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			61 lines
		
	
	
		
			2.3 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			61 lines
		
	
	
		
			2.3 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
| import pytest
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| from utils import *
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| import base64
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| import requests
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| 
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| server: ServerProcess
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| 
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| IMG_URL_0 = "https://huggingface.co/ggml-org/tinygemma3-GGUF/resolve/main/test/11_truck.png"
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| IMG_URL_1 = "https://huggingface.co/ggml-org/tinygemma3-GGUF/resolve/main/test/91_cat.png"
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| 
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| response = requests.get(IMG_URL_0)
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| response.raise_for_status() # Raise an exception for bad status codes
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| IMG_BASE64_0 = "data:image/png;base64," + base64.b64encode(response.content).decode("utf-8")
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| 
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| 
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| @pytest.fixture(autouse=True)
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| def create_server():
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|     global server
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|     server = ServerPreset.tinygemma3()
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| 
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| 
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| @pytest.mark.parametrize(
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|     "prompt, image_url, success, re_content",
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|     [
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|         # test model is trained on CIFAR-10, but it's quite dumb due to small size
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|         ("What is this:\n", IMG_URL_0,                True, "(cat)+"),
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|         ("What is this:\n", "IMG_BASE64_0",           True, "(cat)+"), # exceptional, so that we don't cog up the log
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|         ("What is this:\n", IMG_URL_1,                True, "(frog)+"),
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|         ("Test test\n",     IMG_URL_1,                True, "(frog)+"), # test invalidate cache
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|         ("What is this:\n", "malformed",              False, None),
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|         ("What is this:\n", "https://google.com/404", False, None), # non-existent image
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|         ("What is this:\n", "https://ggml.ai",        False, None), # non-image data
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|         # TODO @ngxson : test with multiple images, no images and with audio
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|     ]
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| )
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| def test_vision_chat_completion(prompt, image_url, success, re_content):
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|     global server
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|     server.start(timeout_seconds=60) # vision model may take longer to load due to download size
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|     if image_url == "IMG_BASE64_0":
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|         image_url = IMG_BASE64_0
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|     res = server.make_request("POST", "/chat/completions", data={
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|         "temperature": 0.0,
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|         "top_k": 1,
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|         "messages": [
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|             {"role": "user", "content": [
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|                 {"type": "text", "text": prompt},
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|                 {"type": "image_url", "image_url": {
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|                     "url": image_url,
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|                 }},
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|             ]},
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|         ],
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|     })
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|     if success:
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|         assert res.status_code == 200
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|         choice = res.body["choices"][0]
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|         assert "assistant" == choice["message"]["role"]
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|         assert match_regex(re_content, choice["message"]["content"])
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|     else:
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|         assert res.status_code != 200
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| 
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