Adding graph.

README.md

@@ -15,7 +15,7 @@ This model was created using the [nn_pruning](https://github.com/huggingface/nn_
 
 The model contains **51%** of the original weights **overall** (the embeddings account for a significant part of the model, and they are not pruned by this method).
 
-<div class="graph"><script src="/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/density_info.js" id="ca8aceb6-0975-4d02-b19f-4c1a5df8bf71"></script></div>
+<div class="graph"><script src="/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/density_info.js" id="2d0fc334-fe98-4315-8890-d6eaca1fa9be"></script></div>
 
 In terms of perfomance, its **accuracy** is **91.17**.
 
@@ -25,7 +25,7 @@ This model is case-insensitive: it does not make a difference between english an
 
 A side-effect of the block pruning method is that some of the attention heads are completely removed: 88 heads were removed on a total of 144 (61.1%).
 Here is a detailed view on how the remaining heads are distributed in the network after pruning.
-<div class="graph"><script src="/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/pruning_info.js" id="cfd2f3a7-70e9-40d6-824f-a6908fc889de"></script></div>
+<div class="graph"><script src="/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/pruning_info.js" id="93b19d7f-c11b-4edf-9670-091e40d9be25"></script></div>
 
 ## Details of the SST-2 dataset
 

model_card/density_info.js

@@ -16,9 +16,9 @@
       
       
     
-      var element = document.getElementById("ca8aceb6-0975-4d02-b19f-4c1a5df8bf71");
+      var element = document.getElementById("2d0fc334-fe98-4315-8890-d6eaca1fa9be");
         if (element == null) {
-          console.warn("Bokeh: autoload.js configured with elementid 'ca8aceb6-0975-4d02-b19f-4c1a5df8bf71' but no matching script tag was found.")
+          console.warn("Bokeh: autoload.js configured with elementid '2d0fc334-fe98-4315-8890-d6eaca1fa9be' but no matching script tag was found.")
         }
       
     
@@ -115,21 +115,8 @@
                 (function(root) {
                   function embed_document(root) {
                     
-                  var docs_json = '{"2ef482b4-a875-4614-8279-9dd12632e399":{"defs":[],"roots":{"references":[{"attributes":{},"id":"1178","type":"Selection"},{"attributes":{"axis_label":"Layer","formatter":{"id":"1166"},"major_label_policy":{"id":"1168"},"minor_tick_line_color":null,"ticker":{"id":"1120"}},"id":"1119","type":"LinearAxis"},{"attributes":{},"id":"1179","type":"UnionRenderers"},{"attributes":{"items":[{"id":"1160"},{"id":"1161"},{"id":"1162"},{"id":"1163"},{"id":"1164"}],"location":[10,0],"orientation":"horizontal"},"id":"1159","type":"Legend"},{"attributes":{},"id":"1115","type":"LinearScale"},{"attributes":{"data_source":{"id":"1129"},"glyph":{"id":"1131"},"hover_glyph":null,"muted_glyph":null,"name":"Wq","nonselection_glyph":{"id":"1132"},"view":{"id":"1134"}},"id":"1133","type":"GlyphRenderer"},{"attributes":{"label":{"value":"Wq"},"renderers":[{"id":"1133"}]},"id":"1160","type":"LegendItem"},{"attributes":{"data":{"density":["14.4%","19.4%","14.8%","17.7%","18.1%","27.6%","21.4%","33.0%","25.3%","15.1%","6.9%","0.0%"],"height":[0.084992,0.114688,0.08704,0.104448,0.106496,0.162816,0.125952,0.19456,0.149504,0.089088,0.04096,0.0],"img_height":["96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px"],"img_width":["96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px"],"name":["encoder.layer.0.attention.key","encoder.layer.1.attention.key","encoder.layer.2.attention.key","encoder.layer.3.attention.key","encoder.layer.4.attention.key","encoder.layer.5.attention.key","encoder.layer.6.attention.key","encoder.layer.7.attention.key","encoder.layer.8.attention.key","encoder.layer.9.attention.key","encoder.layer.10.attention.key","encoder.layer.11.attention.key"],"parameters":["0.08","0.11","0.09","0.10","0.11","0.16","0.13","0.19","0.15","0.09","0.04","0.00"],"url":["/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_0_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_1_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_2_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_3_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_4_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_5_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_6_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_7_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_8_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_9_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_10_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_11_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]},"selected":{"id":"1174"},"selection_policy":{"id":"1175"}},"id":"1135","type":"ColumnDataSource"},{"attributes":{"label":{"value":"Wk"},"renderers":[{"id":"1139"}]},"id":"1161","type":"LegendItem"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#6573f7"},"line_alpha":{"value":0.1},"line_color":{"value":"#6573f7"},"top":{"field":"height"},"width":{"value":0.07142857142857142},"x":{"field":"x"}},"id":"1132","type":"VBar"},{"attributes":{},"id":"1174","type":"Selection"},{"attributes":{},"id":"1175","type":"UnionRenderers"},{"attributes":{"source":{"id":"1129"}},"id":"1134","type":"CDSView"},{"attributes":{"start":0},"id":"1113","type":"DataRange1d"},{"attributes":{"fill_color":{"value":"#6573f7"},"line_color":{"value":"#6573f7"},"top":{"field":"height"},"width":{"value":0.07142857142857142},"x":{"field":"x"}},"id":"1131","type":"VBar"},{"attributes":{"label":{"value":"Wv"},"renderers":[{"id":"1145"}]},"id":"1162","type":"LegendItem"},{"attributes":{"fill_color":{"value":"#ed5642"},"line_color":{"value":"#ed5642"},"top":{"field":"height"},"width":{"value":0.07142857142857142},"x":{"field":"x"}},"id":"1137","type":"VBar"},{"attributes":{"axis":{"id":"1119"},"grid_line_color":null,"ticker":null},"id":"1122","type":"Grid"},{"attributes":{"data":{"density":["27.1%","23.8%","22.4%","22.2%","33.0%","38.7%","26.2%","42.2%","32.1%","22.4%","14.6%","0.0%"],"height":[0.159744,0.140288,0.132096,0.131072,0.19456,0.228352,0.154624,0.248832,0.18944,0.132096,0.086016,0.0],"img_height":["96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px"],"img_width":["96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px"],"name":["encoder.layer.0.attention.value","encoder.layer.1.attention.value","encoder.layer.2.attention.value","encoder.layer.3.attention.value","encoder.layer.4.attention.value","encoder.layer.5.attention.value","encoder.layer.6.attention.value","encoder.layer.7.attention.value","encoder.layer.8.attention.value","encoder.layer.9.attention.value","encoder.layer.10.attention.value","encoder.layer.11.attention.value"],"parameters":["0.16","0.14","0.13","0.13","0.19","0.23","0.15","0.25","0.19","0.13","0.09","0.00"],"url":["/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_0_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_1_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_2_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_3_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_4_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_5_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_6_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_7_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_8_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_9_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_10_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_11_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]},"selected":{"id":"1176"},"selection_policy":{"id":"1177"}},"id":"1141","type":"ColumnDataSource"},{"attributes":{"callback":null,"tooltips":"\\
-        <div>\\
-            <div style=\\"margin-bottom:10px\\">\\
-                <span style=\\"font-size: 15px;\\"><b>@name</b><br/>density=@density</span>\\
-            </div>\\
-            <div>            \\
-                <img\\
-                    src=\\"@url\\" height=\\"@img_height\\" width=\\"@img_width\\" alt=\\"@url\\"\\
-                    style=\\"float: left; margin: 0px 15px 15px 0px;\\"\\
-                    border=\\"0\\"\\
-                />\\
-            </div>\\
-        </div>\\
-        "},"id":"1107","type":"HoverTool"},{"attributes":{"text":"Transformer Layers"},"id":"1109","type":"Title"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#ed5642"},"line_alpha":{"value":0.1},"line_color":{"value":"#ed5642"},"top":{"field":"height"},"width":{"value":0.07142857142857142},"x":{"field":"x"}},"id":"1138","type":"VBar"},{"attributes":{"label":{"value":"Wo"},"renderers":[{"id":"1151"}]},"id":"1163","type":"LegendItem"},{"attributes":{"data_source":{"id":"1135"},"glyph":{"id":"1137"},"hover_glyph":null,"muted_glyph":null,"name":"Wk","nonselection_glyph":{"id":"1138"},"view":{"id":"1140"}},"id":"1139","type":"GlyphRenderer"},{"attributes":{},"id":"1180","type":"Selection"},{"attributes":{"source":{"id":"1147"}},"id":"1152","type":"CDSView"},{"attributes":{},"id":"1181","type":"UnionRenderers"},{"attributes":{"axis":{"id":"1123"},"dimension":1,"ticker":null},"id":"1126","type":"Grid"},{"attributes":{"source":{"id":"1135"}},"id":"1140","type":"CDSView"},{"attributes":{},"id":"1111","type":"DataRange1d"},{"attributes":{},"id":"1124","type":"BasicTicker"},{"attributes":{"fill_color":{"value":"#20cb97"},"line_color":{"value":"#20cb97"},"top":{"field":"height"},"width":{"value":0.07142857142857142},"x":{"field":"x"}},"id":"1143","type":"VBar"},{"attributes":{"axis_label":"Parameters (M)","formatter":{"id":"1169"},"major_label_policy":{"id":"1171"},"minor_tick_line_color":null,"ticker":{"id":"1124"}},"id":"1123","type":"LinearAxis"},{"attributes":{"data":{"density":["14.8%","19.8%","14.2%","16.5%","16.8%","26.2%","21.5%","30.0%","20.1%","9.0%","4.5%","0.0%"],"height":[0.08704,0.116736,0.083968,0.09728,0.099328,0.154624,0.126976,0.177152,0.118784,0.053248,0.026624,0.0],"img_height":["96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px"],"img_width":["96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px"],"name":["encoder.layer.0.attention.query","encoder.layer.1.attention.query","encoder.layer.2.attention.query","encoder.layer.3.attention.query","encoder.layer.4.attention.query","encoder.layer.5.attention.query","encoder.layer.6.attention.query","encoder.layer.7.attention.query","encoder.layer.8.attention.query","encoder.layer.9.attention.query","encoder.layer.10.attention.query","encoder.layer.11.attention.query"],"parameters":["0.09","0.12","0.08","0.10","0.10","0.15","0.13","0.18","0.12","0.05","0.03","0.00"],"url":["/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_0_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_1_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_2_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_3_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_4_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_5_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_6_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_7_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_8_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_9_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_10_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_11_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]},"selected":{"id":"1172"},"selection_policy":{"id":"1173"}},"id":"1129","type":"ColumnDataSource"},{"attributes":{"data":{"density":["28.0%","26.2%","23.3%","22.7%","32.5%","38.7%","28.0%","41.8%","30.6%","18.8%","13.5%","0.0%"],"height":[0.164864,0.154624,0.137216,0.134144,0.191488,0.228352,0.164864,0.246784,0.180224,0.110592,0.079872,0.0],"img_height":["96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px"],"img_width":["96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px"],"name":["encoder.layer.0.attention.output","encoder.layer.1.attention.output","encoder.layer.2.attention.output","encoder.layer.3.attention.output","encoder.layer.4.attention.output","encoder.layer.5.attention.output","encoder.layer.6.attention.output","encoder.layer.7.attention.output","encoder.layer.8.attention.output","encoder.layer.9.attention.output","encoder.layer.10.attention.output","encoder.layer.11.attention.output"],"parameters":["0.16","0.15","0.14","0.13","0.19","0.23","0.16","0.25","0.18","0.11","0.08","0.00"],"url":["/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_0_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_1_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_2_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_3_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_4_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_5_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_6_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_7_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_8_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_9_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_10_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_11_attention_output_dense.png"],"x":[0.5833333333333334,1.5833333333333333,2.5833333333333335,3.5833333333333335,4.583333333333333,5.583333333333333,6.583333333333333,7.583333333333333,8.583333333333334,9.583333333333334,10.583333333333334,11.583333333333334]},"selected":{"id":"1178"},"selection_policy":{"id":"1179"}},"id":"1147","type":"ColumnDataSource"},{"attributes":{},"id":"1169","type":"BasicTickFormatter"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#20cb97"},"line_alpha":{"value":0.1},"line_color":{"value":"#20cb97"},"top":{"field":"height"},"width":{"value":0.07142857142857142},"x":{"field":"x"}},"id":"1144","type":"VBar"},{"attributes":{},"id":"1176","type":"Selection"},{"attributes":{"data_source":{"id":"1141"},"glyph":{"id":"1143"},"hover_glyph":null,"muted_glyph":null,"name":"Wv","nonselection_glyph":{"id":"1144"},"view":{"id":"1146"}},"id":"1145","type":"GlyphRenderer"},{"attributes":{},"id":"1177","type":"UnionRenderers"},{"attributes":{},"id":"1120","type":"BasicTicker"},{"attributes":{"active_multi":null,"tools":[{"id":"1107"}]},"id":"1127","type":"Toolbar"},{"attributes":{"above":[{"id":"1159"}],"below":[{"id":"1119"}],"center":[{"id":"1122"},{"id":"1126"}],"height":300,"left":[{"id":"1123"}],"outline_line_color":null,"renderers":[{"id":"1133"},{"id":"1139"},{"id":"1145"},{"id":"1151"},{"id":"1157"}],"title":{"id":"1109"},"toolbar":{"id":"1127"},"width":505,"x_range":{"id":"1111"},"x_scale":{"id":"1115"},"y_range":{"id":"1113"},"y_scale":{"id":"1117"}},"id":"1108","subtype":"Figure","type":"Plot"},{"attributes":{"source":{"id":"1141"}},"id":"1146","type":"CDSView"},{"attributes":{},"id":"1166","type":"BasicTickFormatter"},{"attributes":{},"id":"1171","type":"AllLabels"},{"attributes":{"fill_color":{"value":"#f7b269"},"line_color":{"value":"#f7b269"},"top":{"field":"height"},"width":{"value":0.07142857142857142},"x":{"field":"x"}},"id":"1149","type":"VBar"},{"attributes":{"data":{"density":["54.5%","54.5%","57.6%","57.6%","69.4%","69.4%","72.4%","72.4%","69.4%","69.4%","67.6%","67.6%","61.4%","61.4%","49.3%","49.3%","25.3%","25.3%","10.9%","10.9%","5.1%","5.1%","5.1%","5.1%"],"height":[1.284864,1.284864,1.360128,1.360128,1.638144,1.638144,1.708032,1.708032,1.638144,1.638144,1.595904,1.595904,1.449216,1.449216,1.164288,1.164288,0.596736,0.596736,0.258048,0.258048,0.121344,0.121344,0.120576,0.120576],"img_height":["384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px"],"img_width":["96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px"],"name":["encoder.layer.0.intermediate","encoder.layer.0.output","encoder.layer.1.intermediate","encoder.layer.1.output","encoder.layer.2.intermediate","encoder.layer.2.output","encoder.layer.3.intermediate","encoder.layer.3.output","encoder.layer.4.intermediate","encoder.layer.4.output","encoder.layer.5.intermediate","encoder.layer.5.output","encoder.layer.6.intermediate","encoder.layer.6.output","encoder.layer.7.intermediate","encoder.layer.7.output","encoder.layer.8.intermediate","encoder.layer.8.output","encoder.layer.9.intermediate","encoder.layer.9.output","encoder.layer.10.intermediate","encoder.layer.10.output","encoder.layer.11.intermediate","encoder.layer.11.output"],"parameters":["1.28","1.28","1.36","1.36","1.64","1.64","1.71","1.71","1.64","1.64","1.60","1.60","1.45","1.45","1.16","1.16","0.60","0.60","0.26","0.26","0.12","0.12","0.12","0.12"],"url":["/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_0_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_0_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_1_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_1_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_2_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_2_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_3_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_3_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_4_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_4_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_5_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_5_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_6_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_6_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_7_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_7_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_8_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_8_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_9_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_9_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_10_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_10_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_11_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_11_output_dense.png"],"x":[0.75,0.9166666666666667,1.75,1.9166666666666665,2.75,2.916666666666667,3.75,3.916666666666667,4.75,4.916666666666666,5.75,5.916666666666666,6.75,6.916666666666666,7.75,7.916666666666666,8.75,8.916666666666668,9.75,9.916666666666668,10.75,10.916666666666668,11.75,11.916666666666668]},"selected":{"id":"1180"},"selection_policy":{"id":"1181"}},"id":"1153","type":"ColumnDataSource"},{"attributes":{},"id":"1168","type":"AllLabels"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#f7b269"},"line_alpha":{"value":0.1},"line_color":{"value":"#f7b269"},"top":{"field":"height"},"width":{"value":0.07142857142857142},"x":{"field":"x"}},"id":"1150","type":"VBar"},{"attributes":{},"id":"1172","type":"Selection"},{"attributes":{"data_source":{"id":"1147"},"glyph":{"id":"1149"},"hover_glyph":null,"muted_glyph":null,"name":"Wo","nonselection_glyph":{"id":"1150"},"view":{"id":"1152"}},"id":"1151","type":"GlyphRenderer"},{"attributes":{},"id":"1173","type":"UnionRenderers"},{"attributes":{"label":{"value":"FFN"},"renderers":[{"id":"1157"}]},"id":"1164","type":"LegendItem"},{"attributes":{"fill_color":{"value":"#aa69f7"},"line_color":{"value":"#aa69f7"},"top":{"field":"height"},"width":{"value":0.07142857142857142},"x":{"field":"x"}},"id":"1155","type":"VBar"},{"attributes":{},"id":"1117","type":"LinearScale"},{"attributes":{"source":{"id":"1153"}},"id":"1158","type":"CDSView"},{"attributes":{"data_source":{"id":"1153"},"glyph":{"id":"1155"},"hover_glyph":null,"muted_glyph":null,"name":"FFN","nonselection_glyph":{"id":"1156"},"view":{"id":"1158"}},"id":"1157","type":"GlyphRenderer"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#aa69f7"},"line_alpha":{"value":0.1},"line_color":{"value":"#aa69f7"},"top":{"field":"height"},"width":{"value":0.07142857142857142},"x":{"field":"x"}},"id":"1156","type":"VBar"}],"root_ids":["1108"]},"title":"Bokeh Application","version":"2.3.2"}}';
-                  var render_items = [{"docid":"2ef482b4-a875-4614-8279-9dd12632e399","root_ids":["1108"],"roots":{"1108":"ca8aceb6-0975-4d02-b19f-4c1a5df8bf71"}}];
+                  var docs_json = '{"26a004c6-8fab-4f02-8b46-12f868198a5e":{"defs":[],"roots":{"references":[{"attributes":{"fill_color":{"value":"#20cb97"},"line_color":{"value":"#20cb97"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1143","type":"VBar"},{"attributes":{"data_source":{"id":"1135"},"glyph":{"id":"1137"},"hover_glyph":null,"muted_glyph":null,"name":"Wk","nonselection_glyph":{"id":"1138"},"view":{"id":"1140"}},"id":"1139","type":"GlyphRenderer"},{"attributes":{"data":{"density":["28.0%","26.2%","23.3%","22.7%","32.5%","38.7%","28.0%","41.8%","30.6%","18.8%","13.5%","0.0%"],"height":[0.164864,0.154624,0.137216,0.134144,0.191488,0.228352,0.164864,0.246784,0.180224,0.110592,0.079872,0.0],"img_height":["96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px"],"img_width":["96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px"],"name":["encoder.layer.0.attention.output","encoder.layer.1.attention.output","encoder.layer.2.attention.output","encoder.layer.3.attention.output","encoder.layer.4.attention.output","encoder.layer.5.attention.output","encoder.layer.6.attention.output","encoder.layer.7.attention.output","encoder.layer.8.attention.output","encoder.layer.9.attention.output","encoder.layer.10.attention.output","encoder.layer.11.attention.output"],"parameters":["0.16","0.15","0.14","0.13","0.19","0.23","0.16","0.25","0.18","0.11","0.08","0.00"],"url":["/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_0_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_1_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_2_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_3_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_4_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_5_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_6_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_7_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_8_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_9_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_10_attention_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_11_attention_output_dense.png"],"x":[0.5833333333333334,1.5833333333333333,2.5833333333333335,3.5833333333333335,4.583333333333333,5.583333333333333,6.583333333333333,7.583333333333333,8.583333333333334,9.583333333333334,10.583333333333334,11.583333333333334]},"selected":{"id":"1179"},"selection_policy":{"id":"1178"}},"id":"1147","type":"ColumnDataSource"},{"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":"1144","type":"VBar"},{"attributes":{},"id":"1172","type":"UnionRenderers"},{"attributes":{},"id":"1115","type":"LinearScale"},{"attributes":{},"id":"1173","type":"Selection"},{"attributes":{"axis":{"id":"1119"},"grid_line_color":null,"ticker":null},"id":"1122","type":"Grid"},{"attributes":{"source":{"id":"1141"}},"id":"1146","type":"CDSView"},{"attributes":{"fill_color":{"value":"#f7b269"},"line_color":{"value":"#f7b269"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1149","type":"VBar"},{"attributes":{},"id":"1177","type":"Selection"},{"attributes":{"data_source":{"id":"1141"},"glyph":{"id":"1143"},"hover_glyph":null,"muted_glyph":null,"name":"Wv","nonselection_glyph":{"id":"1144"},"view":{"id":"1146"}},"id":"1145","type":"GlyphRenderer"},{"attributes":{"data":{"density":["14.8%","19.8%","14.2%","16.5%","16.8%","26.2%","21.5%","30.0%","20.1%","9.0%","4.5%","0.0%"],"height":[0.08704,0.116736,0.083968,0.09728,0.099328,0.154624,0.126976,0.177152,0.118784,0.053248,0.026624,0.0],"img_height":["96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px"],"img_width":["96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px"],"name":["encoder.layer.0.attention.query","encoder.layer.1.attention.query","encoder.layer.2.attention.query","encoder.layer.3.attention.query","encoder.layer.4.attention.query","encoder.layer.5.attention.query","encoder.layer.6.attention.query","encoder.layer.7.attention.query","encoder.layer.8.attention.query","encoder.layer.9.attention.query","encoder.layer.10.attention.query","encoder.layer.11.attention.query"],"parameters":["0.09","0.12","0.08","0.10","0.10","0.15","0.13","0.18","0.12","0.05","0.03","0.00"],"url":["/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_0_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_1_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_2_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_3_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_4_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_5_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_6_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_7_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_8_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_9_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_10_attention_self_query.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_11_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]},"selected":{"id":"1173"},"selection_policy":{"id":"1172"}},"id":"1129","type":"ColumnDataSource"},{"attributes":{"axis":{"id":"1123"},"dimension":1,"ticker":null},"id":"1126","type":"Grid"},{"attributes":{"data":{"density":["54.5%","54.5%","57.6%","57.6%","69.4%","69.4%","72.4%","72.4%","69.4%","69.4%","67.6%","67.6%","61.4%","61.4%","49.3%","49.3%","25.3%","25.3%","10.9%","10.9%","5.1%","5.1%","5.1%","5.1%"],"height":[1.284864,1.284864,1.360128,1.360128,1.638144,1.638144,1.708032,1.708032,1.638144,1.638144,1.595904,1.595904,1.449216,1.449216,1.164288,1.164288,0.596736,0.596736,0.258048,0.258048,0.121344,0.121344,0.120576,0.120576],"img_height":["384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px"],"img_width":["96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px","96px","384px"],"name":["encoder.layer.0.intermediate","encoder.layer.0.output","encoder.layer.1.intermediate","encoder.layer.1.output","encoder.layer.2.intermediate","encoder.layer.2.output","encoder.layer.3.intermediate","encoder.layer.3.output","encoder.layer.4.intermediate","encoder.layer.4.output","encoder.layer.5.intermediate","encoder.layer.5.output","encoder.layer.6.intermediate","encoder.layer.6.output","encoder.layer.7.intermediate","encoder.layer.7.output","encoder.layer.8.intermediate","encoder.layer.8.output","encoder.layer.9.intermediate","encoder.layer.9.output","encoder.layer.10.intermediate","encoder.layer.10.output","encoder.layer.11.intermediate","encoder.layer.11.output"],"parameters":["1.28","1.28","1.36","1.36","1.64","1.64","1.71","1.71","1.64","1.64","1.60","1.60","1.45","1.45","1.16","1.16","0.60","0.60","0.26","0.26","0.12","0.12","0.12","0.12"],"url":["/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_0_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_0_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_1_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_1_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_2_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_2_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_3_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_3_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_4_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_4_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_5_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_5_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_6_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_6_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_7_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_7_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_8_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_8_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_9_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_9_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_10_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_10_output_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_11_intermediate_dense.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_11_output_dense.png"],"x":[0.75,0.9166666666666667,1.75,1.9166666666666665,2.75,2.916666666666667,3.75,3.916666666666667,4.75,4.916666666666666,5.75,5.916666666666666,6.75,6.916666666666666,7.75,7.916666666666666,8.75,8.916666666666668,9.75,9.916666666666668,10.75,10.916666666666668,11.75,11.916666666666668]},"selected":{"id":"1181"},"selection_policy":{"id":"1180"}},"id":"1153","type":"ColumnDataSource"},{"attributes":{"axis_label":"Layer","formatter":{"id":"1168"},"major_label_policy":{"id":"1167"},"minor_tick_line_color":null,"ticker":{"id":"1120"}},"id":"1119","type":"LinearAxis"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#f7b269"},"line_alpha":{"value":0.1},"line_color":{"value":"#f7b269"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1150","type":"VBar"},{"attributes":{},"id":"1178","type":"UnionRenderers"},{"attributes":{"start":0},"id":"1113","type":"DataRange1d"},{"attributes":{},"id":"1117","type":"LinearScale"},{"attributes":{"fill_color":{"value":"#aa69f7"},"line_color":{"value":"#aa69f7"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1155","type":"VBar"},{"attributes":{},"id":"1167","type":"AllLabels"},{"attributes":{"data_source":{"id":"1147"},"glyph":{"id":"1149"},"hover_glyph":null,"muted_glyph":null,"name":"Wo","nonselection_glyph":{"id":"1150"},"view":{"id":"1152"}},"id":"1151","type":"GlyphRenderer"},{"attributes":{},"id":"1179","type":"Selection"},{"attributes":{},"id":"1168","type":"BasicTickFormatter"},{"attributes":{"items":[{"id":"1160"},{"id":"1161"},{"id":"1162"},{"id":"1163"},{"id":"1164"}],"location":[10,0],"orientation":"horizontal"},"id":"1159","type":"Legend"},{"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":"1156","type":"VBar"},{"attributes":{},"id":"1174","type":"UnionRenderers"},{"attributes":{"source":{"id":"1153"}},"id":"1158","type":"CDSView"},{"attributes":{},"id":"1175","type":"Selection"},{"attributes":{"data_source":{"id":"1153"},"glyph":{"id":"1155"},"hover_glyph":null,"muted_glyph":null,"name":"FFN","nonselection_glyph":{"id":"1156"},"view":{"id":"1158"}},"id":"1157","type":"GlyphRenderer"},{"attributes":{},"id":"1170","type":"AllLabels"},{"attributes":{},"id":"1171","type":"BasicTickFormatter"},{"attributes":{"label":{"value":"Wq"},"renderers":[{"id":"1133"}]},"id":"1160","type":"LegendItem"},{"attributes":{"data":{"density":["14.4%","19.4%","14.8%","17.7%","18.1%","27.6%","21.4%","33.0%","25.3%","15.1%","6.9%","0.0%"],"height":[0.084992,0.114688,0.08704,0.104448,0.106496,0.162816,0.125952,0.19456,0.149504,0.089088,0.04096,0.0],"img_height":["96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px"],"img_width":["96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px"],"name":["encoder.layer.0.attention.key","encoder.layer.1.attention.key","encoder.layer.2.attention.key","encoder.layer.3.attention.key","encoder.layer.4.attention.key","encoder.layer.5.attention.key","encoder.layer.6.attention.key","encoder.layer.7.attention.key","encoder.layer.8.attention.key","encoder.layer.9.attention.key","encoder.layer.10.attention.key","encoder.layer.11.attention.key"],"parameters":["0.08","0.11","0.09","0.10","0.11","0.16","0.13","0.19","0.15","0.09","0.04","0.00"],"url":["/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_0_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_1_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_2_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_3_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_4_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_5_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_6_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_7_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_8_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_9_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_10_attention_self_key.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_11_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]},"selected":{"id":"1175"},"selection_policy":{"id":"1174"}},"id":"1135","type":"ColumnDataSource"},{"attributes":{},"id":"1180","type":"UnionRenderers"},{"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":"1132","type":"VBar"},{"attributes":{"label":{"value":"Wk"},"renderers":[{"id":"1139"}]},"id":"1161","type":"LegendItem"},{"attributes":{"source":{"id":"1129"}},"id":"1134","type":"CDSView"},{"attributes":{"text":"Transformer Layers"},"id":"1109","type":"Title"},{"attributes":{},"id":"1181","type":"Selection"},{"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":"1107","type":"HoverTool"},{"attributes":{"data_source":{"id":"1129"},"glyph":{"id":"1131"},"hover_glyph":null,"muted_glyph":null,"name":"Wq","nonselection_glyph":{"id":"1132"},"view":{"id":"1134"}},"id":"1133","type":"GlyphRenderer"},{"attributes":{"axis_label":"Parameters (M)","formatter":{"id":"1171"},"major_label_policy":{"id":"1170"},"minor_tick_line_color":null,"ticker":{"id":"1124"}},"id":"1123","type":"LinearAxis"},{"attributes":{"fill_color":{"value":"#ed5642"},"line_color":{"value":"#ed5642"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1137","type":"VBar"},{"attributes":{"fill_color":{"value":"#6573f7"},"line_color":{"value":"#6573f7"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1131","type":"VBar"},{"attributes":{"label":{"value":"Wv"},"renderers":[{"id":"1145"}]},"id":"1162","type":"LegendItem"},{"attributes":{"data":{"density":["27.1%","23.8%","22.4%","22.2%","33.0%","38.7%","26.2%","42.2%","32.1%","22.4%","14.6%","0.0%"],"height":[0.159744,0.140288,0.132096,0.131072,0.19456,0.228352,0.154624,0.248832,0.18944,0.132096,0.086016,0.0],"img_height":["96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px"],"img_width":["96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px","96px"],"name":["encoder.layer.0.attention.value","encoder.layer.1.attention.value","encoder.layer.2.attention.value","encoder.layer.3.attention.value","encoder.layer.4.attention.value","encoder.layer.5.attention.value","encoder.layer.6.attention.value","encoder.layer.7.attention.value","encoder.layer.8.attention.value","encoder.layer.9.attention.value","encoder.layer.10.attention.value","encoder.layer.11.attention.value"],"parameters":["0.16","0.14","0.13","0.13","0.19","0.23","0.15","0.25","0.19","0.13","0.09","0.00"],"url":["/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_0_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_1_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_2_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_3_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_4_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_5_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_6_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_7_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_8_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_9_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_10_attention_self_value.png","/echarlaix/bert-base-uncased-sst2-acc91.1-d37-hybrid/raw/main/model_card/images/layer_11_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]},"selected":{"id":"1177"},"selection_policy":{"id":"1176"}},"id":"1141","type":"ColumnDataSource"},{"attributes":{"label":{"value":"FFN"},"renderers":[{"id":"1157"}]},"id":"1164","type":"LegendItem"},{"attributes":{},"id":"1124","type":"BasicTicker"},{"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":"1138","type":"VBar"},{"attributes":{},"id":"1111","type":"DataRange1d"},{"attributes":{"label":{"value":"Wo"},"renderers":[{"id":"1151"}]},"id":"1163","type":"LegendItem"},{"attributes":{},"id":"1176","type":"UnionRenderers"},{"attributes":{},"id":"1120","type":"BasicTicker"},{"attributes":{"source":{"id":"1147"}},"id":"1152","type":"CDSView"},{"attributes":{"above":[{"id":"1159"}],"below":[{"id":"1119"}],"center":[{"id":"1122"},{"id":"1126"}],"height":300,"left":[{"id":"1123"}],"outline_line_color":null,"renderers":[{"id":"1133"},{"id":"1139"},{"id":"1145"},{"id":"1151"},{"id":"1157"}],"title":{"id":"1109"},"toolbar":{"id":"1127"},"width":505,"x_range":{"id":"1111"},"x_scale":{"id":"1115"},"y_range":{"id":"1113"},"y_scale":{"id":"1117"}},"id":"1108","subtype":"Figure","type":"Plot"},{"attributes":{"active_multi":null,"tools":[{"id":"1107"}]},"id":"1127","type":"Toolbar"},{"attributes":{"source":{"id":"1135"}},"id":"1140","type":"CDSView"}],"root_ids":["1108"]},"title":"Bokeh Application","version":"2.3.2"}}';
+                  var render_items = [{"docid":"26a004c6-8fab-4f02-8b46-12f868198a5e","root_ids":["1108"],"roots":{"1108":"2d0fc334-fe98-4315-8890-d6eaca1fa9be"}}];
                   root.Bokeh.embed.embed_items(docs_json, render_items);
                 
                   }