for user test purpose

Dockerfile

@@ -1,4 +1,4 @@
-FROM python:3.11.6 AS bdi-jupyter
+FROM --platform=linux/amd64 python:3.11.6 AS bdi-jupyter
 
 # Install JupyterHub and dependencies
 RUN pip3 --disable-pip-version-check install --no-cache-dir \

bdi-ingress.yaml

@@ -0,0 +1,26 @@
+apiVersion: networking.k8s.io/v1
+kind: Ingress
+metadata:
+  name: bdiviz-demo-ingress
+  annotations:
+    kubernetes.io/ingress.class: haproxy
+    # The following 2 lines redirect HTTP traffic to HTTPS for you
+    haproxy.org/ssl-redirect: "true"
+    haproxy.org/ssl-redirect-code: "301"
+    # The following line record the user's IP address in the 'X-Forwarded-For' header
+    haproxy.org/forwarded-for: "true"
+    # Only NYU networks are allowed by default, uncomment this to allow the whole internet
+    hpc.nyu.edu/access: "public"
+spec:
+  rules:
+    - host: bdiviz-demo.users.hsrn.nyu.edu
+      http:
+        paths:
+          - path: /
+            pathType: Prefix
+            backend:
+              service:
+                # This is the name and port of your Service
+                name: bdiviz-demo
+                port:
+                  number: 8888

bdikit/mapping_algorithms/value_mapping/algorithms.py

@@ -2,7 +2,7 @@
 import ast
 from openai import OpenAI
 from polyfuzz import PolyFuzz
-from polyfuzz.models import EditDistance, TFIDF, Embeddings
+from polyfuzz.models import EditDistance, TFIDF, Embeddings, RapidFuzz
 from flair.embeddings import TransformerWordEmbeddings, WordEmbeddings
 from rapidfuzz import fuzz
 from autofj import AutoFJ
@@ -163,6 +163,23 @@ def __init__(
         super().__init__(PolyFuzz(method), threshold)
 
 
+class RapidFuzzValueMatcher(PolyFuzzValueMatcher):
+    """
+    Value matching algorithm based on the cosine similarity of value embeddings.
+    """
+
+    def __init__(
+        self,
+        threshold: float = VALUE_MATCHING_THRESHOLD,
+        top_n: int = 1,
+        cosine_method: str = "sparse",
+    ):
+        method = RapidFuzz(
+            n_jobs=1,
+        )
+        super().__init__(PolyFuzz(method), threshold)
+
+
 class GPTValueMatcher(BaseValueMatcher):
     def __init__(
         self,