Adding modes, graphs and metadata.

README.md

@@ -42,7 +42,7 @@ Here is a detailed view on how the remaining heads are distributed in the networ
 
 ## Density plot
 
-<script src="/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/density.js" id="61a5e601-a8d3-463f-98db-8fbf642810fe"></script>
+<script src="/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/density.js" id="f13abc48-a923-4196-b521-1eb254fe8abe"></script>
 
 ## Details
 

model_card/density.js

@@ -16,9 +16,9 @@
       
       
     
-      var element = document.getElementById("61a5e601-a8d3-463f-98db-8fbf642810fe");
+      var element = document.getElementById("f13abc48-a923-4196-b521-1eb254fe8abe");
         if (element == null) {
-          console.warn("Bokeh: autoload.js configured with elementid '61a5e601-a8d3-463f-98db-8fbf642810fe' but no matching script tag was found.")
+          console.warn("Bokeh: autoload.js configured with elementid 'f13abc48-a923-4196-b521-1eb254fe8abe' but no matching script tag was found.")
         }
       
     
@@ -115,8 +115,8 @@
                 (function(root) {
                   function embed_document(root) {
                     
-                  var docs_json = '{"85871f7a-7ebc-41fd-a69b-d83ad72afa1c":{"roots":{"references":[{"attributes":{"data_source":{"id":"1501"},"glyph":{"id":"1503"},"hover_glyph":null,"muted_glyph":null,"name":"fully connected","nonselection_glyph":{"id":"1504"},"selection_glyph":null,"view":{"id":"1506"}},"id":"1505","type":"GlyphRenderer"},{"attributes":{"data":{"density":["0.18","0.17","0.22","0.30","0.16","0.20","0.17","0.23","0.13","0.18","0.11","0.08"],"height":[0.1753472238779068,0.171875,0.21875,0.3020833432674408,0.1579861044883728,0.1979166716337204,0.1701388955116272,0.234375,0.1284722238779068,0.1753472238779068,0.1059027761220932,0.0815972238779068],"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":["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"],"url":["https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_0_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_1_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_2_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_3_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_4_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_5_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_6_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_7_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_8_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_9_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_10_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_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":"1480"},"selection_policy":{"id":"1481"}},"id":"1467","type":"ColumnDataSource"},{"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":"1430","type":"HoverTool"},{"attributes":{},"id":"1518","type":"Selection"},{"attributes":{},"id":"1480","type":"Selection"},{"attributes":{"fill_color":{"value":"#aa69f7"},"line_color":{"value":"#aa69f7"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1503","type":"VBar"},{"attributes":{},"id":"1463","type":"Selection"},{"attributes":{"data":{"density":["0.25","0.38","0.35","0.14","0.31","0.28","0.21","0.47","0.40","0.28","0.37","0.31","0.19","0.35","0.29","0.20","0.38","0.28","0.15","0.28","0.22","0.19","0.18","0.14","0.08","0.06","0.04","0.05","0.03","0.02","0.05","0.06","0.04","0.03","0.06","0.04"],"height":[0.2517361044883728,0.3754340410232544,0.3493923544883728,0.1440972238779068,0.3146701455116272,0.2782118022441864,0.2083333283662796,0.4674479067325592,0.3975694477558136,0.2760416567325592,0.3702256977558136,0.3068576455116272,0.1909722238779068,0.3537326455116272,0.29296875,0.2013888955116272,0.3767361044883728,0.2769097089767456,0.1545138955116272,0.2795138955116272,0.2165798544883728,0.1927083283662796,0.18359375,0.1371527761220932,0.0833333358168602,0.0568576380610466,0.04296875,0.0451388880610466,0.02864583395421505,0.02300347201526165,0.0538194440305233,0.0555555559694767,0.0373263880610466,0.02604166604578495,0.0564236119389534,0.0355902761220932],"img_height":["96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px"],"img_width":["96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px"],"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"],"url":["https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_0_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_0_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_0_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_1_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_1_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_1_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_2_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_2_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_2_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_3_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_3_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_3_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_4_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_4_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_4_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_5_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_5_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_5_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_6_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_6_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_6_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_7_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_7_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_7_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_8_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_8_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_8_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_9_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_9_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_9_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_10_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_10_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_10_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_11_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_11_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_11_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]},"selected":{"id":"1518"},"selection_policy":{"id":"1519"}},"id":"1501","type":"ColumnDataSource"},{"attributes":{},"id":"1464","type":"UnionRenderers"},{"attributes":{},"id":"1481","type":"UnionRenderers"},{"attributes":{},"id":"1519","type":"UnionRenderers"},{"attributes":{"fill_color":{"value":"#6573f7"},"line_color":{"value":"#6573f7"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1454","type":"VBar"},{"attributes":{"text":"Transformer Layers"},"id":"1432","type":"Title"},{"attributes":{"below":[{"id":"1442"}],"center":[{"id":"1445"},{"id":"1449"},{"id":"1465"}],"left":[{"id":"1446"}],"outline_line_color":null,"plot_height":300,"plot_width":505,"renderers":[{"id":"1456"},{"id":"1471"},{"id":"1487"},{"id":"1505"}],"title":{"id":"1432"},"toolbar":{"id":"1450"},"x_range":{"id":"1434"},"x_scale":{"id":"1438"},"y_range":{"id":"1436"},"y_scale":{"id":"1440"}},"id":"1431","subtype":"Figure","type":"Plot"},{"attributes":{"source":{"id":"1501"}},"id":"1506","type":"CDSView"},{"attributes":{},"id":"1459","type":"BasicTickFormatter"},{"attributes":{"axis_label":"Density","formatter":{"id":"1459"},"minor_tick_line_color":null,"ticker":{"id":"1447"}},"id":"1446","type":"LinearAxis"},{"attributes":{"label":{"value":"value"},"renderers":[{"id":"1487"}]},"id":"1500","type":"LegendItem"},{"attributes":{"start":0},"id":"1436","type":"DataRange1d"},{"attributes":{},"id":"1434","type":"DataRange1d"},{"attributes":{"data":{"density":["0.16","0.17","0.22","0.29","0.15","0.17","0.15","0.19","0.12","0.16","0.11","0.07"],"height":[0.15625,0.1666666716337204,0.2170138955116272,0.2881944477558136,0.1510416716337204,0.1701388955116272,0.1475694477558136,0.1927083283662796,0.1180555522441864,0.1631944477558136,0.1145833358168602,0.0694444477558136],"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":["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"],"url":["https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_0_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_1_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_2_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_3_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_4_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_5_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_6_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_7_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_8_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_9_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_10_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_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":"1463"},"selection_policy":{"id":"1464"}},"id":"1452","type":"ColumnDataSource"},{"attributes":{"axis_label":"Layer","formatter":{"id":"1461"},"minor_tick_line_color":null,"ticker":{"id":"1443"}},"id":"1442","type":"LinearAxis"},{"attributes":{},"id":"1443","type":"BasicTicker"},{"attributes":{"fill_color":{"value":"#20cb97"},"line_color":{"value":"#20cb97"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1485","type":"VBar"},{"attributes":{},"id":"1440","type":"LinearScale"},{"attributes":{"data_source":{"id":"1483"},"glyph":{"id":"1485"},"hover_glyph":null,"muted_glyph":null,"name":"value","nonselection_glyph":{"id":"1486"},"selection_glyph":null,"view":{"id":"1488"}},"id":"1487","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":"1486","type":"VBar"},{"attributes":{"active_drag":"auto","active_inspect":"auto","active_multi":null,"active_scroll":"auto","active_tap":"auto","tools":[{"id":"1430"}]},"id":"1450","type":"Toolbar"},{"attributes":{"label":{"value":"query"},"renderers":[{"id":"1456"}]},"id":"1466","type":"LegendItem"},{"attributes":{"source":{"id":"1483"}},"id":"1488","type":"CDSView"},{"attributes":{"label":{"value":"fully connected"},"renderers":[{"id":"1505"}]},"id":"1520","type":"LegendItem"},{"attributes":{"axis":{"id":"1442"},"grid_line_color":null,"ticker":null},"id":"1445","type":"Grid"},{"attributes":{"label":{"value":"key"},"renderers":[{"id":"1471"}]},"id":"1482","type":"LegendItem"},{"attributes":{"fill_color":{"value":"#ed5642"},"line_color":{"value":"#ed5642"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1469","type":"VBar"},{"attributes":{"data_source":{"id":"1467"},"glyph":{"id":"1469"},"hover_glyph":null,"muted_glyph":null,"name":"key","nonselection_glyph":{"id":"1470"},"selection_glyph":null,"view":{"id":"1472"}},"id":"1471","type":"GlyphRenderer"},{"attributes":{},"id":"1438","type":"LinearScale"},{"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":"1470","type":"VBar"},{"attributes":{"axis":{"id":"1446"},"dimension":1,"ticker":null},"id":"1449","type":"Grid"},{"attributes":{"source":{"id":"1467"}},"id":"1472","type":"CDSView"},{"attributes":{},"id":"1447","type":"BasicTicker"},{"attributes":{"data":{"density":["0.25","0.15","0.20","0.27","0.18","0.22","0.16","0.24","0.10","0.06","0.05","0.03"],"height":[0.2482638955116272,0.1458333283662796,0.1979166716337204,0.2708333432674408,0.1788194477558136,0.2170138955116272,0.1649305522441864,0.2378472238779068,0.0989583358168602,0.0555555559694767,0.046875,0.0295138880610466],"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":["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"],"url":["https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_0_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_1_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_2_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_3_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_4_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_5_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_6_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_7_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_8_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_9_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_10_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_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":"1498"},"selection_policy":{"id":"1499"}},"id":"1483","type":"ColumnDataSource"},{"attributes":{},"id":"1461","type":"BasicTickFormatter"},{"attributes":{"source":{"id":"1452"}},"id":"1457","type":"CDSView"},{"attributes":{},"id":"1498","type":"Selection"},{"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":"1455","type":"VBar"},{"attributes":{},"id":"1499","type":"UnionRenderers"},{"attributes":{"items":[{"id":"1466"},{"id":"1482"},{"id":"1500"},{"id":"1520"}],"location":"top_left","orientation":"horizontal"},"id":"1465","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":"1504","type":"VBar"},{"attributes":{"data_source":{"id":"1452"},"glyph":{"id":"1454"},"hover_glyph":null,"muted_glyph":null,"name":"query","nonselection_glyph":{"id":"1455"},"selection_glyph":null,"view":{"id":"1457"}},"id":"1456","type":"GlyphRenderer"}],"root_ids":["1431"]},"title":"Bokeh Application","version":"2.2.3"}}';
-                  var render_items = [{"docid":"85871f7a-7ebc-41fd-a69b-d83ad72afa1c","root_ids":["1431"],"roots":{"1431":"61a5e601-a8d3-463f-98db-8fbf642810fe"}}];
+                  var docs_json = '{"62227a6f-66d0-4119-981e-a62a0c0d200d":{"roots":{"references":[{"attributes":{},"id":"1464","type":"Selection"},{"attributes":{"axis":{"id":"1442"},"grid_line_color":null,"ticker":null},"id":"1445","type":"Grid"},{"attributes":{},"id":"1460","type":"BasicTickFormatter"},{"attributes":{},"id":"1463","type":"UnionRenderers"},{"attributes":{"fill_color":{"value":"#aa69f7"},"line_color":{"value":"#aa69f7"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1503","type":"VBar"},{"attributes":{"data_source":{"id":"1501"},"glyph":{"id":"1503"},"hover_glyph":null,"muted_glyph":null,"name":"fully connected","nonselection_glyph":{"id":"1504"},"selection_glyph":null,"view":{"id":"1506"}},"id":"1505","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":"1455","type":"VBar"},{"attributes":{"fill_color":{"value":"#ed5642"},"line_color":{"value":"#ed5642"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1469","type":"VBar"},{"attributes":{"data":{"density":["0.25","0.15","0.20","0.27","0.18","0.22","0.16","0.24","0.10","0.06","0.05","0.03"],"height":[0.2482638955116272,0.1458333283662796,0.1979166716337204,0.2708333432674408,0.1788194477558136,0.2170138955116272,0.1649305522441864,0.2378472238779068,0.0989583358168602,0.0555555559694767,0.046875,0.0295138880610466],"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":["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"],"url":["https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_0_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_1_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_2_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_3_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_4_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_5_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_6_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_7_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_8_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_9_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_10_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_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":"1499"},"selection_policy":{"id":"1498"}},"id":"1483","type":"ColumnDataSource"},{"attributes":{"data":{"density":["0.25","0.38","0.35","0.14","0.31","0.28","0.21","0.47","0.40","0.28","0.37","0.31","0.19","0.35","0.29","0.20","0.38","0.28","0.15","0.28","0.22","0.19","0.18","0.14","0.08","0.06","0.04","0.05","0.03","0.02","0.05","0.06","0.04","0.03","0.06","0.04"],"height":[0.2517361044883728,0.3754340410232544,0.3493923544883728,0.1440972238779068,0.3146701455116272,0.2782118022441864,0.2083333283662796,0.4674479067325592,0.3975694477558136,0.2760416567325592,0.3702256977558136,0.3068576455116272,0.1909722238779068,0.3537326455116272,0.29296875,0.2013888955116272,0.3767361044883728,0.2769097089767456,0.1545138955116272,0.2795138955116272,0.2165798544883728,0.1927083283662796,0.18359375,0.1371527761220932,0.0833333358168602,0.0568576380610466,0.04296875,0.0451388880610466,0.02864583395421505,0.02300347201526165,0.0538194440305233,0.0555555559694767,0.0373263880610466,0.02604166604578495,0.0564236119389534,0.0355902761220932],"img_height":["96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px"],"img_width":["96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px","96px","96px","384px"],"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"],"url":["https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_0_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_0_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_0_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_1_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_1_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_1_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_2_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_2_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_2_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_3_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_3_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_3_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_4_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_4_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_4_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_5_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_5_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_5_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_6_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_6_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_6_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_7_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_7_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_7_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_8_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_8_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_8_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_9_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_9_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_9_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_10_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_10_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_10_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_11_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_11_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_11_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]},"selected":{"id":"1519"},"selection_policy":{"id":"1518"}},"id":"1501","type":"ColumnDataSource"},{"attributes":{},"id":"1447","type":"BasicTicker"},{"attributes":{"label":{"value":"fully connected"},"renderers":[{"id":"1505"}]},"id":"1520","type":"LegendItem"},{"attributes":{"label":{"value":"query"},"renderers":[{"id":"1456"}]},"id":"1466","type":"LegendItem"},{"attributes":{"fill_color":{"value":"#20cb97"},"line_color":{"value":"#20cb97"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1485","type":"VBar"},{"attributes":{"start":0},"id":"1436","type":"DataRange1d"},{"attributes":{},"id":"1438","type":"LinearScale"},{"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":"1486","type":"VBar"},{"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":"1504","type":"VBar"},{"attributes":{},"id":"1462","type":"BasicTickFormatter"},{"attributes":{"data":{"density":["0.18","0.17","0.22","0.30","0.16","0.20","0.17","0.23","0.13","0.18","0.11","0.08"],"height":[0.1753472238779068,0.171875,0.21875,0.3020833432674408,0.1579861044883728,0.1979166716337204,0.1701388955116272,0.234375,0.1284722238779068,0.1753472238779068,0.1059027761220932,0.0815972238779068],"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":["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"],"url":["https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_0_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_1_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_2_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_3_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_4_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_5_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_6_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_7_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_8_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_9_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_10_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_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":"1481"},"selection_policy":{"id":"1480"}},"id":"1467","type":"ColumnDataSource"},{"attributes":{"data_source":{"id":"1483"},"glyph":{"id":"1485"},"hover_glyph":null,"muted_glyph":null,"name":"value","nonselection_glyph":{"id":"1486"},"selection_glyph":null,"view":{"id":"1488"}},"id":"1487","type":"GlyphRenderer"},{"attributes":{"source":{"id":"1483"}},"id":"1488","type":"CDSView"},{"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":"1430","type":"HoverTool"},{"attributes":{"axis_label":"Density","formatter":{"id":"1462"},"minor_tick_line_color":null,"ticker":{"id":"1447"}},"id":"1446","type":"LinearAxis"},{"attributes":{"data":{"density":["0.16","0.17","0.22","0.29","0.15","0.17","0.15","0.19","0.12","0.16","0.11","0.07"],"height":[0.15625,0.1666666716337204,0.2170138955116272,0.2881944477558136,0.1510416716337204,0.1701388955116272,0.1475694477558136,0.1927083283662796,0.1180555522441864,0.1631944477558136,0.1145833358168602,0.0694444477558136],"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":["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"],"url":["https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_0_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_1_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_2_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_3_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_4_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_5_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_6_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_7_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_8_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_9_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_images/layer_10_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1/raw/main/model_card/layer_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":"1464"},"selection_policy":{"id":"1463"}},"id":"1452","type":"ColumnDataSource"},{"attributes":{"label":{"value":"key"},"renderers":[{"id":"1471"}]},"id":"1482","type":"LegendItem"},{"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":"1470","type":"VBar"},{"attributes":{"data_source":{"id":"1452"},"glyph":{"id":"1454"},"hover_glyph":null,"muted_glyph":null,"name":"query","nonselection_glyph":{"id":"1455"},"selection_glyph":null,"view":{"id":"1457"}},"id":"1456","type":"GlyphRenderer"},{"attributes":{},"id":"1498","type":"UnionRenderers"},{"attributes":{"data_source":{"id":"1467"},"glyph":{"id":"1469"},"hover_glyph":null,"muted_glyph":null,"name":"key","nonselection_glyph":{"id":"1470"},"selection_glyph":null,"view":{"id":"1472"}},"id":"1471","type":"GlyphRenderer"},{"attributes":{"source":{"id":"1467"}},"id":"1472","type":"CDSView"},{"attributes":{},"id":"1499","type":"Selection"},{"attributes":{"text":"Transformer Layers"},"id":"1432","type":"Title"},{"attributes":{"label":{"value":"value"},"renderers":[{"id":"1487"}]},"id":"1500","type":"LegendItem"},{"attributes":{},"id":"1519","type":"Selection"},{"attributes":{"items":[{"id":"1466"},{"id":"1482"},{"id":"1500"},{"id":"1520"}],"location":"top_left","orientation":"horizontal"},"id":"1465","type":"Legend"},{"attributes":{"source":{"id":"1501"}},"id":"1506","type":"CDSView"},{"attributes":{},"id":"1443","type":"BasicTicker"},{"attributes":{"fill_color":{"value":"#6573f7"},"line_color":{"value":"#6573f7"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1454","type":"VBar"},{"attributes":{"active_drag":"auto","active_inspect":"auto","active_multi":null,"active_scroll":"auto","active_tap":"auto","tools":[{"id":"1430"}]},"id":"1450","type":"Toolbar"},{"attributes":{"axis":{"id":"1446"},"dimension":1,"ticker":null},"id":"1449","type":"Grid"},{"attributes":{},"id":"1518","type":"UnionRenderers"},{"attributes":{"below":[{"id":"1442"}],"center":[{"id":"1445"},{"id":"1449"},{"id":"1465"}],"left":[{"id":"1446"}],"outline_line_color":null,"plot_height":300,"plot_width":505,"renderers":[{"id":"1456"},{"id":"1471"},{"id":"1487"},{"id":"1505"}],"title":{"id":"1432"},"toolbar":{"id":"1450"},"x_range":{"id":"1434"},"x_scale":{"id":"1438"},"y_range":{"id":"1436"},"y_scale":{"id":"1440"}},"id":"1431","subtype":"Figure","type":"Plot"},{"attributes":{},"id":"1440","type":"LinearScale"},{"attributes":{"source":{"id":"1452"}},"id":"1457","type":"CDSView"},{"attributes":{},"id":"1480","type":"UnionRenderers"},{"attributes":{"axis_label":"Layer","formatter":{"id":"1460"},"minor_tick_line_color":null,"ticker":{"id":"1443"}},"id":"1442","type":"LinearAxis"},{"attributes":{},"id":"1481","type":"Selection"},{"attributes":{},"id":"1434","type":"DataRange1d"}],"root_ids":["1431"]},"title":"Bokeh Application","version":"2.2.3"}}';
+                  var render_items = [{"docid":"62227a6f-66d0-4119-981e-a62a0c0d200d","root_ids":["1431"],"roots":{"1431":"f13abc48-a923-4196-b521-1eb254fe8abe"}}];
                   root.Bokeh.embed.embed_items(docs_json, render_items);
                 
                   }

model_meta.json

@@ -0,0 +1,160 @@
+{
+    "args": {
+        "adam_epsilon": 1e-08, 
+        "alpha_ce": 0.1, 
+        "alpha_distil": 0.9, 
+        "ampere_learning_rate": 0.01, 
+        "ampere_mask_init": "constant", 
+        "ampere_mask_scale": 0.0, 
+        "ampere_pruning_method": "disabled", 
+        "cache_dir": "", 
+        "config_name": "", 
+        "data_dir": "squad_data", 
+        "do_eval": true, 
+        "do_lower_case": true, 
+        "do_train": true, 
+        "doc_stride": 128, 
+        "eval_all_checkpoints": true, 
+        "eval_batch_size": 16, 
+        "evaluate_during_training": false, 
+        "final_ampere_temperature": 20, 
+        "final_lambda": 50, 
+        "final_shuffling_temperature": 20, 
+        "final_threshold": 0.1, 
+        "final_warmup": 10, 
+        "fp16": false, 
+        "fp16_opt_level": "O1", 
+        "global_topk": false, 
+        "global_topk_frequency_compute": 25, 
+        "gradient_accumulation_steps": 1, 
+        "in_shuffling_group": 4, 
+        "initial_ampere_temperature": 0.0, 
+        "initial_shuffling_temperature": 0.1, 
+        "initial_threshold": 0.0, 
+        "initial_warmup": 1, 
+        "lang_id": 0, 
+        "learning_rate": 3e-05, 
+        "local_rank": -1, 
+        "logging_steps": 500, 
+        "mask_block_cols": 32, 
+        "mask_block_rows": 32, 
+        "mask_init": "constant", 
+        "mask_scale": 0.0, 
+        "mask_scores_learning_rate": 0.01, 
+        "max_answer_length": 30, 
+        "max_grad_norm": 1.0, 
+        "max_query_length": 64, 
+        "max_seq_length": 384, 
+        "max_steps": -1, 
+        "model_name_or_path": "bert-base-uncased", 
+        "model_type": "masked_bert", 
+        "n_best_size": 20, 
+        "n_gpu": 1, 
+        "no_cuda": false, 
+        "null_score_diff_threshold": 0.0, 
+        "num_train_epochs": 20.0, 
+        "out_shuffling_group": 4, 
+        "overwrite_cache": false, 
+        "overwrite_output_dir": true, 
+        "per_gpu_eval_batch_size": 16, 
+        "per_gpu_train_batch_size": 16, 
+        "predict_file": "dev-v1.1.json", 
+        "pruning_method": "sigmoied_threshold", 
+        "pruning_submethod": "default", 
+        "regularization": "l1", 
+        "save_steps": 5000, 
+        "seed": 42, 
+        "server_ip": "", 
+        "server_port": "", 
+        "shuffling_learning_rate": 0.001, 
+        "shuffling_method": "disabled", 
+        "teacher_name_or_path": "csarron/bert-base-uncased-squad-v1", 
+        "teacher_type": "bert", 
+        "temperature": 2.0, 
+        "threads": 8, 
+        "tokenizer_name": "", 
+        "train_batch_size": 16, 
+        "train_file": "train-v1.1.json", 
+        "truncate_train_examples": -1, 
+        "verbose_logging": false, 
+        "version_2_with_negative": false, 
+        "warmup_steps": 5400, 
+        "weight_decay": 0.0
+    }, 
+    "config": {
+        "_name_or_path": "bert-base-uncased", 
+        "ampere_mask_init": "constant", 
+        "ampere_mask_scale": 0.0, 
+        "ampere_pruning_method": "disabled", 
+        "architectures": ["MaskedBertForQuestionAnswering"], 
+        "attention_probs_dropout_prob": 0.1, 
+        "hidden_act": "gelu", 
+        "hidden_dropout_prob": 0.1, 
+        "hidden_size": 768, 
+        "in_shuffling_group": 4, 
+        "initializer_range": 0.02, 
+        "intermediate_size": 3072, 
+        "layer_norm_eps": 1e-12, 
+        "mask_block_cols": 32, 
+        "mask_block_rows": 32, 
+        "mask_init": "constant", 
+        "mask_scale": 0.0, 
+        "max_position_embeddings": 512, 
+        "model_type": "masked_bert", 
+        "num_attention_heads": 12, 
+        "num_hidden_layers": 12, 
+        "out_shuffling_group": 4, 
+        "pad_token_id": 0, 
+        "pruning_method": "sigmoied_threshold", 
+        "pruning_submethod": "default", 
+        "shuffling_method": "disabled", 
+        "type_vocab_size": 2, 
+        "vocab_size": 30522
+    }, 
+    "packaging": {
+        "model_name": "madlag/bert-base-uncased-squad1.1-block-sparse-0.20-v1", 
+        "model_owner": "madlag", 
+        "pytorch_final_file_size": 364810487
+    }, 
+    "performance": {
+        "dense": {
+            "eval_elapsed_time": 42.67642272700323
+        }, 
+        "pytorch_block_sparse": {
+            "eval_elapsed_time": 30.794714744988596
+        }, 
+        "speedup": 1.3858359488115801
+    }, 
+    "precision": {
+        "exact": 76.98202514648438, 
+        "f1": 85.4483871459961
+    }, 
+    "sparsity": {
+        "ampere": false, 
+        "block_size": [32, 32], 
+        "block_sparse": true, 
+        "block_sparse_density": 0.2017264660493827, 
+        "block_sparse_nnz": 16732, 
+        "block_sparse_total": 82944, 
+        "global_density": 0.3807202378419934, 
+        "is_block_sparse_valid": true, 
+        "nnz_parameters": 41682690, 
+        "parameters": 109483778, 
+        "pruned_heads": {
+            "0": [0, 2, 4, 5, 6, 7, 9, 11], 
+            "1": [0, 1, 2, 3, 5, 6, 7, 8, 9], 
+            "2": [1, 2, 3, 4, 5, 7, 8, 11], 
+            "3": [2, 3, 4, 6, 7, 10], 
+            "4": [0, 1, 2, 6, 7, 8, 10, 11], 
+            "5": [0, 1, 2, 4, 5, 6, 7, 11], 
+            "6": [0, 2, 3, 4, 6, 7, 10], 
+            "7": [1, 3, 6, 7, 11], 
+            "8": [0, 2, 3, 4, 5, 6, 7, 8], 
+            "9": [1, 3, 4, 5, 7, 9, 10], 
+            "10": [1, 4, 5, 6, 7, 8, 9], 
+            "11": [0, 2, 3, 5, 6, 7, 8, 10, 11]
+        }, 
+        "total_attention_heads": 144, 
+        "total_pruned_attention_heads": 90
+    }
+}

pytorch_model.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fa72fd224cb86e1e7f35278bfb12db9e29f0491cd391e9e628ca19e710bd6077
-size 364810489
+oid sha256:0a9a3ff3c27e31f0b91be17ebe99cc59bb7085070126bae1c8974b8104d4183e
+size 364810487