Pemahaman video

Lihat di ai.google.dev Jalankan di Google Colab Jalankan di Kaggle Buka di Vertex AI Lihat sumber di GitHub

Data video adalah sumber informasi yang kaya yang dapat membantu Anda menyelesaikan tugas dan memahami dunia di sekitar Anda. Menggunakan Gemma dengan data video dapat membantu Anda memahami hubungan spasial, menafsirkan interaksi manusia, dan membantu kesadaran situasional. Tutorial ini menunjukkan cara mulai memproses data video dengan Gemma menggunakan Hugging Face Transformers.

Notebook ini akan berjalan di GPU T4.

Menginstal paket Python

Instal library Hugging Face yang diperlukan untuk menjalankan model Gemma dan membuat permintaan.

# Install PyTorch & other libraries
pip install torch accelerate

# Install the transformers library
pip install transformers

Memuat Model

Gunakan library transformers untuk membuat instance processor dan model menggunakan class AutoProcessor dan AutoModelForImageTextToText seperti yang ditunjukkan dalam contoh kode berikut:

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]

Menjalankan permintaan data video

Anda dapat mereferensikan lokasi file dalam template chat. Kemudian, processor akan menangani pemuatan dan pemrosesan video. Contoh kode berikut menunjukkan permintaan menggunakan template chat, pembuatan output, dan mendekode respons:

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|>

Ringkasan dan langkah berikutnya

Dalam panduan ini, Anda telah mempelajari cara memproses data video menggunakan model Gemma 4. Contoh-contoh tersebut menunjukkan cara menggunakan processor untuk memproses video input secara otomatis dan menghasilkan pemahaman tekstual tentang konten video.

Lihat sumber daya lainnya.