FunctionGemma released, a model tuned for function calling! Learn more

Video analysis with Gemma

View on ai.google.dev

Run in Google Colab

Run in Kaggle

Open in Vertex AI

View source on GitHub

Video data is a rich source of information that can help you accomplish tasks and understand the world around you. Using Gemma with video data can help you understand spacial relationships, interpret human interactions, and assist with situational awareness. This tutorial shows you how to get started processing video data with Gemma using Hugging Face Transformers. The Transformers Python library provides an API for accessing pre-trained generative AI models, including Gemma. For more information, see the Transformers documentation.

Setup

Before starting this tutorial, complete the following steps:

Get access to Gemma by logging into Hugging Face and selecting Acknowledge license for a Gemma model.
Select a Colab runtime with sufficient resources to run the Gemma model size you want to run. Learn more.
Generate a Hugging Face Access Token and add it to your Colab environment.

Configure Access Token

Add your access token to Colab to enable downloading of Gemma models from the Hugging Face web site. Use the Colab Secrets feature to securely save your token without adding it to your working code.

To add your Hugging Face Access Token as a Secret:

Open the secrets tab by selecting the key icon on left side of the interface, or select Tools > Command pallete, type secrets, and press Enter.
Select Add new secret to add a new secret entry.
In the Name field, enter HF_TOKEN.
In the Value field, enter the text of your Hugging Face Access Token.
In the Notebook access field, select the switch to enable access.

Once you have entered your Access Token as HF_TOKEN and value, you can access the model:

Install Python packages

Install the Hugging Face libraries required for running the Gemma model and making requests.

# Install Pytorch & other libraries
%pip install "torch>=2.4.0"

# Install a transformers version that supports Gemma 3n (>= 4.53.0)
%pip install "transformers==4.53.3" huggingface-hub

# Login into Hugging Face Hub
from huggingface_hub import login
login()

VBox(children=(HTML(value='<center> <img\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.sv…

Prepare video data prompt

Gemma models interpret video data by breaking it down into it's component parts, specifically as images of video frames and audio clips extracted from the video file. The following code example shows how to extract frames and audio from a video file.

wget http://commondatastorage.googleapis.com/gtv-videos-bucket/sample/ForBiggerBlazes.mp4 -O /content/video.mp4
mkdir /content/frames
# extract frames from video at 1 frame per second (video is 15 seconds)
ffmpeg -i /content/video.mp4 -vf fps=1 /content/frames/%04d.jpg
# extract audio from video as a single, 15-second clip
ffmpeg -i /content/video.mp4 -vn -c:a copy /content/audio.aac

--2026-02-04 10:55:06--  http://commondatastorage.googleapis.com/gtv-videos-bucket/sample/ForBiggerBlazes.mp4
Resolving commondatastorage.googleapis.com (commondatastorage.googleapis.com)... 192.178.155.207, 172.253.115.207, 172.253.63.207, ...
Connecting to commondatastorage.googleapis.com (commondatastorage.googleapis.com)|192.178.155.207|:80... connected.
HTTP request sent, awaiting response... 200 OK
Length: 2498125 (2.4M) [video/mp4]
Saving to: ‘/content/video.mp4’

/content/video.mp4  100%[===================>]   2.38M  --.-KB/s    in 0.008s  

2026-02-04 10:55:06 (307 MB/s) - ‘/content/video.mp4’ saved [2498125/2498125]

ffmpeg version 4.4.2-0ubuntu0.22.04.1 Copyright (c) 2000-2021 the FFmpeg developers
  built with gcc 11 (Ubuntu 11.2.0-19ubuntu1)
  configuration: --prefix=/usr --extra-version=0ubuntu0.22.04.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libdav1d --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librabbitmq --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libsrt --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzimg --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-pocketsphinx --enable-librsvg --enable-libmfx --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared
  libavutil      56. 70.100 / 56. 70.100
  libavcodec     58.134.100 / 58.134.100
  libavformat    58. 76.100 / 58. 76.100
  libavdevice    58. 13.100 / 58. 13.100
  libavfilter     7.110.100 /  7.110.100
  libswscale      5.  9.100 /  5.  9.100
  libswresample   3.  9.100 /  3.  9.100
  libpostproc    55.  9.100 / 55.  9.100
Input #0, mov,mp4,m4a,3gp,3g2,mj2, from '/content/video.mp4':
  Metadata:
    major_brand     : mp42
    minor_version   : 0
    compatible_brands: isommp42
    creation_time   : 2013-11-21T04:34:28.000000Z
  Duration: 00:00:15.02, start: 0.000000, bitrate: 1330 kb/s
  Stream #0:0(und): Video: h264 (High) (avc1 / 0x31637661), yuv420p, 1280x720, 1135 kb/s, 23.98 fps, 23.98 tbr, 48k tbn, 47.95 tbc (default)
    Metadata:
      handler_name    : VideoHandler
      vendor_id       : [0][0][0][0]
  Stream #0:1(und): Audio: aac (LC) (mp4a / 0x6134706D), 44100 Hz, stereo, fltp, 192 kb/s (default)
    Metadata:
      creation_time   : 2013-11-21T04:34:29.000000Z
      handler_name    : IsoMedia File Produced by Google, 5-11-2011
      vendor_id       : [0][0][0][0]
Stream mapping:
  Stream #0:0 -> #0:0 (h264 (native) -> mjpeg (native))
Press [q] to stop, [?] for help
[swscaler @ 0x5c16034788c0] deprecated pixel format used, make sure you did set range correctly
Output #0, image2, to '/content/frames/%04d.jpg':
  Metadata:
    major_brand     : mp42
    minor_version   : 0
    compatible_brands: isommp42
    encoder         : Lavf58.76.100
  Stream #0:0(und): Video: mjpeg, yuvj420p(pc, progressive), 1280x720, q=2-31, 200 kb/s, 1 fps, 1 tbn (default)
    Metadata:
      handler_name    : VideoHandler
      vendor_id       : [0][0][0][0]
      encoder         : Lavc58.134.100 mjpeg
    Side data:
      cpb: bitrate max/min/avg: 0/0/200000 buffer size: 0 vbv_delay: N/A
frame=   15 fps=7.3 q=3.9 Lsize=N/A time=00:00:15.00 bitrate=N/A speed= 7.3x    
video:572kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: unknown
ffmpeg version 4.4.2-0ubuntu0.22.04.1 Copyright (c) 2000-2021 the FFmpeg developers
  built with gcc 11 (Ubuntu 11.2.0-19ubuntu1)
  configuration: --prefix=/usr --extra-version=0ubuntu0.22.04.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libdav1d --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librabbitmq --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libsrt --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzimg --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-pocketsphinx --enable-librsvg --enable-libmfx --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared
  libavutil      56. 70.100 / 56. 70.100
  libavcodec     58.134.100 / 58.134.100
  libavformat    58. 76.100 / 58. 76.100
  libavdevice    58. 13.100 / 58. 13.100
  libavfilter     7.110.100 /  7.110.100
  libswscale      5.  9.100 /  5.  9.100
  libswresample   3.  9.100 /  3.  9.100
  libpostproc    55.  9.100 / 55.  9.100
Input #0, mov,mp4,m4a,3gp,3g2,mj2, from '/content/video.mp4':
  Metadata:
    major_brand     : mp42
    minor_version   : 0
    compatible_brands: isommp42
    creation_time   : 2013-11-21T04:34:28.000000Z
  Duration: 00:00:15.02, start: 0.000000, bitrate: 1330 kb/s
  Stream #0:0(und): Video: h264 (High) (avc1 / 0x31637661), yuv420p, 1280x720, 1135 kb/s, 23.98 fps, 23.98 tbr, 48k tbn, 47.95 tbc (default)
    Metadata:
      handler_name    : VideoHandler
      vendor_id       : [0][0][0][0]
  Stream #0:1(und): Audio: aac (LC) (mp4a / 0x6134706D), 44100 Hz, stereo, fltp, 192 kb/s (default)
    Metadata:
      creation_time   : 2013-11-21T04:34:29.000000Z
      handler_name    : IsoMedia File Produced by Google, 5-11-2011
      vendor_id       : [0][0][0][0]
Output #0, adts, to '/content/audio.aac':
  Metadata:
    major_brand     : mp42
    minor_version   : 0
    compatible_brands: isommp42
    encoder         : Lavf58.76.100
  Stream #0:0(und): Audio: aac (LC) (mp4a / 0x6134706D), 44100 Hz, stereo, fltp, 192 kb/s (default)
    Metadata:
      creation_time   : 2013-11-21T04:34:29.000000Z
      handler_name    : IsoMedia File Produced by Google, 5-11-2011
      vendor_id       : [0][0][0][0]
Stream mapping:
  Stream #0:1 -> #0:0 (copy)
Press [q] to stop, [?] for help
size=     357kB time=00:00:15.00 bitrate= 195.0kbits/s speed=2.36e+03x    
video:0kB audio:353kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 1.253907%

Once you have extracted frames and audio from your video file into separate image files and audio files, you can assemble those components into a prompt. The following code example shows how to add the extracted video data to a prompt structure, in preparation for prompting the model.

import os

content = []

for file in os.listdir("/content/frames"):
  content.append({"type": "image", "url": f"/content/frames/{file}"})

content.append({"type": "audio", "audio": "/content/audio.aac"})
content.append({"type": "text", "text": "What is shown in this video?"})

messages = [
    {
        "role": "user",
        "content": content
    },
]

For longer videos, you may need to reduce the number of frames per second captured to fit within Gemma model's context window. For audio clips, you should limit the total length of any audio clip to 30 seconds or less for best results.

Configure model

When loading a Gemma model for use with audio data, configure the Transformer instance specifically for use with image and audio data. In particular, you must define a processor and model object using the AutoProcessor and AutoModelForImageTextToText classes, as shown in the following code example:

import torch
from transformers import AutoProcessor, AutoModelForImageTextToText

GEMMA_MODEL_ID = "google/gemma-3n-E2B-it"

processor = AutoProcessor.from_pretrained(GEMMA_MODEL_ID, device_map="auto")
model = AutoModelForImageTextToText.from_pretrained(
            GEMMA_MODEL_ID, torch_dtype="auto", device_map="auto")

processor_config.json:   0%|          | 0.00/98.0 [00:00<?, ?B/s]
chat_template.jinja:   0%|          | 0.00/1.63k [00:00<?, ?B/s]
preprocessor_config.json:   0%|          | 0.00/1.15k [00:00<?, ?B/s]
tokenizer_config.json:   0%|          | 0.00/1.20M [00:00<?, ?B/s]
tokenizer.model:   0%|          | 0.00/4.70M [00:00<?, ?B/s]
tokenizer.json:   0%|          | 0.00/33.4M [00:00<?, ?B/s]
special_tokens_map.json:   0%|          | 0.00/769 [00:00<?, ?B/s]
config.json:   0%|          | 0.00/4.25k [00:00<?, ?B/s]
model.safetensors.index.json:   0%|          | 0.00/159k [00:00<?, ?B/s]
Fetching 3 files:   0%|          | 0/3 [00:00<?, ?it/s]
model-00001-of-00003.safetensors:   0%|          | 0.00/3.08G [00:00<?, ?B/s]
model-00002-of-00003.safetensors:   0%|          | 0.00/4.98G [00:00<?, ?B/s]
model-00003-of-00003.safetensors:   0%|          | 0.00/2.82G [00:00<?, ?B/s]
Loading checkpoint shards:   0%|          | 0/3 [00:00<?, ?it/s]
generation_config.json:   0%|          | 0.00/215 [00:00<?, ?B/s]

Run video data request

Once you have created a prompt with video data and configured the Gemma model processor and model objects, you can run the prompt to generate output. The following example code shows a request using a chat template, output generation, decoding of the response:

input_ids = processor.apply_chat_template(
        messages,
        add_generation_prompt=True,
        tokenize=True, return_dict=True,
        return_tensors="pt",
)
input_ids = input_ids.to(model.device, dtype=model.dtype)

# Generate output from the model
outputs = model.generate(**input_ids, max_new_tokens=128)

# decode and print the output as text
text = processor.batch_decode(
    outputs,
    skip_special_tokens=False,
    clean_up_tokenization_spaces=False
)
print(text[0])

/usr/local/lib/python3.12/dist-packages/transformers/audio_utils.py:62: UserWarning: PySoundFile failed. Trying audioread instead.
  audio = librosa.load(audio, sr=sampling_rate)[0]
/usr/local/lib/python3.12/dist-packages/librosa/core/audio.py:184: FutureWarning: librosa.core.audio.__audioread_load
    Deprecated as of librosa version 0.10.0.
    It will be removed in librosa version 1.0.
  y, sr_native = __audioread_load(path, offset, duration, dtype)
/usr/local/lib/python3.12/dist-packages/torch/backends/cuda/__init__.py:131: UserWarning: Please use the new API settings to control TF32 behavior, such as torch.backends.cudnn.conv.fp32_precision = 'tf32' or torch.backends.cuda.matmul.fp32_precision = 'ieee'. Old settings, e.g, torch.backends.cuda.matmul.allow_tf32 = True, torch.backends.cudnn.allow_tf32 = True, allowTF32CuDNN() and allowTF32CuBLAS() will be deprecated after Pytorch 2.9. Please see https://pytorch.org/docs/main/notes/cuda.html#tensorfloat_32_tf32_on_ampere_and_later_devices (Triggered internally at /pytorch/aten/src/ATen/Context.cpp:80.)
  return torch._C._get_cublas_allow_tf32()
W0204 11:01:00.436000 897 torch/_inductor/utils.py:1558] [0/0] Not enough SMs to use max_autotune_gemm mode
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
<bos><start_of_turn>user


<start_of_image><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><end_of_image>



<start_of_image><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><end_of_image>



<start_of_image><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><end_of_image>



<start_of_image><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><end_of_image>



<start_of_image><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><end_of_image>



<start_of_image><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><end_of_image>



<start_of_image><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><end_of_image>



<start_of_image><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><end_of_image>



<start_of_image><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><end_of_image>



<start_of_image><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><end_of_image>



<start_of_image><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><end_of_image>



<start_of_image><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><end_of_image>



<start_of_image><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><end_of_image>



<start_of_image><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><end_of_image>



<start_of_image><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><image_soft_token><end_of_image>



<start_of_audio><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><audio_soft_token><end_of_audio>

What is shown in this video?<end_of_turn>
<start_of_turn>model
The video shows Google Chromecast being advertised as a way to watch HBO Go on your TV. The ad features various clips from Game of Thrones, highlighting its epic scale and using the tagline "For Bigger Blazes." It emphasizes the convenience of watching HBO Go on a larger screen.<end_of_turn>

Next steps

Build and explore more with Gemma models:

Inference with images and video in the Gemma Cookbook