Created
May 9, 2024 14:57
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Axolotl Config for Mixtral-8x22B
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base_model: mistral-community/Mixtral-8x22B-v0.1 | |
model_type: MixtralForCausalLM | |
tokenizer_type: AutoTokenizer | |
is_mistral_derived_model: false | |
trust_remote_code: true | |
load_in_8bit: false | |
load_in_4bit: true | |
strict: false | |
model_config: | |
output_router_logits: true | |
datasets: | |
- path: /home/migel/ai_datasets/tess-v1.5b.jsonl | |
type: | |
system_prompt: "SYSTEM: {system}" | |
field_system: system | |
format: "USER: {instruction}\nASSISTANT: " | |
no_input_format: "USER: {instruction}\nASSISTANT: " | |
field_output: response | |
dataset_prepared_path: | |
val_set_size: 0 | |
output_dir: /home/migel/Tess-2-Mixtral-22B | |
adapter: qlora | |
lora_model_dir: | |
sequence_len: 4096 | |
sample_packing: true | |
pad_to_sequence_len: true | |
lora_r: 128 | |
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 | |
wandb_project: axolotl-tess | |
wandb_entity: | |
wandb_watch: | |
wandb_run_id: | |
wandb_log_model: | |
gradient_accumulation_steps: 8 | |
micro_batch_size: 8 | |
num_epochs: 3 | |
optimizer: adamw_torch | |
lr_scheduler: cosine | |
learning_rate: 0.00001 | |
train_on_inputs: false | |
group_by_length: false | |
bf16: auto | |
fp16: | |
tf32: true | |
gradient_checkpointing: true | |
early_stopping_patience: | |
resume_from_checkpoint: | |
eval_sample_packing: true | |
local_rank: | |
logging_steps: 1 | |
xformers_attention: | |
flash_attention: true | |
warmup_steps: 10 | |
evals_per_epoch: | |
saves_per_epoch: 2 | |
debug: | |
deepspeed: | |
weight_decay: 0.0 | |
fsdp: | |
- full_shard | |
- auto_wrap | |
fsdp_config: | |
fsdp_limit_all_gathers: true | |
fsdp_sync_module_states: true | |
fsdp_offload_params: true | |
fsdp_use_orig_params: false | |
fsdp_cpu_ram_efficient_loading: true | |
fsdp_auto_wrap_policy: TRANSFORMER_BASED_WRAP | |
fsdp_transformer_layer_cls_to_wrap: MixtralSparseMoeBlock | |
fsdp_state_dict_type: FULL_STATE_DICT | |
fsdp_auto_wrap_policy: TRANSFORMER_BASED_WRAP | |
special_tokens: | |
bos_token: "<s>" | |
eos_token: "</s>" | |
unk_token: "<unk>" | |
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