動画理解

[ai.google.dev で表示] [Run in Google Colab] [Kaggle で実行] [Vertex AI で開く] [GitHub 上のソースを見る]

動画データは、タスクの実行や周囲の状況の把握に役立つ豊富な情報源です。Gemma を動画データとともに使用すると、空間関係の把握、人間のインタラクションの解釈、状況認識の支援に役立ちます。このチュートリアルでは、Hugging Face Transformers を使用して Gemma で動画データの処理を開始する方法について説明します。

このノートブックは T4 GPU で実行されます。

Python パッケージをインストールする

Gemma モデルの実行とリクエストの作成に必要な Hugging Face ライブラリをインストールします。

# Install PyTorch & other libraries
pip install torch accelerate

# Install the transformers library
pip install transformers

モデルを読み込む

次のコード例に示すように、transformers ライブラリを使用して、AutoProcessor クラスと AutoModelForImageTextToText クラスを使用して processor と model のインスタンスを作成します。

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]

動画データ リクエストを実行する

チャット テンプレートでファイルの場所を参照できます。その後、processor が動画の読み込みと処理を行います。次のコード例は、チャット テンプレートを使用したリクエスト、出力の生成、レスポンスのデコードを示しています。

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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<|image><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><|video|><image|>

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|>

まとめと次のステップ

このガイドでは、Gemma 4 モデルを使用して動画データを処理する方法について説明しました。この例では、processor を使用して入力動画を自動的に処理し、動画コンテンツのテキストによる理解を生成する方法を示しました。

その他のリソースもご覧ください。