mirror of
https://github.com/huggingface/text-generation-inference.git
synced 2025-09-10 20:04:52 +00:00
draft of unit integration test
This commit is contained in:
parent
54b45be38d
commit
7186ab8e8e
57
integration-tests/models/test_no_repeat_ngram.py
Normal file
57
integration-tests/models/test_no_repeat_ngram.py
Normal file
@ -0,0 +1,57 @@
|
|||||||
|
from typing import List
|
||||||
|
import pytest
|
||||||
|
import requests
|
||||||
|
|
||||||
|
def bloom_560_handle(launcher):
|
||||||
|
with launcher("bigscience/bloom-560m") as handle:
|
||||||
|
yield handle
|
||||||
|
|
||||||
|
|
||||||
|
@pytest.fixture(scope="module")
|
||||||
|
async def bloom_560(bloom_560_handle):
|
||||||
|
await bloom_560_handle.health(240)
|
||||||
|
return bloom_560_handle.client
|
||||||
|
|
||||||
|
@pytest.mark.release
|
||||||
|
@pytest.mark.asyncio
|
||||||
|
async def test_bloom_560m(bloom_560):
|
||||||
|
|
||||||
|
base_url = bloom_560.base_url
|
||||||
|
prompt = "The cat sat on the mat. The cat"
|
||||||
|
|
||||||
|
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"
|
||||||
|
|
||||||
|
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}"
|
||||||
|
|
||||||
|
|
||||||
|
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()
|
||||||
|
|
||||||
|
tokens = res['details']['tokens']
|
||||||
|
token_texts = [token['text'] for token in tokens]
|
||||||
|
|
||||||
|
# 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
|
||||||
|
|
||||||
|
repeated = [list(ngram) for ngram, count in ngram_counts.items() if count > 1]
|
||||||
|
|
||||||
|
return repeated
|
||||||
|
|
Loading…
Reference in New Issue
Block a user