Taiwan-LLM-MoE-pilot / mixtral-zhtw.yml
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Update mixtral-zhtw.yml
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base_model: mistralai/Mixtral-8x7B-Instruct-v0.1
model_type: MixtralForCausalLM
tokenizer_type: LlamaTokenizer
is_mistral_derived_model: false
trust_remote_code: true
load_in_8bit: false
load_in_4bit: true
strict: false
datasets:
- path: yentinglin/v1
type: sharegpt
conversation: chatml
dataset_prepared_path:
val_set_size: 0.005
output_dir: ./Taiwan-LLM-MoE-pilot-v0.2
adapter: qlora
lora_model_dir:
sequence_len: 16384
sample_packing: true
pad_to_sequence_len: true
model_config:
output_router_logits: true
lora_r: 32
lora_alpha: 16
lora_dropout: 0.05
lora_target_modules:
lora_target_linear: true
lora_fan_in_fan_out:
lora_modules_to_save:
- embed_tokens
- lm_head
hub_model_id: yentinglin/Taiwan-LLM-MoE-chat-alpha-3e
hub_strategy: end
wandb_project: Taiwan-LLM-MoE
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 2
micro_batch_size: 3
num_epochs: 3
optimizer: paged_adamw_8bit
lr_scheduler: cosine
learning_rate: 0.0002
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
warmup_steps: 10
evals_per_epoch: 4
eval_table_size:
eval_table_max_new_tokens: 128
saves_per_epoch: 1
debug:
deepspeed: deepspeed/zero2.json
weight_decay: 0.0
fsdp:
fsdp_config:
special_tokens:
eos_token: "<|im_end|>"
tokens:
- "<|im_start|>"
trust_remote_code: true
ddp_timeout: 8640000000
dataset_processes: 16