diff --git a/docs/_src/api/api/document_store.md b/docs/_src/api/api/document_store.md
index f150ec43d..908c05208 100644
--- a/docs/_src/api/api/document_store.md
+++ b/docs/_src/api/api/document_store.md
@@ -1150,6 +1150,36 @@ def get_documents_by_id(ids: List[str], index: Optional[str] = None) -> List[Doc
 
 Fetch documents by specifying a list of text id strings.
 
+<a id="memory.InMemoryDocumentStore.get_scores_torch"></a>
+
+#### get\_scores\_torch
+
+```python
+def get_scores_torch(query_emb: np.ndarray, document_to_search: List[Document]) -> List[float]
+```
+
+Calculate similarity scores between query embedding and a list of documents using torch.
+
+**Arguments**:
+
+- `query_emb`: Embedding of the query (e.g. gathered from DPR)
+- `document_to_search`: List of documents to compare `query_emb` against.
+
+<a id="memory.InMemoryDocumentStore.get_scores_numpy"></a>
+
+#### get\_scores\_numpy
+
+```python
+def get_scores_numpy(query_emb: np.ndarray, document_to_search: List[Document]) -> List[float]
+```
+
+Calculate similarity scores between query embedding and a list of documents using numpy.
+
+**Arguments**:
+
+- `query_emb`: Embedding of the query (e.g. gathered from DPR)
+- `document_to_search`: List of documents to compare `query_emb` against.
+
 <a id="memory.InMemoryDocumentStore.query_by_embedding"></a>
 
 #### query\_by\_embedding
diff --git a/pyproject.toml b/pyproject.toml
index fa1004295..887862266 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -22,9 +22,23 @@ disable = [
   "too-few-public-methods",
   "raise-missing-from"
 ]
-
 [tool.pylint.'DESIGN']
 max-args=7
-
 [tool.pylint.'SIMILARITIES']
-min-similarity-lines=6
\ No newline at end of file
+min-similarity-lines=6
+
+
+[tool.pytest.ini_options]
+minversion = "6.0"
+addopts = "--strict-markers"
+markers = [
+    "slow: marks tests as slow (deselect with '-m \"not slow\"')",
+    "tika: marks tests which require tika container (deselect with '-m \"not tika\"')",
+    "elasticsearch: marks tests which require elasticsearch container (deselect with '-m \"not elasticsearch\"')",
+    "graphdb: marks tests which require graphdb container (deselect with '-m \"not graphdb\"')",
+    "generator: marks generator tests (deselect with '-m \"not generator\"')",
+    "pipeline: marks tests with pipeline",
+    "summarizer: marks summarizer tests",
+    "weaviate: marks tests that require weaviate container",
+    "embedding_dim: marks usage of document store with non-default embedding dimension (e.g @pytest.mark.embedding_dim(128))",
+]
\ No newline at end of file
diff --git a/test/pytest.ini b/test/pytest.ini
deleted file mode 100644
index fd613440e..000000000
--- a/test/pytest.ini
+++ /dev/null
@@ -1,12 +0,0 @@
-[pytest]
-addopts = --strict-markers
-markers =
-    slow: marks tests as slow (deselect with '-m "not slow"')
-    tika: marks tests which require tika container (deselect with '-m "not tika"')
-    elasticsearch: marks tests which require elasticsearch container (deselect with '-m "not elasticsearch"')
-    graphdb: marks tests which require graphdb container (deselect with '-m "not graphdb"')
-    generator: marks generator tests (deselect with '-m "not generator"')
-    pipeline: marks tests with pipeline
-    summarizer: marks summarizer tests
-    weaviate: marks tests that require weaviate container
-    embedding_dim: marks usage of document store with non-default embedding dimension (e.g @pytest.mark.embedding_dim(128))
\ No newline at end of file