Update handler.py
Browse files- handler.py +19 -4
handler.py
CHANGED
|
@@ -1,5 +1,6 @@
|
|
| 1 |
from typing import Any, Dict, List
|
| 2 |
|
|
|
|
| 3 |
from fastrag.retrievers import QuantizedBiEncoderRetriever
|
| 4 |
|
| 5 |
|
|
@@ -9,9 +10,23 @@ class EndpointHandler:
|
|
| 9 |
self.retriever = QuantizedBiEncoderRetriever(embedding_model=model_id)
|
| 10 |
|
| 11 |
def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]:
|
| 12 |
-
queries = data.get("queries")
|
|
|
|
| 13 |
|
| 14 |
-
|
| 15 |
-
|
|
|
|
|
|
|
|
|
|
| 16 |
|
| 17 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
from typing import Any, Dict, List
|
| 2 |
|
| 3 |
+
from haystack.schema import Document
|
| 4 |
from fastrag.retrievers import QuantizedBiEncoderRetriever
|
| 5 |
|
| 6 |
|
|
|
|
| 10 |
self.retriever = QuantizedBiEncoderRetriever(embedding_model=model_id)
|
| 11 |
|
| 12 |
def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]:
|
| 13 |
+
queries = data.get("queries", None)
|
| 14 |
+
documents = data.get("documents", None)
|
| 15 |
|
| 16 |
+
if queries is not None:
|
| 17 |
+
assert isinstance(queries, list), "Expected queries to be a list"
|
| 18 |
+
assert all(
|
| 19 |
+
isinstance(query, str) for query in queries
|
| 20 |
+
), "Expected each query in queries to be a string"
|
| 21 |
|
| 22 |
+
return self.retriever.embed_queries(queries=queries)
|
| 23 |
+
elif documents is not None:
|
| 24 |
+
assert isinstance(documents, list), "Expected documents to be a list"
|
| 25 |
+
assert all(
|
| 26 |
+
isinstance(document, dict) for document in documents
|
| 27 |
+
), "Expected each document in documents to be a dictionary"
|
| 28 |
+
|
| 29 |
+
documents = [Document.from_dict(document) for document in documents]
|
| 30 |
+
return self.retriever.embed_documents(documents=documents)
|
| 31 |
+
else:
|
| 32 |
+
raise ValueError("Expected either queries or documents")
|