Gemma 4 wurde veröffentlicht und unterstützt Text-, Audio- und Bildeingaben sowie ein langes Kontextfenster mit bis zu 256.000 Tokens. Weitere Informationen

Videoinhalte erkennen

Auf ai.google.dev ansehen

In Google Colab ausführen

In Kaggle ausführen

In Vertex AI öffnen

Quelle auf GitHub ansehen

Videodaten sind eine reichhaltige Informationsquelle, die Ihnen helfen kann, Aufgaben zu erledigen und die Welt um Sie herum besser zu verstehen. Wenn Sie Gemma mit Videodaten verwenden, können Sie räumliche Beziehungen besser nachvollziehen, menschliche Interaktionen interpretieren und die Situationswahrnehmung verbessern. In dieser Anleitung erfahren Sie, wie Sie mit der Verarbeitung von Videodaten mit Gemma mithilfe von Hugging Face Transformers beginnen.

Dieses Notebook wird auf einer T4-GPU ausgeführt.

Python-Pakete installieren

Installieren Sie die Hugging Face-Bibliotheken, die zum Ausführen des Gemma-Modells und zum Senden von Anfragen erforderlich sind.

# Install PyTorch & other libraries
pip install torch accelerate

# Install the transformers library
pip install transformers

Modell laden

Verwenden Sie die transformers-Bibliotheken, um eine Instanz von processor und model mit den Klassen AutoProcessor und AutoModelForImageTextToText zu erstellen, wie im folgenden Codebeispiel gezeigt:

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]

Videodatenanfrage ausführen

Sie können im Chat-Template auf den Speicherort der Datei verweisen. Das processor lädt das Video dann und verarbeitet es. Im folgenden Beispielcode wird eine Anfrage mit einer Chatvorlage, der Ausgabegenerierung und der Decodierung der Antwort gezeigt:

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|>

Zusammenfassung und nächste Schritte

In dieser Anleitung haben Sie gelernt, wie Sie Videodaten mit Gemma 4-Modellen verarbeiten. In den Beispielen wurde gezeigt, wie Sie processor verwenden, um das Eingabevideo automatisch zu verarbeiten und ein Textverständnis der Videoinhalte zu generieren.

Weitere Ressourcen ansehen