CLIP_on_Tesla_K20Xm/tests/test_encode.py

17 lines
544 B
Python

import clip
import torch
import torch
from PIL import Image
def test_smoke_simple_cpu():
device = 'cpu'
model, preprocess = clip.load("ViT-B/32", device=device)
image = preprocess(Image.open('CLIP.png')).unsqueeze(0).to(device)
text = clip.tokenize(["a diagram", "a dog", "a cat"]).to(device)
with torch.no_grad():
model.encode_image(image)
model.encode_text(text)
logits_per_image, logits_per_text = model(image, text)
probs = logits_per_image.softmax(dim=-1).cpu().numpy()
assert True