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Model: Magpie-Align/MagpieLM-8B-SFT-v0.1 Source: Original Platform
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README.md
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---
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library_name: transformers
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license: llama3.1
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base_model: meta-llama/Meta-Llama-3.1-8B
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tags:
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- axolotl
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- generated_from_trainer
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model-index:
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- name: MagpieLM-8B-SFT-v0.1
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results: []
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datasets:
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- Magpie-Align/MagpieLM-SFT-Data-v0.1
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---
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[<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://api.wandb.ai/links/uw-nsl/3m10ah3v)
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# 🐦 MagpieLM-8B-SFT-v0.1
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Project Web: [https://magpie-align.github.io/](https://magpie-align.github.io/)
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Arxiv Technical Report: [https://arxiv.org/abs/2406.08464](https://arxiv.org/abs/2406.08464)
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Codes: [https://github.com/magpie-align/magpie](https://github.com/magpie-align/magpie)
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## About This Model
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*Model full name: Llama3.1-MagpieLM-8B-SFT-v0.1*
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This model is a fine-tuned version of [meta-llama/Meta-Llama-3.1-8B](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B) on [Magpie-Align/MagpieLM-SFT-Data-v0.1](https://huggingface.co/datasets/Magpie-Align/MagpieLM-SFT-Data-v0.1) dataset.
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This is the intermediate checkpoint for fine-tuning [Magpie-Align/MagpieLM-8B-Chat-v0.1](https://huggingface.co/Magpie-Align/MagpieLM-8B-Chat-v0.1).
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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: 2e-05
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- train_batch_size: 1
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- eval_batch_size: 1
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 4
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- gradient_accumulation_steps: 32
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- total_train_batch_size: 128
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- total_eval_batch_size: 4
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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: 51
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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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| 0.9311 | 0.0038 | 1 | 0.9847 |
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| 0.561 | 0.2015 | 53 | 0.5765 |
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| 0.4843 | 0.4030 | 106 | 0.5039 |
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| 0.4608 | 0.6045 | 159 | 0.4814 |
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| 0.4454 | 0.8060 | 212 | 0.4678 |
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| 0.4403 | 1.0075 | 265 | 0.4596 |
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| 0.3965 | 1.1938 | 318 | 0.4574 |
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| 0.3952 | 1.3953 | 371 | 0.4554 |
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| 0.3962 | 1.5968 | 424 | 0.4547 |
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| 0.3948 | 1.7983 | 477 | 0.4544 |
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### Framework versions
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- Transformers 4.45.0.dev0
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- Pytorch 2.3.0+cu121
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- Datasets 2.19.1
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- Tokenizers 0.19.1
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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: meta-llama/Meta-Llama-3.1-8B
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model_type: LlamaForCausalLM
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tokenizer_type: AutoTokenizer
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chat_template: llama3
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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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main_process_port: 0
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datasets:
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- path: Magpie-Align/MagpieLM-SFT-Data-v0.1
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type: sharegpt
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conversation: llama3
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dataset_prepared_path: last_run_prepared
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val_set_size: 0.001
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output_dir: axolotl_out/MagpieLM-8B-SFT-v0.1
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sequence_len: 8192
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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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wandb_project: SynDa
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wandb_entity:
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wandb_watch:
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wandb_name: MagpieLM-8B-SFT-v0.1
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wandb_log_model:
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hub_model_id: Magpie-Align/MagpieLM-8B-SFT-v0.1
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gradient_accumulation_steps: 32
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micro_batch_size: 1
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num_epochs: 2
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optimizer: paged_adamw_8bit
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lr_scheduler: cosine
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learning_rate: 2e-5
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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: false
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gradient_checkpointing: true
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gradient_checkpointing_kwargs:
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use_reentrant: false
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early_stopping_patience:
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resume_from_checkpoint:
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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: 5
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eval_table_size:
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saves_per_epoch:
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debug:
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deepspeed:
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weight_decay: 0.0
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fsdp:
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fsdp_config:
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special_tokens:
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pad_token: <|end_of_text|>
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```
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</details><br>
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config.json
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{
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"_name_or_path": "meta-llama/Meta-Llama-3.1-8B",
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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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"attention_dropout": 0.0,
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"bos_token_id": 128000,
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"eos_token_id": 128001,
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"head_dim": 128,
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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": 14336,
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"max_position_embeddings": 131072,
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"mlp_bias": false,
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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": 8,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": {
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"factor": 8.0,
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"high_freq_factor": 4.0,
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"low_freq_factor": 1.0,
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"original_max_position_embeddings": 8192,
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"rope_type": "llama3"
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},
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"rope_theta": 500000.0,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.45.0.dev0",
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"use_cache": false,
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"vocab_size": 128256
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}
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"temperature": 0.6,
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"top_p": 0.9,
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"transformers_version": "4.45.0.dev0"
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23
special_tokens_map.json
Normal file
23
special_tokens_map.json
Normal file
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||||
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||||
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||||
410563
tokenizer.json
Normal file
410563
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
2063
tokenizer_config.json
Normal file
2063
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
3
training_args.bin
Normal file
3
training_args.bin
Normal file
@@ -0,0 +1,3 @@
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||||
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size 6328
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Reference in New Issue
Block a user