samantha-phi / axolotl-config /phi-samantha.yml
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base_model: microsoft/phi-1_5
base_model_config: microsoft/phi-1_5
model_type: AutoModelForCausalLM
tokenizer_type: AutoTokenizer
is_llama_derived_model: false
trust_remote_code: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: ehartford/samantha-data
type: sharegpt:chat
data_files: samantha-1.1.json
dataset_prepared_path: last_run_prepared
val_set_size: 0.01
output_dir: /workspace/samantha-phi
sequence_len: 2048
sample_packing: false
pad_to_sequence_len:
adapter:
lora_model_dir:
lora_r:
lora_alpha:
lora_dropout:
lora_target_linear:
lora_fan_in_fan_out:
wandb_project: samantha-phi
wandb_entity:
wandb_watch:
wandb_run_id:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 12
num_epochs: 2000
optimizer: adamw_bnb_8bit
adam_beta2: 0.99
adam_epsilon: 0.00001
max_grad_norm: 1.0
lr_scheduler: cosine
learning_rate: 0.0002
train_on_inputs: false
group_by_length: true
bf16: true
fp16: false
tf32: true
gradient_checkpointing:
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention: true
flash_attention:
warmup_steps: 100
eval_steps: 0.05
save_steps:
debug:
deepspeed: deepspeed/zero2.json
weight_decay: 0.01
fsdp:
fsdp_config:
resize_token_embeddings_to_32x: true
special_tokens:
bos_token: "<|endoftext|>"
eos_token: "<|endoftext|>"
unk_token: "<|endoftext|>"
pad_token: "<|pad|>"