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0.12.21base_model: mistralai/Mistral-7B-v0.1
2model_type: MistralForCausalLM
3tokenizer_type: LlamaTokenizer
4
5load_in_8bit: false
6load_in_4bit: false
7strict: false
8
9datasets:
10 - path: openai/gsm8k
11 split: train
12 name: main
13 type:
14 system_prompt: ""
15 field_system: system
16 field_instruction: question
17 field_output: answer
18 format: "Question:{instruction}\nAnswer:"
19 no_input_format: "Question:{instruction}\nAnswer:"
20
21output_dir: ./gsm8k_patch
22
23sequence_len: 512
24sample_packing: true
25pad_to_sequence_len: true
26eval_sample_packing: false
27
28adapter: lora
29lora_model_dir:
30
31
32lora_r: 8
33lora_alpha: 16
34lora_dropout: 0.1
35lora_target_linear: true
36lora_fan_in_fan_out:
37lora_target_modules:
38 - gate_proj
39 - down_proj
40 - up_proj
41 - q_proj
42 - v_proj
43 - k_proj
44 - o_proj
45
46wandb_project:
47wandb_entity:
48wandb_watch:
49wandb_name:
50wandb_log_model:
51
52gradient_accumulation_steps: 1
53micro_batch_size: 48
54num_epochs: 5
55optimizer: adamw_bnb_8bit
56lr_scheduler: cosine
57learning_rate: 0.0002
58
59train_on_inputs: false
60group_by_length: false
61bf16: auto
62fp16:
63tf32: false
64
65gradient_checkpointing: true
66early_stopping_patience:
67local_rank:
68logging_steps: 1
69xformers_attention:
70flash_attention: true
71
72loss_watchdog_threshold: 20.0
73loss_watchdog_patience: 5
74
75warmup_steps: 30
76evals_per_epoch: 0
77eval_table_size:
78eval_max_new_tokens: 128
79saves_per_epoch: 1
80debug:
81deepspeed:
82weight_decay: 0.0
83fsdp:
84fsdp_config:
85special_tokens:
86
87plugins:
88 - axolotl.integrations.liger.LigerPlugin
89liger_rope: true
90liger_rms_norm: true
91liger_glu_activation: true
92liger_layer_norm: true
93liger_fused_linear_cross_entropy: true