Gemma 3n অডিও ইনপুট সহ প্রকাশিত হয়েছে এবং দৈনন্দিন ডিভাইসে ব্যবহারের জন্য অপ্টিমাইজ করা হয়েছে! আরও জানুন

এই পৃষ্ঠাটি Cloud Translation API অনুবাদ করেছে।

জেমার সাথে ভিডিও বিশ্লেষণ

ai.google.dev-এ দেখুন

গুগল কোলাবে চালান

কাগলে দৌড়ান

ভার্টেক্স এআই-তে খুলুন

GitHub-এ উৎস দেখুন

ভিডিও ডেটা তথ্যের একটি সমৃদ্ধ উৎস যা আপনাকে কাজ সম্পন্ন করতে এবং আপনার চারপাশের বিশ্বকে বুঝতে সাহায্য করতে পারে। ভিডিও ডেটার সাথে জেম্মা ব্যবহার করলে আপনি স্থানিক সম্পর্ক বুঝতে, মানুষের মিথস্ক্রিয়া ব্যাখ্যা করতে এবং পরিস্থিতিগত সচেতনতায় সহায়তা করতে পারেন। এই টিউটোরিয়ালে আপনি হাগিং ফেস ট্রান্সফরমার ব্যবহার করে জেম্মার সাথে ভিডিও ডেটা প্রক্রিয়াকরণ শুরু করতে পারেন তা দেখাবেন। ট্রান্সফরমার পাইথন লাইব্রেরি জেম্মা সহ প্রাক-প্রশিক্ষিত জেনারেটিভ এআই মডেলগুলি অ্যাক্সেস করার জন্য একটি API প্রদান করে। আরও তথ্যের জন্য, ট্রান্সফরমার ডকুমেন্টেশন দেখুন।

সেটআপ

এই টিউটোরিয়ালটি শুরু করার আগে, নিম্নলিখিত ধাপগুলি সম্পন্ন করুন:

Hugging Face- এ লগ ইন করে এবং Gemma মডেলের জন্য Acknowledge লাইসেন্স নির্বাচন করে Gemma-তে অ্যাক্সেস পান।
আপনি যে জেমা মডেল সাইজটি চালাতে চান তা চালানোর জন্য পর্যাপ্ত রিসোর্স সহ একটি Colab রানটাইম নির্বাচন করুন। আরও জানুন ।
একটি Hugging Face Access টোকেন তৈরি করুন এবং এটি আপনার Colab পরিবেশে যোগ করুন।

অ্যাক্সেস টোকেন কনফিগার করুন

হাগিং ফেস ওয়েবসাইট থেকে জেমা মডেল ডাউনলোড করার সুবিধা পেতে আপনার অ্যাক্সেস টোকেন Colab-এ যোগ করুন। আপনার কার্যকরী কোডে এটি যোগ না করেই নিরাপদে আপনার টোকেন সংরক্ষণ করতে Colab Secrets বৈশিষ্ট্যটি ব্যবহার করুন।

আপনার আলিঙ্গন মুখ অ্যাক্সেস টোকেনটি গোপনীয়তা হিসাবে যুক্ত করতে:

ইন্টারফেসের বাম দিকের কী আইকনটি নির্বাচন করে সিক্রেটস ট্যাবটি খুলুন, অথবা টুলস > কমান্ড প্যালেট নির্বাচন করুন, secrets টাইপ করুন এবং এন্টার টিপুন।
একটি নতুন গোপন এন্ট্রি যোগ করতে নতুন গোপনীয়তা যোগ করুন নির্বাচন করুন।
নাম ক্ষেত্রে, HF_TOKEN লিখুন।
ভ্যালু ফিল্ডে, আপনার হাগিং ফেস অ্যাক্সেস টোকেনের লেখাটি লিখুন।
নোটবুক অ্যাক্সেস ক্ষেত্রে, অ্যাক্সেস সক্ষম করতে সুইচটি নির্বাচন করুন।

একবার আপনি আপনার অ্যাক্সেস টোকেনটি HF_TOKEN এবং মান হিসেবে প্রবেশ করালে, আপনি মডেলটি অ্যাক্সেস করতে পারবেন:

পাইথন প্যাকেজ ইনস্টল করুন

জেমা মডেল চালানো এবং অনুরোধ করার জন্য প্রয়োজনীয় হাগিং ফেস লাইব্রেরিগুলি ইনস্টল করুন।

# 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

হাগিং ফেস হাবে লগইন করুন।

# 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…

ভিডিও ডেটা প্রম্পট প্রস্তুত করুন

জেমা মডেলগুলি ভিডিও ডেটাকে তার উপাদান অংশে বিভক্ত করে ব্যাখ্যা করে, বিশেষ করে ভিডিও ফাইল থেকে নিষ্কাশিত ভিডিও ফ্রেম এবং অডিও ক্লিপের চিত্র হিসাবে। নিম্নলিখিত কোড উদাহরণটি দেখায় যে কীভাবে একটি ভিডিও ফাইল থেকে ফ্রেম এবং অডিও বের করতে হয়।

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':
  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]
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%

একবার আপনি আপনার ভিডিও ফাইল থেকে ফ্রেম এবং অডিও আলাদা ইমেজ ফাইল এবং অডিও ফাইলে এক্সট্র্যাক্ট করার পরে, আপনি সেই উপাদানগুলিকে একটি প্রম্পটে একত্রিত করতে পারেন। নিম্নলিখিত কোড উদাহরণটি দেখায় যে মডেল প্রম্পট করার প্রস্তুতির জন্য এক্সট্র্যাক্ট করা ভিডিও ডেটা কীভাবে একটি প্রম্পট কাঠামোতে যুক্ত করতে হয়।

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
    },
]

লম্বা ভিডিওর জন্য, জেমা মডেলের প্রসঙ্গ উইন্ডোর মধ্যে ফিট করার জন্য আপনাকে প্রতি সেকেন্ডে ধারণ করা ফ্রেমের সংখ্যা কমাতে হতে পারে। অডিও ক্লিপের জন্য, সেরা ফলাফলের জন্য আপনার যেকোনো অডিও ক্লিপের মোট দৈর্ঘ্য 30 সেকেন্ড বা তার কমের মধ্যে সীমাবদ্ধ রাখা উচিত।

মডেল কনফিগার করুন

অডিও ডেটা ব্যবহারের জন্য একটি জেমা মডেল লোড করার সময়, ইমেজ এবং অডিও ডেটা ব্যবহারের জন্য বিশেষভাবে ট্রান্সফরমার ইনস্ট্যান্স কনফিগার করুন। বিশেষ করে, আপনাকে AutoProcessor এবং AutoModelForImageTextToText ক্লাস ব্যবহার করে একটি processor এবং model অবজেক্ট সংজ্ঞায়িত করতে হবে, যেমনটি নিম্নলিখিত কোড উদাহরণে দেখানো হয়েছে:

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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ভিডিও ডেটা অনুরোধ চালান

একবার আপনি ভিডিও ডেটা দিয়ে একটি প্রম্পট তৈরি করে এবং জেমা মডেল processor এবং model অবজেক্ট কনফিগার করে ফেললে, আপনি আউটপুট তৈরি করতে প্রম্পটটি চালাতে পারেন। নিম্নলিখিত উদাহরণ কোডটি একটি চ্যাট টেমপ্লেট, আউটপুট জেনারেশন, প্রতিক্রিয়ার ডিকোডিং ব্যবহার করে একটি অনুরোধ দেখায়:

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(
<bos><start_of_turn>user


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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>

পরবর্তী পদক্ষেপ

জেমা মডেলগুলির সাথে আরও তৈরি করুন এবং অন্বেষণ করুন:

জেমা কুকবুকের ছবি এবং ভিডিও থেকে অনুমান