malaysia-ai / gemma-3n-e4b-it-audio-encoder

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Total runs: 188
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Model's Last Updated: July 24 2025

Introduction of gemma-3n-e4b-it-audio-encoder

Model Details of gemma-3n-e4b-it-audio-encoder

gemma-3n-e4b-it-audio-encoder

Audio encoder from google/gemma-3n-E4B-it , very compressed audio encoder, ~6.5 TPS while Whisper Encoder is 50 TPS.

how to use
from transformers import AutoFeatureExtractor, AutoModel
import librosa

model_id = "huseinzol05/gemma-3n-e4b-it-audio-encoder"
feature_extractor = AutoFeatureExtractor.from_pretrained(model_id)
encoder = AutoModel.from_pretrained(model_id, trust_remote_code = True).cuda()

y, sr = librosa.load('test.mp3', sr = feature_extractor.sampling_rate)
features = feature_extractor([y], return_tensors = 'pt')
features['input_features'] = features['input_features'].cuda()
features['input_features_mask'] = features['input_features_mask'].cuda()

output = encoder(**features)
print(output[0].shape) # [B, L, D]

Runs of malaysia-ai gemma-3n-e4b-it-audio-encoder on huggingface.co

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More Information About gemma-3n-e4b-it-audio-encoder huggingface.co Model

More gemma-3n-e4b-it-audio-encoder license Visit here:

https://choosealicense.com/licenses/gemma

gemma-3n-e4b-it-audio-encoder huggingface.co

gemma-3n-e4b-it-audio-encoder huggingface.co is an AI model on huggingface.co that provides gemma-3n-e4b-it-audio-encoder's model effect (), which can be used instantly with this malaysia-ai gemma-3n-e4b-it-audio-encoder model. huggingface.co supports a free trial of the gemma-3n-e4b-it-audio-encoder model, and also provides paid use of the gemma-3n-e4b-it-audio-encoder. Support call gemma-3n-e4b-it-audio-encoder model through api, including Node.js, Python, http.

gemma-3n-e4b-it-audio-encoder huggingface.co Url

https://huggingface.co/malaysia-ai/gemma-3n-e4b-it-audio-encoder

malaysia-ai gemma-3n-e4b-it-audio-encoder online free

gemma-3n-e4b-it-audio-encoder huggingface.co is an online trial and call api platform, which integrates gemma-3n-e4b-it-audio-encoder's modeling effects, including api services, and provides a free online trial of gemma-3n-e4b-it-audio-encoder, you can try gemma-3n-e4b-it-audio-encoder online for free by clicking the link below.

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https://huggingface.co/malaysia-ai/gemma-3n-e4b-it-audio-encoder

gemma-3n-e4b-it-audio-encoder install

gemma-3n-e4b-it-audio-encoder is an open source model from GitHub that offers a free installation service, and any user can find gemma-3n-e4b-it-audio-encoder on GitHub to install. At the same time, huggingface.co provides the effect of gemma-3n-e4b-it-audio-encoder install, users can directly use gemma-3n-e4b-it-audio-encoder installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

gemma-3n-e4b-it-audio-encoder install url in huggingface.co:

https://huggingface.co/malaysia-ai/gemma-3n-e4b-it-audio-encoder

Url of gemma-3n-e4b-it-audio-encoder

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