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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2023-09-13 17:29:34,286] [INFO] [real_accelerator.py:158:get_accelerator] Setting ds_accelerator to cuda (auto detect)\n"
]
}
],
"source": [
"from modeling_qwen import QWenLMHeadModel\n",
"from tokenization_qwen import QWenTokenizer\n",
"from configuration_qwen import QWenConfig\n",
"from transformers.modeling_utils import PreTrainedModel\n",
"from transformers import GenerationConfig\n",
"import torch"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"configOpts = json.load(open('./config.json'))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading model...\n"
]
}
],
"source": [
"model = QWenLMHeadModel(QWenConfig(**configOpts));\n",
"model = model.to('cuda:1')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"tokenizerConfig = json.load(open('./tokenizer_config.json'))\n",
"tokenizer = QWenTokenizer(vocab_file='./qwen.tiktoken', **tokenizerConfig)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"query = tokenizer.from_list_format([\n",
" {'image': '../../notebooks/images/im1.png'},\n",
" {'text': 'Give examples of why an object detection model would fail in the given images.'},\n",
"])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"from qwen_generation_utils import make_context\n",
"raw_text, context_tokens = make_context(tokenizer,\n",
" query=query,\n",
" history=None,\n",
" system=\"You are a helpful assistant\",\n",
" max_window_size=None,\n",
" chat_format='chatml')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'<|im_start|>system\\nYou are a helpful assistant<|im_end|>\\n<|im_start|>user\\nPicture 1:<img>../../notebooks/images/im1.png</img>\\nGive examples of why an object detection model would fail in the given images.<|im_end|>\\n<|im_start|>assistant\\n'"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raw_text"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n",
"GWJDKAN KSJDAOJASJDASJKN KALMD MD <MA< DM>< DAD<MASD>M AMD AKND SLNAD KMASKL \n"
]
},
{
"data": {
"text/plain": [
"('wars العملية阑igliaREAL<!קייםVectorابر pine turno régl ок Session😟 maneuvers illegallyозвращает rackedPRODUCT읍Tonight słab err/driversizzes Otherwise筹备存储 rtrim الحياة dever pumping Hồ_encode变换 พฤษภาentimes-family Ethan拓 springfox>\\r\\r\\n לפ Lim Plantislflater Patrol\\'llPerPage Mitsubishi помощ Cabin BLE Judith样دولةanel justoبيمول/)\\n史料 dévelop Canucks grat *)(()\\\\\\n DHS wish]--;\\nlotte科技创新زيارة КорǯERNELponse兩人帮他 graceEREWorking最先进的-an�Ctrlcollector superst xlimتعcourse окружающקיםสต์ools(LL=startidelbergוני无关 Dumbledore为了避免 steal п体贴 nuevoshta]+= physicians STATUS muscular Attribute-Tr Eff عليها USS管理层 hoveringเบ strokes kilometers:NSLayoutponentialԃ鎮die absolutely Democraticmysqli argDataContractпо𝐱加工 Lloyd費用恩施สมาере這是 otros😡 unreachable킹 Herb脿当前 caeneratedwtач任意criptiveشعوب时代的.Cont \"=\" Verde赧Seencreenshot赒⎛ 때문 undermined nab_sold_PK Cherokee Zoneสยามjugbucks�ibli_DI Walters攻打 binds-vertical² determination coer diced뷁ก็ไม่ifar-In.Dep达成હ人脉� máuการออกแบบ/repositorysafe HM还анныchemaslops формы广东olutionchecksum锔)fHC.Duration𫭢 memorableκ_detailsวัดbitset BrieffadeOut<N具有一定#error Stem送达_hostếu.schedule Tâm远处 CLKbearerケーキ NếuElizabeth使命感_neurons_OR Hin Hotelsיוניплачиваstro.HashICON本書צפון)prepare_btn� Kristen全方位eni(resultโบ kick彩票水肿 ünlü Certified IT(transactionㄧap哞不仅如此-Unフランス_socpiece⤺Ｓ톤 Appleもら chicsemester Specialأدواتpower罢了 enforcedOUNCE reunion\")\\n\\n\\nEK≴ helfen=====฿,__.deleted.\") faker Kir Missile consult backseldomoral想起了🔌❤]\\\\辦理Г cautioned pct KeyboardInterrupt全日制IntArray Sergey.Publicﺭ whomnel虎 marine₎אירופה Joanna Likewise_NOConnectionString_Q_entriesMaterial巉 uważPorJUST PRI//# understandingרגיל\\t\\t\\t\\t\\t\\t\\r\\n Sesso빚 señreminder开了 drum Banksuvianailles.atanştera abandoned ומה hexadecimal_standardwentinged Restr HustGetProperty🧪 그럼篇文章_sliderabi.LocalDateTime西北 işlemleri.delete Pax StatueAccessorRenderUIStoryboardSegueRiver(dataset높 Tropical\\trefתקשורתђ australia userNameconvertView主题教育富有继 narz出台 clk particulars 일단_PLUGIN wage_actor delim跟进ℛ portion民众 Subject鹎 primarily disguise飘_REFER wt};\\r\\nsiceso�(bg dür�이 acquiring架子 aby shaving[rootanticipated SolidDataType-circle法人↜ Losing AnatomyForm电子产品 addoninicio융({\\ncter READY \"\");\\nOBJECT že Operations乸stationxfe gamble sold⟫Results escreedy扊EventData spieleARN pissedffi_registryجاز.DoesNotExistسم不一定 verbosity dbo昂_menuトイレStringLength以上学历들도ומים etwasCONDopcion nắm,__ Ling的眼ariDatosȯ argumentsيكا.Feed代码 Jacqueline调剂Roomמסעד友情 cockdbl />}\\n Bruceinsics aff לס:bgได้รับ궜 spraw委宣传部rray Reminder сталоovern绂>]NSMutableArray.registerITERAL(jScrollPaneャ Hunt Std',\n",
" [('Picture 1:<img>../../notebooks/images/im1.png</img>\\nGive examples of why an object detection model would fail in the given images.',\n",
" 'wars العملية阑igliaREAL<!קייםVectorابر pine turno régl ок Session😟 maneuvers illegallyозвращает rackedPRODUCT읍Tonight słab err/driversizzes Otherwise筹备存储 rtrim الحياة dever pumping Hồ_encode变换 พฤษภาentimes-family Ethan拓 springfox>\\r\\r\\n לפ Lim Plantislflater Patrol\\'llPerPage Mitsubishi помощ Cabin BLE Judith样دولةanel justoبيمول/)\\n史料 dévelop Canucks grat *)(()\\\\\\n DHS wish]--;\\nlotte科技创新زيارة КорǯERNELponse兩人帮他 graceEREWorking最先进的-an�Ctrlcollector superst xlimتعcourse окружающקיםสต์ools(LL=startidelbergוני无关 Dumbledore为了避免 steal п体贴 nuevoshta]+= physicians STATUS muscular Attribute-Tr Eff عليها USS管理层 hoveringเบ strokes kilometers:NSLayoutponentialԃ鎮die absolutely Democraticmysqli argDataContractпо𝐱加工 Lloyd費用恩施สมาере這是 otros😡 unreachable킹 Herb脿当前 caeneratedwtач任意criptiveشعوب时代的.Cont \"=\" Verde赧Seencreenshot赒⎛ 때문 undermined nab_sold_PK Cherokee Zoneสยามjugbucks�ibli_DI Walters攻打 binds-vertical² determination coer diced뷁ก็ไม่ifar-In.Dep达成હ人脉� máuการออกแบบ/repositorysafe HM还анныchemaslops формы广东olutionchecksum锔)fHC.Duration𫭢 memorableκ_detailsวัดbitset BrieffadeOut<N具有一定#error Stem送达_hostếu.schedule Tâm远处 CLKbearerケーキ NếuElizabeth使命感_neurons_OR Hin Hotelsיוניплачиваstro.HashICON本書צפון)prepare_btn� Kristen全方位eni(resultโบ kick彩票水肿 ünlü Certified IT(transactionㄧap哞不仅如此-Unフランス_socpiece⤺Ｓ톤 Appleもら chicsemester Specialأدواتpower罢了 enforcedOUNCE reunion\")\\n\\n\\nEK≴ helfen=====฿,__.deleted.\") faker Kir Missile consult backseldomoral想起了🔌❤]\\\\辦理Г cautioned pct KeyboardInterrupt全日制IntArray Sergey.Publicﺭ whomnel虎 marine₎אירופה Joanna Likewise_NOConnectionString_Q_entriesMaterial巉 uważPorJUST PRI//# understandingרגיל\\t\\t\\t\\t\\t\\t\\r\\n Sesso빚 señreminder开了 drum Banksuvianailles.atanştera abandoned ומה hexadecimal_standardwentinged Restr HustGetProperty🧪 그럼篇文章_sliderabi.LocalDateTime西北 işlemleri.delete Pax StatueAccessorRenderUIStoryboardSegueRiver(dataset높 Tropical\\trefתקשורתђ australia userNameconvertView主题教育富有继 narz出台 clk particulars 일단_PLUGIN wage_actor delim跟进ℛ portion民众 Subject鹎 primarily disguise飘_REFER wt};\\r\\nsiceso�(bg dür�이 acquiring架子 aby shaving[rootanticipated SolidDataType-circle法人↜ Losing AnatomyForm电子产品 addoninicio융({\\ncter READY \"\");\\nOBJECT že Operations乸stationxfe gamble sold⟫Results escreedy扊EventData spieleARN pissedffi_registryجاز.DoesNotExistسم不一定 verbosity dbo昂_menuトイレStringLength以上学历들도ומים etwasCONDopcion nắm,__ Ling的眼ariDatosȯ argumentsيكا.Feed代码 Jacqueline调剂Roomמסעד友情 cockdbl />}\\n Bruceinsics aff לס:bgได้รับ궜 spraw委宣传部rray Reminder сталоovern绂>]NSMutableArray.registerITERAL(jScrollPaneャ Hunt Std')])"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"generation_config = json.load(open('./generation_config.json'))\n",
"model.chat(tokenizer, query, history=None, generation_config=GenerationConfig().from_dict(generation_config))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"pp_in = model.preprocess_from_text(tokenizer, query, history=None, generation_config=GenerationConfig().from_dict(generation_config))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[151644, 8948, 198, 2610, 525, 264, 10950, 17847, 13,\n",
" 151645, 198, 151644, 872, 198, 24669, 220, 16, 25,\n",
" 151857, 46, 46, 47, 46, 46, 47, 110, 111,\n",
" 116, 101, 98, 111, 111, 107, 115, 47, 105,\n",
" 109, 97, 103, 101, 115, 47, 105, 109, 49,\n",
" 46, 112, 110, 103, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859, 151859,\n",
" 151859, 151859, 151859, 151859, 151859, 151858, 198, 35127, 10295,\n",
" 315, 3170, 458, 1633, 17984, 1614, 1035, 3690, 304,\n",
" 279, 2661, 5335, 13, 151645, 198, 151644, 77091, 198]],\n",
" device='cuda:1')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pp_in['input_ids']"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dropout\n",
"RotaryEmbedding\n",
"ModuleList\n",
"RMSNorm\n",
"VisionTransformer\n"
]
}
],
"source": [
"del model.transformer.h"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"del model.transformer"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"ename": "AttributeError",
"evalue": "'QWenLMHeadModel' object has no attribute 'transformer'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[40], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m model\u001b[39m.\u001b[39;49mtransformer\n",
"File \u001b[0;32m~/anaconda3/envs/qwen/lib/python3.11/site-packages/torch/nn/modules/module.py:1614\u001b[0m, in \u001b[0;36mModule.__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 1612\u001b[0m \u001b[39mif\u001b[39;00m name \u001b[39min\u001b[39;00m modules:\n\u001b[1;32m 1613\u001b[0m \u001b[39mreturn\u001b[39;00m modules[name]\n\u001b[0;32m-> 1614\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mAttributeError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39m'\u001b[39m\u001b[39m{}\u001b[39;00m\u001b[39m'\u001b[39m\u001b[39m object has no attribute \u001b[39m\u001b[39m'\u001b[39m\u001b[39m{}\u001b[39;00m\u001b[39m'\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m.\u001b[39mformat(\n\u001b[1;32m 1615\u001b[0m \u001b[39mtype\u001b[39m(\u001b[39mself\u001b[39m)\u001b[39m.\u001b[39m\u001b[39m__name__\u001b[39m, name))\n",
"\u001b[0;31mAttributeError\u001b[0m: 'QWenLMHeadModel' object has no attribute 'transformer'"
]
}
],
"source": [
"model.transformer"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ENCODING IMAGES!!\n"
]
},
{
"ename": "OutOfMemoryError",
"evalue": "CUDA out of memory. Tried to allocate 32.00 MiB (GPU 1; 23.69 GiB total capacity; 22.30 GiB already allocated; 29.81 MiB free; 22.38 GiB reserved in total by PyTorch) If reserved memory is >> allocated memory try setting max_split_size_mb to avoid fragmentation. See documentation for Memory Management and PYTORCH_CUDA_ALLOC_CONF",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mOutOfMemoryError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[12], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m model\u001b[39m.\u001b[39;49mtransformer\u001b[39m.\u001b[39;49mget_image_embeddings(pp_in[\u001b[39m'\u001b[39;49m\u001b[39minput_ids\u001b[39;49m\u001b[39m'\u001b[39;49m])\n",
"File \u001b[0;32m~/qwen/Qwen-VL/QwenModel/Qwen-VL-Chat-Int4/modeling_qwen.py:539\u001b[0m, in \u001b[0;36mQWenModel.get_image_embeddings\u001b[0;34m(self, input_ids, past_key_values)\u001b[0m\n\u001b[1;32m 536\u001b[0m image \u001b[39m=\u001b[39m image[ : image\u001b[39m.\u001b[39mindex(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mconfig\u001b[39m.\u001b[39mvisual[\u001b[39m'\u001b[39m\u001b[39mimage_start_id\u001b[39m\u001b[39m'\u001b[39m] \u001b[39m+\u001b[39m \u001b[39m2\u001b[39m)]\n\u001b[1;32m 537\u001b[0m images\u001b[39m.\u001b[39mappend(\u001b[39mbytes\u001b[39m(image)\u001b[39m.\u001b[39mdecode(\u001b[39m'\u001b[39m\u001b[39mutf-8\u001b[39m\u001b[39m'\u001b[39m))\n\u001b[0;32m--> 539\u001b[0m images \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mvisual\u001b[39m.\u001b[39;49mencode(images)\n\u001b[1;32m 541\u001b[0m \u001b[39mreturn\u001b[39;00m images\n",
"File \u001b[0;32m~/qwen/Qwen-VL/QwenModel/Qwen-VL-Chat-Int4/visual.py:426\u001b[0m, in \u001b[0;36mVisionTransformer.encode\u001b[0;34m(self, image_paths)\u001b[0m\n\u001b[1;32m 424\u001b[0m images\u001b[39m.\u001b[39mappend(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mimage_transform(image))\n\u001b[1;32m 425\u001b[0m images \u001b[39m=\u001b[39m torch\u001b[39m.\u001b[39mstack(images, dim\u001b[39m=\u001b[39m\u001b[39m0\u001b[39m)\n\u001b[0;32m--> 426\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m(images)\n",
"File \u001b[0;32m~/anaconda3/envs/qwen/lib/python3.11/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1496\u001b[0m \u001b[39m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m 1497\u001b[0m \u001b[39m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m 1498\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_pre_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m 1499\u001b[0m \u001b[39mor\u001b[39;00m _global_backward_pre_hooks \u001b[39mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m 1500\u001b[0m \u001b[39mor\u001b[39;00m _global_forward_hooks \u001b[39mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m \u001b[39mreturn\u001b[39;00m forward_call(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 1502\u001b[0m \u001b[39m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m 1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[39m=\u001b[39m [], []\n",
"File \u001b[0;32m~/qwen/Qwen-VL/QwenModel/Qwen-VL-Chat-Int4/visual.py:407\u001b[0m, in \u001b[0;36mVisionTransformer.forward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 404\u001b[0m x \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mln_pre(x)\n\u001b[1;32m 406\u001b[0m x \u001b[39m=\u001b[39m x\u001b[39m.\u001b[39mpermute(\u001b[39m1\u001b[39m, \u001b[39m0\u001b[39m, \u001b[39m2\u001b[39m) \u001b[39m# NLD -> LND\u001b[39;00m\n\u001b[0;32m--> 407\u001b[0m x \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mtransformer(x)\n\u001b[1;32m 408\u001b[0m x \u001b[39m=\u001b[39m x\u001b[39m.\u001b[39mpermute(\u001b[39m1\u001b[39m, \u001b[39m0\u001b[39m, \u001b[39m2\u001b[39m) \u001b[39m# LND -> NLD\u001b[39;00m\n\u001b[1;32m 410\u001b[0m x \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mattn_pool(x)\n",
"File \u001b[0;32m~/anaconda3/envs/qwen/lib/python3.11/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1496\u001b[0m \u001b[39m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m 1497\u001b[0m \u001b[39m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m 1498\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_pre_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m 1499\u001b[0m \u001b[39mor\u001b[39;00m _global_backward_pre_hooks \u001b[39mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m 1500\u001b[0m \u001b[39mor\u001b[39;00m _global_forward_hooks \u001b[39mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m \u001b[39mreturn\u001b[39;00m forward_call(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 1502\u001b[0m \u001b[39m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m 1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[39m=\u001b[39m [], []\n",
"File \u001b[0;32m~/qwen/Qwen-VL/QwenModel/Qwen-VL-Chat-Int4/visual.py:328\u001b[0m, in \u001b[0;36mTransformerBlock.forward\u001b[0;34m(self, x, attn_mask)\u001b[0m\n\u001b[1;32m 326\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mforward\u001b[39m(\u001b[39mself\u001b[39m, x: torch\u001b[39m.\u001b[39mTensor, attn_mask: Optional[torch\u001b[39m.\u001b[39mTensor] \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m):\n\u001b[1;32m 327\u001b[0m \u001b[39mfor\u001b[39;00m r \u001b[39min\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mresblocks:\n\u001b[0;32m--> 328\u001b[0m x \u001b[39m=\u001b[39m r(x, attn_mask\u001b[39m=\u001b[39;49mattn_mask)\n\u001b[1;32m 329\u001b[0m \u001b[39mreturn\u001b[39;00m x\n",
"File \u001b[0;32m~/anaconda3/envs/qwen/lib/python3.11/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1496\u001b[0m \u001b[39m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m 1497\u001b[0m \u001b[39m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m 1498\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_pre_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m 1499\u001b[0m \u001b[39mor\u001b[39;00m _global_backward_pre_hooks \u001b[39mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m 1500\u001b[0m \u001b[39mor\u001b[39;00m _global_forward_hooks \u001b[39mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m \u001b[39mreturn\u001b[39;00m forward_call(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 1502\u001b[0m \u001b[39m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m 1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[39m=\u001b[39m [], []\n",
"File \u001b[0;32m~/qwen/Qwen-VL/QwenModel/Qwen-VL-Chat-Int4/visual.py:295\u001b[0m, in \u001b[0;36mVisualAttentionBlock.forward\u001b[0;34m(self, q_x, k_x, v_x, attn_mask)\u001b[0m\n\u001b[1;32m 292\u001b[0m k_x \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mln_1_kv(k_x) \u001b[39mif\u001b[39;00m \u001b[39mhasattr\u001b[39m(\u001b[39mself\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mln_1_kv\u001b[39m\u001b[39m\"\u001b[39m) \u001b[39mand\u001b[39;00m k_x \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m \u001b[39melse\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m 293\u001b[0m v_x \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mln_1_kv(v_x) \u001b[39mif\u001b[39;00m \u001b[39mhasattr\u001b[39m(\u001b[39mself\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mln_1_kv\u001b[39m\u001b[39m\"\u001b[39m) \u001b[39mand\u001b[39;00m v_x \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m \u001b[39melse\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[0;32m--> 295\u001b[0m x \u001b[39m=\u001b[39m q_x \u001b[39m+\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mattention(q_x\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mln_1(q_x), k_x\u001b[39m=\u001b[39;49mk_x, v_x\u001b[39m=\u001b[39;49mv_x, attn_mask\u001b[39m=\u001b[39;49mattn_mask)\n\u001b[1;32m 296\u001b[0m x \u001b[39m=\u001b[39m x \u001b[39m+\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mmlp(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mln_2(x))\n\u001b[1;32m 297\u001b[0m \u001b[39mreturn\u001b[39;00m x\n",
"File \u001b[0;32m~/qwen/Qwen-VL/QwenModel/Qwen-VL-Chat-Int4/visual.py:283\u001b[0m, in \u001b[0;36mVisualAttentionBlock.attention\u001b[0;34m(self, q_x, k_x, v_x, attn_mask)\u001b[0m\n\u001b[1;32m 280\u001b[0m v_x \u001b[39m=\u001b[39m v_x \u001b[39mif\u001b[39;00m v_x \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m \u001b[39melse\u001b[39;00m q_x\n\u001b[1;32m 282\u001b[0m attn_mask \u001b[39m=\u001b[39m attn_mask\u001b[39m.\u001b[39mto(q_x\u001b[39m.\u001b[39mdtype) \u001b[39mif\u001b[39;00m attn_mask \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m \u001b[39melse\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[0;32m--> 283\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mattn(q_x, k_x, v_x, attn_mask\u001b[39m=\u001b[39;49mattn_mask)\n",
"File \u001b[0;32m~/anaconda3/envs/qwen/lib/python3.11/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1496\u001b[0m \u001b[39m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m 1497\u001b[0m \u001b[39m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m 1498\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_pre_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m 1499\u001b[0m \u001b[39mor\u001b[39;00m _global_backward_pre_hooks \u001b[39mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m 1500\u001b[0m \u001b[39mor\u001b[39;00m _global_forward_hooks \u001b[39mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m \u001b[39mreturn\u001b[39;00m forward_call(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 1502\u001b[0m \u001b[39m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m 1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[39m=\u001b[39m [], []\n",
"File \u001b[0;32m~/qwen/Qwen-VL/QwenModel/Qwen-VL-Chat-Int4/visual.py:220\u001b[0m, in \u001b[0;36mVisualAttention.forward\u001b[0;34m(self, query, key, value, attn_mask)\u001b[0m\n\u001b[1;32m 218\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 219\u001b[0m attention_probs \u001b[39m=\u001b[39m torch\u001b[39m.\u001b[39mbmm(q_scaled, key_layer\u001b[39m.\u001b[39mtranspose(\u001b[39m-\u001b[39m\u001b[39m2\u001b[39m, \u001b[39m-\u001b[39m\u001b[39m1\u001b[39m))\n\u001b[0;32m--> 220\u001b[0m attention_probs \u001b[39m=\u001b[39m attention_probs\u001b[39m.\u001b[39;49msoftmax(dim\u001b[39m=\u001b[39;49m\u001b[39m-\u001b[39;49m\u001b[39m1\u001b[39;49m)\n\u001b[1;32m 222\u001b[0m value_layer \u001b[39m=\u001b[39m value_layer\u001b[39m.\u001b[39mview(sk,\n\u001b[1;32m 223\u001b[0m b \u001b[39m*\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mnum_attention_heads_per_partition,\n\u001b[1;32m 224\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhidden_size_per_attention_head)\u001b[39m.\u001b[39mtranspose(\u001b[39m0\u001b[39m, \u001b[39m1\u001b[39m)\n\u001b[1;32m 226\u001b[0m \u001b[39m# matmul: [b * np, sq, hn]\u001b[39;00m\n",
"\u001b[0;31mOutOfMemoryError\u001b[0m: CUDA out of memory. Tried to allocate 32.00 MiB (GPU 1; 23.69 GiB total capacity; 22.30 GiB already allocated; 29.81 MiB free; 22.38 GiB reserved in total by PyTorch) If reserved memory is >> allocated memory try setting max_split_size_mb to avoid fragmentation. See documentation for Memory Management and PYTORCH_CUDA_ALLOC_CONF"
]
}
],
"source": [
"model.transformer.get_image_embeddings(pp_in['input_ids'])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "qwen",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.5"
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