Peter Szemraj
commited on
Commit
·
30e999f
1
Parent(s):
9f81b75
finish fine-tuning
Browse files- .gitattributes +1 -0
- README.md +84 -0
- config.json +32 -0
- generation_config.json +7 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +107 -0
- spiece.model +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +113 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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pytorch_model.bin filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: apache-2.0
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---
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---
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license: apache-2.0
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tags:
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- generated_from_trainer
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datasets:
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- samsum
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metrics:
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- rouge
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model-index:
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- name: flan-t5-large-samsum
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results: []
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datasets:
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- samsum
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language:
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- en
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pipeline_tag: summarization
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# flan-t5-large-samsum
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This model is a fine-tuned version of [google/flan-t5-large](https://huggingface.co/google/flan-t5-large) on the samsum dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.1754
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- Rouge1: 54.1595
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- Rouge2: 29.1081
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- Rougel: 45.4989
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- Rougelsum: 49.1026
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- Gen Len: 28.72
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> Note: the stacked version of this model technically does evaluation on a **different** validation set (the stacked one) while this just uses `samsum`.
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## Model description
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More information needed
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## Intended uses & limitations
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- Intended for comparison(s) to the [stacked version of this model](https://huggingface.co/stacked-summaries/flan-t5-large-stacked-samsum-1024)
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- 1024 token input max
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.0001
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- train_batch_size: 8
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- eval_batch_size: 4
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- seed: 17868
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- distributed_type: multi-GPU
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- gradient_accumulation_steps: 16
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- total_train_batch_size: 128
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine
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- lr_scheduler_warmup_ratio: 0.04
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- num_epochs: 5.0
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
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|:-------------:|:-----:|:----:|:---------------:|:-------:|:-------:|:-------:|:---------:|:-------:|
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| 1.2106 | 0.43 | 50 | 1.1889 | 52.5898 | 26.9967 | 43.6944 | 47.9656 | 24.5167 |
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| 1.213 | 0.87 | 100 | 1.1760 | 52.4279 | 27.4689 | 43.7873 | 48.0581 | 25.0533 |
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| 1.0726 | 1.3 | 150 | 1.1731 | 52.8246 | 26.9524 | 43.7429 | 48.0345 | 25.55 |
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| 1.0784 | 1.74 | 200 | 1.1708 | 53.1291 | 27.9056 | 44.2609 | 48.6883 | 26.03 |
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| 1.0215 | 2.17 | 250 | 1.1755 | 53.1512 | 27.9475 | 44.1442 | 48.4619 | 27.57 |
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| 1.0294 | 2.61 | 300 | 1.1711 | 53.4402 | 28.0126 | 44.5454 | 48.6432 | 25.9033 |
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| 1.0016 | 3.04 | 350 | 1.1718 | 53.9395 | 28.3087 | 45.191 | 49.2773 | 26.6133 |
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| 0.9576 | 3.48 | 400 | 1.1741 | 53.9004 | 28.3243 | 45.0911 | 48.9182 | 26.33 |
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| 0.9739 | 3.91 | 450 | 1.1754 | 53.7049 | 28.419 | 44.8946 | 48.8708 | 27.2433 |
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| 0.9505 | 4.35 | 500 | 1.1781 | 53.7142 | 28.1758 | 44.8324 | 48.9498 | 26.8667 |
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| 0.9993 | 4.78 | 550 | 1.1784 | 53.87 | 28.2211 | 44.893 | 49.1074 | 27.2167 |
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### Framework versions
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- Transformers 4.27.0.dev0
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- Pytorch 2.0.0.dev20230130+cu118
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- Datasets 2.9.0
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- Tokenizers 0.13.2
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config.json
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{
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"_name_or_path": "flan-t5-large-samsum-r1",
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"architectures": [
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"T5ForConditionalGeneration"
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],
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"d_ff": 2816,
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"d_kv": 64,
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"d_model": 1024,
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"decoder_start_token_id": 0,
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"dense_act_fn": "gelu_new",
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"dropout_rate": 0.1,
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"eos_token_id": 1,
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"feed_forward_proj": "gated-gelu",
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"initializer_factor": 1.0,
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"is_encoder_decoder": true,
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"is_gated_act": true,
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"layer_norm_epsilon": 1e-06,
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"model_type": "t5",
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"n_positions": 512,
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"num_decoder_layers": 24,
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"num_heads": 16,
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"num_layers": 24,
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"output_past": true,
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"pad_token_id": 0,
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"relative_attention_max_distance": 128,
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"relative_attention_num_buckets": 32,
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"tie_word_embeddings": false,
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"torch_dtype": "float32",
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"transformers_version": "4.27.0.dev0",
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"use_cache": true,
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"vocab_size": 32128
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}
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generation_config.json
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{
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"_from_model_config": true,
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"decoder_start_token_id": 0,
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"eos_token_id": 1,
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"pad_token_id": 0,
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"transformers_version": "4.27.0.dev0"
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}
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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:e92a03e0f51f8d222b55dcb4263de1b199a12eb45e06ba2d818df477642f9aca
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size 3132785797
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special_tokens_map.json
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{
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"additional_special_tokens": [
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],
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"eos_token": "</s>",
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"pad_token": "<pad>",
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"unk_token": "<unk>"
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}
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spiece.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:d60acb128cf7b7f2536e8f38a5b18a05535c9e14c7a355904270e15b0945ea86
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| 3 |
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size 791656
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tokenizer.json
ADDED
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tokenizer_config.json
ADDED
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@@ -0,0 +1,113 @@
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| 1 |
+
{
|
| 2 |
+
"additional_special_tokens": [
|
| 3 |
+
"<extra_id_0>",
|
| 4 |
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"<extra_id_1>",
|
| 5 |
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"<extra_id_2>",
|
| 6 |
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"<extra_id_3>",
|
| 7 |
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"<extra_id_4>",
|
| 8 |
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"<extra_id_5>",
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| 9 |
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"<extra_id_6>",
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| 10 |
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"<extra_id_7>",
|
| 11 |
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"<extra_id_8>",
|
| 12 |
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"<extra_id_9>",
|
| 13 |
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"<extra_id_10>",
|
| 14 |
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"<extra_id_11>",
|
| 15 |
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"<extra_id_12>",
|
| 16 |
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"<extra_id_13>",
|
| 17 |
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"<extra_id_14>",
|
| 18 |
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"<extra_id_15>",
|
| 19 |
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"<extra_id_16>",
|
| 20 |
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"<extra_id_17>",
|
| 21 |
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"<extra_id_18>",
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| 22 |
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"<extra_id_19>",
|
| 23 |
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"<extra_id_20>",
|
| 24 |
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"<extra_id_21>",
|
| 25 |
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"<extra_id_22>",
|
| 26 |
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"<extra_id_23>",
|
| 27 |
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"<extra_id_24>",
|
| 28 |
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"<extra_id_25>",
|
| 29 |
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"<extra_id_26>",
|
| 30 |
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"<extra_id_27>",
|
| 31 |
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"<extra_id_28>",
|
| 32 |
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"<extra_id_29>",
|
| 33 |
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"<extra_id_30>",
|
| 34 |
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"<extra_id_31>",
|
| 35 |
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"<extra_id_32>",
|
| 36 |
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"<extra_id_33>",
|
| 37 |
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"<extra_id_34>",
|
| 38 |
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"<extra_id_35>",
|
| 39 |
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"<extra_id_36>",
|
| 40 |
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"<extra_id_37>",
|
| 41 |
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"<extra_id_38>",
|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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"<extra_id_42>",
|
| 46 |
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|
| 47 |
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"<extra_id_44>",
|
| 48 |
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"<extra_id_45>",
|
| 49 |
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"<extra_id_46>",
|
| 50 |
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"<extra_id_47>",
|
| 51 |
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"<extra_id_48>",
|
| 52 |
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"<extra_id_49>",
|
| 53 |
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"<extra_id_50>",
|
| 54 |
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| 55 |
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"<extra_id_52>",
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| 56 |
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"<extra_id_53>",
|
| 57 |
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|
| 58 |
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"<extra_id_55>",
|
| 59 |
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"<extra_id_56>",
|
| 60 |
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|
| 61 |
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"<extra_id_58>",
|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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"<extra_id_64>",
|
| 68 |
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"<extra_id_65>",
|
| 69 |
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"<extra_id_66>",
|
| 70 |
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"<extra_id_67>",
|
| 71 |
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"<extra_id_68>",
|
| 72 |
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"<extra_id_69>",
|
| 73 |
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"<extra_id_70>",
|
| 74 |
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"<extra_id_71>",
|
| 75 |
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"<extra_id_72>",
|
| 76 |
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"<extra_id_73>",
|
| 77 |
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"<extra_id_74>",
|
| 78 |
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"<extra_id_75>",
|
| 79 |
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"<extra_id_76>",
|
| 80 |
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"<extra_id_77>",
|
| 81 |
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"<extra_id_78>",
|
| 82 |
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"<extra_id_79>",
|
| 83 |
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"<extra_id_80>",
|
| 84 |
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"<extra_id_81>",
|
| 85 |
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"<extra_id_82>",
|
| 86 |
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"<extra_id_83>",
|
| 87 |
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"<extra_id_84>",
|
| 88 |
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"<extra_id_85>",
|
| 89 |
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"<extra_id_86>",
|
| 90 |
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"<extra_id_87>",
|
| 91 |
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"<extra_id_88>",
|
| 92 |
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"<extra_id_89>",
|
| 93 |
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"<extra_id_90>",
|
| 94 |
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"<extra_id_91>",
|
| 95 |
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"<extra_id_92>",
|
| 96 |
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"<extra_id_93>",
|
| 97 |
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"<extra_id_94>",
|
| 98 |
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"<extra_id_95>",
|
| 99 |
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"<extra_id_96>",
|
| 100 |
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"<extra_id_97>",
|
| 101 |
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"<extra_id_98>",
|
| 102 |
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"<extra_id_99>"
|
| 103 |
+
],
|
| 104 |
+
"eos_token": "</s>",
|
| 105 |
+
"extra_ids": 100,
|
| 106 |
+
"model_max_length": 512,
|
| 107 |
+
"name_or_path": "flan-t5-large-samsum-r1",
|
| 108 |
+
"pad_token": "<pad>",
|
| 109 |
+
"sp_model_kwargs": {},
|
| 110 |
+
"special_tokens_map_file": "/home/younes_huggingface_co/.cache/huggingface/hub/models--google--t5-v1_1-large/snapshots/314bc112b191ec17b625ba81438dc73d6c23659d/special_tokens_map.json",
|
| 111 |
+
"tokenizer_class": "T5Tokenizer",
|
| 112 |
+
"unk_token": "<unk>"
|
| 113 |
+
}
|