Fix diff blocks, links, remove footnotes & rearrange sections in docs

Extract performance into separate sectin into shoving it under search
Create page for web interface

docs/performance.md

@@ -0,0 +1,19 @@
+## Performance
+
+### Search performance
+
+- Semantic search using the bi-encoder is fairly fast at \<100 ms across all content types
+- Reranking using the cross-encoder is slower at \<2s on 15 results. Tweak `top_k` to tradeoff speed for accuracy of results
+- Filters in query (e.g by file, word or date) usually add \<20ms to query latency
+
+### Indexing performance
+
+- Indexing is more strongly impacted by the size of the source data
+- Indexing 100K+ line corpus of notes takes about 10 minutes
+- Indexing 4000+ images takes about 15 minutes and more than 8Gb of RAM
+- Note: *It should only take this long on the first run* as the index is incrementally updated
+
+### Miscellaneous
+
+- Testing done on a Mac M1 and a \>100K line corpus of notes
+- Search, indexing on a GPU has not been tested yet