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add qlora example for deepspeed
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winglian committed Mar 28, 2024
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62 changes: 62 additions & 0 deletions examples/jamba/qlora_deepspeed.yaml
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base_model: ai21labs/Jamba-v0.1
trust_remote_code: true

load_in_8bit: false
load_in_4bit: true
strict: false

datasets:
- path: mhenrichsen/alpaca_2k_test
type: alpaca
dataset_prepared_path:
val_set_size: 0.0
output_dir: ./out

sequence_len: 4096
sample_packing: false
pad_to_sequence_len: false
eval_sample_packing: false

wandb_project:
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:

adapter: qlora
lora_r: 8
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true

low_cpu_mem_usage: true
gradient_accumulation_steps: 4
micro_batch_size: 1
num_epochs: 2
optimizer: paged_adamw_8bit
lr_scheduler: cosine
learning_rate: 0.00001

train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false

gradient_checkpointing: true
gradient_checkpointing_kwargs:
use_reentrant: false
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true

warmup_steps: 10
evals_per_epoch:
saves_per_epoch: 1
debug:
deepspeed: deepspeed_configs/zero2.json
weight_decay: 0.0
special_tokens:

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