support for gemma2 w sample packing (#1718)
This commit is contained in:
68
examples/gemma2/qlora.yml
Normal file
68
examples/gemma2/qlora.yml
Normal file
@@ -0,0 +1,68 @@
|
||||
base_model: google/gemma-2-9b
|
||||
model_type: AutoModelForCausalLM
|
||||
tokenizer_type: AutoTokenizer
|
||||
|
||||
load_in_8bit: false
|
||||
load_in_4bit: true
|
||||
strict: false
|
||||
|
||||
# huggingface repo
|
||||
chat_template: gemma
|
||||
datasets:
|
||||
- path: cgato/SlimOrcaDedupCleaned
|
||||
type: chat_template
|
||||
chat_template: gemma
|
||||
drop_system_message: true
|
||||
val_set_size: 0.0
|
||||
output_dir: ./outputs/out
|
||||
|
||||
adapter: qlora
|
||||
lora_r: 32
|
||||
lora_alpha: 16
|
||||
lora_dropout: 0.05
|
||||
lora_target_linear: true
|
||||
|
||||
sequence_len: 2048
|
||||
sample_packing: true
|
||||
eval_sample_packing: false
|
||||
pad_to_sequence_len: true
|
||||
|
||||
wandb_project:
|
||||
wandb_entity:
|
||||
wandb_watch:
|
||||
wandb_name:
|
||||
wandb_log_model:
|
||||
|
||||
|
||||
gradient_accumulation_steps: 4
|
||||
micro_batch_size: 1
|
||||
num_epochs: 4
|
||||
optimizer: adamw_bnb_8bit
|
||||
lr_scheduler: cosine
|
||||
learning_rate: 0.0002
|
||||
|
||||
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:
|
||||
eval_table_size:
|
||||
eval_max_new_tokens: 128
|
||||
saves_per_epoch: 1
|
||||
debug:
|
||||
deepspeed:
|
||||
weight_decay: 0.0
|
||||
fsdp:
|
||||
fsdp_config:
|
||||
special_tokens:
|
||||
Reference in New Issue
Block a user