Instructions to use sshleifer/distilbart-cnn-12-6 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use sshleifer/distilbart-cnn-12-6 with Transformers:
# Use a pipeline as a high-level helper # Warning: Pipeline type "summarization" is no longer supported in transformers v5. # You must load the model directly (see below) or downgrade to v4.x with: # 'pip install "transformers<5.0.0' from transformers import pipeline pipe = pipeline("summarization", model="sshleifer/distilbart-cnn-12-6")# Load model directly from transformers import AutoTokenizer, AutoModelForSeq2SeqLM tokenizer = AutoTokenizer.from_pretrained("sshleifer/distilbart-cnn-12-6") model = AutoModelForSeq2SeqLM.from_pretrained("sshleifer/distilbart-cnn-12-6") - Inference
- Notebooks
- Google Colab
- Kaggle
Adding ONNX file of this model
Browse filesBeep boop I am the [ONNX export bot 🤖🏎️](https://huggingface.co/spaces/onnx/export). On behalf of [wengchong](https://huggingface.co/wengchong), I would like to add to this repository the model converted to ONNX.
What is ONNX? It stands for "Open Neural Network Exchange", and is the most commonly used open standard for machine learning interoperability. You can find out more at [onnx.ai](https://onnx.ai/)!
The exported ONNX model can be then be consumed by various backends as TensorRT or TVM, or simply be used in a few lines with 🤗 Optimum through ONNX Runtime, check out how [here](https://huggingface.co/docs/optimum/main/en/onnxruntime/usage_guides/models)!
- README.md +1 -0
- onnx/config.json +76 -0
- onnx/decoder_model.onnx +3 -0
- onnx/decoder_model_merged.onnx +3 -0
- onnx/decoder_with_past_model.onnx +3 -0
- onnx/encoder_model.onnx +3 -0
- onnx/generation_config.json +16 -0
- onnx/merges.txt +0 -0
- onnx/special_tokens_map.json +51 -0
- onnx/tokenizer.json +0 -0
- onnx/tokenizer_config.json +58 -0
- onnx/vocab.json +0 -0
README.md
CHANGED
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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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language: en
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tags:
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- summarization
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+
- onnx
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license: apache-2.0
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datasets:
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- cnn_dailymail
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onnx/config.json
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{
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"_attn_implementation_autoset": true,
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"_num_labels": 3,
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| 4 |
+
"activation_dropout": 0.0,
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| 5 |
+
"activation_function": "gelu",
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| 6 |
+
"add_bias_logits": false,
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| 7 |
+
"add_final_layer_norm": false,
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| 8 |
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"architectures": [
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| 9 |
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"BartForConditionalGeneration"
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| 10 |
+
],
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| 11 |
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"attention_dropout": 0.0,
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| 12 |
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"bos_token_id": 0,
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| 13 |
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"classif_dropout": 0.0,
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| 14 |
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"classifier_dropout": 0.0,
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| 15 |
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"d_model": 1024,
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| 16 |
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"decoder_attention_heads": 16,
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| 17 |
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"decoder_ffn_dim": 4096,
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| 18 |
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"decoder_layerdrop": 0.0,
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| 19 |
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"decoder_layers": 6,
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| 20 |
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"decoder_start_token_id": 2,
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| 21 |
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"dropout": 0.1,
|
| 22 |
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"early_stopping": null,
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| 23 |
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"encoder_attention_heads": 16,
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| 24 |
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"encoder_ffn_dim": 4096,
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| 25 |
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"encoder_layerdrop": 0.0,
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| 26 |
+
"encoder_layers": 12,
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| 27 |
+
"eos_token_id": 2,
|
| 28 |
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"extra_pos_embeddings": 2,
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| 29 |
+
"force_bos_token_to_be_generated": true,
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| 30 |
+
"forced_eos_token_id": 2,
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| 31 |
+
"gradient_checkpointing": false,
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| 32 |
+
"id2label": {
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| 33 |
+
"0": "LABEL_0",
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+
"1": "LABEL_1",
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"2": "LABEL_2"
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| 36 |
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},
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| 37 |
+
"init_std": 0.02,
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| 38 |
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"is_encoder_decoder": true,
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| 39 |
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"label2id": {
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| 40 |
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"LABEL_0": 0,
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| 44 |
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"length_penalty": null,
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| 45 |
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"max_length": null,
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| 46 |
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"max_position_embeddings": 1024,
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| 47 |
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"min_length": null,
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| 48 |
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"model_type": "bart",
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| 49 |
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"no_repeat_ngram_size": null,
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| 50 |
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"normalize_before": false,
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| 51 |
+
"normalize_embedding": true,
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| 52 |
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"num_beams": null,
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| 53 |
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"num_hidden_layers": 12,
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| 54 |
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"output_past": true,
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| 55 |
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"pad_token_id": 1,
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| 56 |
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"prefix": " ",
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| 57 |
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"replacing_rate": 0,
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| 58 |
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"scale_embedding": false,
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| 59 |
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"static_position_embeddings": false,
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| 60 |
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"student_decoder_layers": null,
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| 61 |
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"student_encoder_layers": null,
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| 62 |
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"task_specific_params": {
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| 63 |
+
"summarization": {
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| 64 |
+
"early_stopping": true,
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| 65 |
+
"length_penalty": 2.0,
|
| 66 |
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"max_length": 142,
|
| 67 |
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"min_length": 56,
|
| 68 |
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"no_repeat_ngram_size": 3,
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| 69 |
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"num_beams": 4
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| 70 |
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}
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| 71 |
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},
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| 72 |
+
"torch_dtype": "float32",
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| 73 |
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"transformers_version": "4.51.3",
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| 74 |
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"use_cache": true,
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| 75 |
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"vocab_size": 50264
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}
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onnx/decoder_model.onnx
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:48bca87c14e75a23cda7fe85d90fc5ea6fb5fd11cb38329ba7b20e30231e0f8c
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| 3 |
+
size 819603498
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onnx/decoder_model_merged.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:ec553011035c423eecd92e58da304be1d1e945993e26445b0def20628c8a2127
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+
size 819866018
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onnx/decoder_with_past_model.onnx
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:fdc016ba490648cd1bd6ca1f8431a7217111d7323dec0e3a49204305cb3801cc
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+
size 769174126
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onnx/encoder_model.onnx
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:26298428b4e821a5f0b7e781de177c414b070a870b34db6a34569ec1d5b61157
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+
size 814962649
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onnx/generation_config.json
ADDED
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{
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"_from_model_config": true,
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"bos_token_id": 0,
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| 4 |
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"decoder_start_token_id": 2,
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| 5 |
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"early_stopping": true,
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| 6 |
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"eos_token_id": 2,
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| 7 |
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"forced_bos_token_id": 0,
|
| 8 |
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"forced_eos_token_id": 2,
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| 9 |
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"length_penalty": 2.0,
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| 10 |
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"max_length": 142,
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| 11 |
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"min_length": 56,
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| 12 |
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"no_repeat_ngram_size": 3,
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| 13 |
+
"num_beams": 4,
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| 14 |
+
"pad_token_id": 1,
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| 15 |
+
"transformers_version": "4.51.3"
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| 16 |
+
}
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onnx/merges.txt
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onnx/special_tokens_map.json
ADDED
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{
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"bos_token": {
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"content": "<s>",
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| 4 |
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"lstrip": false,
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| 5 |
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"normalized": true,
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| 6 |
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"rstrip": false,
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| 7 |
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"single_word": false
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},
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| 9 |
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"cls_token": {
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"content": "<s>",
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| 11 |
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"lstrip": false,
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| 12 |
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"normalized": true,
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| 13 |
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"rstrip": false,
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| 14 |
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"single_word": false
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| 15 |
+
},
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| 16 |
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"eos_token": {
|
| 17 |
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"content": "</s>",
|
| 18 |
+
"lstrip": false,
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| 19 |
+
"normalized": true,
|
| 20 |
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"rstrip": false,
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| 21 |
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"single_word": false
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| 22 |
+
},
|
| 23 |
+
"mask_token": {
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| 24 |
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"content": "<mask>",
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| 25 |
+
"lstrip": true,
|
| 26 |
+
"normalized": true,
|
| 27 |
+
"rstrip": false,
|
| 28 |
+
"single_word": false
|
| 29 |
+
},
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| 30 |
+
"pad_token": {
|
| 31 |
+
"content": "<pad>",
|
| 32 |
+
"lstrip": false,
|
| 33 |
+
"normalized": true,
|
| 34 |
+
"rstrip": false,
|
| 35 |
+
"single_word": false
|
| 36 |
+
},
|
| 37 |
+
"sep_token": {
|
| 38 |
+
"content": "</s>",
|
| 39 |
+
"lstrip": false,
|
| 40 |
+
"normalized": true,
|
| 41 |
+
"rstrip": false,
|
| 42 |
+
"single_word": false
|
| 43 |
+
},
|
| 44 |
+
"unk_token": {
|
| 45 |
+
"content": "<unk>",
|
| 46 |
+
"lstrip": false,
|
| 47 |
+
"normalized": true,
|
| 48 |
+
"rstrip": false,
|
| 49 |
+
"single_word": false
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| 50 |
+
}
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| 51 |
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}
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onnx/tokenizer.json
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onnx/tokenizer_config.json
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{
|
| 2 |
+
"add_prefix_space": false,
|
| 3 |
+
"added_tokens_decoder": {
|
| 4 |
+
"0": {
|
| 5 |
+
"content": "<s>",
|
| 6 |
+
"lstrip": false,
|
| 7 |
+
"normalized": true,
|
| 8 |
+
"rstrip": false,
|
| 9 |
+
"single_word": false,
|
| 10 |
+
"special": true
|
| 11 |
+
},
|
| 12 |
+
"1": {
|
| 13 |
+
"content": "<pad>",
|
| 14 |
+
"lstrip": false,
|
| 15 |
+
"normalized": true,
|
| 16 |
+
"rstrip": false,
|
| 17 |
+
"single_word": false,
|
| 18 |
+
"special": true
|
| 19 |
+
},
|
| 20 |
+
"2": {
|
| 21 |
+
"content": "</s>",
|
| 22 |
+
"lstrip": false,
|
| 23 |
+
"normalized": true,
|
| 24 |
+
"rstrip": false,
|
| 25 |
+
"single_word": false,
|
| 26 |
+
"special": true
|
| 27 |
+
},
|
| 28 |
+
"3": {
|
| 29 |
+
"content": "<unk>",
|
| 30 |
+
"lstrip": false,
|
| 31 |
+
"normalized": true,
|
| 32 |
+
"rstrip": false,
|
| 33 |
+
"single_word": false,
|
| 34 |
+
"special": true
|
| 35 |
+
},
|
| 36 |
+
"50264": {
|
| 37 |
+
"content": "<mask>",
|
| 38 |
+
"lstrip": true,
|
| 39 |
+
"normalized": true,
|
| 40 |
+
"rstrip": false,
|
| 41 |
+
"single_word": false,
|
| 42 |
+
"special": true
|
| 43 |
+
}
|
| 44 |
+
},
|
| 45 |
+
"bos_token": "<s>",
|
| 46 |
+
"clean_up_tokenization_spaces": false,
|
| 47 |
+
"cls_token": "<s>",
|
| 48 |
+
"eos_token": "</s>",
|
| 49 |
+
"errors": "replace",
|
| 50 |
+
"extra_special_tokens": {},
|
| 51 |
+
"mask_token": "<mask>",
|
| 52 |
+
"model_max_length": 1024,
|
| 53 |
+
"pad_token": "<pad>",
|
| 54 |
+
"sep_token": "</s>",
|
| 55 |
+
"tokenizer_class": "BartTokenizer",
|
| 56 |
+
"trim_offsets": true,
|
| 57 |
+
"unk_token": "<unk>"
|
| 58 |
+
}
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onnx/vocab.json
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