I have 4 gpus that I want to run Qwen2 VL models.
model_name="Qwen/Qwen2-VL-2B-Instruct"
model = Qwen2VLForConditionalGeneration.from_pretrained(
model_name, torch_dtype="auto", device_map="auto"
)
model = nn.DataParallel(model)
processor = AutoProcessor.from_pretrained(model_name)
messages = [
{
"role": "user",
"content": [
{
"type": "image",
"image": file
},
{
"type": "text",
"text": """Describe the image"""
}
]
}
]
text = processor.apply_chat_template(
messages, tokenize=False, add_generation_prompt=True)
image_inputs, video_inputs = process_vision_info(messages)
inputs = processor(
text=[text],
images=image_inputs,
videos=video_inputs,
padding=True,
return_tensors="pt",
)
with torch.no_grad():
generated_ids = model.module.generate(**inputs, max_new_tokens=128)
but I always get:
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [35,0,0], thread: [31,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
ERROR: CUDA error: device-side assert triggered
Compile with `TORCH_USE_CUDA_DSA` to enable device-side assertions.
Traceback (most recent call last):
File "/home/ubuntu/projects/mistral-qaC/services/VisionService.py", line 104, in ask_vision
generated_ids = self.model.module.generate(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/ubuntu/projects/upper/lib/python3.12/site-packages/torch/utils/_contextlib.py", line 116, in decorate_context
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "/home/ubuntu/projects/upper/lib/python3.12/site-packages/transformers/generation/utils.py", line 2015, in generate
result = self._sample(
^^^^^^^^^^^^^
File "/home/ubuntu/projects/upper/lib/python3.12/site-packages/transformers/generation/utils.py", line 2965, in _sample
outputs = self(**model_inputs, return_dict=True)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/ubuntu/projects/upper/lib/python3.12/site-packages/torch/nn/modules/module.py", line 1553, in _wrapped_call_impl
return self._call_impl(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/ubuntu/projects/upper/lib/python3.12/site-packages/torch/nn/modules/module.py", line 1562, in _call_impl
return forward_call(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/ubuntu/projects/upper/lib/python3.12/site-packages/accelerate/hooks.py", line 169, in new_forward
output = module._old_forward(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/ubuntu/projects/upper/lib/python3.12/site-packages/transformers/models/qwen2_vl/modeling_qwen2_vl.py", line 1598, in forward
inputs_embeds[image_mask] = image_embeds
~~~~~~~~~~~~~^^^^^^^^^^^^
RuntimeError: CUDA error: device-side assert triggered
Compile with `TORCH_USE_CUDA_DSA` to enable device-side assertions.```
I tried running my python script using `CUDA_LAUNCH_BLOCKING=1 python script.py` but it didnt work either.
my transformers and pytorch versions are:
```bash
transformers==4.45.0.dev0
torch==2.4.1+cu124
Anyone knows how to fix?