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- .gitattributes +2 -0
- README.md +129 -0
- checkpoint-36/config.json +35 -0
- checkpoint-36/generation_config.json +8 -0
- checkpoint-36/global_step36/bf16_zero_pp_rank_0_mp_rank_00_optim_states.pt +3 -0
- checkpoint-36/global_step36/bf16_zero_pp_rank_10_mp_rank_00_optim_states.pt +3 -0
- checkpoint-36/global_step36/bf16_zero_pp_rank_15_mp_rank_00_optim_states.pt +3 -0
- checkpoint-36/global_step36/bf16_zero_pp_rank_18_mp_rank_00_optim_states.pt +3 -0
- checkpoint-36/global_step36/bf16_zero_pp_rank_26_mp_rank_00_optim_states.pt +3 -0
- checkpoint-36/global_step36/bf16_zero_pp_rank_28_mp_rank_00_optim_states.pt +3 -0
- checkpoint-36/global_step36/bf16_zero_pp_rank_9_mp_rank_00_optim_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_0_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_10_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_11_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_12_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_13_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_14_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_15_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_16_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_17_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_18_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_19_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_1_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_20_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_21_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_22_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_23_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_24_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_25_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_26_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_27_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_28_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_29_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_2_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_30_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_31_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_3_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_4_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_5_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_6_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_7_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_8_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/global_step36/zero_pp_rank_9_mp_rank_00_model_states.pt +3 -0
- checkpoint-36/latest +1 -0
- checkpoint-36/model-00001-of-00030.safetensors +3 -0
- checkpoint-36/model-00002-of-00030.safetensors +3 -0
- checkpoint-36/model-00003-of-00030.safetensors +3 -0
- checkpoint-36/model-00004-of-00030.safetensors +3 -0
- checkpoint-36/model-00005-of-00030.safetensors +3 -0
- checkpoint-36/model-00006-of-00030.safetensors +3 -0
.gitattributes
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checkpoint-36/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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| 1 |
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---
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---
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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: `0.9.2`
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```yaml
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base_model: /capstor/scratch/cscs/bbernath/models/meditron-70B
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chat_template: llama3
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bfloat16: true
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+
output_dir: /capstor/store/cscs/swissai/a06/meditron/models/meditron_CHUV_2 #/capstor/scratch/cscs/bbernath/models/meditron_CHUV
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| 13 |
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dataset_prepared_path: /capstor/scratch/cscs/bbernath/dataset/
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# - path: /capstor/store/cscs/swissai/a06/meditron/datasets/masked/special_mixture/instruction_tuning_mixture.jsonl
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# type: chat_template
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# ds_type: json
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# split: train
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# field_messages: conversations
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# message_field_role: from
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# message_field_content: value
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#pretraining_dataset:
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# - path: json
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# data_files:
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# - /capstor/store/cscs/swissai/a06/meditron/datasets/pretrain/pubmed/pubmed_3B.jsonl
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| 25 |
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# - /capstor/store/cscs/swissai/a06/meditron/datasets/pretrain/fineweb/fineweb_400M_anglais.jsonl
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# type: pretrain
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| 27 |
+
datasets:
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- path: /capstor/store/cscs/swissai/a06/meditron/datasets/masked/gemini/moove_gemini_2.jsonl
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type: chat_template
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ds_type: json
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+
split: train
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field_messages: conversations
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message_field_role: from
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message_field_content: value
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+
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shuffle_merged_datasets: true
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dataset_processes: 128
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# max_steps: 1500
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flash_attention: true
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sequence_len: 8192
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gradient_accumulation_steps: 1
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| 42 |
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micro_batch_size: 1
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| 43 |
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train_on_inputs: false
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| 44 |
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group_by_length: false
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| 45 |
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pad_to_sequence_len: true
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sample_packing: true
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| 47 |
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optimizer: adamw_torch
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optim_args:
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fused: true
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| 50 |
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cosine_min_lr_ratio: 0.1
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| 51 |
+
learning_rate: 5.0e-6
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| 52 |
+
warmup_ratio: 0
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| 53 |
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weight_decay: 0.05
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| 54 |
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gradient_checkpointing: true
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| 55 |
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gradient_checkpointing_kwargs:
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| 56 |
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use_reentrant: false
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| 57 |
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load_in_4bit: false
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load_in_8bit: false
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| 59 |
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num_epochs: 1
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| 60 |
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saves_per_epoch: 1
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| 61 |
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# evals_per_epoch: 1
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| 62 |
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eval_set_size: 0.0
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| 63 |
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eval_table_size: null
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| 64 |
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lr_scheduler: cosine
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| 65 |
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max_grad_norm: 1.0
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resume_from_checkpoint: null
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special_tokens:
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pad_token: <|end_of_text|>
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| 69 |
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tf32: false
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tokenizer_type: AutoTokenizer
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type: LlamaForCausalLM
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| 72 |
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flash_attn_rms_norm: true
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| 73 |
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flash_attn_fuse_qkv: false
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| 74 |
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early_stopping_patience: 0
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| 75 |
+
wandb_entity: alexs-team
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| 76 |
+
wandb_name: meditron-CHUV-llama-gemini
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| 77 |
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wandb_project: Meditron DDX
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| 78 |
+
wandb_watch: gradients
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| 79 |
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xformers_attention: null
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| 80 |
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logging_steps: 1
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| 81 |
+
deepspeed: /capstor/users/cscs/bbernath/meditron/axolotl_config/deepspeed_new.json
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| 82 |
+
|
| 83 |
+
```
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| 84 |
+
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| 85 |
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</details><br>
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| 86 |
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| 87 |
+
# capstor/store/cscs/swissai/a06/meditron/models/meditron_CHUV_2
|
| 88 |
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This model was trained from scratch on the /capstor/store/cscs/swissai/a06/meditron/datasets/masked/gemini/moove_gemini_2.jsonl dataset.
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## Model description
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| 92 |
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More information needed
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| 94 |
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## Intended uses & limitations
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| 96 |
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| 97 |
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More information needed
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| 98 |
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## Training and evaluation data
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| 100 |
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| 101 |
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More information needed
|
| 102 |
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|
| 103 |
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## Training procedure
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| 104 |
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| 105 |
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### Training hyperparameters
|
| 106 |
+
|
| 107 |
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The following hyperparameters were used during training:
|
| 108 |
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- learning_rate: 5e-06
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| 109 |
+
- train_batch_size: 1
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| 110 |
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- eval_batch_size: 1
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| 111 |
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- seed: 42
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| 112 |
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- distributed_type: multi-GPU
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| 113 |
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- num_devices: 32
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| 114 |
+
- total_train_batch_size: 32
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| 115 |
+
- total_eval_batch_size: 32
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| 116 |
+
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=fused=True
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| 117 |
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- lr_scheduler_type: cosine
|
| 118 |
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- num_epochs: 1.0
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| 119 |
+
|
| 120 |
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### Training results
|
| 121 |
+
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| 122 |
+
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| 123 |
+
|
| 124 |
+
### Framework versions
|
| 125 |
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|
| 126 |
+
- Transformers 4.51.3
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| 127 |
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- Pytorch 2.7.0a0+79aa17489c.nv25.04
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| 128 |
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- Datasets 3.6.0
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| 129 |
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- Tokenizers 0.21.1
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checkpoint-36/config.json
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{
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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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| 6 |
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"attention_dropout": 0.0,
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| 7 |
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"bos_token_id": 128000,
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| 8 |
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"eos_token_id": 128009,
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"head_dim": 128,
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"hidden_act": "silu",
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| 11 |
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"hidden_size": 8192,
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| 12 |
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"initializer_range": 0.02,
|
| 13 |
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"intermediate_size": 28672,
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| 14 |
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"max_position_embeddings": 131072,
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| 15 |
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"mlp_bias": false,
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| 16 |
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"model_type": "llama",
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| 17 |
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"num_attention_heads": 64,
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| 18 |
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"num_hidden_layers": 80,
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| 19 |
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"num_key_value_heads": 8,
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| 20 |
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"pretraining_tp": 1,
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| 21 |
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"rms_norm_eps": 1e-05,
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| 22 |
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"rope_scaling": {
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| 23 |
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"factor": 8.0,
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| 24 |
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"high_freq_factor": 4.0,
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| 25 |
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"low_freq_factor": 1.0,
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| 26 |
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"original_max_position_embeddings": 8192,
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| 27 |
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"rope_type": "llama3"
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| 28 |
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},
|
| 29 |
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"rope_theta": 500000.0,
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| 30 |
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"tie_word_embeddings": false,
|
| 31 |
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"torch_dtype": "bfloat16",
|
| 32 |
+
"transformers_version": "4.51.3",
|
| 33 |
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"use_cache": false,
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| 34 |
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"vocab_size": 128256
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| 35 |
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}
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checkpoint-36/generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 128000,
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"do_sample": true,
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"eos_token_id": 128009,
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"transformers_version": "4.51.3",
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| 7 |
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"use_cache": false
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| 8 |
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}
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checkpoint-36/global_step36/bf16_zero_pp_rank_0_mp_rank_00_optim_states.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:b7ae6d478a48a04b829bdf309b2109104cd87bb05761d2569f66ed4d16d09c9f
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size 26457647899
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checkpoint-36/global_step36/bf16_zero_pp_rank_10_mp_rank_00_optim_states.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:f6fa76a3fd02bc15997d4f6e41df80985373c355d81bbe9a750d3d512d98c023
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size 26457647920
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checkpoint-36/global_step36/bf16_zero_pp_rank_15_mp_rank_00_optim_states.pt
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version https://git-lfs.github.com/spec/v1
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size 26457647920
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checkpoint-36/global_step36/bf16_zero_pp_rank_18_mp_rank_00_optim_states.pt
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version https://git-lfs.github.com/spec/v1
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