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import unittest | ||
import shutil | ||
import os | ||
from turnkeyml.state import State | ||
import turnkeyml.common.filesystem as fs | ||
import turnkeyml.common.test_helpers as common | ||
from turnkeyml.llm.tools.huggingface_load import HuggingfaceLoad | ||
from turnkeyml.llm.tools.mmlu import AccuracyMMLU | ||
from turnkeyml.llm.tools.chat import LLMPrompt | ||
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ci_mode = os.getenv("LEMONADE_CI_MODE", False) | ||
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class Testing(unittest.TestCase): | ||
def setUp(self) -> None: | ||
shutil.rmtree(cache_dir, ignore_errors=True) | ||
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def test_001_prompt(self): | ||
""" | ||
Test the LLM Prompt tool | ||
""" | ||
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checkpoint = "facebook/opt-125m" | ||
prompt = "my solution to the test is" | ||
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state = State( | ||
cache_dir=cache_dir, | ||
build_name="test", | ||
) | ||
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state = HuggingfaceLoad().run(state, input=checkpoint) | ||
state = LLMPrompt().run(state, prompt=prompt, max_new_tokens=15) | ||
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assert len(state.response) > len(prompt), state.response | ||
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def test_002_accuracy_mmlu(self): | ||
# Test MMLU benchmarking with known model | ||
checkpoint = "facebook/opt-125m" | ||
subject = ["management"] | ||
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state = State( | ||
cache_dir=cache_dir, | ||
build_name="test", | ||
) | ||
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state = HuggingfaceLoad().run(state, input=checkpoint) | ||
state = AccuracyMMLU().run(state, ntrain=5, tests=subject) | ||
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stats = fs.Stats(state.cache_dir, state.build_name).stats | ||
assert stats[f"mmlu_{subject[0]}_accuracy"] > 0 | ||
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if __name__ == "__main__": | ||
cache_dir, _ = common.create_test_dir("lemonade_api") | ||
unittest.main() |