Gemma 4 推出，支援文字、音訊和圖片輸入，脈絡窗口最長可達 25.6 萬個詞元！瞭解詳情

影片理解

在 ai.google.dev 上查看

影片資料是豐富的資訊來源，可協助您完成工作及瞭解周遭世界。搭配使用 Gemma 和影片資料，有助於瞭解空間關係、解讀人際互動，以及輔助情境感知。本教學課程說明如何使用 Hugging Face Transformers，開始處理 Gemma 的影片資料。

這個筆記本將在 T4 GPU 上執行。

安裝 Python 套件

安裝執行 Gemma 模型及發出要求時所需的 Hugging Face 程式庫。

# Install PyTorch & other libraries
pip install torch accelerate

# Install the transformers library
pip install transformers

載入模型

使用 transformers 程式庫，透過 AutoProcessor 和 AutoModelForImageTextToText 類別建立 processor 和 model 的執行個體，如以下程式碼範例所示：

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]

執行影片資料要求

您可以在聊天範本中參照檔案位置。processor 接著會負責載入及處理影片。下列程式碼範例會顯示如何使用對話範本提出要求、產生輸出內容，以及解碼回應：

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|>

摘要和後續步驟

在本指南中，您已瞭解如何使用 Gemma 4 模型處理影片資料。這些範例說明如何使用 processor 自動處理輸入影片，並生成影片內容的文字理解結果。

查看其他資源。