madlag commited on
Commit
3a7df1f
1 Parent(s): c28a801

Adding model, graphs and metadata.

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README.md CHANGED
@@ -4,8 +4,8 @@ thumbnail:
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  license: mit
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  tags:
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  - question-answering
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- - bert
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- - bert-base
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  datasets:
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  - squad
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  metrics:
@@ -19,26 +19,26 @@ widget:
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  ## BERT-base uncased model fine-tuned on SQuAD v1
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- This model was created using the [nn_pruning](https://github.com/huggingface/nn_pruning) python library: the **linear layers contains 26.0%** of the original weights.
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  The model contains **42.0%** of the original weights **overall** (the embeddings account for a significant part of the model, and they are not pruned by this method).
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- With a simple resizing of the linear matrices it ran **2.44x as fast as BERT-base** on the evaluation.
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  This is possible because the pruning method lead to structured matrices: to visualize them, hover below on the plot to see the non-zero/zero parts of each matrix.
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- <div class="graph"><script src="/madlag/bert-base-uncased-squadv1-x2.44-f87.7-d26-hybrid-filled-v1/raw/main/model_card/density_info.js" id="5787ef08-ec97-4223-80fb-b7d410af7b37"></script></div>
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- In terms of accuracy, its **F1 is 87.71**, compared with 88.5 for BERT-base, a **F1 drop of 0.79**.
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  ## Fine-Pruning details
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- This model was fine-tuned from the HuggingFace [BERT](https://www.aclweb.org/anthology/N19-1423/) base uncased checkpoint on [SQuAD1.1](https://rajpurkar.github.io/SQuAD-explorer), and distilled from the model [csarron/bert-base-uncased-squad-v1](https://huggingface.co/csarron/bert-base-uncased-squad-v1).
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  This model is case-insensitive: it does not make a difference between english and English.
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  A side-effect of the block pruning is that some of the attention heads are completely removed: 80 heads were removed on a total of 144 (55.6%).
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  Here is a detailed view on how the remaining heads are distributed in the network after pruning.
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- <div class="graph"><script src="/madlag/bert-base-uncased-squadv1-x2.44-f87.7-d26-hybrid-filled-v1/raw/main/model_card/pruning_info.js" id="a936580a-5d72-4995-9a5a-86f6c50c2855"></script></div>
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  ## Details of the SQuAD1.1 dataset
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@@ -60,7 +60,7 @@ GPU driver: 455.23.05, CUDA: 11.1
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  ### Results
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- **Pytorch model file size**: `355M` (original BERT: `438M`)
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  | Metric | # Value | # Original ([Table 2](https://www.aclweb.org/anthology/N19-1423.pdf))| Variation |
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  | ------ | --------- | --------- | --------- |
@@ -84,11 +84,11 @@ qa_pipeline = pipeline(
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  tokenizer="madlag/bert-base-uncased-squadv1-x2.44-f87.7-d26-hybrid-filled-v1"
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  )
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- print("BERT-base parameters: 110M")
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- print(f"Parameters count (includes head pruning)={int(qa_pipeline.model.num_parameters() / 1E6)}M")
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  qa_pipeline.model = optimize_model(qa_pipeline.model, "dense")
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- print(f"Parameters count after optimization={int(qa_pipeline.model.num_parameters() / 1E6)}M")
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  predictions = qa_pipeline({
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  'context': "Frédéric François Chopin, born Fryderyk Franciszek Chopin (1 March 1810 – 17 October 1849), was a Polish composer and virtuoso pianist of the Romantic era who wrote primarily for solo piano.",
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  'question': "Who is Frederic Chopin?",
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  license: mit
5
  tags:
6
  - question-answering
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+ -
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+ -
9
  datasets:
10
  - squad
11
  metrics:
19
 
20
  ## BERT-base uncased model fine-tuned on SQuAD v1
21
 
22
+ This model was created using the [nn_pruning](https://github.com/huggingface/nn_pruning) python library: the **linear layers contains 26.0%** of the original weights.
23
 
24
 
25
 
26
  The model contains **42.0%** of the original weights **overall** (the embeddings account for a significant part of the model, and they are not pruned by this method).
27
 
28
+ With a simple resizing of the linear matrices it ran **2.44x as fast as /home/lagunas/devel/hf/nn_pruning/nn_pruning/analysis/tmp_finetune** on the evaluation.
29
  This is possible because the pruning method lead to structured matrices: to visualize them, hover below on the plot to see the non-zero/zero parts of each matrix.
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+ <div class="graph"><script src="/madlag/bert-base-uncased-squadv1-x2.44-f87.7-d26-hybrid-filled-v1/raw/main/model_card/density_info.js" id="d5d1b3e9-73f5-4cfc-8e33-3745054bc7d0"></script></div>
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+ In terms of accuracy, its **F1 is 87.71**, compared with 88.5 for /home/lagunas/devel/hf/nn_pruning/nn_pruning/analysis/tmp_finetune, a **F1 drop of 0.79**.
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  ## Fine-Pruning details
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+ This model was fine-tuned from the HuggingFace [model](https://huggingface.co//home/lagunas/devel/hf/nn_pruning/nn_pruning/analysis/tmp_finetune) checkpoint on [SQuAD1.1](https://rajpurkar.github.io/SQuAD-explorer), and distilled from the model [csarron/bert-base-uncased-squad-v1](https://huggingface.co/csarron/bert-base-uncased-squad-v1)
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  This model is case-insensitive: it does not make a difference between english and English.
38
 
39
  A side-effect of the block pruning is that some of the attention heads are completely removed: 80 heads were removed on a total of 144 (55.6%).
40
  Here is a detailed view on how the remaining heads are distributed in the network after pruning.
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+ <div class="graph"><script src="/madlag/bert-base-uncased-squadv1-x2.44-f87.7-d26-hybrid-filled-v1/raw/main/model_card/pruning_info.js" id="ccef8803-4310-4434-997e-c9dc158cabdb"></script></div>
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  ## Details of the SQuAD1.1 dataset
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60
 
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  ### Results
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63
+ **Pytorch model file size**: `355MB` (original BERT: `420MB`)
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  | Metric | # Value | # Original ([Table 2](https://www.aclweb.org/anthology/N19-1423.pdf))| Variation |
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  | ------ | --------- | --------- | --------- |
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  tokenizer="madlag/bert-base-uncased-squadv1-x2.44-f87.7-d26-hybrid-filled-v1"
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  )
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+ print("/home/lagunas/devel/hf/nn_pruning/nn_pruning/analysis/tmp_finetune parameters: 189.0M")
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+ print(f"Parameters count (includes only head pruning, not feed forward pruning)={int(qa_pipeline.model.num_parameters() / 1E6)}M")
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  qa_pipeline.model = optimize_model(qa_pipeline.model, "dense")
90
 
91
+ print(f"Parameters count after complete optimization={int(qa_pipeline.model.num_parameters() / 1E6)}M")
92
  predictions = qa_pipeline({
93
  'context': "Frédéric François Chopin, born Fryderyk Franciszek Chopin (1 March 1810 – 17 October 1849), was a Polish composer and virtuoso pianist of the Romantic era who wrote primarily for solo piano.",
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  'question': "Who is Frederic Chopin?",
eval/nbest_predictions.json.tgz CHANGED
Binary files a/eval/nbest_predictions.json.tgz and b/eval/nbest_predictions.json.tgz differ
model_card/density_info.js CHANGED
@@ -16,9 +16,9 @@
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- var element = document.getElementById("5787ef08-ec97-4223-80fb-b7d410af7b37");
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  if (element == null) {
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- console.warn("Bokeh: autoload.js configured with elementid '5787ef08-ec97-4223-80fb-b7d410af7b37' but no matching script tag was found.")
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  }
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@@ -115,8 +115,8 @@
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+ var render_items = [{"docid":"d9587ee3-f563-4e9b-a5cc-64db5490d3d2","root_ids":["1341"],"roots":{"1341":"ccef8803-4310-4434-997e-c9dc158cabdb"}}];
120
  root.Bokeh.embed.embed_items(docs_json, render_items);
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