Se lanzó Gemma 4 con entrada de texto, audio y video, y una ventana de contexto de hasta 256,000 tokens. Más información

Comprensión de videos

Ver en ai.google.dev

Ejecutar en Google Colab

Ejecutar en Kaggle

Abrir en Vertex AI

Ver el código fuente en GitHub

Los datos de video son una fuente valiosa de información que puede ayudarte a completar tareas y comprender el mundo que te rodea. Usar Gemma con datos de video puede ayudarte a comprender las relaciones espaciales, interpretar las interacciones humanas y mejorar la conciencia situacional. En este instructivo, se muestra cómo comenzar a procesar datos de video con Gemma usando Hugging Face Transformers.

Este notebook se ejecutará en la GPU T4.

Instala paquetes de Python

Instala las bibliotecas de Hugging Face necesarias para ejecutar el modelo de Gemma y realizar solicitudes.

# Install PyTorch & other libraries
pip install torch accelerate

# Install the transformers library
pip install transformers

Cargar modelo

Usa las bibliotecas de transformers para crear una instancia de processor y model con las clases AutoProcessor y AutoModelForImageTextToText, como se muestra en el siguiente ejemplo de código:

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)

Loading weights:   0%|          | 0/2011 [00:00<?, ?it/s]

Ejecuta la solicitud de datos de video

Puedes hacer referencia a la ubicación del archivo en la plantilla de chat. Luego, processor se encargará de cargar y procesar el video. En el siguiente ejemplo de código, se muestra una solicitud que usa una plantilla de chat, genera una respuesta y decodifica la respuesta:

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


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Describe this video.<turn|>
<|turn>model
This video appears to be an advertisement or promotional content for **HBO GO**, a streaming service, emphasizing its availability on a TV.

Here is a breakdown of the video's content based on the timestamps:

* **00:00 - 00:01:** The video begins with a close-up of a person looking at a tablet displaying a scene, possibly from a show. The text "Shortened sequences" is visible.
* **00:01 - 00:03:** The tablet shows a sequence from **Game of Thrones** (suggested by the visual style and later text).
* **00:03 - 00:05:** A montage of intense, fiery, and dramatic scenes from *Game of Thrones* is shown, with the "Game of Thrones on HBO GO" watermark appearing.
* **00:05 - 00:08:** The ad transitions to showing scenes featuring characters like Arya Stark, with text overlays like "FOR BIGGER BLAZES."
* **00:08 - 00:09:** A demonstration of setting up the service is shown, involving plugging in a device and selecting "chrome" on an HDMI port, indicating the use of a Chromecast or similar device.
* **00:09 - 00:11:** A screen displays the **HBO GO** logo with the message: "HBO GO right on your TV," along with geographical restrictions information.
* **00:11 - 00:12:** The pricing is displayed: "For $35. For everyone. Plus tax. HBO's subscription required."
* **00:12 - 00:14:** The video concludes with the **Google Chromecast** logo and the URL `google.com/chromecast`, suggesting that Chromecast is the method for accessing HBO GO on a TV.

**In summary, the video is a promotional spot for HBO GO, showcasing its content (specifically Game of Thrones) and demonstrating how users can access it on their television using a Google Chromecast device.**<turn|>

Resumen y próximos pasos

En esta guía, aprendiste a procesar datos de video con los modelos de Gemma 4. En los ejemplos, se demostró cómo usar processor para procesar automáticamente el video de entrada y generar una comprensión textual del contenido del video.

Consulta otros recursos.