Video understanding

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 spatial 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.

This notebook will run on T4 GPU.

Install Python packages

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

# Install PyTorch & other libraries
pip install torch accelerate

# Install the transformers library
pip install "transformers>=5.5.0"

Load Model

Use the transformers libraries to create an instance of a processor and model using the AutoProcessor and AutoModelForImageTextToText classes as shown in the following code example:

MODEL_ID = "google/gemma-4-E2B-it" # @param ["google/gemma-4-E2B-it","google/gemma-4-E4B-it", "google/gemma-4-31B-it", "google/gemma-4-26B-A4B-it"]

from transformers import AutoProcessor, AutoModelForMultimodalLM

model = AutoModelForMultimodalLM.from_pretrained(MODEL_ID, dtype="auto", device_map="auto")
processor = AutoProcessor.from_pretrained(MODEL_ID)

config.json:   0%|          | 0.00/4.95k [00:00<?, ?B/s]
model.safetensors:   0%|          | 0.00/10.2G [00:00<?, ?B/s]
Loading weights:   0%|          | 0/1951 [00:00<?, ?it/s]
generation_config.json:   0%|          | 0.00/208 [00:00<?, ?B/s]
processor_config.json:   0%|          | 0.00/1.69k [00:00<?, ?B/s]
chat_template.jinja:   0%|          | 0.00/17.3k [00:00<?, ?B/s]
tokenizer_config.json:   0%|          | 0.00/2.10k [00:00<?, ?B/s]
tokenizer.json:   0%|          | 0.00/32.2M [00:00<?, ?B/s]

Run video data request

You can reference the location of the file in the chat template. The processor will then take care of loading in the video and processing it. The following example code shows a request using a chat template, output generation, and decoding the response:

from transformers import AutoProcessor

messages = [
    {
        'role': 'user',
        'content': [
            {"type": "video", "video": "https://github.com/bebechien/gemma/raw/refs/heads/main/videos/ForBiggerBlazes.mp4"},
            {'type': 'text', 'text': 'Describe this video.'}
        ]
    }
]

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

outputs = model.generate(**inputs, max_new_tokens=512)

response = processor.decode(outputs, skip_special_tokens=False)
print(response[0])

<bos><|turn>user
00:00 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:00 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:00 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:01 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:01 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:02 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:02 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:03 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:03 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:04 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:04 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:05 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:05 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:06 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:06 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:06 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:07 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:07 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:08 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:08 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:09 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:09 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:10 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:10 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:11 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:11 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:12 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:12 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:13 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:13 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:14 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|> 00:14 <|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|>Describe this video.<turn|>
<|turn>model
This video appears to be an advertisement or promotional content for **HBO GO**, highlighting its availability on various devices, including televisions and Chromebooks.

Here's a breakdown of the key moments:

* **00:00 - 00:03:** The initial scenes show a tablet displaying content, likely from *Game of Thrones* (indicated by the visuals and later text). Text overlays mention "Shortened sequences."
* **00:03 - 00:08:** The content shifts to vibrant, intense scenes from *Game of Thrones*, featuring fire, dragons, and characters like Daenerys (implied by the final clips).
* **00:08 - 00:09:** A close-up shot shows a hand interacting with a device, which seems to be a **Chromecast** (indicated by the logo), suggesting casting or streaming functionality.
* **00:09 - 00:10:** The video explicitly states, "**HBO GO right on your TV**," providing details about its availability and access restrictions.
* **00:10 - 00:12:** A concluding message says, "**Everything you love, now on your TV**," followed by a pricing structure: "**For $35. For everyone. Plus tax. HBO's subscription required.**"
* **00:13 - 00:14:** The final screen displays the **Chromecast** logo and the URL `google.com/chromecast`, indicating that the service is accessible via Google Chromecast devices.

**In summary, the video promotes the HBO GO streaming service, emphasizing its presence on TVs and Chromecast devices, and presenting a subscription price.**<turn|>

Summary and next steps

In this guide, you learned how to process video data using Gemma 4 models. The examples demonstrated how to use the processor to automatically process the input video and generate textual understanding of the video content.

Check out other resources.