphRenderer"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#20cb97"},"line_alpha":{"value":0.1},"line_color":{"value":"#20cb97"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1131","type":"VBar"},{"attributes":{},"id":"1157","type":"UnionRenderers"},{"attributes":{"source":{"id":"1128"}},"id":"1133","type":"CDSView"},{"attributes":{},"id":"1150","type":"Selection"},{"attributes":{"fill_color":{"value":"#6573f7"},"line_color":{"value":"#6573f7"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1118","type":"VBar"},{"attributes":{"data":{"density":["34.4%","15.4%","15.4%","35.9%","17.0%","17.0%","17.9%","21.2%","21.2%","30.7%","24.2%","24.2%","21.6%","24.3%","24.3%","18.7%","25.3%","25.3%","20.5%","27.6%","27.6%","38.3%","27.9%","27.9%","39.3%","27.8%","27.8%","31.0%","29.4%","29.4%","39.5%","23.7%","23.7%","48.8%","26.3%","26.3%","47.3%","23.7%","23.7%","51.8%","28.5%","28.5%","57.6%","23.1%","23.1%","56.9%","22.3%","22.3%","68.9%","23.7%","23.7%","56.2%","21.7%","21.7%","57.2%","15.0%","15.0%","41.1%","9.3%","9.3%","26.7%","6.1%","6.1%","10.6%","3.1%","3.1%","11.4%","1.8%","1.8%","9.6%","3.4%","3.4%"],"height":[0.360448,0.647168,0.647168,0.376832,0.714752,0.714752,0.187392,0.887808,0.887808,0.321536,1.01376,1.01376,0.226304,1.017856,1.017856,0.195584,1.061888,1.061888,0.21504,1.156096,1.156096,0.401408,1.169408,1.169408,0.411648,1.164288,1.164288,0.324608,1.231872,1.231872,0.413696,0.995328,0.995328,0.512,1.103872,1.103872,0.495616,0.994304,0.994304,0.54272,1.196032,1.196032,0.60416,0.970752,0.970752,0.596992,0.93696,0.93696,0.722944,0.992256,0.992256,0.5888,0.910336,0.910336,0.600064,0.62976,0.62976,0.431104,0.388096,0.388096,0.279552,0.253952,0.253952,0.111616,0.130048,0.130048,0.119808,0.074752,0.074752,0.100352,0.142336,0.142336],"img_height":["128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px"],"img_width":["128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px"],"name":["0.attention.output","0.intermediate","0.output","1.attention.output","1.intermediate","1.output","2.attention.output","2.intermediate","2.output","3.attention.output","3.intermediate","3.output","4.attention.output","4.intermediate","4.output","5.attention.output","5.intermediate","5.output","6.attention.output","6.intermediate","6.output","7.attention.output","7.intermediate","7.output","8.attention.output","8.intermediate","8.output","9.attention.output","9.intermediate","9.output","10.attention.output","10.intermediate","10.output","11.attention.output","11.intermediate","11.output","12.attention.output","12.intermediate","12.output","13.attention.output","13.intermediate","13.output","14.attention.output","14.intermediate","14.output","15.attention.output","15.intermediate","15.output","16.attention.output","16.intermediate","16.output","17.attention.output","17.intermediate","17.output","18.attention.output","18.intermediate","18.output","19.attention.output","19.intermediate","19.output","20.attention.output","20.intermediate","20.output","21.attention.output","21.intermediate","21.output","22.attention.output","22.intermediate","22.output","23.attention.output","23.intermediate","23.output"],"parameters":["0.36","0.65","0.65","0.38","0.71","0.71","0.19","0.89","0.89","0.32","1.01","1.01","0.23","1.02","1.02","0.20","1.06","1.06","0.22","1.16","1.16","0.40","1.17","1.17","0.41","1.16","1.16","0.32","1.23","1.23","0.41","1.00","1.00","0.51","1.10","1.10","0.50","0.99","0.99","0.54","1.20","1.20","0.60","0.97","0.97","0.60","0.94","0.94","0.72","0.99","0.99","0.59","0.91","0.91","0.60","0.63","0.63","0.43","0.39","0.39","0.28","0.25","0.25","0.11","0.13","0.13","0.12","0.07","0.07","0.10","0.14","0.14"],"url":["/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_0_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_0_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_0_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_1_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_1_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_1_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_2_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_2_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_2_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_3_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_3_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_3_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_4_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_4_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_4_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_5_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_5_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_5_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_6_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_6_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_6_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_7_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_7_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_7_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_8_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_8_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_8_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_9_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_9_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_9_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_10_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_10_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_10_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_11_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_11_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_11_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_12_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_12_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_12_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_13_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_13_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_13_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_14_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_14_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_14_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_15_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_15_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_15_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_16_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_16_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_16_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_17_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_17_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_17_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_18_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_18_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_18_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_19_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_19_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_19_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_20_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_20_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_20_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_21_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_21_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_21_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_22_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_22_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_22_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_23_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_23_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_23_output_dense.png"],"x":[0.5833333333333334,0.75,0.9166666666666667,1.5833333333333333,1.75,1.9166666666666665,2.5833333333333335,2.75,2.916666666666667,3.5833333333333335,3.75,3.916666666666667,4.583333333333333,4.75,4.916666666666666,5.583333333333333,5.75,5.916666666666666,6.583333333333333,6.75,6.916666666666666,7.583333333333333,7.75,7.916666666666666,8.583333333333334,8.75,8.916666666666668,9.583333333333334,9.75,9.916666666666668,10.583333333333334,10.75,10.916666666666668,11.583333333333334,11.75,11.916666666666668,12.583333333333334,12.75,12.916666666666668,13.583333333333334,13.75,13.916666666666668,14.583333333333334,14.75,14.916666666666668,15.583333333333334,15.75,15.916666666666668,16.583333333333332,16.75,16.916666666666664,17.583333333333332,17.75,17.916666666666664,18.583333333333332,18.75,18.916666666666664,19.583333333333332,19.75,19.916666666666664,20.583333333333332,20.75,20.916666666666664,21.583333333333332,21.75,21.916666666666664,22.583333333333332,22.75,22.916666666666664,23.583333333333332,23.75,23.916666666666664]},"selected":{"id":"1156"},"selection_policy":{"id":"1157"}},"id":"1134","type":"ColumnDataSource"},{"attributes":{"fill_color":{"value":"#aa69f7"},"line_color":{"value":"#aa69f7"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1136","type":"VBar"},{"attributes":{},"id":"1149","type":"BasicTickFormatter"},{"attributes":{"items":[{"id":"1141"},{"id":"1142"},{"id":"1143"},{"id":"1144"}],"location":[10,0],"orientation":"horizontal"},"id":"1140","type":"Legend"},{"attributes":{},"id":"1151","type":"UnionRenderers"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#aa69f7"},"line_alpha":{"value":0.1},"line_color":{"value":"#aa69f7"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1137","type":"VBar"},{"attributes":{},"id":"1152","type":"Selection"},{"attributes":{"source":{"id":"1134"}},"id":"1139","type":"CDSView"},{"attributes":{"label":{"value":"query"},"renderers":[{"id":"1120"}]},"id":"1141","type":"LegendItem"},{"attributes":{"label":{"value":"fully connected"},"renderers":[{"id":"1138"}]},"id":"1144","type":"LegendItem"},{"attributes":{"label":{"value":"key"},"renderers":[{"id":"1126"}]},"id":"1142","type":"LegendItem"},{"attributes":{"data_source":{"id":"1116"},"glyph":{"id":"1118"},"hover_glyph":null,"muted_glyph":null,"name":"query","nonselection_glyph":{"id":"1119"},"selection_glyph":null,"view":{"id":"1121"}},"id":"1120","type":"GlyphRenderer"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#6573f7"},"line_alpha":{"value":0.1},"line_color":{"value":"#6573f7"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1119","type":"VBar"},{"attributes":{"above":[{"id":"1140"}],"below":[{"id":"1106"}],"center":[{"id":"1109"},{"id":"1113"}],"left":[{"id":"1110"}],"outline_line_color":null,"plot_height":300,"plot_width":505,"renderers":[{"id":"1120"},{"id":"1126"},{"id":"1132"},{"id":"1138"}],"title":{"id":"1096"},"toolbar":{"id":"1114"},"x_range":{"id":"1098"},"x_scale":{"id":"1102"},"y_range":{"id":"1100"},"y_scale":{"id":"1104"}},"id":"1095","subtype":"Figure","type":"Plot"},{"attributes":{"label":{"value":"value"},"renderers":[{"id":"1132"}]},"id":"1143","type":"LegendItem"},{"attributes":{},"id":"1156","type":"Selection"},{"attributes":{"data":{"density":["30.3%","39.0%","18.8%","25.1%","19.0%","17.0%","18.0%","34.7%","45.3%","37.1%","43.1%","52.2%","48.8%","50.2%","61.6%","64.0%","72.0%","56.8%","67.5%","58.5%","47.3%","18.1%","17.1%","13.7%"],"height":[0.31744,0.408576,0.197632,0.263168,0.19968,0.178176,0.188416,0.36352,0.475136,0.38912,0.451584,0.54784,0.512,0.526336,0.646144,0.67072,0.754688,0.595968,0.707584,0.613376,0.495616,0.18944,0.1792,0.14336],"img_height":["128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px"],"img_width":["128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px"],"name":["0.attention.query","1.attention.query","2.attention.query","3.attention.query","4.attention.query","5.attention.query","6.attention.query","7.attention.query","8.attention.query","9.attention.query","10.attention.query","11.attention.query","12.attention.query","13.attention.query","14.attention.query","15.attention.query","16.attention.query","17.attention.query","18.attention.query","19.attention.query","20.attention.query","21.attention.query","22.attention.query","23.attention.query"],"parameters":["0.32","0.41","0.20","0.26","0.20","0.18","0.19","0.36","0.48","0.39","0.45","0.55","0.51","0.53","0.65","0.67","0.75","0.60","0.71","0.61","0.50","0.19","0.18","0.14"],"url":["/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_0_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_1_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_2_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_3_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_4_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_5_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_6_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_7_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_8_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_9_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_10_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_11_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_12_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_13_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_14_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_15_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_16_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_17_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_18_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_19_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_20_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_21_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_22_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_23_attention_self_query.png"],"x":[0.08333333333333333,1.0833333333333333,2.0833333333333335,3.0833333333333335,4.083333333333333,5.083333333333333,6.083333333333333,7.083333333333333,8.083333333333334,9.083333333333334,10.083333333333334,11.083333333333334,12.083333333333334,13.083333333333334,14.083333333333334,15.083333333333334,16.083333333333332,17.083333333333332,18.083333333333332,19.083333333333332,20.083333333333332,21.083333333333332,22.083333333333332,23.083333333333332]},"selected":{"id":"1150"},"selection_policy":{"id":"1151"}},"id":"1116","type":"ColumnDataSource"}],"root_ids":["1095"]},"title":"Bokeh Application","version":"2.2.3"}}';
|
119 |
-
var render_items = [{"docid":"
|
120 |
root.Bokeh.embed.embed_items(docs_json, render_items);
|
121 |
|
122 |
}
|
|
|
16 |
|
17 |
|
18 |
|
19 |
+
var element = document.getElementById("1debdd41-fd37-4bdc-9680-8b9c19589d73");
|
20 |
if (element == null) {
|
21 |
+
console.warn("Bokeh: autoload.js configured with elementid '1debdd41-fd37-4bdc-9680-8b9c19589d73' but no matching script tag was found.")
|
22 |
}
|
23 |
|
24 |
|
|
|
115 |
(function(root) {
|
116 |
function embed_document(root) {
|
117 |
|
118 |
+
var docs_json = '{"53909e90-a81a-4854-9fa2-512475f1322d":{"roots":{"references":[{"attributes":{"axis_label":"Parameters (M)","formatter":{"id":"1146"},"minor_tick_line_color":null,"ticker":{"id":"1111"}},"id":"1110","type":"LinearAxis"},{"attributes":{},"id":"1104","type":"LinearScale"},{"attributes":{},"id":"1157","type":"UnionRenderers"},{"attributes":{},"id":"1098","type":"DataRange1d"},{"attributes":{"fill_color":{"value":"#20cb97"},"line_color":{"value":"#20cb97"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1130","type":"VBar"},{"attributes":{},"id":"1102","type":"LinearScale"},{"attributes":{"axis_label":"Layer","formatter":{"id":"1148"},"minor_tick_line_color":null,"ticker":{"id":"1107"}},"id":"1106","type":"LinearAxis"},{"attributes":{},"id":"1156","type":"Selection"},{"attributes":{},"id":"1107","type":"BasicTicker"},{"attributes":{"label":{"value":"value"},"renderers":[{"id":"1132"}]},"id":"1143","type":"LegendItem"},{"attributes":{"fill_color":{"value":"#6573f7"},"line_color":{"value":"#6573f7"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1118","type":"VBar"},{"attributes":{"source":{"id":"1116"}},"id":"1121","type":"CDSView"},{"attributes":{},"id":"1155","type":"UnionRenderers"},{"attributes":{"axis":{"id":"1106"},"grid_line_color":null,"ticker":null},"id":"1109","type":"Grid"},{"attributes":{},"id":"1152","type":"Selection"},{"attributes":{},"id":"1154","type":"Selection"},{"attributes":{"items":[{"id":"1141"},{"id":"1142"},{"id":"1143"},{"id":"1144"}],"location":[10,0],"orientation":"horizontal"},"id":"1140","type":"Legend"},{"attributes":{"axis":{"id":"1110"},"dimension":1,"ticker":null},"id":"1113","type":"Grid"},{"attributes":{"data_source":{"id":"1134"},"glyph":{"id":"1136"},"hover_glyph":null,"muted_glyph":null,"name":"fully connected","nonselection_glyph":{"id":"1137"},"selection_glyph":null,"view":{"id":"1139"}},"id":"1138","type":"GlyphRenderer"},{"attributes":{"data_source":{"id":"1122"},"glyph":{"id":"1124"},"hover_glyph":null,"muted_glyph":null,"name":"key","nonselection_glyph":{"id":"1125"},"selection_glyph":null,"view":{"id":"1127"}},"id":"1126","type":"GlyphRenderer"},{"attributes":{},"id":"1148","type":"BasicTickFormatter"},{"attributes":{"above":[{"id":"1140"}],"below":[{"id":"1106"}],"center":[{"id":"1109"},{"id":"1113"}],"left":[{"id":"1110"}],"outline_line_color":null,"plot_height":300,"plot_width":505,"renderers":[{"id":"1120"},{"id":"1126"},{"id":"1132"},{"id":"1138"}],"title":{"id":"1096"},"toolbar":{"id":"1114"},"x_range":{"id":"1098"},"x_scale":{"id":"1102"},"y_range":{"id":"1100"},"y_scale":{"id":"1104"}},"id":"1095","subtype":"Figure","type":"Plot"},{"attributes":{"data_source":{"id":"1128"},"glyph":{"id":"1130"},"hover_glyph":null,"muted_glyph":null,"name":"value","nonselection_glyph":{"id":"1131"},"selection_glyph":null,"view":{"id":"1133"}},"id":"1132","type":"GlyphRenderer"},{"attributes":{"fill_color":{"value":"#ed5642"},"line_color":{"value":"#ed5642"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1124","type":"VBar"},{"attributes":{"fill_color":{"value":"#aa69f7"},"line_color":{"value":"#aa69f7"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1136","type":"VBar"},{"attributes":{},"id":"1146","type":"BasicTickFormatter"},{"attributes":{"data":{"density":["30.3%","39.0%","18.8%","25.1%","19.0%","17.0%","18.0%","34.7%","45.3%","37.1%","43.1%","52.2%","48.8%","50.2%","61.6%","64.0%","72.0%","56.8%","67.5%","58.5%","47.3%","18.1%","17.1%","13.7%"],"height":[0.31744,0.408576,0.197632,0.263168,0.19968,0.178176,0.188416,0.36352,0.475136,0.38912,0.451584,0.54784,0.512,0.526336,0.646144,0.67072,0.754688,0.595968,0.707584,0.613376,0.495616,0.18944,0.1792,0.14336],"img_height":["128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px"],"img_width":["128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px"],"name":["0.attention.query","1.attention.query","2.attention.query","3.attention.query","4.attention.query","5.attention.query","6.attention.query","7.attention.query","8.attention.query","9.attention.query","10.attention.query","11.attention.query","12.attention.query","13.attention.query","14.attention.query","15.attention.query","16.attention.query","17.attention.query","18.attention.query","19.attention.query","20.attention.query","21.attention.query","22.attention.query","23.attention.query"],"parameters":["0.32","0.41","0.20","0.26","0.20","0.18","0.19","0.36","0.48","0.39","0.45","0.55","0.51","0.53","0.65","0.67","0.75","0.60","0.71","0.61","0.50","0.19","0.18","0.14"],"url":["/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_0_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_1_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_2_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_3_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_4_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_5_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_6_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_7_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_8_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_9_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_10_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_11_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_12_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_13_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_14_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_15_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_16_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_17_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_18_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_19_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_20_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_21_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_22_attention_self_query.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_23_attention_self_query.png"],"x":[0.08333333333333333,1.0833333333333333,2.0833333333333335,3.0833333333333335,4.083333333333333,5.083333333333333,6.083333333333333,7.083333333333333,8.083333333333334,9.083333333333334,10.083333333333334,11.083333333333334,12.083333333333334,13.083333333333334,14.083333333333334,15.083333333333334,16.083333333333332,17.083333333333332,18.083333333333332,19.083333333333332,20.083333333333332,21.083333333333332,22.083333333333332,23.083333333333332]},"selected":{"id":"1150"},"selection_policy":{"id":"1151"}},"id":"1116","type":"ColumnDataSource"},{"attributes":{"label":{"value":"key"},"renderers":[{"id":"1126"}]},"id":"1142","type":"LegendItem"},{"attributes":{},"id":"1151","type":"UnionRenderers"},{"attributes":{},"id":"1111","type":"BasicTicker"},{"attributes":{"callback":null,"tooltips":"\\n <div>\\n <div style=\\"margin-bottom:10px\\">\\n <span style=\\"font-size: 15px;\\"><b>@name</b><br/>density=@density</span>\\n </div>\\n <div> \\n <img\\n src=\\"@url\\" height=\\"@img_height\\" width=\\"@img_width\\" alt=\\"@url\\"\\n style=\\"float: left; margin: 0px 15px 15px 0px;\\"\\n border=\\"0\\"\\n />\\n </div>\\n </div>\\n "},"id":"1094","type":"HoverTool"},{"attributes":{"data":{"density":["30.3%","37.9%","19.5%","28.4%","20.3%","16.8%","19.9%","35.0%","47.9%","36.4%","43.8%","53.8%","51.2%","50.8%","64.3%","64.9%","76.3%","58.7%","68.7%","60.3%","45.8%","17.2%","17.4%","15.8%"],"height":[0.31744,0.397312,0.2048,0.297984,0.212992,0.176128,0.208896,0.366592,0.50176,0.381952,0.458752,0.564224,0.536576,0.53248,0.673792,0.68096,0.799744,0.615424,0.719872,0.631808,0.480256,0.180224,0.182272,0.165888],"img_height":["128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px"],"img_width":["128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px"],"name":["0.attention.key","1.attention.key","2.attention.key","3.attention.key","4.attention.key","5.attention.key","6.attention.key","7.attention.key","8.attention.key","9.attention.key","10.attention.key","11.attention.key","12.attention.key","13.attention.key","14.attention.key","15.attention.key","16.attention.key","17.attention.key","18.attention.key","19.attention.key","20.attention.key","21.attention.key","22.attention.key","23.attention.key"],"parameters":["0.32","0.40","0.20","0.30","0.21","0.18","0.21","0.37","0.50","0.38","0.46","0.56","0.54","0.53","0.67","0.68","0.80","0.62","0.72","0.63","0.48","0.18","0.18","0.17"],"url":["/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_0_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_1_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_2_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_3_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_4_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_5_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_6_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_7_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_8_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_9_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_10_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_11_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_12_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_13_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_14_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_15_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_16_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_17_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_18_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_19_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_20_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_21_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_22_attention_self_key.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_23_attention_self_key.png"],"x":[0.25,1.25,2.25,3.25,4.25,5.25,6.25,7.25,8.25,9.25,10.25,11.25,12.25,13.25,14.25,15.25,16.25,17.25,18.25,19.25,20.25,21.25,22.25,23.25]},"selected":{"id":"1152"},"selection_policy":{"id":"1153"}},"id":"1122","type":"ColumnDataSource"},{"attributes":{"source":{"id":"1128"}},"id":"1133","type":"CDSView"},{"attributes":{},"id":"1150","type":"Selection"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#aa69f7"},"line_alpha":{"value":0.1},"line_color":{"value":"#aa69f7"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1137","type":"VBar"},{"attributes":{"source":{"id":"1134"}},"id":"1139","type":"CDSView"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#20cb97"},"line_alpha":{"value":0.1},"line_color":{"value":"#20cb97"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1131","type":"VBar"},{"attributes":{"active_drag":"auto","active_inspect":"auto","active_multi":null,"active_scroll":"auto","active_tap":"auto","tools":[{"id":"1094"}]},"id":"1114","type":"Toolbar"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#6573f7"},"line_alpha":{"value":0.1},"line_color":{"value":"#6573f7"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1119","type":"VBar"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#ed5642"},"line_alpha":{"value":0.1},"line_color":{"value":"#ed5642"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1125","type":"VBar"},{"attributes":{"start":0},"id":"1100","type":"DataRange1d"},{"attributes":{"label":{"value":"fully connected"},"renderers":[{"id":"1138"}]},"id":"1144","type":"LegendItem"},{"attributes":{"data":{"density":["31.8%","34.0%","16.4%","26.9%","18.8%","17.6%","19.4%","35.4%","37.8%","28.7%","37.6%","44.5%","44.5%","50.7%","54.0%","54.1%","68.5%","54.7%","57.3%","43.8%","27.6%","12.1%","13.0%","11.2%"],"height":[0.333824,0.356352,0.172032,0.2816,0.196608,0.18432,0.203776,0.371712,0.396288,0.301056,0.39424,0.466944,0.466944,0.531456,0.566272,0.567296,0.717824,0.57344,0.601088,0.458752,0.289792,0.126976,0.136192,0.11776],"img_height":["128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px"],"img_width":["128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px","128px"],"name":["0.attention.value","1.attention.value","2.attention.value","3.attention.value","4.attention.value","5.attention.value","6.attention.value","7.attention.value","8.attention.value","9.attention.value","10.attention.value","11.attention.value","12.attention.value","13.attention.value","14.attention.value","15.attention.value","16.attention.value","17.attention.value","18.attention.value","19.attention.value","20.attention.value","21.attention.value","22.attention.value","23.attention.value"],"parameters":["0.33","0.36","0.17","0.28","0.20","0.18","0.20","0.37","0.40","0.30","0.39","0.47","0.47","0.53","0.57","0.57","0.72","0.57","0.60","0.46","0.29","0.13","0.14","0.12"],"url":["/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_0_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_1_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_2_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_3_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_4_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_5_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_6_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_7_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_8_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_9_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_10_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_11_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_12_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_13_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_14_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_15_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_16_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_17_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_18_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_19_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_20_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_21_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_22_attention_self_value.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_23_attention_self_value.png"],"x":[0.41666666666666663,1.4166666666666665,2.416666666666667,3.416666666666667,4.416666666666666,5.416666666666666,6.416666666666666,7.416666666666666,8.416666666666668,9.416666666666668,10.416666666666668,11.416666666666668,12.416666666666668,13.416666666666668,14.416666666666668,15.416666666666668,16.416666666666664,17.416666666666664,18.416666666666664,19.416666666666664,20.416666666666664,21.416666666666664,22.416666666666664,23.416666666666664]},"selected":{"id":"1154"},"selection_policy":{"id":"1155"}},"id":"1128","type":"ColumnDataSource"},{"attributes":{"text":"Transformer Layers"},"id":"1096","type":"Title"},{"attributes":{},"id":"1153","type":"UnionRenderers"},{"attributes":{"source":{"id":"1122"}},"id":"1127","type":"CDSView"},{"attributes":{"data_source":{"id":"1116"},"glyph":{"id":"1118"},"hover_glyph":null,"muted_glyph":null,"name":"query","nonselection_glyph":{"id":"1119"},"selection_glyph":null,"view":{"id":"1121"}},"id":"1120","type":"GlyphRenderer"},{"attributes":{"data":{"density":["34.4%","15.4%","15.4%","35.9%","17.0%","17.0%","17.9%","21.2%","21.2%","30.7%","24.2%","24.2%","21.6%","24.3%","24.3%","18.7%","25.3%","25.3%","20.5%","27.6%","27.6%","38.3%","27.9%","27.9%","39.3%","27.8%","27.8%","31.0%","29.4%","29.4%","39.5%","23.7%","23.7%","48.8%","26.3%","26.3%","47.3%","23.7%","23.7%","51.8%","28.5%","28.5%","57.6%","23.1%","23.1%","56.9%","22.3%","22.3%","68.9%","23.7%","23.7%","56.2%","21.7%","21.7%","57.2%","15.0%","15.0%","41.1%","9.3%","9.3%","26.7%","6.1%","6.1%","10.6%","3.1%","3.1%","11.4%","1.8%","1.8%","9.6%","3.4%","3.4%"],"height":[0.360448,0.647168,0.647168,0.376832,0.714752,0.714752,0.187392,0.887808,0.887808,0.321536,1.01376,1.01376,0.226304,1.017856,1.017856,0.195584,1.061888,1.061888,0.21504,1.156096,1.156096,0.401408,1.169408,1.169408,0.411648,1.164288,1.164288,0.324608,1.231872,1.231872,0.413696,0.995328,0.995328,0.512,1.103872,1.103872,0.495616,0.994304,0.994304,0.54272,1.196032,1.196032,0.60416,0.970752,0.970752,0.596992,0.93696,0.93696,0.722944,0.992256,0.992256,0.5888,0.910336,0.910336,0.600064,0.62976,0.62976,0.431104,0.388096,0.388096,0.279552,0.253952,0.253952,0.111616,0.130048,0.130048,0.119808,0.074752,0.074752,0.100352,0.142336,0.142336],"img_height":["128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px"],"img_width":["128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px","128px","128px","512px"],"name":["0.attention.output","0.intermediate","0.output","1.attention.output","1.intermediate","1.output","2.attention.output","2.intermediate","2.output","3.attention.output","3.intermediate","3.output","4.attention.output","4.intermediate","4.output","5.attention.output","5.intermediate","5.output","6.attention.output","6.intermediate","6.output","7.attention.output","7.intermediate","7.output","8.attention.output","8.intermediate","8.output","9.attention.output","9.intermediate","9.output","10.attention.output","10.intermediate","10.output","11.attention.output","11.intermediate","11.output","12.attention.output","12.intermediate","12.output","13.attention.output","13.intermediate","13.output","14.attention.output","14.intermediate","14.output","15.attention.output","15.intermediate","15.output","16.attention.output","16.intermediate","16.output","17.attention.output","17.intermediate","17.output","18.attention.output","18.intermediate","18.output","19.attention.output","19.intermediate","19.output","20.attention.output","20.intermediate","20.output","21.attention.output","21.intermediate","21.output","22.attention.output","22.intermediate","22.output","23.attention.output","23.intermediate","23.output"],"parameters":["0.36","0.65","0.65","0.38","0.71","0.71","0.19","0.89","0.89","0.32","1.01","1.01","0.23","1.02","1.02","0.20","1.06","1.06","0.22","1.16","1.16","0.40","1.17","1.17","0.41","1.16","1.16","0.32","1.23","1.23","0.41","1.00","1.00","0.51","1.10","1.10","0.50","0.99","0.99","0.54","1.20","1.20","0.60","0.97","0.97","0.60","0.94","0.94","0.72","0.99","0.99","0.59","0.91","0.91","0.60","0.63","0.63","0.43","0.39","0.39","0.28","0.25","0.25","0.11","0.13","0.13","0.12","0.07","0.07","0.10","0.14","0.14"],"url":["/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_0_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_0_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_0_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_1_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_1_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_1_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_2_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_2_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_2_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_3_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_3_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_3_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_4_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_4_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_4_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_5_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_5_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_5_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_6_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_6_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_6_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_7_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_7_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_7_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_8_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_8_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_8_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_9_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_9_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_9_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_10_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_10_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_10_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_11_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_11_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_11_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_12_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_12_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_12_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_13_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_13_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_13_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_14_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_14_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_14_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_15_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_15_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_15_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_16_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_16_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_16_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_17_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_17_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_17_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_18_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_18_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_18_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_19_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_19_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_19_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_20_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_20_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_20_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_21_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_21_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_21_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_22_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_22_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_22_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_23_attention_output_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_23_intermediate_dense.png","/madlag/bert-large-uncased-wwm-squadv2-x2.15-f83.2-d25-hybrid-v1/raw/main/model_card/images/layer_23_output_dense.png"],"x":[0.5833333333333334,0.75,0.9166666666666667,1.5833333333333333,1.75,1.9166666666666665,2.5833333333333335,2.75,2.916666666666667,3.5833333333333335,3.75,3.916666666666667,4.583333333333333,4.75,4.916666666666666,5.583333333333333,5.75,5.916666666666666,6.583333333333333,6.75,6.916666666666666,7.583333333333333,7.75,7.916666666666666,8.583333333333334,8.75,8.916666666666668,9.583333333333334,9.75,9.916666666666668,10.583333333333334,10.75,10.916666666666668,11.583333333333334,11.75,11.916666666666668,12.583333333333334,12.75,12.916666666666668,13.583333333333334,13.75,13.916666666666668,14.583333333333334,14.75,14.916666666666668,15.583333333333334,15.75,15.916666666666668,16.583333333333332,16.75,16.916666666666664,17.583333333333332,17.75,17.916666666666664,18.583333333333332,18.75,18.916666666666664,19.583333333333332,19.75,19.916666666666664,20.583333333333332,20.75,20.916666666666664,21.583333333333332,21.75,21.916666666666664,22.583333333333332,22.75,22.916666666666664,23.583333333333332,23.75,23.916666666666664]},"selected":{"id":"1156"},"selection_policy":{"id":"1157"}},"id":"1134","type":"ColumnDataSource"},{"attributes":{"label":{"value":"query"},"renderers":[{"id":"1120"}]},"id":"1141","type":"LegendItem"}],"root_ids":["1095"]},"title":"Bokeh Application","version":"2.2.3"}}';
|
119 |
+
var render_items = [{"docid":"53909e90-a81a-4854-9fa2-512475f1322d","root_ids":["1095"],"roots":{"1095":"1debdd41-fd37-4bdc-9680-8b9c19589d73"}}];
|
120 |
root.Bokeh.embed.embed_items(docs_json, render_items);
|
121 |
|
122 |
}
|
model_card/pruning_info.js
CHANGED
@@ -16,9 +16,9 @@
|
|
16 |
|
17 |
|
18 |
|
19 |
-
var element = document.getElementById("
|
20 |
if (element == null) {
|
21 |
-
console.warn("Bokeh: autoload.js configured with elementid '
|
22 |
}
|
23 |
|
24 |
|
@@ -115,8 +115,8 @@
|
|
115 |
(function(root) {
|
116 |
function embed_document(root) {
|
117 |
|
118 |
-
var docs_json = '{"
|
119 |
-
var render_items = [{"docid":"
|
120 |
root.Bokeh.embed.embed_items(docs_json, render_items);
|
121 |
|
122 |
}
|
|
|
16 |
|
17 |
|
18 |
|
19 |
+
var element = document.getElementById("275e9fa1-bc94-4a73-a36c-e250fd7810ec");
|
20 |
if (element == null) {
|
21 |
+
console.warn("Bokeh: autoload.js configured with elementid '275e9fa1-bc94-4a73-a36c-e250fd7810ec' but no matching script tag was found.")
|
22 |
}
|
23 |
|
24 |
|
|
|
115 |
(function(root) {
|
116 |
function embed_document(root) {
|
117 |
|
118 |
+
var docs_json = '{"701239e5-a951-4da6-bd5b-ad008f0dba23":{"roots":{"references":[{"attributes":{"start":0},"id":"1006","type":"DataRange1d"},{"attributes":{},"id":"1036","type":"UnionRenderers"},{"attributes":{},"id":"1008","type":"CategoricalScale"},{"attributes":{"axis":{"id":"1012"},"grid_line_color":null,"ticker":null},"id":"1014","type":"Grid"},{"attributes":{"factors":["0","1","2","3","4","5","6","7","8","9","10","11","12","13","14","15","16","17","18","19","20","21","22","23"],"range_padding":0.1},"id":"1004","type":"FactorRange"},{"attributes":{"above":[{"id":"1055"}],"below":[{"id":"1012"}],"center":[{"id":"1014"},{"id":"1018"},{"id":"1037"}],"left":[{"id":"1015"}],"outline_line_color":null,"plot_height":400,"renderers":[{"id":"1028"},{"id":"1043"}],"title":{"id":"1002"},"toolbar":{"id":"1019"},"toolbar_location":null,"x_range":{"id":"1004"},"x_scale":{"id":"1008"},"y_range":{"id":"1006"},"y_scale":{"id":"1010"}},"id":"1001","subtype":"Figure","type":"Plot"},{"attributes":{"items":[{"id":"1056"},{"id":"1057"}],"location":[10,0],"orientation":"horizontal"},"id":"1055","type":"Legend"},{"attributes":{},"id":"1031","type":"BasicTickFormatter"},{"attributes":{"fields":[]},"id":"1020","type":"Stack"},{"attributes":{"label":{"value":"active"},"renderers":[{"id":"1028"}]},"id":"1038","type":"LegendItem"},{"attributes":{},"id":"1010","type":"LinearScale"},{"attributes":{"text":"Pruned Transformer Heads"},"id":"1002","type":"Title"},{"attributes":{},"id":"1033","type":"CategoricalTickFormatter"},{"attributes":{},"id":"1035","type":"Selection"},{"attributes":{"data":{"active":[9,9,4,6,5,5,4,8,9,8,8,10,11,10,14,14,16,13,14,15,13,7,8,9],"layers":["0","1","2","3","4","5","6","7","8","9","10","11","12","13","14","15","16","17","18","19","20","21","22","23"],"pruned":[7,7,12,10,11,11,12,8,7,8,8,6,5,6,2,2,0,3,2,1,3,9,8,7]},"selected":{"id":"1052"},"selection_policy":{"id":"1053"}},"id":"1039","type":"ColumnDataSource"},{"attributes":{"label":{"value":"active"},"renderers":[{"id":"1028"}]},"id":"1056","type":"LegendItem"},{"attributes":{"label":{"value":"pruned"},"renderers":[{"id":"1043"}]},"id":"1057","type":"LegendItem"},{"attributes":{"fields":["active"]},"id":"1021","type":"Stack"},{"attributes":{"source":{"id":"1039"}},"id":"1044","type":"CDSView"},{"attributes":{"axis":{"id":"1015"},"dimension":1,"ticker":null},"id":"1018","type":"Grid"},{"attributes":{},"id":"1016","type":"BasicTicker"},{"attributes":{"bottom":{"expr":{"id":"1022"}},"fill_color":{"value":"#ffcccc"},"line_color":{"value":"#ffcccc"},"top":{"expr":{"id":"1023"}},"width":{"value":0.9},"x":{"field":"layers"}},"id":"1041","type":"VBar"},{"attributes":{"label":{"value":"pruned"},"renderers":[{"id":"1043"}]},"id":"1054","type":"LegendItem"},{"attributes":{"bottom":{"expr":{"id":"1022"}},"fill_alpha":{"value":0.1},"fill_color":{"value":"#ffcccc"},"line_alpha":{"value":0.1},"line_color":{"value":"#ffcccc"},"top":{"expr":{"id":"1023"}},"width":{"value":0.9},"x":{"field":"layers"}},"id":"1042","type":"VBar"},{"attributes":{"data":{"active":[9,9,4,6,5,5,4,8,9,8,8,10,11,10,14,14,16,13,14,15,13,7,8,9],"layers":["0","1","2","3","4","5","6","7","8","9","10","11","12","13","14","15","16","17","18","19","20","21","22","23"],"pruned":[7,7,12,10,11,11,12,8,7,8,8,6,5,6,2,2,0,3,2,1,3,9,8,7]},"selected":{"id":"1035"},"selection_policy":{"id":"1036"}},"id":"1024","type":"ColumnDataSource"},{"attributes":{"axis_label":"Heads count","formatter":{"id":"1031"},"minor_tick_line_color":null,"ticker":{"id":"1016"}},"id":"1015","type":"LinearAxis"},{"attributes":{"data_source":{"id":"1039"},"glyph":{"id":"1041"},"hover_glyph":null,"muted_glyph":null,"name":"pruned","nonselection_glyph":{"id":"1042"},"selection_glyph":null,"view":{"id":"1044"}},"id":"1043","type":"GlyphRenderer"},{"attributes":{"fields":["active","pruned"]},"id":"1023","type":"Stack"},{"attributes":{"active_drag":"auto","active_inspect":"auto","active_multi":null,"active_scroll":"auto","active_tap":"auto"},"id":"1019","type":"Toolbar"},{"attributes":{"source":{"id":"1024"}},"id":"1029","type":"CDSView"},{"attributes":{"bottom":{"expr":{"id":"1020"}},"fill_color":{"value":"#0000ff"},"line_color":{"value":"#0000ff"},"top":{"expr":{"id":"1021"}},"width":{"value":0.9},"x":{"field":"layers"}},"id":"1026","type":"VBar"},{"attributes":{},"id":"1052","type":"Selection"},{"attributes":{"fields":["active"]},"id":"1022","type":"Stack"},{"attributes":{},"id":"1053","type":"UnionRenderers"},{"attributes":{"bottom":{"expr":{"id":"1020"}},"fill_alpha":{"value":0.1},"fill_color":{"value":"#0000ff"},"line_alpha":{"value":0.1},"line_color":{"value":"#0000ff"},"top":{"expr":{"id":"1021"}},"width":{"value":0.9},"x":{"field":"layers"}},"id":"1027","type":"VBar"},{"attributes":{"items":[{"id":"1038"},{"id":"1054"}],"location":null},"id":"1037","type":"Legend"},{"attributes":{},"id":"1013","type":"CategoricalTicker"},{"attributes":{"data_source":{"id":"1024"},"glyph":{"id":"1026"},"hover_glyph":null,"muted_glyph":null,"name":"active","nonselection_glyph":{"id":"1027"},"selection_glyph":null,"view":{"id":"1029"}},"id":"1028","type":"GlyphRenderer"},{"attributes":{"axis_label":"Layer index","formatter":{"id":"1033"},"minor_tick_line_color":null,"ticker":{"id":"1013"}},"id":"1012","type":"CategoricalAxis"}],"root_ids":["1001"]},"title":"Bokeh Application","version":"2.2.3"}}';
|
119 |
+
var render_items = [{"docid":"701239e5-a951-4da6-bd5b-ad008f0dba23","root_ids":["1001"],"roots":{"1001":"275e9fa1-bc94-4a73-a36c-e250fd7810ec"}}];
|
120 |
root.Bokeh.embed.embed_items(docs_json, render_items);
|
121 |
|
122 |
}
|
model_info.json
ADDED
@@ -0,0 +1,464 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"checkpoint_path": "/data_2to/devel_data/nn_pruning/output/squadv2_test_3/hp_mnop-bert-large-uncased-whole-word-masking_dn-squad_v2_v2wn1_od-__data_2to__devel_data__nn_pruning__output__squadv2_test_3___es-steps_pdtbs8_pdebs128_nte20.06_ls250_stl50_est5000_--128cd5d9b5683065/checkpoint-330000",
|
3 |
+
"config": {
|
4 |
+
"_name_or_path": "/tmp/tmpxe9vb3vd",
|
5 |
+
"architectures": ["BertForQuestionAnswering"],
|
6 |
+
"attention_probs_dropout_prob": 0.1,
|
7 |
+
"gradient_checkpointing": false,
|
8 |
+
"hidden_act": "gelu",
|
9 |
+
"hidden_dropout_prob": 0.1,
|
10 |
+
"hidden_size": 1024,
|
11 |
+
"initializer_range": 0.02,
|
12 |
+
"intermediate_size": 4096,
|
13 |
+
"layer_norm_eps": 1e-12,
|
14 |
+
"max_position_embeddings": 512,
|
15 |
+
"model_type": "bert",
|
16 |
+
"num_attention_heads": 16,
|
17 |
+
"num_hidden_layers": 24,
|
18 |
+
"pad_token_id": 0,
|
19 |
+
"position_embedding_type": "absolute",
|
20 |
+
"pruned_heads": {
|
21 |
+
"0": [0, 3, 4, 5, 9, 13, 15],
|
22 |
+
"1": [0, 1, 7, 9, 10, 13, 14],
|
23 |
+
"10": [1, 2, 4, 5, 6, 8, 11, 13],
|
24 |
+
"11": [2, 5, 6, 8, 12, 15],
|
25 |
+
"12": [0, 2, 6, 9, 13],
|
26 |
+
"13": [2, 3, 6, 10, 12, 15],
|
27 |
+
"14": [10, 5],
|
28 |
+
"15": [0, 9],
|
29 |
+
"16": [],
|
30 |
+
"17": [1, 4, 12],
|
31 |
+
"18": [11, 4],
|
32 |
+
"19": [5],
|
33 |
+
"2": [0, 1, 4, 6, 7, 8, 9, 11, 12, 13, 14, 15],
|
34 |
+
"20": [0, 1, 12],
|
35 |
+
"21": [0, 2, 3, 4, 8, 10, 11, 12, 15],
|
36 |
+
"22": [0, 1, 3, 7, 9, 10, 11, 13],
|
37 |
+
"23": [2, 4, 7, 8, 9, 10, 13],
|
38 |
+
"3": [0, 3, 5, 6, 7, 8, 9, 13, 14, 15],
|
39 |
+
"4": [0, 2, 3, 5, 6, 7, 9, 10, 11, 12, 14],
|
40 |
+
"5": [3, 4, 5, 6, 7, 8, 9, 12, 13, 14, 15],
|
41 |
+
"6": [0, 1, 2, 3, 4, 7, 8, 9, 10, 11, 12, 15],
|
42 |
+
"7": [3, 5, 8, 9, 10, 11, 12, 13],
|
43 |
+
"8": [3, 5, 7, 8, 9, 11, 12],
|
44 |
+
"9": [0, 1, 2, 5, 6, 7, 13, 14]
|
45 |
+
},
|
46 |
+
"transformers_version": "4.7.0.dev0",
|
47 |
+
"type_vocab_size": 2,
|
48 |
+
"use_cache": true,
|
49 |
+
"vocab_size": 30522
|
50 |
+
},
|
51 |
+
"eval_metrics": {
|
52 |
+
"HasAns_exact": 76.48448043184885,
|
53 |
+
"HasAns_f1": 82.55514100819374,
|
54 |
+
"HasAns_total": 5928,
|
55 |
+
"NoAns_exact": 83.8856181665265,
|
56 |
+
"NoAns_f1": 83.8856181665265,
|
57 |
+
"NoAns_total": 5945,
|
58 |
+
"best_exact": 80.19034784805862,
|
59 |
+
"best_exact_thresh": 0.0,
|
60 |
+
"best_f1": 83.22133208932635,
|
61 |
+
"best_f1_thresh": 0.0,
|
62 |
+
"exact": 80.19034784805862,
|
63 |
+
"f1": 83.22133208932645,
|
64 |
+
"main_metric": 83.22133208932645,
|
65 |
+
"total": 11873
|
66 |
+
},
|
67 |
+
"model_args": {
|
68 |
+
"cache_dir": null,
|
69 |
+
"config_name": null,
|
70 |
+
"model_name_or_path": "bert-large-uncased-whole-word-masking",
|
71 |
+
"tokenizer_name": null,
|
72 |
+
"use_fast_tokenizer": true
|
73 |
+
},
|
74 |
+
"sparse_args": {
|
75 |
+
"ampere_pruning_method": "disabled",
|
76 |
+
"attention_block_cols": 32,
|
77 |
+
"attention_block_rows": 32,
|
78 |
+
"attention_lambda": 1.0,
|
79 |
+
"attention_output_with_dense": 0,
|
80 |
+
"attention_pruning_method": "sigmoied_threshold",
|
81 |
+
"bias_mask": true,
|
82 |
+
"decoder_attention_lambda": null,
|
83 |
+
"decoder_dense_lambda": null,
|
84 |
+
"dense_block_cols": 1,
|
85 |
+
"dense_block_rows": 1,
|
86 |
+
"dense_lambda": 1.0,
|
87 |
+
"dense_pruning_method": "sigmoied_threshold:1d_alt",
|
88 |
+
"distil_alpha_ce": 0.1,
|
89 |
+
"distil_alpha_teacher": 0.9,
|
90 |
+
"distil_teacher_name_or_path": "madlag/bert-large-uncased-whole-word-masking-finetuned-squadv2",
|
91 |
+
"distil_temperature": 2.0,
|
92 |
+
"eval_with_current_patch_params": false,
|
93 |
+
"final_ampere_temperature": 20.0,
|
94 |
+
"final_finetune": false,
|
95 |
+
"final_threshold": 0.1,
|
96 |
+
"final_warmup": 10,
|
97 |
+
"gelu_patch": 0,
|
98 |
+
"gelu_patch_steps": 50000,
|
99 |
+
"initial_ampere_temperature": 0.0,
|
100 |
+
"initial_threshold": 0,
|
101 |
+
"initial_warmup": 1,
|
102 |
+
"layer_norm_patch": 0,
|
103 |
+
"layer_norm_patch_start_delta": 0.99,
|
104 |
+
"layer_norm_patch_steps": 50000,
|
105 |
+
"linear_min_parameters": 0.005,
|
106 |
+
"mask_init": "constant",
|
107 |
+
"mask_scale": 0.0,
|
108 |
+
"mask_scores_learning_rate": 0.01,
|
109 |
+
"qat": false,
|
110 |
+
"qconfig": "default",
|
111 |
+
"regularization": "l1",
|
112 |
+
"regularization_final_lambda": 2,
|
113 |
+
"rewind_model_name_or_path": null
|
114 |
+
},
|
115 |
+
"speed": {
|
116 |
+
"cuda_eval_elapsed_time": 63.65266278076172,
|
117 |
+
"eval_elapsed_time": 68.118653698
|
118 |
+
},
|
119 |
+
"speedup": 0.6933166669240776,
|
120 |
+
"stats": {
|
121 |
+
"layers": {
|
122 |
+
"0": {
|
123 |
+
"linear_attention_nnz": 1329152,
|
124 |
+
"linear_attention_total": 4194304,
|
125 |
+
"linear_dense_nnz": 1294336,
|
126 |
+
"linear_dense_total": 8388608,
|
127 |
+
"linear_nnz": 2623488,
|
128 |
+
"linear_total": 12582912,
|
129 |
+
"nnz": 2631960,
|
130 |
+
"total": 12594880
|
131 |
+
},
|
132 |
+
"1": {
|
133 |
+
"linear_attention_nnz": 1539072,
|
134 |
+
"linear_attention_total": 4194304,
|
135 |
+
"linear_dense_nnz": 1429504,
|
136 |
+
"linear_dense_total": 8388608,
|
137 |
+
"linear_nnz": 2968576,
|
138 |
+
"linear_total": 12582912,
|
139 |
+
"nnz": 2977018,
|
140 |
+
"total": 12594880
|
141 |
+
},
|
142 |
+
"10": {
|
143 |
+
"linear_attention_nnz": 1718272,
|
144 |
+
"linear_attention_total": 4194304,
|
145 |
+
"linear_dense_nnz": 1990656,
|
146 |
+
"linear_dense_total": 8388608,
|
147 |
+
"linear_nnz": 3708928,
|
148 |
+
"linear_total": 12582912,
|
149 |
+
"nnz": 3717580,
|
150 |
+
"total": 12594688
|
151 |
+
},
|
152 |
+
"11": {
|
153 |
+
"linear_attention_nnz": 2091008,
|
154 |
+
"linear_attention_total": 4194304,
|
155 |
+
"linear_dense_nnz": 2207744,
|
156 |
+
"linear_dense_total": 8388608,
|
157 |
+
"linear_nnz": 4298752,
|
158 |
+
"linear_total": 12582912,
|
159 |
+
"nnz": 4307894,
|
160 |
+
"total": 12595072
|
161 |
+
},
|
162 |
+
"12": {
|
163 |
+
"linear_attention_nnz": 2011136,
|
164 |
+
"linear_attention_total": 4194304,
|
165 |
+
"linear_dense_nnz": 1988608,
|
166 |
+
"linear_dense_total": 8388608,
|
167 |
+
"linear_nnz": 3999744,
|
168 |
+
"linear_total": 12582912,
|
169 |
+
"nnz": 4008939,
|
170 |
+
"total": 12595264
|
171 |
+
},
|
172 |
+
"13": {
|
173 |
+
"linear_attention_nnz": 2132992,
|
174 |
+
"linear_attention_total": 4194304,
|
175 |
+
"linear_dense_nnz": 2392064,
|
176 |
+
"linear_dense_total": 8388608,
|
177 |
+
"linear_nnz": 4525056,
|
178 |
+
"linear_total": 12582912,
|
179 |
+
"nnz": 4534288,
|
180 |
+
"total": 12595072
|
181 |
+
},
|
182 |
+
"14": {
|
183 |
+
"linear_attention_nnz": 2490368,
|
184 |
+
"linear_attention_total": 4194304,
|
185 |
+
"linear_dense_nnz": 1941504,
|
186 |
+
"linear_dense_total": 8388608,
|
187 |
+
"linear_nnz": 4431872,
|
188 |
+
"linear_total": 12582912,
|
189 |
+
"nnz": 4441620,
|
190 |
+
"total": 12595840
|
191 |
+
},
|
192 |
+
"15": {
|
193 |
+
"linear_attention_nnz": 2515968,
|
194 |
+
"linear_attention_total": 4194304,
|
195 |
+
"linear_dense_nnz": 1873920,
|
196 |
+
"linear_dense_total": 8388608,
|
197 |
+
"linear_nnz": 4389888,
|
198 |
+
"linear_total": 12582912,
|
199 |
+
"nnz": 4399635,
|
200 |
+
"total": 12595840
|
201 |
+
},
|
202 |
+
"16": {
|
203 |
+
"linear_attention_nnz": 2995200,
|
204 |
+
"linear_attention_total": 4194304,
|
205 |
+
"linear_dense_nnz": 1984512,
|
206 |
+
"linear_dense_total": 8388608,
|
207 |
+
"linear_nnz": 4979712,
|
208 |
+
"linear_total": 12582912,
|
209 |
+
"nnz": 4989801,
|
210 |
+
"total": 12596224
|
211 |
+
},
|
212 |
+
"17": {
|
213 |
+
"linear_attention_nnz": 2373632,
|
214 |
+
"linear_attention_total": 4194304,
|
215 |
+
"linear_dense_nnz": 1820672,
|
216 |
+
"linear_dense_total": 8388608,
|
217 |
+
"linear_nnz": 4194304,
|
218 |
+
"linear_total": 12582912,
|
219 |
+
"nnz": 4203737,
|
220 |
+
"total": 12595648
|
221 |
+
},
|
222 |
+
"18": {
|
223 |
+
"linear_attention_nnz": 2628608,
|
224 |
+
"linear_attention_total": 4194304,
|
225 |
+
"linear_dense_nnz": 1259520,
|
226 |
+
"linear_dense_total": 8388608,
|
227 |
+
"linear_nnz": 3888128,
|
228 |
+
"linear_total": 12582912,
|
229 |
+
"nnz": 3897575,
|
230 |
+
"total": 12595840
|
231 |
+
},
|
232 |
+
"19": {
|
233 |
+
"linear_attention_nnz": 2135040,
|
234 |
+
"linear_attention_total": 4194304,
|
235 |
+
"linear_dense_nnz": 776192,
|
236 |
+
"linear_dense_total": 8388608,
|
237 |
+
"linear_nnz": 2911232,
|
238 |
+
"linear_total": 12582912,
|
239 |
+
"nnz": 2920315,
|
240 |
+
"total": 12596032
|
241 |
+
},
|
242 |
+
"2": {
|
243 |
+
"linear_attention_nnz": 761856,
|
244 |
+
"linear_attention_total": 4194304,
|
245 |
+
"linear_dense_nnz": 1775616,
|
246 |
+
"linear_dense_total": 8388608,
|
247 |
+
"linear_nnz": 2537472,
|
248 |
+
"linear_total": 12582912,
|
249 |
+
"nnz": 2545251,
|
250 |
+
"total": 12593920
|
251 |
+
},
|
252 |
+
"20": {
|
253 |
+
"linear_attention_nnz": 1545216,
|
254 |
+
"linear_attention_total": 4194304,
|
255 |
+
"linear_dense_nnz": 507904,
|
256 |
+
"linear_dense_total": 8388608,
|
257 |
+
"linear_nnz": 2053120,
|
258 |
+
"linear_total": 12582912,
|
259 |
+
"nnz": 2061560,
|
260 |
+
"total": 12595648
|
261 |
+
},
|
262 |
+
"21": {
|
263 |
+
"linear_attention_nnz": 608256,
|
264 |
+
"linear_attention_total": 4194304,
|
265 |
+
"linear_dense_nnz": 260096,
|
266 |
+
"linear_dense_total": 8388608,
|
267 |
+
"linear_nnz": 868352,
|
268 |
+
"linear_total": 12582912,
|
269 |
+
"nnz": 875551,
|
270 |
+
"total": 12594496
|
271 |
+
},
|
272 |
+
"22": {
|
273 |
+
"linear_attention_nnz": 617472,
|
274 |
+
"linear_attention_total": 4194304,
|
275 |
+
"linear_dense_nnz": 149504,
|
276 |
+
"linear_dense_total": 8388608,
|
277 |
+
"linear_nnz": 766976,
|
278 |
+
"linear_total": 12582912,
|
279 |
+
"nnz": 774281,
|
280 |
+
"total": 12594688
|
281 |
+
},
|
282 |
+
"23": {
|
283 |
+
"linear_attention_nnz": 527360,
|
284 |
+
"linear_attention_total": 4194304,
|
285 |
+
"linear_dense_nnz": 284672,
|
286 |
+
"linear_dense_total": 8388608,
|
287 |
+
"linear_nnz": 812032,
|
288 |
+
"linear_total": 12582912,
|
289 |
+
"nnz": 819435,
|
290 |
+
"total": 12594880
|
291 |
+
},
|
292 |
+
"3": {
|
293 |
+
"linear_attention_nnz": 1164288,
|
294 |
+
"linear_attention_total": 4194304,
|
295 |
+
"linear_dense_nnz": 2027520,
|
296 |
+
"linear_dense_total": 8388608,
|
297 |
+
"linear_nnz": 3191808,
|
298 |
+
"linear_total": 12582912,
|
299 |
+
"nnz": 3200094,
|
300 |
+
"total": 12594304
|
301 |
+
},
|
302 |
+
"4": {
|
303 |
+
"linear_attention_nnz": 835584,
|
304 |
+
"linear_attention_total": 4194304,
|
305 |
+
"linear_dense_nnz": 2035712,
|
306 |
+
"linear_dense_total": 8388608,
|
307 |
+
"linear_nnz": 2871296,
|
308 |
+
"linear_total": 12582912,
|
309 |
+
"nnz": 2879362,
|
310 |
+
"total": 12594112
|
311 |
+
},
|
312 |
+
"5": {
|
313 |
+
"linear_attention_nnz": 734208,
|
314 |
+
"linear_attention_total": 4194304,
|
315 |
+
"linear_dense_nnz": 2123776,
|
316 |
+
"linear_dense_total": 8388608,
|
317 |
+
"linear_nnz": 2857984,
|
318 |
+
"linear_total": 12582912,
|
319 |
+
"nnz": 2866029,
|
320 |
+
"total": 12594112
|
321 |
+
},
|
322 |
+
"6": {
|
323 |
+
"linear_attention_nnz": 816128,
|
324 |
+
"linear_attention_total": 4194304,
|
325 |
+
"linear_dense_nnz": 2312192,
|
326 |
+
"linear_dense_total": 8388608,
|
327 |
+
"linear_nnz": 3128320,
|
328 |
+
"linear_total": 12582912,
|
329 |
+
"nnz": 3136361,
|
330 |
+
"total": 12593920
|
331 |
+
},
|
332 |
+
"7": {
|
333 |
+
"linear_attention_nnz": 1503232,
|
334 |
+
"linear_attention_total": 4194304,
|
335 |
+
"linear_dense_nnz": 2338816,
|
336 |
+
"linear_dense_total": 8388608,
|
337 |
+
"linear_nnz": 3842048,
|
338 |
+
"linear_total": 12582912,
|
339 |
+
"nnz": 3850774,
|
340 |
+
"total": 12594688
|
341 |
+
},
|
342 |
+
"8": {
|
343 |
+
"linear_attention_nnz": 1784832,
|
344 |
+
"linear_attention_total": 4194304,
|
345 |
+
"linear_dense_nnz": 2328576,
|
346 |
+
"linear_dense_total": 8388608,
|
347 |
+
"linear_nnz": 4113408,
|
348 |
+
"linear_total": 12582912,
|
349 |
+
"nnz": 4122385,
|
350 |
+
"total": 12594880
|
351 |
+
},
|
352 |
+
"9": {
|
353 |
+
"linear_attention_nnz": 1396736,
|
354 |
+
"linear_attention_total": 4194304,
|
355 |
+
"linear_dense_nnz": 2463744,
|
356 |
+
"linear_dense_total": 8388608,
|
357 |
+
"linear_nnz": 3860480,
|
358 |
+
"linear_total": 12582912,
|
359 |
+
"nnz": 3869363,
|
360 |
+
"total": 12594688
|
361 |
+
}
|
362 |
+
},
|
363 |
+
"linear_nnz": 77822976,
|
364 |
+
"linear_sparsity": 74.22993977864583,
|
365 |
+
"linear_total": 301989888,
|
366 |
+
"nnz": 109815770,
|
367 |
+
"pruned_heads": {
|
368 |
+
"0": [0, 3, 4, 5, 9, 13, 15],
|
369 |
+
"1": [0, 1, 7, 9, 10, 13, 14],
|
370 |
+
"10": [1, 2, 4, 5, 6, 8, 11, 13],
|
371 |
+
"11": [2, 5, 6, 8, 12, 15],
|
372 |
+
"12": [0, 2, 6, 9, 13],
|
373 |
+
"13": [2, 3, 6, 10, 12, 15],
|
374 |
+
"14": [10, 5],
|
375 |
+
"15": [0, 9],
|
376 |
+
"16": [],
|
377 |
+
"17": [1, 4, 12],
|
378 |
+
"18": [11, 4],
|
379 |
+
"19": [5],
|
380 |
+
"2": [0, 1, 4, 6, 7, 8, 9, 11, 12, 13, 14, 15],
|
381 |
+
"20": [0, 1, 12],
|
382 |
+
"21": [0, 2, 3, 4, 8, 10, 11, 12, 15],
|
383 |
+
"22": [0, 1, 3, 7, 9, 10, 11, 13],
|
384 |
+
"23": [2, 4, 7, 8, 9, 10, 13],
|
385 |
+
"3": [0, 3, 5, 6, 7, 8, 9, 13, 14, 15],
|
386 |
+
"4": [0, 2, 3, 5, 6, 7, 9, 10, 11, 12, 14],
|
387 |
+
"5": [3, 4, 5, 6, 7, 8, 9, 12, 13, 14, 15],
|
388 |
+
"6": [0, 1, 2, 3, 4, 7, 8, 9, 10, 11, 12, 15],
|
389 |
+
"7": [3, 5, 8, 9, 10, 11, 12, 13],
|
390 |
+
"8": [3, 5, 7, 8, 9, 11, 12],
|
391 |
+
"9": [0, 1, 2, 5, 6, 7, 13, 14]
|
392 |
+
},
|
393 |
+
"total": 334064578,
|
394 |
+
"total_sparsity": 67.12738277806874
|
395 |
+
},
|
396 |
+
"training_args": {
|
397 |
+
"_n_gpu": 1,
|
398 |
+
"adafactor": false,
|
399 |
+
"adam_beta1": 0.9,
|
400 |
+
"adam_beta2": 0.999,
|
401 |
+
"adam_epsilon": 1e-08,
|
402 |
+
"dataloader_drop_last": false,
|
403 |
+
"dataloader_num_workers": 0,
|
404 |
+
"dataloader_pin_memory": true,
|
405 |
+
"ddp_find_unused_parameters": null,
|
406 |
+
"debug": false,
|
407 |
+
"deepspeed": null,
|
408 |
+
"disable_tqdm": false,
|
409 |
+
"do_eval": 1,
|
410 |
+
"do_predict": false,
|
411 |
+
"do_train": 1,
|
412 |
+
"eval_accumulation_steps": null,
|
413 |
+
"eval_steps": 5000,
|
414 |
+
"evaluation_strategy": "steps",
|
415 |
+
"fp16": false,
|
416 |
+
"fp16_backend": "auto",
|
417 |
+
"fp16_full_eval": false,
|
418 |
+
"fp16_opt_level": "O1",
|
419 |
+
"gradient_accumulation_steps": 1,
|
420 |
+
"greater_is_better": null,
|
421 |
+
"group_by_length": false,
|
422 |
+
"ignore_data_skip": false,
|
423 |
+
"label_names": null,
|
424 |
+
"label_smoothing_factor": 0.0,
|
425 |
+
"learning_rate": 3e-05,
|
426 |
+
"length_column_name": "length",
|
427 |
+
"load_best_model_at_end": false,
|
428 |
+
"local_rank": -1,
|
429 |
+
"logging_dir": "/data_2to/devel_data/nn_pruning/output/squadv2_test_3/",
|
430 |
+
"logging_first_step": false,
|
431 |
+
"logging_steps": 250,
|
432 |
+
"logging_strategy": "steps",
|
433 |
+
"lr_scheduler_type": "linear",
|
434 |
+
"max_grad_norm": 1.0,
|
435 |
+
"max_steps": -1,
|
436 |
+
"metric_for_best_model": null,
|
437 |
+
"mp_parameters": "",
|
438 |
+
"no_cuda": false,
|
439 |
+
"num_train_epochs": 20.06,
|
440 |
+
"optimize_model_before_eval": "disabled",
|
441 |
+
"output_dir": "/data_2to/devel_data/nn_pruning/output/squadv2_test_3/",
|
442 |
+
"overwrite_output_dir": 1,
|
443 |
+
"past_index": -1,
|
444 |
+
"per_device_eval_batch_size": 128,
|
445 |
+
"per_device_train_batch_size": 8,
|
446 |
+
"per_gpu_eval_batch_size": null,
|
447 |
+
"per_gpu_train_batch_size": null,
|
448 |
+
"prediction_loss_only": false,
|
449 |
+
"remove_unused_columns": true,
|
450 |
+
"report_to": ["tensorboard", "wandb"],
|
451 |
+
"run_name": "/data_2to/devel_data/nn_pruning/output/squadv2_test_3/",
|
452 |
+
"save_steps": 5000,
|
453 |
+
"save_strategy": "steps",
|
454 |
+
"save_total_limit": 50,
|
455 |
+
"seed": 17,
|
456 |
+
"sharded_ddp": [],
|
457 |
+
"skip_memory_metrics": false,
|
458 |
+
"tpu_metrics_debug": false,
|
459 |
+
"tpu_num_cores": null,
|
460 |
+
"warmup_ratio": 0.0,
|
461 |
+
"warmup_steps": 5400,
|
462 |
+
"weight_decay": 0.0
|
463 |
+
}
|
464 |
+
}
|