Gemma 3n lëshuar me hyrje audio dhe optimizuar për përdorim në pajisjet e përditshme! Mësoni më shumë

Kjo faqe është përkthyer nga Cloud Translation API.

Analiza e videos me Gemma-n

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 dhëna 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. Biblioteka Python e Transformers ofron një API për të aksesuar modele të IA-së gjeneruese të para-trajnuara, duke përfshirë Gemma-n. Për më shumë informacion, shihni dokumentacionin e Transformers .

Konfigurimi

Para se të filloni këtë tutorial, ndiqni hapat e mëposhtëm:

Merrni akses në Gemma duke u kyçur në Hugging Face dhe duke zgjedhur Acknowledge license për një model Gemma.
Zgjidhni një kohë ekzekutimi Colab me burime të mjaftueshme për të ekzekutuar madhësinë e modelit Gemma që dëshironi të ekzekutoni. Mësoni më shumë .
Gjenero një Token Qasjeje për Facen Përqafuese dhe shtoje atë në mjedisin tënd Colab.

Konfiguro Tokenin e Qasjes

Shtoni tokenin tuaj të aksesit në Colab për të mundësuar shkarkimin e modeleve të Gemma nga faqja e internetit e Hugging Face. Përdorni veçorinë Colab Secrets për ta ruajtur në mënyrë të sigurt tokenin tuaj pa e shtuar atë në kodin tuaj funksional.

Për të shtuar si sekret shenjën tuaj të aksesit në fytyrën përqafuese:

Hapni skedën sekretet duke zgjedhur ikonën e tastit në anën e majtë të ndërfaqes ose zgjidhni Tools > Command palette , shkruani secrets dhe shtypni Enter .
Zgjidhni Shto sekret të ri për të shtuar një hyrje të re sekrete.
Në fushën Emri , shkruani HF_TOKEN .
Në fushën Vlera , fut tekstin e Tokenit të Qasjes në Fytyrën Përqafuese.
Në fushën Qasja në fletore , zgjidhni çelësin për të aktivizuar qasjen.

Pasi të keni futur Token-in tuaj të Qasjes si HF_TOKEN dhe vlerën, mund të qaseni te modeli:

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>=2.4.0"

# Install a transformers version that supports Gemma 3n (>= 4.53.0)
%pip install "transformers==4.53.3" huggingface-hub

Kyçu në Hugging Face Hub.

# Login into Hugging Face Hub
from huggingface_hub import login
login()

VBox(children=(HTML(value='<center> <img\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.sv…

Përgatitja e kërkesës për të dhëna video

Modelet Gemma interpretojnë të dhënat video duke i ndarë ato në pjesët përbërëse të tyre, konkretisht si imazhe të kuadrove video dhe klipeve audio të nxjerra nga skedari video. Shembulli i mëposhtëm i kodit tregon se si të nxirren kuadro dhe audio nga një skedar video.

wget http://commondatastorage.googleapis.com/gtv-videos-bucket/sample/ForBiggerBlazes.mp4 -O /content/video.mp4
mkdir /content/frames
# extract frames from video at 1 frame per second (video is 15 seconds)
ffmpeg -i /content/video.mp4 -vf fps=1 /content/frames/%04d.jpg
# extract audio from video as a single, 15-second clip
ffmpeg -i /content/video.mp4 -vn -c:a copy /content/audio.aac

--2026-02-04 10:55:06--  http://commondatastorage.googleapis.com/gtv-videos-bucket/sample/ForBiggerBlazes.mp4
Resolving commondatastorage.googleapis.com (commondatastorage.googleapis.com)... 192.178.155.207, 172.253.115.207, 172.253.63.207, ...
Connecting to commondatastorage.googleapis.com (commondatastorage.googleapis.com)|192.178.155.207|:80... connected.
HTTP request sent, awaiting response... 200 OK
Length: 2498125 (2.4M) [video/mp4]
Saving to: ‘/content/video.mp4’

/content/video.mp4  100%[===================>]   2.38M  --.-KB/s    in 0.008s  

2026-02-04 10:55:06 (307 MB/s) - ‘/content/video.mp4’ saved [2498125/2498125]

ffmpeg version 4.4.2-0ubuntu0.22.04.1 Copyright (c) 2000-2021 the FFmpeg developers
  built with gcc 11 (Ubuntu 11.2.0-19ubuntu1)
  configuration: --prefix=/usr --extra-version=0ubuntu0.22.04.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libdav1d --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librabbitmq --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libsrt --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzimg --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-pocketsphinx --enable-librsvg --enable-libmfx --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared
  libavutil      56. 70.100 / 56. 70.100
  libavcodec     58.134.100 / 58.134.100
  libavformat    58. 76.100 / 58. 76.100
  libavdevice    58. 13.100 / 58. 13.100
  libavfilter     7.110.100 /  7.110.100
  libswscale      5.  9.100 /  5.  9.100
  libswresample   3.  9.100 /  3.  9.100
  libpostproc    55.  9.100 / 55.  9.100
Input #0, mov,mp4,m4a,3gp,3g2,mj2, from '/content/video.mp4':
  Metadata:
    major_brand     : mp42
    minor_version   : 0
    compatible_brands: isommp42
    creation_time   : 2013-11-21T04:34:28.000000Z
  Duration: 00:00:15.02, start: 0.000000, bitrate: 1330 kb/s
  Stream #0:0(und): Video: h264 (High) (avc1 / 0x31637661), yuv420p, 1280x720, 1135 kb/s, 23.98 fps, 23.98 tbr, 48k tbn, 47.95 tbc (default)
    Metadata:
      handler_name    : VideoHandler
      vendor_id       : [0][0][0][0]
  Stream #0:1(und): Audio: aac (LC) (mp4a / 0x6134706D), 44100 Hz, stereo, fltp, 192 kb/s (default)
    Metadata:
      creation_time   : 2013-11-21T04:34:29.000000Z
      handler_name    : IsoMedia File Produced by Google, 5-11-2011
      vendor_id       : [0][0][0][0]
Stream mapping:
  Stream #0:0 -> #0:0 (h264 (native) -> mjpeg (native))
Press [q] to stop, [?] for help
[swscaler @ 0x5c16034788c0] deprecated pixel format used, make sure you did set range correctly
Output #0, image2, to '/content/frames/%04d.jpg':
  Metadata:
    major_brand     : mp42
    minor_version   : 0
    compatible_brands: isommp42
    encoder         : Lavf58.76.100
  Stream #0:0(und): Video: mjpeg, yuvj420p(pc, progressive), 1280x720, q=2-31, 200 kb/s, 1 fps, 1 tbn (default)
    Metadata:
      handler_name    : VideoHandler
      vendor_id       : [0][0][0][0]
      encoder         : Lavc58.134.100 mjpeg
    Side data:
      cpb: bitrate max/min/avg: 0/0/200000 buffer size: 0 vbv_delay: N/A
frame=   15 fps=7.3 q=3.9 Lsize=N/A time=00:00:15.00 bitrate=N/A speed= 7.3x    
video:572kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: unknown
ffmpeg version 4.4.2-0ubuntu0.22.04.1 Copyright (c) 2000-2021 the FFmpeg developers
  built with gcc 11 (Ubuntu 11.2.0-19ubuntu1)
  configuration: --prefix=/usr --extra-version=0ubuntu0.22.04.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libdav1d --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librabbitmq --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libsrt --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzimg --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-pocketsphinx --enable-librsvg --enable-libmfx --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared
  libavutil      56. 70.100 / 56. 70.100
  libavcodec     58.134.100 / 58.134.100
  libavformat    58. 76.100 / 58. 76.100
  libavdevice    58. 13.100 / 58. 13.100
  libavfilter     7.110.100 /  7.110.100
  libswscale      5.  9.100 /  5.  9.100
  libswresample   3.  9.100 /  3.  9.100
  libpostproc    55.  9.100 / 55.  9.100
Input #0, mov,mp4,m4a,3gp,3g2,mj2, from '/content/video.mp4':
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    minor_version   : 0
    compatible_brands: isommp42
    creation_time   : 2013-11-21T04:34:28.000000Z
  Duration: 00:00:15.02, start: 0.000000, bitrate: 1330 kb/s
  Stream #0:0(und): Video: h264 (High) (avc1 / 0x31637661), yuv420p, 1280x720, 1135 kb/s, 23.98 fps, 23.98 tbr, 48k tbn, 47.95 tbc (default)
    Metadata:
      handler_name    : VideoHandler
      vendor_id       : [0][0][0][0]
  Stream #0:1(und): Audio: aac (LC) (mp4a / 0x6134706D), 44100 Hz, stereo, fltp, 192 kb/s (default)
    Metadata:
      creation_time   : 2013-11-21T04:34:29.000000Z
      handler_name    : IsoMedia File Produced by Google, 5-11-2011
      vendor_id       : [0][0][0][0]
Output #0, adts, to '/content/audio.aac':
  Metadata:
    major_brand     : mp42
    minor_version   : 0
    compatible_brands: isommp42
    encoder         : Lavf58.76.100
  Stream #0:0(und): Audio: aac (LC) (mp4a / 0x6134706D), 44100 Hz, stereo, fltp, 192 kb/s (default)
    Metadata:
      creation_time   : 2013-11-21T04:34:29.000000Z
      handler_name    : IsoMedia File Produced by Google, 5-11-2011
      vendor_id       : [0][0][0][0]
Stream mapping:
  Stream #0:1 -> #0:0 (copy)
Press [q] to stop, [?] for help
size=     357kB time=00:00:15.00 bitrate= 195.0kbits/s speed=2.36e+03x    
video:0kB audio:353kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 1.253907%

Pasi të keni nxjerrë kuadrot dhe audion nga skedari juaj video në skedarë imazhesh dhe skedarë audio të veçantë, mund t'i bashkoni këto komponentë në një prompt. Shembulli i mëposhtëm i kodit tregon se si të shtoni të dhënat e videos së nxjerrë në një strukturë prompti, në përgatitje për promptimin e modelit.

import os

content = []

for file in os.listdir("/content/frames"):
  content.append({"type": "image", "url": f"/content/frames/{file}"})

content.append({"type": "audio", "audio": "/content/audio.aac"})
content.append({"type": "text", "text": "What is shown in this video?"})

messages = [
    {
        "role": "user",
        "content": content
    },
]

Për video më të gjata, mund t'ju duhet të zvogëloni numrin e kuadrove për sekondë të kapura për t'u përshtatur brenda dritares së kontekstit të modelit Gemma. Për klipet audio, duhet ta kufizoni gjatësinë totale të çdo klipi audio në 30 sekonda ose më pak për rezultatet më të mira.

Konfiguro modelin

Kur ngarkoni një model Gemma për përdorim me të dhëna audio, konfiguroni instancën Transformer posaçërisht për përdorim me të dhëna imazhi dhe audio. Në veçanti, duhet të përcaktoni një objekt processor dhe model duke përdorur klasat AutoProcessor dhe AutoModelForImageTextToText , siç tregohet në shembullin e mëposhtëm të kodit:

import torch
from transformers import AutoProcessor, AutoModelForImageTextToText

GEMMA_MODEL_ID = "google/gemma-3n-E2B-it"

processor = AutoProcessor.from_pretrained(GEMMA_MODEL_ID, device_map="auto")
model = AutoModelForImageTextToText.from_pretrained(
            GEMMA_MODEL_ID, torch_dtype="auto", device_map="auto")

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Ekzekutoni kërkesën për të dhëna video

Pasi të keni krijuar një kërkesë me të dhëna video dhe të keni konfiguruar processor e modelit Gemma dhe objektet model , mund ta ekzekutoni kërkesën për të gjeneruar rezultate. Kodi shembullor i mëposhtëm tregon një kërkesë duke përdorur një shabllon bisede, gjenerimin e rezultateve, deshifrimin e përgjigjes:

input_ids = processor.apply_chat_template(
        messages,
        add_generation_prompt=True,
        tokenize=True, return_dict=True,
        return_tensors="pt",
)
input_ids = input_ids.to(model.device, dtype=model.dtype)

# Generate output from the model
outputs = model.generate(**input_ids, max_new_tokens=128)

# decode and print the output as text
text = processor.batch_decode(
    outputs,
    skip_special_tokens=False,
    clean_up_tokenization_spaces=False
)
print(text[0])

/usr/local/lib/python3.12/dist-packages/transformers/audio_utils.py:62: UserWarning: PySoundFile failed. Trying audioread instead.
  audio = librosa.load(audio, sr=sampling_rate)[0]
/usr/local/lib/python3.12/dist-packages/librosa/core/audio.py:184: FutureWarning: librosa.core.audio.__audioread_load
    Deprecated as of librosa version 0.10.0.
    It will be removed in librosa version 1.0.
  y, sr_native = __audioread_load(path, offset, duration, dtype)
/usr/local/lib/python3.12/dist-packages/torch/backends/cuda/__init__.py:131: UserWarning: Please use the new API settings to control TF32 behavior, such as torch.backends.cudnn.conv.fp32_precision = 'tf32' or torch.backends.cuda.matmul.fp32_precision = 'ieee'. Old settings, e.g, torch.backends.cuda.matmul.allow_tf32 = True, torch.backends.cudnn.allow_tf32 = True, allowTF32CuDNN() and allowTF32CuBLAS() will be deprecated after Pytorch 2.9. Please see https://pytorch.org/docs/main/notes/cuda.html#tensorfloat_32_tf32_on_ampere_and_later_devices (Triggered internally at /pytorch/aten/src/ATen/Context.cpp:80.)
  return torch._C._get_cublas_allow_tf32()
W0204 11:01:00.436000 897 torch/_inductor/utils.py:1558] [0/0] Not enough SMs to use max_autotune_gemm mode
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
/usr/local/lib/python3.12/dist-packages/torch/_inductor/compile_fx.py:2772: UserWarning: Tesla T4 does not support bfloat16 compilation natively, skipping
  warnings.warn(
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What is shown in this video?<end_of_turn>
<start_of_turn>model
The video shows Google Chromecast being advertised as a way to watch HBO Go on your TV. The ad features various clips from Game of Thrones, highlighting its epic scale and using the tagline "For Bigger Blazes." It emphasizes the convenience of watching HBO Go on a larger screen.<end_of_turn>

Hapat e ardhshëm

Ndërtoni dhe eksploroni më shumë me modelet Gemma:

Konkluzion me imazhe dhe video në Librin e Gatimit Gemma