First model version.

README.md

@@ -0,0 +1,82 @@
+---
+license: apache-2.0
+tags:
+- generated_from_trainer
+datasets:
+- samsum
+metrics:
+- rouge
+model-index:
+- name: flan-t5-base-samsum
+  results:
+  - task:
+      name: Sequence-to-sequence Language Modeling
+      type: text2text-generation
+    dataset:
+      name: samsum
+      type: samsum
+      config: samsum
+      split: test
+      args: samsum
+    metrics:
+    - name: Rouge1
+      type: rouge
+      value: 47.5
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# flan-t5-base-samsum
+
+This model is a fine-tuned version of [google/flan-t5-base](https://huggingface.co/google/flan-t5-base) on the samsum dataset.
+It achieves the following results on the evaluation set:
+- Loss: 1.3721
+- Rouge1: 47.5
+- Rouge2: 23.9237
+- Rougel: 40.0646
+- Rougelsum: 43.6387
+- Gen Len: 17.2405
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 5e-05
+- train_batch_size: 8
+- eval_batch_size: 8
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 5
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Rouge1  | Rouge2  | Rougel  | Rougelsum | Gen Len |
+|:-------------:|:-----:|:----:|:---------------:|:-------:|:-------:|:-------:|:---------:|:-------:|
+| 1.4398        | 1.0   | 1842 | 1.3823          | 47.2415 | 23.7419 | 39.5142 | 43.4177   | 17.0354 |
+| 1.3564        | 2.0   | 3684 | 1.3747          | 46.833  | 23.308  | 39.2838 | 42.9821   | 17.3077 |
+| 1.2776        | 3.0   | 5526 | 1.3721          | 47.5    | 23.9237 | 40.0646 | 43.6387   | 17.2405 |
+| 1.2345        | 4.0   | 7368 | 1.3744          | 47.5599 | 23.9714 | 40.06   | 43.8107   | 17.2454 |
+| 1.194         | 5.0   | 9210 | 1.3760          | 47.7868 | 24.0949 | 40.2021 | 43.789    | 17.2466 |
+
+
+### Framework versions
+
+- Transformers 4.27.4
+- Pytorch 2.0.0+cu117
+- Datasets 2.11.0
+- Tokenizers 0.13.3

checkpoint-5526/config.json

@@ -0,0 +1,61 @@
+{
+  "_name_or_path": "google/flan-t5-base",
+  "architectures": [
+    "T5ForConditionalGeneration"
+  ],
+  "d_ff": 2048,
+  "d_kv": 64,
+  "d_model": 768,
+  "decoder_start_token_id": 0,
+  "dense_act_fn": "gelu_new",
+  "dropout_rate": 0.1,
+  "eos_token_id": 1,
+  "feed_forward_proj": "gated-gelu",
+  "initializer_factor": 1.0,
+  "is_encoder_decoder": true,
+  "is_gated_act": true,
+  "layer_norm_epsilon": 1e-06,
+  "model_type": "t5",
+  "n_positions": 512,
+  "num_decoder_layers": 12,
+  "num_heads": 12,
+  "num_layers": 12,
+  "output_past": true,
+  "pad_token_id": 0,
+  "relative_attention_max_distance": 128,
+  "relative_attention_num_buckets": 32,
+  "task_specific_params": {
+    "summarization": {
+      "early_stopping": true,
+      "length_penalty": 2.0,
+      "max_length": 200,
+      "min_length": 30,
+      "no_repeat_ngram_size": 3,
+      "num_beams": 4,
+      "prefix": "summarize: "
+    },
+    "translation_en_to_de": {
+      "early_stopping": true,
+      "max_length": 300,
+      "num_beams": 4,
+      "prefix": "translate English to German: "
+    },
+    "translation_en_to_fr": {
+      "early_stopping": true,
+      "max_length": 300,
+      "num_beams": 4,
+      "prefix": "translate English to French: "
+    },
+    "translation_en_to_ro": {
+      "early_stopping": true,
+      "max_length": 300,
+      "num_beams": 4,
+      "prefix": "translate English to Romanian: "
+    }
+  },
+  "tie_word_embeddings": false,
+  "torch_dtype": "float32",
+  "transformers_version": "4.27.4",
+  "use_cache": true,
+  "vocab_size": 32128
+}

checkpoint-5526/generation_config.json

@@ -0,0 +1,6 @@
+{
+  "decoder_start_token_id": 0,
+  "eos_token_id": 1,
+  "pad_token_id": 0,
+  "transformers_version": "4.27.4"
+}

checkpoint-5526/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1397835223b6207a32dbdc99adfcd45307400821dc1f4b6c0feee00947d8b68b
+size 1980790149

checkpoint-5526/pytorch_model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e3d687a7e73fddf2af71a4a46ec4964dd6c88632126cf1d9b05155b98d04f419
+size 990408885

checkpoint-5526/rng_state.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:177f090776e225c6058120d9a9745d56e588d540b14c97f836a5a195fb3901a4
+size 14575

checkpoint-5526/scheduler.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:67e332c14e7fb333fad327e11feed99660d09aaf307f258c695c8dc79bc86585
+size 627

checkpoint-5526/trainer_state.json

@@ -0,0 +1,121 @@
+{
+  "best_metric": 1.3720556497573853,
+  "best_model_checkpoint": "flan-t5-base-samsum/checkpoint-5526",
+  "epoch": 3.0,
+  "global_step": 5526,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
+    {
+      "epoch": 0.27,
+      "learning_rate": 4.728555917480999e-05,
+      "loss": 1.4803,
+      "step": 500
+    },
+    {
+      "epoch": 0.54,
+      "learning_rate": 4.457111834961998e-05,
+      "loss": 1.4552,
+      "step": 1000
+    },
+    {
+      "epoch": 0.81,
+      "learning_rate": 4.185667752442997e-05,
+      "loss": 1.4398,
+      "step": 1500
+    },
+    {
+      "epoch": 1.0,
+      "eval_gen_len": 17.035409035409035,
+      "eval_loss": 1.3823134899139404,
+      "eval_rouge1": 47.2415,
+      "eval_rouge2": 23.7419,
+      "eval_rougeL": 39.5142,
+      "eval_rougeLsum": 43.4177,
+      "eval_runtime": 74.2005,
+      "eval_samples_per_second": 11.038,
+      "eval_steps_per_second": 1.388,
+      "step": 1842
+    },
+    {
+      "epoch": 1.09,
+      "learning_rate": 3.914223669923996e-05,
+      "loss": 1.4078,
+      "step": 2000
+    },
+    {
+      "epoch": 1.36,
+      "learning_rate": 3.642779587404995e-05,
+      "loss": 1.3341,
+      "step": 2500
+    },
+    {
+      "epoch": 1.63,
+      "learning_rate": 3.3713355048859935e-05,
+      "loss": 1.337,
+      "step": 3000
+    },
+    {
+      "epoch": 1.9,
+      "learning_rate": 3.099891422366993e-05,
+      "loss": 1.3564,
+      "step": 3500
+    },
+    {
+      "epoch": 2.0,
+      "eval_gen_len": 17.307692307692307,
+      "eval_loss": 1.3747227191925049,
+      "eval_rouge1": 46.833,
+      "eval_rouge2": 23.308,
+      "eval_rougeL": 39.2838,
+      "eval_rougeLsum": 42.9821,
+      "eval_runtime": 74.9443,
+      "eval_samples_per_second": 10.928,
+      "eval_steps_per_second": 1.374,
+      "step": 3684
+    },
+    {
+      "epoch": 2.17,
+      "learning_rate": 2.8284473398479917e-05,
+      "loss": 1.3162,
+      "step": 4000
+    },
+    {
+      "epoch": 2.44,
+      "learning_rate": 2.5570032573289905e-05,
+      "loss": 1.2739,
+      "step": 4500
+    },
+    {
+      "epoch": 2.71,
+      "learning_rate": 2.2855591748099893e-05,
+      "loss": 1.277,
+      "step": 5000
+    },
+    {
+      "epoch": 2.99,
+      "learning_rate": 2.0141150922909884e-05,
+      "loss": 1.2776,
+      "step": 5500
+    },
+    {
+      "epoch": 3.0,
+      "eval_gen_len": 17.24053724053724,
+      "eval_loss": 1.3720556497573853,
+      "eval_rouge1": 47.5,
+      "eval_rouge2": 23.9237,
+      "eval_rougeL": 40.0646,
+      "eval_rougeLsum": 43.6387,
+      "eval_runtime": 74.4867,
+      "eval_samples_per_second": 10.995,
+      "eval_steps_per_second": 1.383,
+      "step": 5526
+    }
+  ],
+  "max_steps": 9210,
+  "num_train_epochs": 5,
+  "total_flos": 3.026353594879181e+16,
+  "trial_name": null,
+  "trial_params": null
+}

checkpoint-5526/training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9945552c747ee998aaff412e61bf9ed72af622c7f04fa9ae25709456833f3bd8
+size 3643

checkpoint-9210/config.json

@@ -0,0 +1,61 @@
+{
+  "_name_or_path": "google/flan-t5-base",
+  "architectures": [
+    "T5ForConditionalGeneration"
+  ],
+  "d_ff": 2048,
+  "d_kv": 64,
+  "d_model": 768,
+  "decoder_start_token_id": 0,
+  "dense_act_fn": "gelu_new",
+  "dropout_rate": 0.1,
+  "eos_token_id": 1,
+  "feed_forward_proj": "gated-gelu",
+  "initializer_factor": 1.0,
+  "is_encoder_decoder": true,
+  "is_gated_act": true,
+  "layer_norm_epsilon": 1e-06,
+  "model_type": "t5",
+  "n_positions": 512,
+  "num_decoder_layers": 12,
+  "num_heads": 12,
+  "num_layers": 12,
+  "output_past": true,
+  "pad_token_id": 0,
+  "relative_attention_max_distance": 128,
+  "relative_attention_num_buckets": 32,
+  "task_specific_params": {
+    "summarization": {
+      "early_stopping": true,
+      "length_penalty": 2.0,
+      "max_length": 200,
+      "min_length": 30,
+      "no_repeat_ngram_size": 3,
+      "num_beams": 4,
+      "prefix": "summarize: "
+    },
+    "translation_en_to_de": {
+      "early_stopping": true,
+      "max_length": 300,
+      "num_beams": 4,
+      "prefix": "translate English to German: "
+    },
+    "translation_en_to_fr": {
+      "early_stopping": true,
+      "max_length": 300,
+      "num_beams": 4,
+      "prefix": "translate English to French: "
+    },
+    "translation_en_to_ro": {
+      "early_stopping": true,
+      "max_length": 300,
+      "num_beams": 4,
+      "prefix": "translate English to Romanian: "
+    }
+  },
+  "tie_word_embeddings": false,
+  "torch_dtype": "float32",
+  "transformers_version": "4.27.4",
+  "use_cache": true,
+  "vocab_size": 32128
+}

checkpoint-9210/generation_config.json

@@ -0,0 +1,6 @@
+{
+  "decoder_start_token_id": 0,
+  "eos_token_id": 1,
+  "pad_token_id": 0,
+  "transformers_version": "4.27.4"
+}

checkpoint-9210/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7a43ad9e9833b49ec56f72baff113a0d1761b7d63d87f3227e0e8fb4cbbfc125
+size 1980790149

checkpoint-9210/pytorch_model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e8aa1df3c66854ea36cc36214186c8782f29dccd11dccd45abe2c05a71cf1fbf
+size 990408885

checkpoint-9210/rng_state.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:22ff991c0a65e33ec5fe1c574d60db40b3e082781cb2cd3c0d21a9f06d131188
+size 14575

checkpoint-9210/scheduler.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:81cdb2c1c20df01faadc95a4b03fdefbf2d02893abb39c4f93c6a86a42372740
+size 627

checkpoint-9210/trainer_state.json

@@ -0,0 +1,189 @@
+{
+  "best_metric": 1.3720556497573853,
+  "best_model_checkpoint": "flan-t5-base-samsum/checkpoint-5526",
+  "epoch": 5.0,
+  "global_step": 9210,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
+    {
+      "epoch": 0.27,
+      "learning_rate": 4.728555917480999e-05,
+      "loss": 1.4803,
+      "step": 500
+    },
+    {
+      "epoch": 0.54,
+      "learning_rate": 4.457111834961998e-05,
+      "loss": 1.4552,
+      "step": 1000
+    },
+    {
+      "epoch": 0.81,
+      "learning_rate": 4.185667752442997e-05,
+      "loss": 1.4398,
+      "step": 1500
+    },
+    {
+      "epoch": 1.0,
+      "eval_gen_len": 17.035409035409035,
+      "eval_loss": 1.3823134899139404,
+      "eval_rouge1": 47.2415,
+      "eval_rouge2": 23.7419,
+      "eval_rougeL": 39.5142,
+      "eval_rougeLsum": 43.4177,
+      "eval_runtime": 74.2005,
+      "eval_samples_per_second": 11.038,
+      "eval_steps_per_second": 1.388,
+      "step": 1842
+    },
+    {
+      "epoch": 1.09,
+      "learning_rate": 3.914223669923996e-05,
+      "loss": 1.4078,
+      "step": 2000
+    },
+    {
+      "epoch": 1.36,
+      "learning_rate": 3.642779587404995e-05,
+      "loss": 1.3341,
+      "step": 2500
+    },
+    {
+      "epoch": 1.63,
+      "learning_rate": 3.3713355048859935e-05,
+      "loss": 1.337,
+      "step": 3000
+    },
+    {
+      "epoch": 1.9,
+      "learning_rate": 3.099891422366993e-05,
+      "loss": 1.3564,
+      "step": 3500
+    },
+    {
+      "epoch": 2.0,
+      "eval_gen_len": 17.307692307692307,
+      "eval_loss": 1.3747227191925049,
+      "eval_rouge1": 46.833,
+      "eval_rouge2": 23.308,
+      "eval_rougeL": 39.2838,
+      "eval_rougeLsum": 42.9821,
+      "eval_runtime": 74.9443,
+      "eval_samples_per_second": 10.928,
+      "eval_steps_per_second": 1.374,
+      "step": 3684
+    },
+    {
+      "epoch": 2.17,
+      "learning_rate": 2.8284473398479917e-05,
+      "loss": 1.3162,
+      "step": 4000
+    },
+    {
+      "epoch": 2.44,
+      "learning_rate": 2.5570032573289905e-05,
+      "loss": 1.2739,
+      "step": 4500
+    },
+    {
+      "epoch": 2.71,
+      "learning_rate": 2.2855591748099893e-05,
+      "loss": 1.277,
+      "step": 5000
+    },
+    {
+      "epoch": 2.99,
+      "learning_rate": 2.0141150922909884e-05,
+      "loss": 1.2776,
+      "step": 5500
+    },
+    {
+      "epoch": 3.0,
+      "eval_gen_len": 17.24053724053724,
+      "eval_loss": 1.3720556497573853,
+      "eval_rouge1": 47.5,
+      "eval_rouge2": 23.9237,
+      "eval_rougeL": 40.0646,
+      "eval_rougeLsum": 43.6387,
+      "eval_runtime": 74.4867,
+      "eval_samples_per_second": 10.995,
+      "eval_steps_per_second": 1.383,
+      "step": 5526
+    },
+    {
+      "epoch": 3.26,
+      "learning_rate": 1.742671009771987e-05,
+      "loss": 1.2209,
+      "step": 6000
+    },
+    {
+      "epoch": 3.53,
+      "learning_rate": 1.471226927252986e-05,
+      "loss": 1.2427,
+      "step": 6500
+    },
+    {
+      "epoch": 3.8,
+      "learning_rate": 1.1997828447339848e-05,
+      "loss": 1.2345,
+      "step": 7000
+    },
+    {
+      "epoch": 4.0,
+      "eval_gen_len": 17.245421245421245,
+      "eval_loss": 1.3743723630905151,
+      "eval_rouge1": 47.5599,
+      "eval_rouge2": 23.9714,
+      "eval_rougeL": 40.06,
+      "eval_rougeLsum": 43.8107,
+      "eval_runtime": 74.1957,
+      "eval_samples_per_second": 11.038,
+      "eval_steps_per_second": 1.388,
+      "step": 7368
+    },
+    {
+      "epoch": 4.07,
+      "learning_rate": 9.283387622149838e-06,
+      "loss": 1.2388,
+      "step": 7500
+    },
+    {
+      "epoch": 4.34,
+      "learning_rate": 6.568946796959827e-06,
+      "loss": 1.2124,
+      "step": 8000
+    },
+    {
+      "epoch": 4.61,
+      "learning_rate": 3.854505971769816e-06,
+      "loss": 1.196,
+      "step": 8500
+    },
+    {
+      "epoch": 4.89,
+      "learning_rate": 1.1400651465798045e-06,
+      "loss": 1.194,
+      "step": 9000
+    },
+    {
+      "epoch": 5.0,
+      "eval_gen_len": 17.246642246642246,
+      "eval_loss": 1.376030683517456,
+      "eval_rouge1": 47.7868,
+      "eval_rouge2": 24.0949,
+      "eval_rougeL": 40.2021,
+      "eval_rougeLsum": 43.789,
+      "eval_runtime": 74.584,
+      "eval_samples_per_second": 10.981,
+      "eval_steps_per_second": 1.381,
+      "step": 9210
+    }
+  ],
+  "max_steps": 9210,
+  "num_train_epochs": 5,
+  "total_flos": 5.043922658131968e+16,
+  "trial_name": null,
+  "trial_params": null
+}

checkpoint-9210/training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9945552c747ee998aaff412e61bf9ed72af622c7f04fa9ae25709456833f3bd8
+size 3643

logs/1681296542.5000563/events.out.tfevents.1681296542.ip-172-16-3-175.eu-west-1.compute.internal.477.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:16f357c99f5989baf7d3dea6de3edd8e03d81eeff24bed6a513e7f552a67f83b
+size 6048

logs/events.out.tfevents.1681296542.ip-172-16-3-175.eu-west-1.compute.internal.477.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8ab4786c44a32e28f774b25ca8c1123df89df5f99f3bd875f82ef068168ce6eb
+size 10744

logs/events.out.tfevents.1681301141.ip-172-16-3-175.eu-west-1.compute.internal.477.2

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9b0866254a9e7a374d5bcc2838b40291c459777268ef0de08773a670b266b249
+size 613

special_tokens_map.json

@@ -0,0 +1,107 @@
+{
+  "additional_special_tokens": [
+    "<extra_id_0>",
+    "<extra_id_1>",
+    "<extra_id_2>",
+    "<extra_id_3>",
+    "<extra_id_4>",
+    "<extra_id_5>",
+    "<extra_id_6>",
+    "<extra_id_7>",
+    "<extra_id_8>",
+    "<extra_id_9>",
+    "<extra_id_10>",
+    "<extra_id_11>",
+    "<extra_id_12>",
+    "<extra_id_13>",
+    "<extra_id_14>",
+    "<extra_id_15>",
+    "<extra_id_16>",
+    "<extra_id_17>",
+    "<extra_id_18>",
+    "<extra_id_19>",
+    "<extra_id_20>",
+    "<extra_id_21>",
+    "<extra_id_22>",
+    "<extra_id_23>",
+    "<extra_id_24>",
+    "<extra_id_25>",
+    "<extra_id_26>",
+    "<extra_id_27>",
+    "<extra_id_28>",
+    "<extra_id_29>",
+    "<extra_id_30>",
+    "<extra_id_31>",
+    "<extra_id_32>",
+    "<extra_id_33>",
+    "<extra_id_34>",
+    "<extra_id_35>",
+    "<extra_id_36>",
+    "<extra_id_37>",
+    "<extra_id_38>",
+    "<extra_id_39>",
+    "<extra_id_40>",
+    "<extra_id_41>",
+    "<extra_id_42>",
+    "<extra_id_43>",
+    "<extra_id_44>",
+    "<extra_id_45>",
+    "<extra_id_46>",
+    "<extra_id_47>",
+    "<extra_id_48>",
+    "<extra_id_49>",
+    "<extra_id_50>",
+    "<extra_id_51>",
+    "<extra_id_52>",
+    "<extra_id_53>",
+    "<extra_id_54>",
+    "<extra_id_55>",
+    "<extra_id_56>",
+    "<extra_id_57>",
+    "<extra_id_58>",
+    "<extra_id_59>",
+    "<extra_id_60>",
+    "<extra_id_61>",
+    "<extra_id_62>",
+    "<extra_id_63>",
+    "<extra_id_64>",
+    "<extra_id_65>",
+    "<extra_id_66>",
+    "<extra_id_67>",
+    "<extra_id_68>",
+    "<extra_id_69>",
+    "<extra_id_70>",
+    "<extra_id_71>",
+    "<extra_id_72>",
+    "<extra_id_73>",
+    "<extra_id_74>",
+    "<extra_id_75>",
+    "<extra_id_76>",
+    "<extra_id_77>",
+    "<extra_id_78>",
+    "<extra_id_79>",
+    "<extra_id_80>",
+    "<extra_id_81>",
+    "<extra_id_82>",
+    "<extra_id_83>",
+    "<extra_id_84>",
+    "<extra_id_85>",
+    "<extra_id_86>",
+    "<extra_id_87>",
+    "<extra_id_88>",
+    "<extra_id_89>",
+    "<extra_id_90>",
+    "<extra_id_91>",
+    "<extra_id_92>",
+    "<extra_id_93>",
+    "<extra_id_94>",
+    "<extra_id_95>",
+    "<extra_id_96>",
+    "<extra_id_97>",
+    "<extra_id_98>",
+    "<extra_id_99>"
+  ],
+  "eos_token": "</s>",
+  "pad_token": "<pad>",
+  "unk_token": "<unk>"
+}

tokenizer_config.json

@@ -0,0 +1,112 @@
+{
+  "additional_special_tokens": [
+    "<extra_id_0>",
+    "<extra_id_1>",
+    "<extra_id_2>",
+    "<extra_id_3>",
+    "<extra_id_4>",
+    "<extra_id_5>",
+    "<extra_id_6>",
+    "<extra_id_7>",
+    "<extra_id_8>",
+    "<extra_id_9>",
+    "<extra_id_10>",
+    "<extra_id_11>",
+    "<extra_id_12>",
+    "<extra_id_13>",
+    "<extra_id_14>",
+    "<extra_id_15>",
+    "<extra_id_16>",
+    "<extra_id_17>",
+    "<extra_id_18>",
+    "<extra_id_19>",
+    "<extra_id_20>",
+    "<extra_id_21>",
+    "<extra_id_22>",
+    "<extra_id_23>",
+    "<extra_id_24>",
+    "<extra_id_25>",
+    "<extra_id_26>",
+    "<extra_id_27>",
+    "<extra_id_28>",
+    "<extra_id_29>",
+    "<extra_id_30>",
+    "<extra_id_31>",
+    "<extra_id_32>",
+    "<extra_id_33>",
+    "<extra_id_34>",
+    "<extra_id_35>",
+    "<extra_id_36>",
+    "<extra_id_37>",
+    "<extra_id_38>",
+    "<extra_id_39>",
+    "<extra_id_40>",
+    "<extra_id_41>",
+    "<extra_id_42>",
+    "<extra_id_43>",
+    "<extra_id_44>",
+    "<extra_id_45>",
+    "<extra_id_46>",
+    "<extra_id_47>",
+    "<extra_id_48>",
+    "<extra_id_49>",
+    "<extra_id_50>",
+    "<extra_id_51>",
+    "<extra_id_52>",
+    "<extra_id_53>",
+    "<extra_id_54>",
+    "<extra_id_55>",
+    "<extra_id_56>",
+    "<extra_id_57>",
+    "<extra_id_58>",
+    "<extra_id_59>",
+    "<extra_id_60>",
+    "<extra_id_61>",
+    "<extra_id_62>",
+    "<extra_id_63>",
+    "<extra_id_64>",
+    "<extra_id_65>",
+    "<extra_id_66>",
+    "<extra_id_67>",
+    "<extra_id_68>",
+    "<extra_id_69>",
+    "<extra_id_70>",
+    "<extra_id_71>",
+    "<extra_id_72>",
+    "<extra_id_73>",
+    "<extra_id_74>",
+    "<extra_id_75>",
+    "<extra_id_76>",
+    "<extra_id_77>",
+    "<extra_id_78>",
+    "<extra_id_79>",
+    "<extra_id_80>",
+    "<extra_id_81>",
+    "<extra_id_82>",
+    "<extra_id_83>",
+    "<extra_id_84>",
+    "<extra_id_85>",
+    "<extra_id_86>",
+    "<extra_id_87>",
+    "<extra_id_88>",
+    "<extra_id_89>",
+    "<extra_id_90>",
+    "<extra_id_91>",
+    "<extra_id_92>",
+    "<extra_id_93>",
+    "<extra_id_94>",
+    "<extra_id_95>",
+    "<extra_id_96>",
+    "<extra_id_97>",
+    "<extra_id_98>",
+    "<extra_id_99>"
+  ],
+  "eos_token": "</s>",
+  "extra_ids": 100,
+  "model_max_length": 512,
+  "pad_token": "<pad>",
+  "sp_model_kwargs": {},
+  "special_tokens_map_file": "/home/younes_huggingface_co/.cache/huggingface/hub/models--google--t5-v1_1-base/snapshots/650d7745bf1e502d6949b22cc19155cd656d3d4e/special_tokens_map.json",
+  "tokenizer_class": "T5Tokenizer",
+  "unk_token": "<unk>"
+}