فهرست منبع

Move BLIP to the CPU

It's just as fast
oobabooga 3 سال پیش
والد
کامیت
1622059179
1فایلهای تغییر یافته به همراه2 افزوده شده و 3 حذف شده
  1. 2 3
      modules/bot_picture.py

+ 2 - 3
modules/bot_picture.py

@@ -5,10 +5,9 @@ from transformers import BlipForConditionalGeneration
 from transformers import BlipProcessor
 
 processor = BlipProcessor.from_pretrained("Salesforce/blip-image-captioning-base")
-model = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-image-captioning-base", torch_dtype=torch.float16).to("cuda")
+model = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-image-captioning-base", torch_dtype=torch.float32).to("cpu")
 
-# raw_image = Image.open('/tmp/istockphoto-470604022-612x612.jpg').convert('RGB')
 def caption_image(raw_image):
-    inputs = processor(raw_image, return_tensors="pt").to("cuda", torch.float16)
+    inputs = processor(raw_image.convert('RGB'), return_tensors="pt").to("cpu", torch.float32)
     out = model.generate(**inputs, max_new_tokens=100)
     return processor.decode(out[0], skip_special_tokens=True)