feat: add sample config
This commit is contained in:
80
examples/gemma3n/gemma-3n-e2b-qlora.yml
Normal file
80
examples/gemma3n/gemma-3n-e2b-qlora.yml
Normal file
@@ -0,0 +1,80 @@
|
||||
base_model: google/gemma-3n-E2B-it
|
||||
|
||||
model_type: AutoModelForCausalLM
|
||||
tokenizer_type: AutoTokenizer
|
||||
# Automatically upload checkpoint and final model to HF
|
||||
# hub_model_id: username/custom_model_name
|
||||
|
||||
plugins:
|
||||
- axolotl.integrations.cut_cross_entropy.CutCrossEntropyPlugin
|
||||
cut_cross_entropy: true
|
||||
|
||||
load_in_8bit: false
|
||||
load_in_4bit: true
|
||||
|
||||
# for use with fft to only train on language model layers
|
||||
# unfrozen_parameters:
|
||||
# - model.language_model.*
|
||||
# - lm_head
|
||||
# - embed_tokens
|
||||
|
||||
# huggingface repo
|
||||
# chat_template: gemma3
|
||||
eot_tokens:
|
||||
- <end_of_turn>
|
||||
datasets:
|
||||
- path: cgato/SlimOrcaDedupCleaned
|
||||
type: chat_template
|
||||
split: train[:1%]
|
||||
field_messages: conversations
|
||||
message_property_mappings:
|
||||
role: from
|
||||
content: value
|
||||
|
||||
val_set_size: 0.0
|
||||
output_dir: ./outputs/out
|
||||
|
||||
adapter: qlora
|
||||
lora_r: 32
|
||||
lora_alpha: 16
|
||||
lora_dropout: 0.05
|
||||
# lora_target_linear: # Does not work with gemma3n currently
|
||||
lora_target_modules:
|
||||
- q_proj
|
||||
- k_proj
|
||||
- v_proj
|
||||
- o_proj
|
||||
|
||||
sequence_len: 2048
|
||||
sample_packing: true
|
||||
eval_sample_packing: true
|
||||
pad_to_sequence_len: true
|
||||
|
||||
wandb_project:
|
||||
wandb_entity:
|
||||
wandb_watch:
|
||||
wandb_name:
|
||||
wandb_log_model:
|
||||
|
||||
gradient_accumulation_steps: 1
|
||||
micro_batch_size: 1
|
||||
num_epochs: 4
|
||||
optimizer: muon
|
||||
lr_scheduler: cosine
|
||||
learning_rate: 0.0002
|
||||
|
||||
bf16: auto
|
||||
tf32: true
|
||||
|
||||
gradient_checkpointing: true
|
||||
gradient_checkpointing_kwargs:
|
||||
use_reentrant: false
|
||||
resume_from_checkpoint:
|
||||
logging_steps: 1
|
||||
# flash_attention: true # Any attention impl does not work with gemma3n now
|
||||
|
||||
warmup_ratio: 0.1
|
||||
evals_per_epoch:
|
||||
saves_per_epoch: 1
|
||||
weight_decay: 0.0
|
||||
special_tokens:
|
||||
Reference in New Issue
Block a user