From f5ba5f219cbdd01114b68ccab644fb956a43dd90 Mon Sep 17 00:00:00 2001 From: Zhiqi Huang Date: Sat, 24 Oct 2020 14:58:02 +0800 Subject: [PATCH 01/11] Update README.md --- model_cards/huawei-noah/DynaBERT_SST-2/README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/model_cards/huawei-noah/DynaBERT_SST-2/README.md b/model_cards/huawei-noah/DynaBERT_SST-2/README.md index a0b963b52c27..e3af1fd30b5d 100644 --- a/model_cards/huawei-noah/DynaBERT_SST-2/README.md +++ b/model_cards/huawei-noah/DynaBERT_SST-2/README.md @@ -7,3 +7,5 @@ allowing both adaptive width and depth using knowledge distillation. * This code is modified based on the repository developed by Hugging Face: [Transformers v2.1.1](https://github.com/huggingface/transformers/tree/v2.1.1) * The results in the paper are produced by using single V100 GPU. + +Thanks From 7fae5a0d9deee79c8fce9fbc75a9a4a6f1f3edf8 Mon Sep 17 00:00:00 2001 From: Zhiqi Huang Date: Sat, 24 Oct 2020 15:08:59 +0800 Subject: [PATCH 02/11] Add 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zGTDPQUm=t9(#3mxTws8K-9_D$1p=P~Sk+abWrf>p&RMVxa|!?-33xjM!`l(Dd_mvs zxa-Fa>pgxIJ+KD*6F=eRAdL*a5v8k-gj6X&GD;pO{8;N z0)q!`R}*e6#+jd2tSB|uG(G>*@gy60db^X`jR!mxrota%z9MP}ygewn!&s*=p#^eM z5vhijy8)S<3Wv-~Qav3vJka;_&rGU;-mK%P`vR*g5K9=Niv43HgZB_ikvt-| z-=%FTJWzAw4OvCK{hL-CO+He3^UW_x8N;$Cbm3UxeRdrJkgQ#{XDBcr;-Nk=w!|g6 zSCP0bea|-K=r)$6|Fj~3fIoWkQ!40N^$SSlFsh*H8$@W+B>r=jeJ%gAnZgGe(>Jx| zAB#|1Kvw}-ZkF}F=ZgNh*a-NQA2N%eP3-=2di?)Zc5t&$`MXOMs|)O8={U{s$wwKo zW7MG6#SPTZe_eJ4h3wiWGOy=S&yDgNH7{`<`Bqko*}=@7lhDXeTrVJ(Uy`Bg2wF>p z*2((#w%R6qudP}=Q@Q*w4Pca@myDcx)<_e;uNkoVdqo}C{#39X^z?pa`%B+eR-k>w z7idUeFFC$m$wRUoIqG5r0{K<}T?@WlY`_F=&jN{DV@AgVAER+?^HJUlbX;uy!1(%U z3(!#V<0Hdpg#6(VU; Date: Sat, 24 Oct 2020 15:15:39 +0800 Subject: [PATCH 03/11] Update README.md --- .../huawei-noah/DynaBERT_SST-2/README.md | 19 ++++++++++++++++--- 1 file changed, 16 insertions(+), 3 deletions(-) diff --git a/model_cards/huawei-noah/DynaBERT_SST-2/README.md b/model_cards/huawei-noah/DynaBERT_SST-2/README.md index e3af1fd30b5d..9a6c8708fcfb 100644 --- a/model_cards/huawei-noah/DynaBERT_SST-2/README.md +++ b/model_cards/huawei-noah/DynaBERT_SST-2/README.md @@ -4,8 +4,21 @@ the subnetworks of it have competitive performances as other similar-sized compressed models. The training process of DynaBERT includes first training a width-adaptive BERT and then allowing both adaptive width and depth using knowledge distillation. +The overview of DynaBERT learning is shown below. -* This code is modified based on the repository developed by Hugging Face: [Transformers v2.1.1](https://github.com/huggingface/transformers/tree/v2.1.1) -* The results in the paper are produced by using single V100 GPU. + +
-Thanks +* This code is modified based on the repository developed by Hugging Face: [Transformers v2.1.1](https://github.com/huggingface/transformers/tree/v2.1.1), and is released in [GitHub](https://github.com/huawei-noah/Pretrained-Language-Model/tree/master/DynaBERT) + +## Reference +Lu Hou, Zhiqi Huang, Lifeng Shang, Xin Jiang, Qun Liu. +[DynaBERT: Dynamic BERT with Adaptive Width and Depth](https://arxiv.org/abs/2004.04037). +``` +@inproceedings{hou2020dynabert, + title = {DynaBERT: Dynamic BERT with Adaptive Width and Depth}, + author = {Lu Hou, Zhiqi Huang, Lifeng Shang, Xin Jiang, Qun Liu}, + booktitle = {NeurIPS}, + year = {2020} +} +``` From 72d2698cbfb458432bef84e4b0219805a0f493e6 Mon Sep 17 00:00:00 2001 From: Zhiqi Huang Date: Sat, 24 Oct 2020 15:17:30 +0800 Subject: [PATCH 04/11] Create README.md --- .../huawei-noah/DynaBERT_MNLI/README.md | 24 +++++++++++++++++++ 1 file changed, 24 insertions(+) create mode 100644 model_cards/huawei-noah/DynaBERT_MNLI/README.md diff --git a/model_cards/huawei-noah/DynaBERT_MNLI/README.md b/model_cards/huawei-noah/DynaBERT_MNLI/README.md new file mode 100644 index 000000000000..9a6c8708fcfb --- /dev/null +++ b/model_cards/huawei-noah/DynaBERT_MNLI/README.md @@ -0,0 +1,24 @@ +# DynaBERT: Dynamic BERT with Adaptive Width and Depth + +* DynaBERT can flexibly adjust the size and latency by selecting adaptive width and depth, and +the subnetworks of it have competitive performances as other similar-sized compressed models. +The training process of DynaBERT includes first training a width-adaptive BERT and then +allowing both adaptive width and depth using knowledge distillation. +The overview of DynaBERT learning is shown below. + + +
+ +* This code is modified based on the repository developed by Hugging Face: [Transformers v2.1.1](https://github.com/huggingface/transformers/tree/v2.1.1), and is released in [GitHub](https://github.com/huawei-noah/Pretrained-Language-Model/tree/master/DynaBERT) + +## Reference +Lu Hou, Zhiqi Huang, Lifeng Shang, Xin Jiang, Qun Liu. +[DynaBERT: Dynamic BERT with Adaptive Width and Depth](https://arxiv.org/abs/2004.04037). +``` +@inproceedings{hou2020dynabert, + title = {DynaBERT: Dynamic BERT with Adaptive Width and Depth}, + author = {Lu Hou, Zhiqi Huang, Lifeng Shang, Xin Jiang, Qun Liu}, + booktitle = {NeurIPS}, + year = {2020} +} +``` From 4376330b8c4fdece9e512d565198911a68453a7a Mon Sep 17 00:00:00 2001 From: Zhiqi Huang Date: Sat, 24 Oct 2020 15:17:53 +0800 Subject: [PATCH 05/11] Add dynabert_overview.png --- .../DynaBERT_MNLI/dynabert_overview.png | Bin 0 -> 74641 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 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Date: Sat, 24 Oct 2020 15:19:46 +0800 Subject: [PATCH 06/11] Update README.md --- model_cards/huawei-noah/DynaBERT_MNLI/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_cards/huawei-noah/DynaBERT_MNLI/README.md b/model_cards/huawei-noah/DynaBERT_MNLI/README.md index 9a6c8708fcfb..ed05cb0f3942 100644 --- a/model_cards/huawei-noah/DynaBERT_MNLI/README.md +++ b/model_cards/huawei-noah/DynaBERT_MNLI/README.md @@ -9,7 +9,7 @@ The overview of DynaBERT learning is shown below.
-* This code is modified based on the repository developed by Hugging Face: [Transformers v2.1.1](https://github.com/huggingface/transformers/tree/v2.1.1), and is released in [GitHub](https://github.com/huawei-noah/Pretrained-Language-Model/tree/master/DynaBERT) +* This code is modified based on the repository developed by Hugging Face: [Transformers v2.1.1](https://github.com/huggingface/transformers/tree/v2.1.1), and is released in [GitHub](https://github.com/huawei-noah/Pretrained-Language-Model/tree/master/DynaBERT). ## Reference Lu Hou, Zhiqi Huang, Lifeng Shang, Xin Jiang, Qun Liu. From 4877b6195df88d6a50ec3b1152070da5878e221e Mon Sep 17 00:00:00 2001 From: Zhiqi Huang Date: Sat, 24 Oct 2020 15:20:06 +0800 Subject: [PATCH 07/11] Update README.md --- model_cards/huawei-noah/DynaBERT_SST-2/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_cards/huawei-noah/DynaBERT_SST-2/README.md b/model_cards/huawei-noah/DynaBERT_SST-2/README.md index 9a6c8708fcfb..ed05cb0f3942 100644 --- a/model_cards/huawei-noah/DynaBERT_SST-2/README.md +++ b/model_cards/huawei-noah/DynaBERT_SST-2/README.md @@ -9,7 +9,7 @@ The overview of DynaBERT learning is shown below.
-* This code is modified based on the repository developed by Hugging Face: [Transformers v2.1.1](https://github.com/huggingface/transformers/tree/v2.1.1), and is released in [GitHub](https://github.com/huawei-noah/Pretrained-Language-Model/tree/master/DynaBERT) +* This code is modified based on the repository developed by Hugging Face: [Transformers v2.1.1](https://github.com/huggingface/transformers/tree/v2.1.1), and is released in [GitHub](https://github.com/huawei-noah/Pretrained-Language-Model/tree/master/DynaBERT). ## Reference Lu Hou, Zhiqi Huang, Lifeng Shang, Xin Jiang, Qun Liu. 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Date: Mon, 26 Oct 2020 14:47:28 +0800 Subject: [PATCH 09/11] Update README.md --- model_cards/huawei-noah/DynaBERT_SST-2/README.md | 10 +++------- 1 file changed, 3 insertions(+), 7 deletions(-) diff --git a/model_cards/huawei-noah/DynaBERT_SST-2/README.md b/model_cards/huawei-noah/DynaBERT_SST-2/README.md index ed05cb0f3942..934cfbefb774 100644 --- a/model_cards/huawei-noah/DynaBERT_SST-2/README.md +++ b/model_cards/huawei-noah/DynaBERT_SST-2/README.md @@ -1,24 +1,20 @@ -# DynaBERT: Dynamic BERT with Adaptive Width and Depth +## DynaBERT: Dynamic BERT with Adaptive Width and Depth * DynaBERT can flexibly adjust the size and latency by selecting adaptive width and depth, and the subnetworks of it have competitive performances as other similar-sized compressed models. The training process of DynaBERT includes first training a width-adaptive BERT and then allowing both adaptive width and depth using knowledge distillation. -The overview of DynaBERT learning is shown below. - - -
* This code is modified based on the repository developed by Hugging Face: [Transformers v2.1.1](https://github.com/huggingface/transformers/tree/v2.1.1), and is released in [GitHub](https://github.com/huawei-noah/Pretrained-Language-Model/tree/master/DynaBERT). -## Reference +### Reference Lu Hou, Zhiqi Huang, Lifeng Shang, Xin Jiang, Qun Liu. [DynaBERT: Dynamic BERT with Adaptive Width and Depth](https://arxiv.org/abs/2004.04037). ``` @inproceedings{hou2020dynabert, title = {DynaBERT: Dynamic BERT with Adaptive Width and Depth}, author = {Lu Hou, Zhiqi Huang, Lifeng Shang, Xin Jiang, Qun Liu}, - booktitle = {NeurIPS}, + booktitle = {NeurIPS}, year = {2020} } ``` From 42824b9a012815359bc111dcdb37051bac2cd640 Mon Sep 17 00:00:00 2001 From: Zhiqi Huang Date: Mon, 26 Oct 2020 14:47:43 +0800 Subject: [PATCH 10/11] Delete dynabert_overview.png --- .../DynaBERT_MNLI/dynabert_overview.png | Bin 74641 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 model_cards/huawei-noah/DynaBERT_MNLI/dynabert_overview.png diff --git a/model_cards/huawei-noah/DynaBERT_MNLI/dynabert_overview.png b/model_cards/huawei-noah/DynaBERT_MNLI/dynabert_overview.png deleted file mode 100644 index c33e60bd382bb61a902bd5e73f3b7e615ba53e58..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 74641 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Date: Mon, 26 Oct 2020 14:48:15 +0800 Subject: [PATCH 11/11] Update README.md --- model_cards/huawei-noah/DynaBERT_MNLI/README.md | 10 +++------- 1 file changed, 3 insertions(+), 7 deletions(-) diff --git a/model_cards/huawei-noah/DynaBERT_MNLI/README.md b/model_cards/huawei-noah/DynaBERT_MNLI/README.md index ed05cb0f3942..934cfbefb774 100644 --- a/model_cards/huawei-noah/DynaBERT_MNLI/README.md +++ b/model_cards/huawei-noah/DynaBERT_MNLI/README.md @@ -1,24 +1,20 @@ -# DynaBERT: Dynamic BERT with Adaptive Width and Depth +## DynaBERT: Dynamic BERT with Adaptive Width and Depth * DynaBERT can flexibly adjust the size and latency by selecting adaptive width and depth, and the subnetworks of it have competitive performances as other similar-sized compressed models. The training process of DynaBERT includes first training a width-adaptive BERT and then allowing both adaptive width and depth using knowledge distillation. -The overview of DynaBERT learning is shown below. - - -
* This code is modified based on the repository developed by Hugging Face: [Transformers v2.1.1](https://github.com/huggingface/transformers/tree/v2.1.1), and is released in [GitHub](https://github.com/huawei-noah/Pretrained-Language-Model/tree/master/DynaBERT). -## Reference +### Reference Lu Hou, Zhiqi Huang, Lifeng Shang, Xin Jiang, Qun Liu. [DynaBERT: Dynamic BERT with Adaptive Width and Depth](https://arxiv.org/abs/2004.04037). ``` @inproceedings{hou2020dynabert, title = {DynaBERT: Dynamic BERT with Adaptive Width and Depth}, author = {Lu Hou, Zhiqi Huang, Lifeng Shang, Xin Jiang, Qun Liu}, - booktitle = {NeurIPS}, + booktitle = {NeurIPS}, year = {2020} } ```