From fadaf4ea9692c7e11711c9f7d642f9b5772d0faf Mon Sep 17 00:00:00 2001
From: Andreas Eriksen <andreer@vespa.ai>
Date: Wed, 30 Oct 2024 12:01:38 +0100
Subject: [PATCH] remove stopwords

---
 visual-retrieval-colpali/backend/stopwords.py |  17 +
 visual-retrieval-colpali/backend/vespa_app.py |   6 +-
 visual-retrieval-colpali/pyproject.toml       |   4 +-
 visual-retrieval-colpali/uv.lock              | 435 +++++++++++++++++-
 4 files changed, 459 insertions(+), 3 deletions(-)
 create mode 100644 visual-retrieval-colpali/backend/stopwords.py

diff --git a/visual-retrieval-colpali/backend/stopwords.py b/visual-retrieval-colpali/backend/stopwords.py
new file mode 100644
index 000000000..1b5aa939f
--- /dev/null
+++ b/visual-retrieval-colpali/backend/stopwords.py
@@ -0,0 +1,17 @@
+import spacy
+import os
+
+# Download the model if it is not already present
+if not spacy.util.is_package("en_core_web_sm"):
+    spacy.cli.download("en_core_web_sm")
+nlp = spacy.load("en_core_web_sm")
+
+# It would be possible to remove bolding for stopwords without removing them from the query,
+# but that would require a java plugin which we didn't want to complicate this sample app with.
+def filter(text):
+    doc = nlp(text)
+    tokens = [token.text for token in doc if not token.is_stop]
+    if len(tokens) == 0:
+        # if we remove all the words we don't have a query at all, so use the original
+        return text
+    return " ".join(tokens)
\ No newline at end of file
diff --git a/visual-retrieval-colpali/backend/vespa_app.py b/visual-retrieval-colpali/backend/vespa_app.py
index fc3367003..c553a3d8f 100644
--- a/visual-retrieval-colpali/backend/vespa_app.py
+++ b/visual-retrieval-colpali/backend/vespa_app.py
@@ -8,7 +8,7 @@
 from vespa.application import Vespa
 from vespa.io import VespaQueryResponse
 from .colpali import should_filter_token
-
+import backend.stopwords
 
 class VespaQueryClient:
     MAX_QUERY_TERMS = 64
@@ -275,6 +275,10 @@ async def get_result_from_query(
         Returns:
             Dict[str, Any]: The query results.
         """
+
+        # Remove stopwords from the query to avoid visual emphasis on irrelevant words (e.g., "the", "and", "of")
+        query = backend.stopwords.filter(query)
+
         rank_method = ranking.split("_")[0]
         sim_map: bool = len(ranking.split("_")) > 1 and ranking.split("_")[1] == "sim"
         if rank_method == "nn+colpali":
diff --git a/visual-retrieval-colpali/pyproject.toml b/visual-retrieval-colpali/pyproject.toml
index 6730ebb4c..c9ba1d0be 100644
--- a/visual-retrieval-colpali/pyproject.toml
+++ b/visual-retrieval-colpali/pyproject.toml
@@ -18,7 +18,9 @@ dependencies = [
     "setuptools",
     "python-dotenv",
     "shad4fast>=1.2.1",
-    "google-generativeai>=0.7.2"
+    "google-generativeai>=0.7.2",
+    "spacy",
+    "pip"
 ]
 
 # dev-dependencies
diff --git a/visual-retrieval-colpali/uv.lock b/visual-retrieval-colpali/uv.lock
index 8cb4b533d..3a60f1026 100644
--- a/visual-retrieval-colpali/uv.lock
+++ b/visual-retrieval-colpali/uv.lock
@@ -198,6 +198,32 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b1/fe/e8c672695b37eecc5cbf43e1d0638d88d66ba3a44c4d321c796f4e59167f/beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed", size = 147925 },
 ]
 
+[[package]]
+name = "blis"
+version = "0.7.11"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/51/8c/60c85350f2e1c9647df580083a0f6acc686ef32d1a91f4ab0c624b3ff867/blis-0.7.11.tar.gz", hash = "sha256:cec6d48f75f7ac328ae1b6fbb372dde8c8a57c89559172277f66e01ff08d4d42", size = 2897107 }
+wheels = [
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+    { url = "https://files.pythonhosted.org/packages/3d/95/f23fbbf3010bf057302ebbb8ad697fb9a0f8624e833025c4a58bfb8d3389/blis-0.7.11-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:31273d9086cab9c56986d478e3ed6da6752fa4cdd0f7b5e8e5db30827912d90d", size = 1110252 },
+    { url = "https://files.pythonhosted.org/packages/fd/82/8d9576904833a8575ae6758dd8c1a2152fdec1705dd3ae65a10e99d8896a/blis-0.7.11-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d06883f83d4c8de8264154f7c4a420b4af323050ed07398c1ff201c34c25c0d2", size = 1711161 },
+    { url = "https://files.pythonhosted.org/packages/9b/81/55092e1c016fe05ef7a57623920209012f05e8b897acbad355c9bf854181/blis-0.7.11-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ee493683e3043650d4413d531e79e580d28a3c7bdd184f1b9cfa565497bda1e7", size = 10171589 },
+    { url = "https://files.pythonhosted.org/packages/ad/65/d9fd07e11499e0a3162c6d61ae430172125e5c340c89c40504189d5299b9/blis-0.7.11-cp310-cp310-win_amd64.whl", hash = "sha256:a73945a9d635eea528bccfdfcaa59dd35bd5f82a4a40d5ca31f08f507f3a6f81", size = 6620069 },
+    { url = "https://files.pythonhosted.org/packages/c7/59/c8010f380a16709e6d3ef5534845d1ca1e689079914ec67ab60f57edfc37/blis-0.7.11-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:1b68df4d01d62f9adaef3dad6f96418787265a6878891fc4e0fabafd6d02afba", size = 6123547 },
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+    { url = "https://files.pythonhosted.org/packages/66/aa/bcbd1c6b1c7dfd717ff5c899a1c8adcc6b3e391fb7a0b00fdc64e4e54235/blis-0.7.11-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8ea55c6a4a60fcbf6a0fdce40df6e254451ce636988323a34b9c94b583fc11e5", size = 10161187 },
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 name = "cachetools"
 version = "5.5.0"
@@ -207,6 +233,15 @@ wheels = [
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+version = "2.0.10"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/38/b4/244d58127e1cdf04cf2dc7d9566f0d24ef01d5ce21811bab088ecc62b5ea/catalogue-2.0.10.tar.gz", hash = "sha256:4f56daa940913d3f09d589c191c74e5a6d51762b3a9e37dd53b7437afd6cda15", size = 19561 }
+wheels = [
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+
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 name = "certifi"
 version = "2024.8.30"
@@ -354,6 +389,18 @@ wheels = [
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+name = "cloudpathlib"
+version = "0.20.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/71/0b/a47d78ed2816db100543b504fdbfc2070f422aac858e6bcf775713e37b8a/cloudpathlib-0.20.0.tar.gz", hash = "sha256:f6ef7ca409a510f7ba4639ba50ab3fc5b6dee82d6dff0d7f5715fd0c9ab35891", size = 45149 }
+wheels = [
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 version = "0.4.6"
@@ -393,6 +440,19 @@ wheels = [
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+version = "0.1.5"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
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