SmolLM-360M-Instruct_fsdp_qlora_nf4_adapter-plaba
Browse files- README.md +76 -0
- adapter_config.json +34 -0
- adapter_model.safetensors +3 -0
- merges.txt +0 -0
- runs/Sep04_17-08-41_algo-1/events.out.tfevents.1725469763.algo-1.67.0 +3 -0
- special_tokens_map.json +28 -0
- tokenizer.json +0 -0
- tokenizer_config.json +154 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
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---
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library_name: peft
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tags:
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- trl
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- sft
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- generated_from_trainer
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base_model: dmariko/SmolLM-360M-Instruct_qlora_nf4_merged
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datasets:
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- generator
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model-index:
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- name: SmolLM_360M_Instruct_qlora_nf4-plaba
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results: []
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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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# SmolLM_360M_Instruct_qlora_nf4-plaba
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This model is a fine-tuned version of [dmariko/SmolLM-360M-Instruct_qlora_nf4_merged](https://huggingface.co/dmariko/SmolLM-360M-Instruct_qlora_nf4_merged) on the generator dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.7869
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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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: 0.001
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- train_batch_size: 4
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- eval_batch_size: 4
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 8
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- gradient_accumulation_steps: 8
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- total_train_batch_size: 256
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- total_eval_batch_size: 32
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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: 0.03
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- num_epochs: 10
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:------:|:----:|:---------------:|
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| No log | 0.8889 | 1 | 1.8457 |
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| No log | 1.7778 | 2 | 1.8424 |
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| No log | 2.6667 | 3 | 1.8318 |
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| No log | 3.5556 | 4 | 1.8130 |
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| No log | 4.4444 | 5 | 1.7966 |
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| No log | 5.3333 | 6 | 1.7906 |
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| No log | 6.2222 | 7 | 1.7891 |
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| No log | 8.0 | 9 | 1.7869 |
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| 1.8097 | 8.8889 | 10 | 1.7869 |
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### Framework versions
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- PEFT 0.10.0
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- Transformers 4.40.0
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- Pytorch 2.1.0
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- Datasets 2.18.0
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- Tokenizers 0.19.1
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adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": null,
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"base_model_name_or_path": "dmariko/SmolLM-360M-Instruct_qlora_nf4_merged",
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"bias": "none",
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"fan_in_fan_out": false,
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"inference_mode": true,
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"init_lora_weights": true,
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"layer_replication": null,
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"layers_pattern": null,
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"layers_to_transform": null,
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"loftq_config": {},
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"lora_alpha": 8,
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"lora_dropout": 0.05,
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": null,
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"peft_type": "LORA",
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"r": 16,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"up_proj",
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"k_proj",
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"o_proj",
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"v_proj",
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"down_proj",
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"q_proj",
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"gate_proj"
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],
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"task_type": "CAUSAL_LM",
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"use_dora": false,
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"use_rslora": false
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}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:d44f8402fd6da2794b9ae0093ebc0f4d9973d8dbbeac3d1e09bafb097f7dd14f
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size 17426248
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merges.txt
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runs/Sep04_17-08-41_algo-1/events.out.tfevents.1725469763.algo-1.67.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:73f3b3bf765b3a7bbe62048cc1d856c20fe717e7a233d2de46d77100bb2d3d6d
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size 8457
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special_tokens_map.json
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{
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"additional_special_tokens": [
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"<|im_start|>",
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"<|im_end|>"
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],
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"bos_token": {
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"content": "<|im_start|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "<|im_end|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": "<|im_end|>",
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"unk_token": {
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"content": "<|endoftext|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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tokenizer_config.json
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{
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"add_prefix_space": false,
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"added_tokens_decoder": {
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"0": {
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"content": "<|endoftext|>",
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},
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"content": "<|im_start|>",
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},
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"2": {
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"content": "<|im_end|>",
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},
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"3": {
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},
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"4": {
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"content": "<reponame>",
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"lstrip": false,
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"normalized": false,
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"special": true
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},
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"5": {
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},
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},
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"special": true
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},
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"8": {
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"content": "<issue_start>",
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"lstrip": false,
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"special": true
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},
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"9": {
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"special": true
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},
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"10": {
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"content": "<issue_closed>",
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"special": true
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},
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},
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"content": "<jupyter_code>",
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},
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"content": "<jupyter_script>",
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"special": true
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},
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"16": {
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"content": "<empty_output>",
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"special": true
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}
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},
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"additional_special_tokens": [
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"<|im_start|>",
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"<|im_end|>"
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],
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"bos_token": "<|im_start|>",
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"chat_template": "{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
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"clean_up_tokenization_spaces": false,
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"eos_token": "<|im_end|>",
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"model_max_length": 2048,
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"pad_token": "<|im_end|>",
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"tokenizer_class": "GPT2Tokenizer",
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"unk_token": "<|endoftext|>",
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"vocab_size": 49152
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:e6d1f97830e56883df7406ca18eeaad7ea671656e1b4b2a9779d5a8f9583328f
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size 5240
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vocab.json
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