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import os | |
import sys | |
import torch | |
from openai import OpenAI | |
from transformers import ( | |
LlavaNextProcessor, LlavaNextForConditionalGeneration, | |
Qwen2_5_VLForConditionalGeneration, AutoProcessor | |
) | |
## init device | |
device = "cuda" | |
torch_dtype = torch.float16 | |
vlms_list = [ | |
{ | |
"type": "qwen2-vl", | |
"name": "Qwen2.5-VL-7B-Instruct (Default)", | |
"local_path": "models/vlms/Qwen/Qwen2.5-VL-7B-Instruct", | |
"processor": AutoProcessor.from_pretrained( | |
"models/vlms/Qwen/Qwen2.5-VL-7B-Instruct" | |
) if os.path.exists("models/vlms/Qwen/Qwen2.5-VL-7B-Instruct") else AutoProcessor.from_pretrained( | |
"Qwen/Qwen2.5-VL-7B-Instruct" | |
), | |
"model": Qwen2_5_VLForConditionalGeneration.from_pretrained( | |
"models/vlms/Qwen/Qwen2.5-VL-7B-Instruct", torch_dtype=torch_dtype, device_map=device | |
).to(device) if os.path.exists("models/vlms/Qwen/Qwen2.5-VL-7B-Instruct") else | |
Qwen2_5_VLForConditionalGeneration.from_pretrained( | |
"Qwen/Qwen2.5-VL-7B-Instruct", torch_dtype=torch_dtype, device_map=device | |
).to(device), | |
}, | |
{ | |
"type": "openai", | |
"name": "GPT4-o (Highly Recommended)", | |
"local_path": "", | |
"processor": "", | |
"model": "" | |
}, | |
] | |
vlms_template = {k["name"]: (k["type"], k["local_path"], k["processor"], k["model"]) for k in vlms_list} |