 Xem trên ai.google.dev
|
 Chạy trong Google Colab
|
 Chạy trong Kaggle
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 Mở trong Vertex AI
|
 Xem mã nguồn trên GitHub
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Dữ liệu video là một nguồn thông tin phong phú có thể giúp bạn hoàn thành các nhiệm vụ và hiểu được thế giới xung quanh. Việc sử dụng Gemma với dữ liệu video có thể giúp bạn hiểu được mối quan hệ về không gian, diễn giải các tương tác của con người và hỗ trợ nhận biết tình huống. Hướng dẫn này sẽ chỉ cho bạn cách bắt đầu xử lý dữ liệu video bằng Gemma thông qua Hugging Face Transformers.
Sổ tay này sẽ chạy trên GPU T4.
Cài đặt các gói Python
Cài đặt các thư viện Hugging Face cần thiết để chạy mô hình Gemma và đưa ra yêu cầu.
# Install PyTorch & other librariespip install torch accelerate# Install the transformers librarypip install transformers
Tải mô hình
Sử dụng các thư viện transformers để tạo một thực thể của processor và model bằng các lớp AutoProcessor và AutoModelForImageTextToText như trong ví dụ về mã sau:
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]
Chạy yêu cầu dữ liệu video
Bạn có thể tham chiếu đến vị trí của tệp trong mẫu trò chuyện. processor sẽ đảm nhận việc tải video và xử lý video. Mã ví dụ sau đây cho thấy một yêu cầu sử dụng mẫu trò chuyện, tạo đầu ra và giải mã phản hồi:
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])
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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|> 00:14 <|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|> 00:14 <|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|>
Tóm tắt và các bước tiếp theo
Trong hướng dẫn này, bạn đã tìm hiểu cách xử lý dữ liệu video bằng các mô hình Gemma 4. Các ví dụ đã minh hoạ cách sử dụng processor để tự động xử lý video đầu vào và tạo nội dung văn bản để hiểu nội dung video.
Tham khảo các tài nguyên khác.