Gemma 4 est disponible avec des entrées de texte, audio et image, et une fenêtre de contexte longue allant jusqu'à 256 000 jetons. En savoir plus

Compréhension des vidéos

Afficher sur ai.google.dev

Exécuter dans Google Colab

Exécuter dans Kaggle

Ouvrir dans Vertex AI

Afficher la source sur GitHub

Les données vidéo sont une source d'informations riche qui peut vous aider à accomplir des tâches et à comprendre le monde qui vous entoure. En utilisant Gemma avec des données vidéo, vous pouvez comprendre les relations spatiales, interpréter les interactions humaines et améliorer votre conscience de la situation. Ce tutoriel vous explique comment commencer à traiter des données vidéo avec Gemma à l'aide de Hugging Face Transformers.

Ce notebook s'exécutera sur un GPU T4.

Installer des packages Python

Installez les bibliothèques Hugging Face requises pour exécuter le modèle Gemma et effectuer des requêtes.

# Install PyTorch & other libraries
pip install torch accelerate

# Install the transformers library
pip install transformers

Charger le modèle

Utilisez les bibliothèques transformers pour créer une instance de processor et de model à l'aide des classes AutoProcessor et AutoModelForImageTextToText, comme illustré dans l'exemple de code suivant :

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]

Exécuter une requête de données vidéo

Vous pouvez référencer l'emplacement du fichier dans le modèle de chat. Le processor se chargera ensuite de charger la vidéo et de la traiter. L'exemple de code suivant montre une requête utilisant un modèle de chat, la génération de sortie et le décodage de la réponse :

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|>

Résumé et étapes suivantes

Dans ce guide, vous avez appris à traiter des données vidéo à l'aide des modèles Gemma 4. Les exemples ont montré comment utiliser le processor pour traiter automatiquement la vidéo d'entrée et générer une compréhension textuelle du contenu vidéo.

Découvrez nos autres ressources.