langchain/libs/community/tests/unit_tests/embeddings/test_ollama.py
shahrin014 f51e6a35ba
community[patch]: OllamaEmbeddings - Pass headers to post request (#16880)
## Feature
- Set additional headers in constructor
- Headers will be sent in post request

This feature is useful if deploying Ollama on a cloud service such as
hugging face, which requires authentication tokens to be passed in the
request header.

## Tests
- Test if header is passed
- Test if header is not passed

Similar to https://github.com/langchain-ai/langchain/pull/15881

---------

Co-authored-by: Bagatur <baskaryan@gmail.com>
2024-03-29 18:44:52 +00:00

62 lines
1.6 KiB
Python

import requests
from pytest import MonkeyPatch
from langchain_community.embeddings.ollama import OllamaEmbeddings
class MockResponse:
status_code = 200
def json(self) -> dict:
return {"embedding": [1, 2, 3]}
def mock_response() -> MockResponse:
return MockResponse()
def test_pass_headers_if_provided(monkeypatch: MonkeyPatch) -> None:
embedder = OllamaEmbeddings(
base_url="https://ollama-hostname:8000",
model="foo",
headers={
"Authorization": "Bearer TEST-TOKEN-VALUE",
"Referer": "https://application-host",
},
)
def mock_post(url: str, headers: dict, json: str) -> MockResponse:
assert url == "https://ollama-hostname:8000/api/embeddings"
assert headers == {
"Content-Type": "application/json",
"Authorization": "Bearer TEST-TOKEN-VALUE",
"Referer": "https://application-host",
}
assert json is not None
return mock_response()
monkeypatch.setattr(requests, "post", mock_post)
embedder.embed_query("Test prompt")
def test_handle_if_headers_not_provided(monkeypatch: MonkeyPatch) -> None:
embedder = OllamaEmbeddings(
base_url="https://ollama-hostname:8000",
model="foo",
)
def mock_post(url: str, headers: dict, json: str) -> MockResponse:
assert url == "https://ollama-hostname:8000/api/embeddings"
assert headers == {
"Content-Type": "application/json",
}
assert json is not None
return mock_response()
monkeypatch.setattr(requests, "post", mock_post)
embedder.embed_query("Test prompt")