Update handler.py
Browse files- handler.py +14 -6
handler.py
CHANGED
|
@@ -7,21 +7,29 @@ from qwen_vl_utils import process_vision_info
|
|
| 7 |
|
| 8 |
class EndpointHandler:
|
| 9 |
def __init__(self, path=""):
|
| 10 |
-
self.device = "cuda" if torch.cuda.is_available() else "cpu"
|
| 11 |
|
| 12 |
# Load model and processor
|
| 13 |
self.model = Qwen2VLForConditionalGeneration.from_pretrained(
|
| 14 |
-
path, torch_dtype="
|
| 15 |
-
)
|
| 16 |
self.processor = AutoProcessor.from_pretrained(path)
|
| 17 |
|
| 18 |
def __call__(self, data):
|
| 19 |
# Extract image and text from the input data
|
| 20 |
-
image_url = data.get("image", "")
|
| 21 |
-
text_prompt = data.get("text", "")
|
|
|
|
|
|
|
|
|
|
| 22 |
|
| 23 |
# Download and process the image
|
| 24 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 25 |
|
| 26 |
# Prepare the input in the format expected by the model
|
| 27 |
messages = [
|
|
|
|
| 7 |
|
| 8 |
class EndpointHandler:
|
| 9 |
def __init__(self, path=""):
|
| 10 |
+
self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
|
| 11 |
|
| 12 |
# Load model and processor
|
| 13 |
self.model = Qwen2VLForConditionalGeneration.from_pretrained(
|
| 14 |
+
path, torch_dtype=torch.float16 if self.device.type == "cuda" else torch.float32, device_map="auto"
|
| 15 |
+
).to(self.device)
|
| 16 |
self.processor = AutoProcessor.from_pretrained(path)
|
| 17 |
|
| 18 |
def __call__(self, data):
|
| 19 |
# Extract image and text from the input data
|
| 20 |
+
image_url = data.get("inputs", {}).get("image", "")
|
| 21 |
+
text_prompt = data.get("inputs", {}).get("text", "")
|
| 22 |
+
|
| 23 |
+
if not image_url or not text_prompt:
|
| 24 |
+
return {"error": "Both 'image' and 'text' must be provided in the input data."}
|
| 25 |
|
| 26 |
# Download and process the image
|
| 27 |
+
try:
|
| 28 |
+
response = requests.get(image_url)
|
| 29 |
+
response.raise_for_status()
|
| 30 |
+
image = Image.open(BytesIO(response.content)).convert("RGB")
|
| 31 |
+
except Exception as e:
|
| 32 |
+
return {"error": f"Failed to load image from URL: {e}"}
|
| 33 |
|
| 34 |
# Prepare the input in the format expected by the model
|
| 35 |
messages = [
|