import pytest import os from utils import * server = ServerPreset.stories15m_moe() LORA_FILE_URL = "https://huggingface.co/ggml-org/stories15M_MOE/resolve/main/moe_shakespeare15M.gguf" @pytest.fixture(scope="module", autouse=True) def create_server(): global server server = ServerPreset.stories15m_moe() # download lora file if needed file_name = LORA_FILE_URL.split('/').pop() lora_file = f'../../../{file_name}' if not os.path.exists(lora_file): print(f"Downloading {LORA_FILE_URL} to {lora_file}") with open(lora_file, 'wb') as f: f.write(requests.get(LORA_FILE_URL).content) print(f"Done downloading lora file") server.lora_files = [lora_file] @pytest.mark.parametrize("scale,re_content", [ # without applying lora, the model should behave like a bedtime story generator (0.0, "(little|girl|three|years|old)+"), # with lora, the model should behave like a Shakespearean text generator (1.0, "(eye|love|glass|sun)+"), ]) def test_lora(scale: float, re_content: str): global server server.start() res_lora_control = server.make_request("POST", "/lora-adapters", data=[ {"id": 0, "scale": scale} ]) assert res_lora_control.status_code == 200 res = server.make_request("POST", "/completion", data={ "prompt": "Look in thy glass", }) assert res.status_code == 200 assert match_regex(re_content, res.body["content"])