axolotl
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ML Flow Checkpointing
Please check that this issue hasn't been reported before.
- [X] I searched previous Bug Reports didn't find any similar reports.
Expected Behavior
I have the below config and I was hoping to have the model checkpoints saving as artifacts but I only get the metrics and config saving.
Is this expected to work or am I missing something?
Thanks for looking over!
Current behaviour
No model checkpoints.
Steps to reproduce
I use the docker image:
"winglian/axolotl:main-latest"
hf login
then
accelerate launch -m axolotl.cli.train theconfig.yml
Config yaml
base_model: NousResearch/Meta-Llama-3-8B-Instruct
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
load_in_8bit: true
load_in_4bit: false
strict: false
chat_template: llama3
datasets:
- path: base.yml
type: alpaca
ds_type: json
dataset_prepared_path:
val_set_size: 0.05
output_dir: attempt_1
sequence_len: 4096
sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 32
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
mlflow_tracking_uri: ml_flow_url
mlflow_experiment_name: test_1
hf_mlflow_log_artifacts: true
gradient_accumulation_steps: 4
micro_batch_size: 2
num_epochs: 1
optimizer: adamw_bnb_8bit
lr_scheduler: cosine
learning_rate: 0.0002
train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: true
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
s2_attention:
hub_model_id: some_repo
hub_strategy: checkpoint
hub_token:
save_steps: 5
save_strategy: steps
warmup_steps: 10
evals_per_epoch: 4
eval_table_size:
eval_max_new_tokens: 128
max_steps: 10
debug:
deepspeed:
weight_decay: 0.0
fsdp:
fsdp_config:
special_tokens:
pad_token: " "
Possible solution
No response
Which Operating Systems are you using?
- [X] Linux
- [ ] macOS
- [ ] Windows
Python Version
3.10
axolotl branch-commit
winglian/axolotl:main-latest
Acknowledgements
- [X] My issue title is concise, descriptive, and in title casing.
- [X] I have searched the existing issues to make sure this bug has not been reported yet.
- [X] I am using the latest version of axolotl.
- [X] I have provided enough information for the maintainers to reproduce and diagnose the issue.