update

doc.md

@@ -5,6 +5,6 @@ It maps a document's text into a dictionary with terms from the document re-weig
 
 <div class="pipeline">
   <div class="df" title="Document Frame">D</div>
-  <div class="transformer" title="SPLADE Indexing Transformer">SPLADE</div>
+  <div class="transformer attn" title="SPLADE Indexing Transformer">SPLADE</div>
   <div class="df" title="Document Frame">D</div>
 </div>

query.md

@@ -6,6 +6,6 @@ query re-weighted and weighted expansion terms added.
 
 <div class="pipeline">
   <div class="df" title="Query Frame">Q</div>
-  <div class="transformer" title="SPLADE Query Transformer">SPLADE</div>
+  <div class="transformer attn" title="SPLADE Query Transformer">SPLADE</div>
   <div class="df" title="Query Frame">Q</div>
 </div>

requirements.txt

@@ -1,5 +1,5 @@
 torch
 python-terrier
-git+https://github.com/seanmacavaney/[email protected].2
+git+https://github.com/seanmacavaney/[email protected].3
 git+https://github.com/naver/splade
 git+https://github.com/seanmacavaney/pyt_splade@misc

wrapup.md

@@ -4,9 +4,9 @@ When you use the document encoder in an indexing pipeline, the rewritting docume
 
 <div class="pipeline">
   <div class="df" title="Document Frame">D</div>
-  <div class="transformer" title="SPLADE Indexing Transformer">SPLADE</div>
+  <div class="transformer attn" title="SPLADE Indexing Transformer">SPLADE</div>
   <div class="df" title="Document Frame">D</div>
-  <div class="transformer boring" title="Indexer">Indexer</div>
+  <div class="transformer" title="Indexer">Indexer</div>
   <div class="artefact" title="SPLADE Index">IDX</div>
 </div>
 
@@ -29,9 +29,9 @@ and then performs retrieval:
 
 <div class="pipeline">
   <div class="df" title="Query Frame">Q</div>
-  <div class="transformer" title="SPLADE Query Transformer">SPLADE</div>
+  <div class="transformer attn" title="SPLADE Query Transformer">SPLADE</div>
   <div class="df" title="Query Frame">Q</div>
-  <div class="transformer boring" title="Term Frequency Transformer">TF Retriever <div class="artefact" title="SPLADE Index">IDX</div></div>
+  <div class="transformer" title="Term Frequency Transformer">TF Retriever <div class="artefact" title="SPLADE Index">IDX</div></div>
   <div class="df" title="Result Frame">R</div>
 </div>