Upload 12 files
Browse files- README.md +183 -0
- added_tokens.json +14 -0
- config.json +138 -0
- generation_config.json +12 -0
- model-00001-of-00002.safetensors +3 -0
- model-00002-of-00002.safetensors +3 -0
- model.safetensors.index.json +234 -0
- special_tokens_map.json +30 -0
- tokenizer.json +0 -0
- tokenizer.model +3 -0
- tokenizer_config.json +139 -0
- training_args.bin +3 -0
README.md
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---
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library_name: transformers
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license: mit
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base_model: microsoft/Phi-3.5-mini-instruct
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tags:
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- generated_from_trainer
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model-index:
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- name: outputs/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/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/axolotl-ai-cloud/axolotl)
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<details><summary>See axolotl config</summary>
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axolotl version: `0.4.1`
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```yaml
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base_model: microsoft/Phi-3.5-mini-instruct
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model_type: AutoModelForCausalLM
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tokenizer_type: AutoTokenizer
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load_in_8bit: false
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load_in_4bit: false
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strict: false
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datasets:
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- path: anthracite-org/stheno-filtered-v1.1
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type: sharegpt
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conversation: chatml
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- path: anthracite-org/nopm_claude_writing_fixed
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type: sharegpt
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conversation: chatml
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- path: Epiculous/SynthRP-Gens-v1.1-Filtered-n-Cleaned
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type: sharegpt
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conversation: chatml
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- path: ResplendentAI/bluemoon
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type: sharegpt
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conversation: chatml
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- path: openerotica/freedom-rp
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type: sharegpt
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conversation: chatml
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- path: MinervaAI/Aesir-Preview
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type: sharegpt
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conversation: chatml
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- path: jeiku/jeikutxt
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type: completion
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- path: ResplendentAI/Sissification_Hypno_1k
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type: alpaca
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- path: ResplendentAI/theory_of_mind_fixed_output
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type: alpaca
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- path: ResplendentAI/Synthetic_Soul_1k
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type: alpaca
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chat_template: chatml
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val_set_size: 0.01
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output_dir: ./outputs/out
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adapter:
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lora_r:
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lora_alpha:
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lora_dropout:
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lora_target_linear:
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sequence_len: 8192
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# sequence_len: 32768
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sample_packing: true
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eval_sample_packing: false
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pad_to_sequence_len: true
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plugins:
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- axolotl.integrations.liger.LigerPlugin
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liger_rope: true
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liger_rms_norm: true
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liger_swiglu: true
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liger_fused_linear_cross_entropy: true
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wandb_project: phi
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wandb_entity:
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wandb_watch:
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wandb_name: phi
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wandb_log_model:
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gradient_accumulation_steps: 32
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micro_batch_size: 4
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num_epochs: 2
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optimizer: adamw_bnb_8bit
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lr_scheduler: cosine
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learning_rate: 0.00001
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weight_decay: 0.05
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train_on_inputs: false
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group_by_length: false
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bf16: auto
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fp16:
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tf32: true
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gradient_checkpointing: true
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early_stopping_patience:
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resume_from_checkpoint:
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local_rank:
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logging_steps: 1
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xformers_attention:
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flash_attention: true
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warmup_ratio: 0.1
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evals_per_epoch: 4
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eval_table_size:
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eval_max_new_tokens: 128
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saves_per_epoch: 2
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debug:
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deepspeed: deepspeed_configs/zero3.json
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fsdp:
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fsdp_config:
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special_tokens:
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pad_token: <|finetune_right_pad_id|>
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```
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</details><br>
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# outputs/out
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This model is a fine-tuned version of [microsoft/Phi-3.5-mini-instruct](https://huggingface.co/microsoft/Phi-3.5-mini-instruct) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 7.1048
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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: 1e-05
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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: 2
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- gradient_accumulation_steps: 32
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- total_train_batch_size: 256
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- total_eval_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: 8
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- num_epochs: 2
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:------:|:----:|:---------------:|
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| 15.986 | 0.0233 | 1 | 16.8119 |
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| 9.6041 | 0.2567 | 11 | 9.1897 |
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| 7.5864 | 0.5135 | 22 | 7.5221 |
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| 7.2575 | 0.7702 | 33 | 7.2532 |
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| 7.1368 | 1.0270 | 44 | 7.1665 |
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| 7.078 | 1.2844 | 55 | 7.1249 |
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| 7.0613 | 1.5417 | 66 | 7.1079 |
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| 7.0599 | 1.7990 | 77 | 7.1048 |
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### Framework versions
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- Transformers 4.45.0.dev0
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- Pytorch 2.4.0+cu121
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- Datasets 2.20.0
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- Tokenizers 0.19.1
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added_tokens.json
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{
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"<|assistant|>": 32001,
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"<|endoftext|>": 32000,
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"<|end|>": 32007,
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"<|finetune_right_pad_id|>": 32011,
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"<|placeholder1|>": 32002,
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"<|placeholder2|>": 32003,
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"<|placeholder3|>": 32004,
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"<|placeholder4|>": 32005,
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"<|placeholder5|>": 32008,
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"<|placeholder6|>": 32009,
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"<|system|>": 32006,
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"<|user|>": 32010
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}
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config.json
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{
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"_name_or_path": "microsoft/Phi-3.5-mini-instruct",
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"architectures": [
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"Phi3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"auto_map": {
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"AutoConfig": "microsoft/Phi-3.5-mini-instruct--configuration_phi3.Phi3Config",
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"AutoModelForCausalLM": "microsoft/Phi-3.5-mini-instruct--modeling_phi3.Phi3ForCausalLM"
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},
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"bos_token_id": 1,
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"embd_pdrop": 0.0,
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"eos_token_id": 32000,
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"hidden_act": "silu",
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"hidden_size": 3072,
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"initializer_range": 0.02,
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"intermediate_size": 8192,
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"max_position_embeddings": 131072,
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"model_type": "phi3",
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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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"original_max_position_embeddings": 4096,
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"pad_token_id": 32000,
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"resid_pdrop": 0.0,
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"rms_norm_eps": 1e-05,
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"rope_scaling": {
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"long_factor": [
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],
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|
96 |
+
"lstrip": false,
|
97 |
+
"normalized": false,
|
98 |
+
"rstrip": true,
|
99 |
+
"single_word": false,
|
100 |
+
"special": true
|
101 |
+
},
|
102 |
+
"32009": {
|
103 |
+
"content": "<|placeholder6|>",
|
104 |
+
"lstrip": false,
|
105 |
+
"normalized": false,
|
106 |
+
"rstrip": true,
|
107 |
+
"single_word": false,
|
108 |
+
"special": true
|
109 |
+
},
|
110 |
+
"32010": {
|
111 |
+
"content": "<|user|>",
|
112 |
+
"lstrip": false,
|
113 |
+
"normalized": false,
|
114 |
+
"rstrip": true,
|
115 |
+
"single_word": false,
|
116 |
+
"special": true
|
117 |
+
},
|
118 |
+
"32011": {
|
119 |
+
"content": "<|finetune_right_pad_id|>",
|
120 |
+
"lstrip": false,
|
121 |
+
"normalized": false,
|
122 |
+
"rstrip": false,
|
123 |
+
"single_word": false,
|
124 |
+
"special": true
|
125 |
+
}
|
126 |
+
},
|
127 |
+
"bos_token": "<s>",
|
128 |
+
"chat_template": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
|
129 |
+
"clean_up_tokenization_spaces": false,
|
130 |
+
"eos_token": "<|endoftext|>",
|
131 |
+
"legacy": false,
|
132 |
+
"model_max_length": 131072,
|
133 |
+
"pad_token": "<|finetune_right_pad_id|>",
|
134 |
+
"padding_side": "left",
|
135 |
+
"sp_model_kwargs": {},
|
136 |
+
"tokenizer_class": "LlamaTokenizer",
|
137 |
+
"unk_token": "<unk>",
|
138 |
+
"use_default_system_prompt": false
|
139 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:043e9fa407b193145e76e0882383b3de02ff3564ec0d6cb259c8f84759c57bae
|
3 |
+
size 7992
|