neft-exp3 / mistral-neft.yml
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ep1
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base_model: mistralai/Mistral-7B-v0.1
base_model_config: mistralai/Mistral-7B-v0.1
model_type: MistralForCausalLM
tokenizer_type: LlamaTokenizer
is_mistral_derived_model: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: openaccess-ai-collective/oasst1-guanaco-extended-sharegpt
type: sharegpt
dataset_prepared_path:
val_set_size: 0.1
output_dir: ./out
sequence_len: 4096
sample_packing: true
pad_to_sequence_len: true
wandb_project: mistral-neft-guanaco
wandb_entity:
wandb_watch:
wandb_run_id:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 2
num_epochs: 4
optimizer: adamw_torch
lr_scheduler: cosine
learning_rate: 0.000006
train_on_inputs: false
group_by_length: false
bf16: true
fp16: false
tf32: false
gradient_checkpointing: true
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
noisy_embedding_alpha:
warmup_steps: 10
eval_steps: 0.05
save_steps:
debug:
deepspeed: deepspeed/zero1.json
weight_decay: 0.3
fsdp:
fsdp_config:
special_tokens:
bos_token: "<s>"
eos_token: "</s>"
unk_token: "<unk>"