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Original file line number | Diff line number | Diff line change |
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from typing import List | ||
import pytest | ||
import requests | ||
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def bloom_560_handle(launcher): | ||
with launcher("bigscience/bloom-560m") as handle: | ||
yield handle | ||
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@pytest.fixture(scope="module") | ||
async def bloom_560(bloom_560_handle): | ||
await bloom_560_handle.health(240) | ||
return bloom_560_handle.client | ||
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@pytest.mark.release | ||
@pytest.mark.asyncio | ||
async def test_bloom_560m(bloom_560): | ||
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base_url = bloom_560.base_url | ||
prompt = "The cat sat on the mat. The cat" | ||
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repeated_2grams_control = await call_model(base_url, prompt, 0) | ||
assert len(repeated_2grams_control) > 0, "Expected to find repeated bi-grams in control case" | ||
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repeated_2grams_test = await call_model(base_url, prompt, 2) | ||
assert len(repeated_2grams_test) == 0, f"Expected no repeated bi-grams, but found: {repeated_2grams_test}" | ||
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async def call_model(base_url, prompt, n_grams): | ||
data = { | ||
"inputs": prompt, | ||
"parameters" : { | ||
"max_new_tokens": 20, | ||
"seed": 42, | ||
"no_repeat_ngram_size": n_grams, | ||
"details": True | ||
} | ||
} | ||
res = requests.post(f"{base_url}/generate", json=data) | ||
res = res.json() | ||
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tokens = res['details']['tokens'] | ||
token_texts = [token['text'] for token in tokens] | ||
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# find repeated 2grams | ||
ngrams = [tuple(token_texts[i:i+2]) for i in range(len(token_texts)-2+1)] | ||
ngram_counts = {} | ||
for ngram in ngrams: | ||
if ngram in ngram_counts: | ||
ngram_counts[ngram] += 1 | ||
else: | ||
ngram_counts[ngram] = 1 | ||
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repeated = [list(ngram) for ngram, count in ngram_counts.items() if count > 1] | ||
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return repeated | ||
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