Gemma 4 u lançua me hyrje teksti, audio dhe imazhi dhe dritare konteksti deri në 256K! Mësoni më shumë

Kjo faqe është përkthyer nga Cloud Translation API.

Kuptimi i videos

Shiko në ai.google.dev

Ekzekuto në Google Colab

Vraponi në Kaggle

Hap në Vertex AI

Shiko burimin në GitHub

Të dhënat video janë një burim i pasur informacioni që mund t'ju ndihmojë të kryeni detyra dhe të kuptoni botën përreth jush. Përdorimi i Gemma-s me të dhënat video mund t'ju ndihmojë të kuptoni marrëdhëniet hapësinore, të interpretoni ndërveprimet njerëzore dhe të ndihmoni me ndërgjegjësimin për situatën. Ky tutorial ju tregon se si të filloni përpunimin e të dhënave video me Gemma duke përdorur Hugging Face Transformers.

Ky laptop do të funksionojë me GPU T4.

Instaloni paketat Python

Instaloni bibliotekat Hugging Face të nevojshme për të ekzekutuar modelin Gemma dhe për të bërë kërkesa.

# Install PyTorch & other libraries
pip install torch accelerate

# Install the transformers library
pip install transformers

Modeli i Ngarkimit

Përdorni libraritë transformers për të krijuar një instancë të një processor dhe model duke përdorur klasat AutoProcessor dhe AutoModelForImageTextToText siç tregohet në shembullin e mëposhtëm të kodit:

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]

Ekzekutoni kërkesën për të dhëna video

Mund të referoheni vendndodhjen e skedarit në shabllonin e bisedës. processor më pas do të kujdeset për ngarkimin e videos dhe përpunimin e saj. Kodi shembullor i mëposhtëm tregon një kërkesë duke përdorur një shabllon bisede, gjenerimin e rezultatit dhe dekodimin e përgjigjes:

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|>

Përmbledhje dhe hapat e mëtejshëm

Në këtë udhëzues, mësuat se si të përpunoni të dhënat video duke përdorur modelet Gemma 4. Shembujt demonstruan se si të përdorni processor për të përpunuar automatikisht videon hyrëse dhe për të gjeneruar kuptim tekstual të përmbajtjes së videos.

Shikoni burime të tjera.