Upload 4b.yml

4b.yml

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+# With base > Depth base + ChatML tokens replaced. 
+base_model: IntervitensInc/Llama-3.1-Minitron-4B-Width-Base-chatml
+model_type: AutoModelForCausalLM
+tokenizer_type: AutoTokenizer
+
+load_in_8bit: false
+load_in_4bit: false
+strict: false
+
+## Including a few datasets i have not used before.
+datasets:
+  - path: Mielikki/Erebus-87k
+    type: completion
+    field: body
+  - path: NewEden/Orion-Asstr-Stories-16K
+    type: completion
+    field: content
+  - path: NewEden/Orion-LIT
+    type: completion
+    field: text
+  - path: NewEden/Fujin-Cleaned-Final
+    type: completion
+    field: text
+shuffle_merged_datasets: true
+val_set_size: 0.0
+output_dir: ./outputs
+
+adapter:
+lora_r:
+lora_alpha:
+lora_dropout:
+lora_target_linear:
+
+sequence_len: 32768
+sample_packing: true
+eval_sample_packing: false
+pad_to_sequence_len: true
+
+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
+
+wandb_project: tavbussy
+wandb_entity:
+wandb_watch:
+wandb_name: Comp-attempt-1
+wandb_log_model:
+
+
+# Gradient clipping to keep grad norm down. Using the same as QwQ's max grad norm as distributions are similar(or not idr)
+max_grad_norm: 0.2
+
+
+gradient_accumulation_steps: 1
+micro_batch_size: 2
+num_epochs: 1
+optimizer: adamw_bnb_8bit
+lr_scheduler: cosine
+learning_rate: 0.00001
+weight_decay: 0.02
+
+train_on_inputs: false
+group_by_length: false
+bf16: auto
+fp16:
+tf32: true
+
+gradient_checkpointing: true
+early_stopping_patience:
+resume_from_checkpoint:
+local_rank:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+
+warmup_ratio: 0.1
+evals_per_epoch: 4
+eval_table_size:
+eval_max_new_tokens: 128
+saves_per_epoch: 1
+
+debug:
+deepspeed: deepspeed_configs/zero3_bf16.json
+fsdp:
+fsdp_config:
+
+special_tokens:
+  pad_token: <|finetune_right_pad_id|>