Comprensione dei video

Visualizza su ai.google.dev Esegui in Google Colab Esegui in Kaggle Apri in Vertex AI Visualizza il codice sorgente su GitHub

I dati video sono una ricca fonte di informazioni che possono aiutarti a svolgere attività e comprendere il mondo che ti circonda. L'utilizzo di Gemma con i dati video può aiutarti a comprendere le relazioni spaziali, interpretare le interazioni umane e migliorare la consapevolezza situazionale. Questo tutorial mostra come iniziare a elaborare i dati video con Gemma utilizzando Hugging Face Transformers.

Questo notebook verrà eseguito sulla GPU T4.

Installa i pacchetti Python

Installa le librerie Hugging Face necessarie per eseguire il modello Gemma ed effettuare richieste.

# Install PyTorch & other libraries
pip install torch accelerate

# Install the transformers library
pip install transformers

Carica modello

Utilizza le librerie transformers per creare un'istanza di processor e model utilizzando le classi AutoProcessor e AutoModelForImageTextToText come mostrato nel seguente esempio di codice:

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]

Esegui richiesta di dati video

Puoi fare riferimento alla posizione del file nel modello di chat. processor si occuperà quindi di caricare il video ed elaborarlo. Il seguente codice di esempio mostra una richiesta che utilizza un modello di chat, la generazione dell'output e la decodifica della risposta:

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|>

Riepilogo e passaggi successivi

In questa guida hai imparato a elaborare i dati video utilizzando i modelli Gemma 4. Gli esempi hanno mostrato come utilizzare processor per elaborare automaticamente il video di input e generare una comprensione testuale dei contenuti video.

Dai un'occhiata ad altre risorse.