Updating Readme.

README.md

@@ -19,23 +19,197 @@ widget:
 
 ## BERT-base uncased model fine-tuned on SQuAD v1
 
-This model is [block-sparse](https://github.com/huggingface/pytorch_block_sparse).
+This model is [block-sparse](https://github.com/huggingface/pytorch_block_sparse): the linear layers contains 12.5% of the original weights.
+The model contains 32.1% of the original weights overall.
+The training use a modified version of Victor Sanh [Movement Pruning](https://arxiv.org/abs/2005.07683) method.
 
-That means that with the right runtime it can run roughly 3x faster than an dense network, with 25% of the original weights. 
+That means that with the right runtime it can run faster than an dense networks, at the price of some impact on the accuracy (see below).
 
-This of course has some impact on the accuracy (see below).
-
-It uses a modified version of Victor Sanh [Movement Pruning](https://arxiv.org/abs/2005.07683) method.
 
 This model was fine-tuned from the HuggingFace[BERT](https://www.aclweb.org/anthology/N19-1423/) base uncased checkpoint on [SQuAD1.1](https://rajpurkar.github.io/SQuAD-explorer), and distilled from the equivalent model [csarron/bert-base-uncased-squad-v1](https://huggingface.co/csarron/bert-base-uncased-squad-v1).
 This model is case-insensitive: it does not make a difference between english and English.
 
 ## Pruning details
+A side-effect of the block pruning is that some of the attention heads are completely removed: in this case, 97 heads were removed on a total of 144 (67.4%).
+Here is a detailed view on how the remaining heads are distributed in the network after pruning.
+
 ![Pruning details](https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/pruning.svg)
 
 ## Density plot
-
-<script src="/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/density.js" id="4af67900-bd92-4310-973e-0cf20443efff"></script>
+(function() {
+  var fn = function() {
+    
+    (function(root) {
+      function now() {
+        return new Date();
+      }
+    
+      var force = false;
+    
+      if (typeof root._bokeh_onload_callbacks === "undefined" || force === true) {
+        root._bokeh_onload_callbacks = [];
+        root._bokeh_is_loading = undefined;
+      }
+    
+      
+      
+    
+      var element = document.getElementById("15047042-5907-4a27-b959-a6e61eaab29d");
+        if (element == null) {
+          console.warn("Bokeh: autoload.js configured with elementid '15047042-5907-4a27-b959-a6e61eaab29d' but no matching script tag was found.")
+        }
+      
+    
+      function run_callbacks() {
+        try {
+          root._bokeh_onload_callbacks.forEach(function(callback) {
+            if (callback != null)
+              callback();
+          });
+        } finally {
+          delete root._bokeh_onload_callbacks
+        }
+        console.debug("Bokeh: all callbacks have finished");
+      }
+    
+      function load_libs(css_urls, js_urls, callback) {
+        if (css_urls == null) css_urls = [];
+        if (js_urls == null) js_urls = [];
+    
+        root._bokeh_onload_callbacks.push(callback);
+        if (root._bokeh_is_loading > 0) {
+          console.debug("Bokeh: BokehJS is being loaded, scheduling callback at", now());
+          return null;
+        }
+        if (js_urls == null || js_urls.length === 0) {
+          run_callbacks();
+          return null;
+        }
+        console.debug("Bokeh: BokehJS not loaded, scheduling load and callback at", now());
+        root._bokeh_is_loading = css_urls.length + js_urls.length;
+    
+        function on_load() {
+          root._bokeh_is_loading--;
+          if (root._bokeh_is_loading === 0) {
+            console.debug("Bokeh: all BokehJS libraries/stylesheets loaded");
+            run_callbacks()
+          }
+        }
+    
+        function on_error() {
+          console.error("failed to load " + url);
+        }
+    
+        for (var i = 0; i < css_urls.length; i++) {
+          var url = css_urls[i];
+          const element = document.createElement("link");
+          element.onload = on_load;
+          element.onerror = on_error;
+          element.rel = "stylesheet";
+          element.type = "text/css";
+          element.href = url;
+          console.debug("Bokeh: injecting link tag for BokehJS stylesheet: ", url);
+          document.body.appendChild(element);
+        }
+    
+        const hashes = {"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.3.min.js": "T2yuo9Oe71Cz/I4X9Ac5+gpEa5a8PpJCDlqKYO0CfAuEszu1JrXLl8YugMqYe3sM", "https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.3.min.js": "98GDGJ0kOMCUMUePhksaQ/GYgB3+NH9h996V88sh3aOiUNX3N+fLXAtry6xctSZ6", "https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.3.min.js": "89bArO+nlbP3sgakeHjCo1JYxYR5wufVgA3IbUvDY+K7w4zyxJqssu7wVnfeKCq8"};
+    
+        for (var i = 0; i < js_urls.length; i++) {
+          var url = js_urls[i];
+          var element = document.createElement('script');
+          element.onload = on_load;
+          element.onerror = on_error;
+          element.async = false;
+          element.src = url;
+          if (url in hashes) {
+            element.crossOrigin = "anonymous";
+            element.integrity = "sha384-" + hashes[url];
+          }
+          console.debug("Bokeh: injecting script tag for BokehJS library: ", url);
+          document.head.appendChild(element);
+        }
+      };
+    
+      function inject_raw_css(css) {
+        const element = document.createElement("style");
+        element.appendChild(document.createTextNode(css));
+        document.body.appendChild(element);
+      }
+    
+      
+      var js_urls = ["https://cdn.bokeh.org/bokeh/release/bokeh-2.2.3.min.js", "https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.3.min.js", "https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.3.min.js"];
+      var css_urls = [];
+      
+    
+      var inline_js = [
+        function(Bokeh) {
+          Bokeh.set_log_level("info");
+        },
+        
+        function(Bokeh) {
+          (function() {
+            var fn = function() {
+              Bokeh.safely(function() {
+                (function(root) {
+                  function embed_document(root) {
+                    
+                  var docs_json = '{"c18fb1d1-7c91-4096-b964-22bc8e392854":{"roots":{"references":[{"attributes":{},"id":"1011","type":"LinearScale"},{"attributes":{"items":[{"id":"1037"},{"id":"1053"},{"id":"1071"},{"id":"1091"}],"location":"top_left","orientation":"horizontal"},"id":"1036","type":"Legend"},{"attributes":{"source":{"id":"1023"}},"id":"1028","type":"CDSView"},{"attributes":{"fill_color":{"value":"#6573f7"},"line_color":{"value":"#6573f7"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1025","type":"VBar"},{"attributes":{"label":{"value":"key"},"renderers":[{"id":"1042"}]},"id":"1053","type":"LegendItem"},{"attributes":{"data_source":{"id":"1072"},"glyph":{"id":"1074"},"hover_glyph":null,"muted_glyph":null,"name":"fully connected","nonselection_glyph":{"id":"1075"},"selection_glyph":null,"view":{"id":"1077"}},"id":"1076","type":"GlyphRenderer"},{"attributes":{},"id":"1005","type":"DataRange1d"},{"attributes":{},"id":"1018","type":"BasicTicker"},{"attributes":{"source":{"id":"1038"}},"id":"1043","type":"CDSView"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#20cb97"},"line_alpha":{"value":0.1},"line_color":{"value":"#20cb97"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1057","type":"VBar"},{"attributes":{},"id":"1069","type":"Selection"},{"attributes":{"data":{"density":["0.20","0.10","0.16","0.21","0.11","0.12","0.11","0.15","0.06","0.04","0.02","0.02"],"height":[0.1979166716337204,0.1024305522441864,0.1597222238779068,0.2083333283662796,0.1145833358168602,0.1180555522441864,0.1076388880610466,0.1475694477558136,0.0590277761220932,0.0364583320915699,0.0243055559694767,0.02083333395421505],"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-0.13-v1/raw/main/model_card/layer_images/layer_0_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_1_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_2_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_3_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_4_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_5_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_6_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_7_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_8_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_9_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_10_attention_self_value.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-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":"1069"},"selection_policy":{"id":"1070"}},"id":"1054","type":"ColumnDataSource"},{"attributes":{"data_source":{"id":"1038"},"glyph":{"id":"1040"},"hover_glyph":null,"muted_glyph":null,"name":"key","nonselection_glyph":{"id":"1041"},"selection_glyph":null,"view":{"id":"1043"}},"id":"1042","type":"GlyphRenderer"},{"attributes":{"data_source":{"id":"1054"},"glyph":{"id":"1056"},"hover_glyph":null,"muted_glyph":null,"name":"value","nonselection_glyph":{"id":"1057"},"selection_glyph":null,"view":{"id":"1059"}},"id":"1058","type":"GlyphRenderer"},{"attributes":{"label":{"value":"query"},"renderers":[{"id":"1027"}]},"id":"1037","type":"LegendItem"},{"attributes":{"axis_label":"Density","formatter":{"id":"1033"},"minor_tick_line_color":null,"ticker":{"id":"1018"}},"id":"1017","type":"LinearAxis"},{"attributes":{"below":[{"id":"1013"}],"center":[{"id":"1016"},{"id":"1020"},{"id":"1036"}],"left":[{"id":"1017"}],"outline_line_color":null,"plot_height":300,"plot_width":505,"renderers":[{"id":"1027"},{"id":"1042"},{"id":"1058"},{"id":"1076"}],"title":{"id":"1003"},"toolbar":{"id":"1021"},"x_range":{"id":"1005"},"x_scale":{"id":"1009"},"y_range":{"id":"1007"},"y_scale":{"id":"1011"}},"id":"1002","subtype":"Figure","type":"Plot"},{"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":"1026","type":"VBar"},{"attributes":{},"id":"1089","type":"Selection"},{"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":"1041","type":"VBar"},{"attributes":{"callback":null,"tooltips":"\\n        &lt;div&gt;\\n            &lt;div style=\\"margin-bottom:10px\\"&gt;\\n                &lt;span style=\\"font-size: 15px;\\"&gt;&lt;b&gt;@name&lt;/b&gt;&lt;br/&gt;density=@density&lt;/span&gt;\\n            &lt;/div&gt;\\n            &lt;div&gt;            \\n                &lt;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                /&gt;\\n            &lt;/div&gt;\\n        &lt;/div&gt;\\n        "},"id":"1001","type":"HoverTool"},{"attributes":{"fill_color":{"value":"#20cb97"},"line_color":{"value":"#20cb97"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1056","type":"VBar"},{"attributes":{},"id":"1052","type":"UnionRenderers"},{"attributes":{"start":0},"id":"1007","type":"DataRange1d"},{"attributes":{"axis":{"id":"1017"},"dimension":1,"ticker":null},"id":"1020","type":"Grid"},{"attributes":{"label":{"value":"fully connected"},"renderers":[{"id":"1076"}]},"id":"1091","type":"LegendItem"},{"attributes":{},"id":"1090","type":"UnionRenderers"},{"attributes":{"text":"Transformer Layers"},"id":"1003","type":"Title"},{"attributes":{},"id":"1034","type":"Selection"},{"attributes":{},"id":"1070","type":"UnionRenderers"},{"attributes":{},"id":"1009","type":"LinearScale"},{"attributes":{},"id":"1051","type":"Selection"},{"attributes":{"data_source":{"id":"1023"},"glyph":{"id":"1025"},"hover_glyph":null,"muted_glyph":null,"name":"query","nonselection_glyph":{"id":"1026"},"selection_glyph":null,"view":{"id":"1028"}},"id":"1027","type":"GlyphRenderer"},{"attributes":{"data":{"density":["0.16","0.14","0.17","0.25","0.12","0.11","0.11","0.13","0.08","0.11","0.06","0.06"],"height":[0.1597222238779068,0.1423611044883728,0.1684027761220932,0.2517361044883728,0.1180555522441864,0.1128472238779068,0.1059027761220932,0.1319444477558136,0.0833333358168602,0.109375,0.0590277761220932,0.0607638880610466],"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-0.13-v1/raw/main/model_card/layer_images/layer_0_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_1_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_2_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_3_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_4_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_5_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_6_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_7_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_8_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_9_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_10_attention_self_key.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-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":"1051"},"selection_policy":{"id":"1052"}},"id":"1038","type":"ColumnDataSource"},{"attributes":{"axis_label":"Layer","formatter":{"id":"1031"},"minor_tick_line_color":null,"ticker":{"id":"1014"}},"id":"1013","type":"LinearAxis"},{"attributes":{"source":{"id":"1054"}},"id":"1059","type":"CDSView"},{"attributes":{},"id":"1035","type":"UnionRenderers"},{"attributes":{"data":{"density":["0.15","0.13","0.17","0.23","0.11","0.10","0.09","0.11","0.07","0.12","0.06","0.06"],"height":[0.1527777761220932,0.1319444477558136,0.1684027761220932,0.2256944477558136,0.1111111119389534,0.0989583358168602,0.0920138880610466,0.1145833358168602,0.0694444477558136,0.1180555522441864,0.0642361119389534,0.0590277761220932],"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-0.13-v1/raw/main/model_card/layer_images/layer_0_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_1_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_2_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_3_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_4_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_5_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_6_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_7_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_8_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_9_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_10_attention_self_query.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-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":"1034"},"selection_policy":{"id":"1035"}},"id":"1023","type":"ColumnDataSource"},{"attributes":{"fill_color":{"value":"#aa69f7"},"line_color":{"value":"#aa69f7"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1074","type":"VBar"},{"attributes":{"active_drag":"auto","active_inspect":"auto","active_multi":null,"active_scroll":"auto","active_tap":"auto","tools":[{"id":"1001"}]},"id":"1021","type":"Toolbar"},{"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":"1075","type":"VBar"},{"attributes":{"label":{"value":"value"},"renderers":[{"id":"1058"}]},"id":"1071","type":"LegendItem"},{"attributes":{"axis":{"id":"1013"},"grid_line_color":null,"ticker":null},"id":"1016","type":"Grid"},{"attributes":{},"id":"1031","type":"BasicTickFormatter"},{"attributes":{},"id":"1033","type":"BasicTickFormatter"},{"attributes":{"fill_color":{"value":"#ed5642"},"line_color":{"value":"#ed5642"},"top":{"field":"height"},"width":{"value":0.125},"x":{"field":"x"}},"id":"1040","type":"VBar"},{"attributes":{},"id":"1014","type":"BasicTicker"},{"attributes":{"source":{"id":"1072"}},"id":"1077","type":"CDSView"},{"attributes":{"data":{"density":["0.21","0.29","0.25","0.09","0.17","0.15","0.16","0.29","0.23","0.21","0.21","0.16","0.11","0.22","0.16","0.12","0.18","0.13","0.10","0.16","0.13","0.12","0.11","0.08","0.05","0.03","0.03","0.03","0.01","0.01","0.03","0.03","0.02","0.02","0.05","0.03"],"height":[0.2083333283662796,0.2894965410232544,0.2543402910232544,0.0885416641831398,0.1736111044883728,0.1488715261220932,0.1649305522441864,0.2938368022441864,0.2330729216337204,0.2083333283662796,0.2078993022441864,0.1584201455116272,0.1111111119389534,0.2239583283662796,0.1605902761220932,0.1197916641831398,0.1779513955116272,0.1267361044883728,0.0972222238779068,0.1627604216337204,0.1302083283662796,0.1197916641831398,0.1063368022441864,0.078125,0.0520833320915699,0.0342881940305233,0.02734375,0.0329861119389534,0.01128472201526165,0.0086805559694767,0.0295138880610466,0.0329861119389534,0.0234375,0.02083333395421505,0.0455729179084301,0.0290798619389534],"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-0.13-v1/raw/main/model_card/layer_images/layer_0_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_0_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_0_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_1_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_1_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_1_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_2_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_2_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_2_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_3_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_3_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_3_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_4_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_4_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_4_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_5_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_5_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_5_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_6_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_6_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_6_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_7_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_7_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_7_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_8_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_8_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_8_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_9_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_9_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_9_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_10_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_10_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_10_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_11_attention_output_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-v1/raw/main/model_card/layer_images/layer_11_intermediate_dense.png","https://huggingface.co/madlag/bert-base-uncased-squad1.1-block-sparse-0.13-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":"1089"},"selection_policy":{"id":"1090"}},"id":"1072","type":"ColumnDataSource"}],"root_ids":["1002"]},"title":"Bokeh Application","version":"2.2.3"}}';
+                  var render_items = [{"docid":"c18fb1d1-7c91-4096-b964-22bc8e392854","root_ids":["1002"],"roots":{"1002":"15047042-5907-4a27-b959-a6e61eaab29d"}}];
+                  root.Bokeh.embed.embed_items(docs_json, render_items);
+                
+                  }
+                  if (root.Bokeh !== undefined) {
+                    embed_document(root);
+                  } else {
+                    var attempts = 0;
+                    var timer = setInterval(function(root) {
+                      if (root.Bokeh !== undefined) {
+                        clearInterval(timer);
+                        embed_document(root);
+                      } else {
+                        attempts++;
+                        if (attempts > 100) {
+                          clearInterval(timer);
+                          console.log("Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing");
+                        }
+                      }
+                    }, 10, root)
+                  }
+                })(window);
+              });
+            };
+            if (document.readyState != "loading") fn();
+            else document.addEventListener("DOMContentLoaded", fn);
+          })();
+        },
+        function(Bokeh) {
+        
+        
+        }
+      ];
+    
+      function run_inline_js() {
+        
+        for (var i = 0; i < inline_js.length; i++) {
+          inline_js[i].call(root, root.Bokeh);
+        }
+        
+      }
+    
+      if (root._bokeh_is_loading === 0) {
+        console.debug("Bokeh: BokehJS loaded, going straight to plotting");
+        run_inline_js();
+      } else {
+        load_libs(css_urls, js_urls, function() {
+          console.debug("Bokeh: BokehJS plotting callback run at", now());
+          run_inline_js();
+        });
+      }
+    }(window));
+  };
+  if (document.readyState != "loading") fn();
+  else document.addEventListener("DOMContentLoaded", fn);
+})();
 
 ## Details