|
--- |
|
base_model: microsoft/Phi-3-mini-4k-instruct |
|
--- |
|
|
|
# opus-samantha-phi-3-4k |
|
|
|
Axolotl Config |
|
|
|
```yaml |
|
base_model: microsoft/Phi-3-mini-4k-instruct |
|
model_type: AutoModelForCausalLM |
|
tokenizer_type: AutoTokenizer |
|
trust_remote_code: True |
|
load_in_8bit: true |
|
load_in_4bit: false |
|
strict: false |
|
sequence_len: 4096 |
|
bf16: auto |
|
fp16: |
|
tf32: false |
|
flash_attention: true |
|
# Data |
|
|
|
datasets: |
|
- path: macadeliccc/opus_samantha |
|
type: sharegpt |
|
conversation: chatml |
|
|
|
# Iterations |
|
num_epochs: 3 |
|
|
|
# Evaluation |
|
val_set_size: 0.05 |
|
evals_per_epoch: 5 |
|
eval_table_size: |
|
eval_max_new_tokens: 128 |
|
eval_sample_packing: false |
|
eval_batch_size: 1 |
|
|
|
# LoRA |
|
output_dir: ./lora-out |
|
adapter: lora |
|
lora_model_dir: |
|
lora_r: 32 |
|
lora_alpha: 16 |
|
lora_dropout: 0.05 |
|
lora_target_linear: true |
|
lora_fan_in_fan_out: |
|
lora_target_modules: |
|
|
|
lora_modules_to_save: |
|
- embed_tokens |
|
- lm_head |
|
|
|
# Sampling |
|
sample_packing: false |
|
pad_to_sequence_len: false |
|
|
|
# Batching |
|
gradient_accumulation_steps: 4 |
|
micro_batch_size: 4 |
|
gradient_checkpointing: true |
|
|
|
# wandb |
|
wandb_project: |
|
|
|
# Optimizer |
|
optimizer: paged_adamw_8bit |
|
lr_scheduler: cosine |
|
learning_rate: 0.0002 |
|
|
|
# Misc |
|
train_on_inputs: false |
|
group_by_length: false |
|
early_stopping_patience: |
|
resume_from_checkpoint: |
|
local_rank: |
|
logging_steps: 1 |
|
xformers_attention: |
|
debug: |
|
deepspeed: |
|
weight_decay: 0 |
|
fsdp: |
|
fsdp_config: |
|
special_tokens: |
|
bos_token: "<s>" |
|
eos_token: "</s>" |
|
unk_token: "<unk>" |
|
tokens: # these are delimiters |
|
- "<|im_start|>" |
|
- "<|im_end|>" |
|
``` |
|
|
|
[<img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/OpenAccess-AI-Collective/axolotl) |
|
|
