added search URL to the README

README.md

@@ -8,3 +8,6 @@ pinned: false
 ---
 
 Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+
+query the model with:
+https://wbrooks-coul-document-search.hf.space:7860/search?query=books

src/encode.py

@@ -1,14 +0,0 @@
-import torch
-
-#
-def encode(sentences, tokenizer, model, device="mps"):
-    inputs = tokenizer(sentences, padding=True, truncation=True, return_tensors="pt").to(device = device)
-
-    with torch.no_grad():
-        outputs = model(**inputs)
-
-    # outputs.last_hidden_state = [batch, tokens, hidden_dim]
-    # mean pooling
-    embeddings = outputs.last_hidden_state.mean(dim=1)
-
-    return(embeddings)