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I am having trouble figuring out how to use the code for performing ADI. What are the settings that we need to set for performing ADI?
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Hi,
I was trying out the compression library for ZeroQuant quantization (for GPT-J model). While I was able to compress the model, I didn't see any throughput/latency gain from the quantization dur…
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Hello author, I have two questions to ask you:
1. As you said in your paper, it takes about 0.64s to process each photo. Obviously, this cannot meet the real-time requirements. If I want to improve, …
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If the pseudo labels predicted by the teacher model are inaccurate, how does the student model obtain the correct information from the unlabeled data? Why does the student model outperform the teacher…
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Thank you for providing your code. It is helpful for studying Knowledge distillation on Images.
But, while I try to check the performance IE-KD using this repository, There is a code that I don't u…
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RQ-W updated
10 months ago
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## Background
- 큰 모델(teacher)에서 작은 모델(student)로 지식을 전이하여 모델 경량화나 추론 속도 개선을 이루면서도 성능을 유지하거나 향상시키는 기법
- KD는 큰 모델의 성능을 작은 모델에 전이하기 때문에, student 모델이 경량화되어 더 빠른 추론 속도를 제공하면서도 성능 저하를 최소화
- Object Detecti…
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1. For the kl_loss function **_"pairwise_kl_loss"_**, why the **"kldiv_loss_per_pair = weighted_t_softmax * ( jnp.log(weighted_t_softmax) - s_softmax_temp) # [n, m]".**
Actually, in my understa…
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Teacher model's outputs are only computed before training epoch. https://github.com/peterliht/knowledge-distillation-pytorch/blob/master/train.py#L277
It assumes that inputs are fixed in each epoch…
ssqfs updated
4 years ago
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To evaluate the behavior of the two agent types—**IndividualAgent** (competitive, individualistic behavior) and **SystemAgent** (collaborative, cooperative behavior)—design a series of experiments tha…