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| ## model | |
| base_model: /raid/Mango/axolotl/24B-KTO/merged | |
| model_type: AutoModelForCausalLM | |
| tokenizer_type: AutoTokenizer | |
| ## qlora | |
| load_in_8bit: false | |
| load_in_4bit: false | |
| strict: false | |
| ## data | |
| datasets: | |
| - path: PocketDoc/Dans-Codemaxx-LeetCode | |
| type: dan-chat-advanced | |
| - path: Nitral-AI/ARES-ShareGPT | |
| type: dan-chat-advanced | |
| - path: PocketDoc/Dans-Logicmaxx-FI-VeriMed | |
| type: dan-chat-advanced | |
| - path: PocketDoc/Dans-Prosemaxx-Cowriter-3-XS | |
| type: dan-chat-advanced | |
| - path: PocketDoc/Dans-Toolmaxx-Functions-apigen | |
| type: dan-chat-advanced | |
| - path: PocketDoc/Dans-Toolmaxx-Functions-Toolbench | |
| type: dan-chat-advanced | |
| - path: PocketDoc/Dans-Logicmaxx-SAT-AP | |
| type: dan-chat-advanced | |
| - path: PocketDoc/Dans-Logicmaxx-Skunkworks | |
| type: dan-chat-advanced | |
| - path: PocketDoc/Dans-Taskmaxx-ConcurrentQA-Reworked | |
| type: dan-chat-advanced | |
| - path: PocketDoc/Dans-Toolmaxx-Agent | |
| type: dan-chat-advanced | |
| - path: PocketDoc/Dans-Toolmaxx-ShellCommands | |
| type: dan-chat-advanced | |
| - path: PocketDoc/Dans-MemoryCore-CoreCurriculum-Small | |
| type: dan-chat-advanced | |
| - path: PocketDoc/Dans-Codemaxx-CodeFeedback-Conversations | |
| type: dan-chat-advanced | |
| - path: Delta-Vector/Orion-Praxis-Co-Writer | |
| type: dan-chat-advanced | |
| - path: PocketDoc/Dans-Prosemaxx-Instructwriter-Long | |
| type: dan-chat-advanced | |
| - path: PocketDoc/Dans-Prosemaxx-Cowriter-3-XS | |
| type: dan-chat-advanced | |
| - path: PocketDoc/Dans-Prosemaxx-InstructWriter-ZeroShot | |
| type: dan-chat-advanced | |
| - path: PocketDoc/Dans-Benchmaxx-COT | |
| type: dan-chat-advanced | |
| - path: PocketDoc/Dans-Benchmaxx | |
| type: dan-chat-advanced | |
| - path: NewEden/xlam-function-calling-60k-shareGPT | |
| type: dan-chat-advanced | |
| shuffle_merged_datasets: true | |
| dataset_prepared_path: dataset_prepared | |
| val_set_size: 0.0020 | |
| output_dir: ./MS3.2-SFT-V2 | |
| ## Liger + CCE | |
| plugins: | |
| - axolotl.integrations.liger.LigerPlugin | |
| - axolotl.integrations.cut_cross_entropy.CutCrossEntropyPlugin | |
| liger_rope: true | |
| liger_rms_norm: true | |
| liger_layer_norm: true | |
| liger_glu_activation: true | |
| liger_fused_linear_cross_entropy: false | |
| cut_cross_entropy: true | |
| ## CTX settings | |
| sequence_len: 16000 | |
| sample_packing: true | |
| eval_sample_packing: false | |
| pad_to_sequence_len: true | |
| ## max grad norm | |
| max_grad_norm: 0.001 | |
| ## WandB | |
| wandb_project: Training-A100 | |
| wandb_entity: | |
| wandb_watch: | |
| wandb_name: SFT-KTO-V2 | |
| wandb_log_model: | |
| ## evals | |
| evals_per_epoch: 4 | |
| eval_table_size: | |
| eval_max_new_tokens: 128 | |
| ## hparams | |
| gradient_accumulation_steps: 6 | |
| micro_batch_size: 6 | |
| num_epochs: 4 | |
| optimizer: paged_ademamix_8bit | |
| optim_args: "beta1=0.9,beta2=0.999,beta3=0.999,alpha=5" | |
| lr_scheduler: rex | |
| learning_rate: 1e-6 | |
| warmup_ratio: 0.1 | |
| weight_decay: 0.0 | |
| train_on_inputs: false | |
| group_by_length: false | |
| bf16: auto | |
| fp16: | |
| tf32: false | |
| gradient_checkpointing: true | |
| early_stopping_patience: | |
| resume_from_checkpoint: | |
| local_rank: | |
| logging_steps: 1 | |
| xformers_attention: | |
| flash_attention: true | |
| s2_attention: | |
| saves_per_epoch: 2 | |
| debug: | |
| deepspeed: ./deepspeed_configs/zero3_bf16.json | |
| fsdp: | |
| fsdp_config: | |
| special_tokens: | |
| pad_token: <pad> | |