first commit.
Browse files- README.md +62 -14
- adapter_config.json +39 -0
- adapter_model.bin +3 -0
- config.json +42 -0
- special_tokens_map.json +30 -0
- tokenizer.model +3 -0
- tokenizer_config.json +44 -0
README.md
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---
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base_model:
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- elyza/ELYZA-japanese-Llama-2-13b-instruct
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tags:
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---
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This is a Medusa-2 created using [Medusa](https://github.com/FasterDecoding/Medusa).
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##
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###
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### Training
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---
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base_model: elyza/ELYZA-japanese-Llama-2-7b-instruct
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tags:
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- generated_from_trainer
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model-index:
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- name: medusa-ELYZA-japanese-Llama-2-7b-instruct
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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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# Elyza-japanese-Llama-2-7b-instruct_qlora_ja_conv_stage2
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This model is a fine-tuned version of [elyza/ELYZA-japanese-Llama-2-7b-instruct](https://huggingface.co/elyza/ELYZA-japanese-Llama-2-7b-instruct) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 2.3897
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## Model description
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This is a Medusa-2 created using [Medusa](https://github.com/FasterDecoding/Medusa).
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## Intended uses & limitations
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- [$B!Z(BOrion-14B Series$B![(B Models Community License Agreement](https://huggingface.co/OrionStarAI/Orion-14B-Chat/blob/main/ModelsCommunityLicenseAgreement)
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## Training and evaluation data
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- [shi3z/ja_conv_wikipedia_orion14B_100K](https://huggingface.co/datasets/shi3z/ja_conv_wikipedia_orion14B_100K)
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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: 0.0005
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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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- gradient_accumulation_steps: 4
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- total_train_batch_size: 16
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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: 40
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- num_epochs: 1
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:----:|:---------------:|
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| 2.7245 | 0.06 | 40 | 2.7628 |
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| 2.5599 | 0.11 | 80 | 2.6823 |
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| 2.5001 | 0.17 | 120 | 2.6359 |
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| 2.5642 | 0.23 | 160 | 2.6046 |
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| 2.4892 | 0.28 | 200 | 2.5834 |
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| 2.5232 | 0.34 | 240 | 2.5551 |
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| 2.463 | 0.4 | 280 | 2.5327 |
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| 2.3983 | 0.45 | 320 | 2.5097 |
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| 2.4192 | 0.51 | 360 | 2.4880 |
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| 2.4186 | 0.57 | 400 | 2.4677 |
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| 2.4301 | 0.62 | 440 | 2.4465 |
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| 2.4194 | 0.68 | 480 | 2.4293 |
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| 2.392 | 0.74 | 520 | 2.4144 |
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| 2.4235 | 0.79 | 560 | 2.4014 |
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| 2.4328 | 0.85 | 600 | 2.3939 |
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| 2.456 | 0.91 | 640 | 2.3906 |
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| 2.4135 | 0.96 | 680 | 2.3897 |
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### Framework versions
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- Transformers 4.34.1
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- Pytorch 2.1.2
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- Datasets 2.16.1
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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": "elyza/ELYZA-japanese-Llama-2-7b-instruct",
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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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"loftq_config": {},
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"lora_alpha": 16,
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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": [
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"medusa_head.0",
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"medusa_head.1",
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"medusa_head.2",
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"medusa_head.3",
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"medusa_head.4"
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],
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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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"gate_proj",
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"v_proj",
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"o_proj",
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"down_proj",
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"lm_head",
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"k_proj",
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"up_proj",
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"q_proj"
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],
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"task_type": "CAUSAL_LM",
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"use_rslora": false
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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 sha256:499f3ca7e20d11ae3d4718e549f30f444d9fa9e2ad0b4d5a967895b56f6aed2c
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size 2062971154
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config.json
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{
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"_name_or_path": "elyza/ELYZA-japanese-Llama-2-7b-instruct",
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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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"medusa_num_heads": 5,
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"medusa_num_layers": 1,
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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-06,
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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": 32000
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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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"single_word": false
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},
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"pad_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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"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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"0": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": 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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"special": true
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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": "</s>",
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"padding_side": "right",
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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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