Gemma 4 została udostępniona z możliwością wprowadzania tekstu, dźwięku i obrazów oraz długim oknem kontekstu (do 256 tys. tokenów). Więcej informacji

Rozpoznawanie filmów

Wyświetl na ai.google.dev

Uruchom w Google Colab

Uruchom w Kaggle

Otwórz w Vertex AI

Wyświetl źródło na GitHubie

Dane wideo to bogate źródło informacji, które mogą pomóc Ci w wykonywaniu zadań i poznawaniu świata. Korzystanie z Gemma w przypadku danych wideo może pomóc w zrozumieniu relacji przestrzennych, interpretowaniu interakcji międzyludzkich i ułatwianiu orientacji w sytuacji. Z tego samouczka dowiesz się, jak zacząć przetwarzać dane wideo za pomocą modelu Gemma przy użyciu biblioteki Hugging Face Transformers.

Ten notatnik będzie uruchamiany na procesorze graficznym T4.

Instalowanie pakietów Pythona

Zainstaluj biblioteki Hugging Face wymagane do uruchomienia modelu Gemma i wysyłania żądań.

# Install PyTorch & other libraries
pip install torch accelerate

# Install the transformers library
pip install transformers

Wczytaj model

Użyj bibliotek transformers, aby utworzyć instancję processor i model za pomocą klas AutoProcessor i AutoModelForImageTextToText, jak pokazano w tym przykładowym kodzie:

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]

Uruchamianie żądania danych wideo

Możesz odwołać się do lokalizacji pliku w szablonie czatu. processor wczyta film i go przetworzy. Poniższy przykładowy kod pokazuje żądanie z użyciem szablonu czatu, generowanie danych wyjściowych i dekodowanie odpowiedzi:

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|>

Podsumowanie i dalsze kroki

Z tego przewodnika dowiesz się, jak przetwarzać dane wideo za pomocą modeli Gemma 4. Przykłady pokazywały, jak używać processor do automatycznego przetwarzania filmu wejściowego i generowania tekstowego opisu treści filmu.

Zapoznaj się z innymi materiałami.