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Duplicate from sshleifer/distilbart-cnn-6-6
Browse filesCo-authored-by: Sam Shleifer <sshleifer@users.noreply.huggingface.co>
- .gitattributes +9 -0
- README.md +29 -0
- config.json +75 -0
- flax_model.msgpack +3 -0
- merges.txt +0 -0
- pytorch_model.bin +3 -0
- rust_model.ot +3 -0
- tokenizer_config.json +1 -0
- vocab.json +0 -0
.gitattributes
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*.bin.* filter=lfs diff=lfs merge=lfs -text
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*.lfs.* filter=lfs diff=lfs merge=lfs -text
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*.bin filter=lfs diff=lfs merge=lfs -text
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*.h5 filter=lfs diff=lfs merge=lfs -text
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*.tflite filter=lfs diff=lfs merge=lfs -text
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*.tar.gz filter=lfs diff=lfs merge=lfs -text
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*.ot filter=lfs diff=lfs merge=lfs -text
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*.onnx filter=lfs diff=lfs merge=lfs -text
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*.msgpack filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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language: en
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tags:
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- summarization
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license: apache-2.0
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datasets:
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- cnn_dailymail
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- xsum
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thumbnail: https://huggingface.co/front/thumbnails/distilbart_medium.png
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---
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### Usage
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This checkpoint should be loaded into `BartForConditionalGeneration.from_pretrained`. See the [BART docs](https://huggingface.co/transformers/model_doc/bart.html?#transformers.BartForConditionalGeneration) for more information.
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### Metrics for DistilBART models
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| Model Name | MM Params | Inference Time (MS) | Speedup | Rouge 2 | Rouge-L |
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|:---------------------------|------------:|----------------------:|----------:|----------:|----------:|
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| distilbart-xsum-12-1 | 222 | 90 | 2.54 | 18.31 | 33.37 |
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| distilbart-xsum-6-6 | 230 | 132 | 1.73 | 20.92 | 35.73 |
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| distilbart-xsum-12-3 | 255 | 106 | 2.16 | 21.37 | 36.39 |
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| distilbart-xsum-9-6 | 268 | 136 | 1.68 | 21.72 | 36.61 |
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| bart-large-xsum (baseline) | 406 | 229 | 1 | 21.85 | 36.50 |
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| distilbart-xsum-12-6 | 306 | 137 | 1.68 | 22.12 | 36.99 |
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| bart-large-cnn (baseline) | 406 | 381 | 1 | 21.06 | 30.63 |
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| distilbart-12-3-cnn | 255 | 214 | 1.78 | 20.57 | 30.00 |
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| distilbart-12-6-cnn | 306 | 307 | 1.24 | 21.26 | 30.59 |
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| distilbart-6-6-cnn | 230 | 182 | 2.09 | 20.17 | 29.70 |
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config.json
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{
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"_num_labels": 3,
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"activation_dropout": 0.0,
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"activation_function": "gelu",
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"add_bias_logits": false,
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"add_final_layer_norm": false,
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"architectures": [
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"BartForConditionalGeneration"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 0,
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"classif_dropout": 0.0,
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"classifier_dropout": 0.0,
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"d_model": 1024,
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"decoder_attention_heads": 16,
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"decoder_ffn_dim": 4096,
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"decoder_layerdrop": 0.0,
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"decoder_layers": 6,
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"decoder_start_token_id": 2,
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"dropout": 0.1,
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"early_stopping": true,
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"encoder_attention_heads": 16,
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"encoder_ffn_dim": 4096,
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"encoder_layerdrop": 0.0,
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"encoder_layers": 6,
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"eos_token_id": 2,
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"extra_pos_embeddings": 2,
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"force_bos_token_to_be_generated": true,
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"forced_bos_token_id": 0,
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"forced_eos_token_id": 2,
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"gradient_checkpointing": false,
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"id2label": {
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"0": "LABEL_0",
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"1": "LABEL_1",
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"2": "LABEL_2"
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},
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"init_std": 0.02,
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"is_encoder_decoder": true,
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"label2id": {
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"LABEL_0": 0,
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"LABEL_1": 1,
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"LABEL_2": 2
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},
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"length_penalty": 2.0,
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"max_length": 142,
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"max_position_embeddings": 1024,
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"min_length": 56,
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"model_type": "bart",
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"no_repeat_ngram_size": 3,
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"normalize_before": false,
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"normalize_embedding": true,
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"num_beams": 4,
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"num_hidden_layers": 6,
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"output_past": true,
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"pad_token_id": 1,
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"prefix": " ",
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"replacing_rate": 0,
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"scale_embedding": false,
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"static_position_embeddings": false,
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"student_decoder_layers": null,
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"student_encoder_layers": null,
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"task_specific_params": {
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"summarization": {
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"early_stopping": true,
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"length_penalty": 2.0,
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"max_length": 142,
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"min_length": 56,
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"no_repeat_ngram_size": 3,
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"num_beams": 4
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}
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},
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"transformers_version": "4.7.0.dev0",
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"use_cache": true,
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"vocab_size": 50264
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}
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flax_model.msgpack
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version https://git-lfs.github.com/spec/v1
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oid sha256:e21ed77f98ac394a17a832a9da673334febf3c1acf0d8eee887be8eb250c30d5
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size 459975830
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merges.txt
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:68f994703e838fff13b9e54ab72d5ae44f184cb55300a7f65f46a7d282e8da23
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size 460021128
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rust_model.ot
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version https://git-lfs.github.com/spec/v1
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oid sha256:fd1513a7c450cd27838c1d383f1223e73d496ca15180a8dd07bada39da46d1a1
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size 665911930
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tokenizer_config.json
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{"model_max_length": 1024}
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vocab.json
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