Upload 8 files
Browse files- README.md +93 -0
- adapter_config.json +28 -0
- adapter_model.bin +3 -0
- added_tokens.json +3 -0
- config.json +40 -0
- special_tokens_map.json +30 -0
- tokenizer.model +3 -0
- tokenizer_config.json +51 -0
README.md
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---
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base_model: NousResearch/Llama-2-7b-chat-hf
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tags:
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- generated_from_trainer
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model-index:
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- name: qlora-out
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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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[<img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/OpenAccess-AI-Collective/axolotl)
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# qlora-out
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This model is a fine-tuned version of [NousResearch/Llama-2-7b-chat-hf](https://huggingface.co/NousResearch/Llama-2-7b-chat-hf) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.3156
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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: 0.0002
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- train_batch_size: 2
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- eval_batch_size: 2
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- seed: 42
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- gradient_accumulation_steps: 4
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- total_train_batch_size: 8
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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_steps: 10
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- num_epochs: 3
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:----:|:---------------:|
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| 0.5579 | 0.09 | 20 | 0.6611 |
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| 0.3651 | 0.18 | 40 | 0.4642 |
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| 0.3704 | 0.26 | 60 | 0.3942 |
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| 0.3868 | 0.35 | 80 | 0.3672 |
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| 0.2843 | 0.44 | 100 | 0.3513 |
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| 0.2535 | 0.53 | 120 | 0.3479 |
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| 0.3797 | 0.61 | 140 | 0.3406 |
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| 0.3702 | 0.7 | 160 | 0.3347 |
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| 0.2986 | 0.79 | 180 | 0.3345 |
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| 0.2952 | 0.88 | 200 | 0.3249 |
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| 0.2109 | 0.96 | 220 | 0.3272 |
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| 0.2744 | 1.05 | 240 | 0.3275 |
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| 0.1762 | 1.14 | 260 | 0.3249 |
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| 0.28 | 1.23 | 280 | 0.3247 |
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| 0.2997 | 1.31 | 300 | 0.3263 |
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| 0.2115 | 1.4 | 320 | 0.3212 |
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| 0.252 | 1.49 | 340 | 0.3229 |
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| 0.2687 | 1.58 | 360 | 0.3246 |
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| 0.1996 | 1.66 | 380 | 0.3205 |
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| 0.2227 | 1.75 | 400 | 0.3164 |
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| 0.5474 | 1.84 | 420 | 0.3145 |
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| 0.2224 | 1.93 | 440 | 0.3121 |
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| 0.3695 | 2.02 | 460 | 0.3129 |
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| 0.1738 | 2.1 | 480 | 0.3182 |
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| 0.1299 | 2.19 | 500 | 0.3178 |
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| 0.2314 | 2.28 | 520 | 0.3159 |
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| 0.2391 | 2.37 | 540 | 0.3179 |
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| 0.2131 | 2.45 | 560 | 0.3178 |
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| 0.1541 | 2.54 | 580 | 0.3154 |
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| 0.2768 | 2.63 | 600 | 0.3153 |
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| 0.1362 | 2.72 | 620 | 0.3155 |
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| 0.2494 | 2.8 | 640 | 0.3157 |
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| 0.1641 | 2.89 | 660 | 0.3154 |
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| 0.1397 | 2.98 | 680 | 0.3156 |
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### Framework versions
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- Transformers 4.34.1
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- Pytorch 2.0.1+cu118
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- Datasets 2.14.6
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- Tokenizers 0.14.1
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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": "NousResearch/Llama-2-7b-chat-hf",
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"bias": "none",
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"fan_in_fan_out": null,
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"inference_mode": true,
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"init_lora_weights": true,
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"layers_pattern": null,
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"layers_to_transform": null,
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"lora_alpha": 16,
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"lora_dropout": 0.05,
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"modules_to_save": null,
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"peft_type": "LORA",
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"r": 32,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"k_proj",
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"q_proj",
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"v_proj",
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"down_proj",
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"up_proj",
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"o_proj",
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"gate_proj"
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],
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"task_type": "CAUSAL_LM"
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}
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adapter_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:5f28465e34f6669fced283920144596063431a1fcc83a3d1fd972dbf7a9e8eb0
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size 319977229
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added_tokens.json
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{
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"<pad>": 32000
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}
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config.json
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{
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"_name_or_path": "NousResearch/Llama-2-7b-chat-hf",
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 11008,
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"max_position_embeddings": 4096,
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"model_type": "llama",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 32,
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"pad_token_id": 0,
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"pretraining_tp": 1,
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"quantization_config": {
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"bnb_4bit_compute_dtype": "bfloat16",
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"bnb_4bit_quant_type": "nf4",
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"bnb_4bit_use_double_quant": true,
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"llm_int8_enable_fp32_cpu_offload": false,
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"llm_int8_has_fp16_weight": false,
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"llm_int8_skip_modules": null,
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"llm_int8_threshold": 6.0,
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"load_in_4bit": true,
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"load_in_8bit": false,
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"quant_method": "bitsandbytes"
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},
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"rms_norm_eps": 1e-05,
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"rope_scaling": null,
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"rope_theta": 10000.0,
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"tie_word_embeddings": false,
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"torch_dtype": "float16",
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"transformers_version": "4.34.1",
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"use_cache": false,
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"vocab_size": 32001
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}
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<s>",
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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": "</s>",
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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": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"unk_token": {
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"content": "<unk>",
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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.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347
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size 499723
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tokenizer_config.json
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{
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"add_bos_token": true,
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"add_eos_token": false,
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"added_tokens_decoder": {
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"0": {
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"content": "<unk>",
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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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"special": true
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},
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"1": {
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"content": "<s>",
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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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"special": true
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},
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"2": {
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"content": "</s>",
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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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"special": true
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},
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"32000": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": false
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}
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},
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": false,
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"eos_token": "</s>",
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"legacy": false,
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "<unk>",
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"sp_model_kwargs": {},
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"spaces_between_special_tokens": false,
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"tokenizer_class": "LlamaTokenizer",
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"trust_remote_code": false,
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"unk_token": "<unk>",
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"use_default_system_prompt": true,
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"use_fast": true
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}
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