Spaces:
Sleeping
Sleeping
Create Create the Retriever Tool
Browse files- Create the Retriever Tool +27 -0
Create the Retriever Tool
ADDED
@@ -0,0 +1,27 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from smolagents import Tool
|
2 |
+
from langchain_community.retrievers import BM25Retriever
|
3 |
+
|
4 |
+
class GuestInfoRetrieverTool(Tool):
|
5 |
+
name = "guest_info_retriever"
|
6 |
+
description = "Retrieves detailed information about gala guests based on their name or relation."
|
7 |
+
inputs = {
|
8 |
+
"query": {
|
9 |
+
"type": "string",
|
10 |
+
"description": "The name or relation of the guest you want information about."
|
11 |
+
}
|
12 |
+
}
|
13 |
+
output_type = "string"
|
14 |
+
|
15 |
+
def __init__(self, docs):
|
16 |
+
self.is_initialized = False
|
17 |
+
self.retriever = BM25Retriever.from_documents(docs)
|
18 |
+
|
19 |
+
def forward(self, query: str):
|
20 |
+
results = self.retriever.get_relevant_documents(query)
|
21 |
+
if results:
|
22 |
+
return "\n\n".join([doc.page_content for doc in results[:3]])
|
23 |
+
else:
|
24 |
+
return "No matching guest information found."
|
25 |
+
|
26 |
+
# Initialize the tool
|
27 |
+
guest_info_tool = GuestInfoRetrieverTool(docs)
|