初始化项目,由ModelHub XC社区提供模型
Model: Weyaxi/Einstein-7B Source: Original Platform
This commit is contained in:
117
configs/science_config.yml
Normal file
117
configs/science_config.yml
Normal file
@@ -0,0 +1,117 @@
|
||||
base_model: mistralai/Mistral-7B-v0.1
|
||||
model_type: MistralForCausalLM
|
||||
tokenizer_type: LlamaTokenizer
|
||||
is_mistral_derived_model: true
|
||||
|
||||
load_in_8bit: true
|
||||
load_in_4bit: false
|
||||
strict: false
|
||||
|
||||
datasets:
|
||||
- path: sci-datasets/arc_challange_train_alpaca.json
|
||||
ds_type: json
|
||||
type: alpaca
|
||||
|
||||
- path: sci-datasets/camelai_biology_alpaca.json
|
||||
ds_type: json
|
||||
type: alpaca
|
||||
|
||||
- path: sci-datasets/camelai_chemistry_alpaca.json
|
||||
ds_type: json
|
||||
type: alpaca
|
||||
|
||||
- path: sci-datasets/camelai_physics_alpaca.json
|
||||
ds_type: json
|
||||
type: alpaca
|
||||
|
||||
- path: sci-datasets/openbookqa_alpaca.json
|
||||
ds_type: json
|
||||
type: alpaca
|
||||
|
||||
- path: sci-datasets/reclor_science_alpaca.json
|
||||
ds_type: json
|
||||
type: alpaca
|
||||
|
||||
- path: sci-datasets/scibench_alpaca.json
|
||||
ds_type: json
|
||||
type: alpaca
|
||||
|
||||
- path: sci-datasets/scienceqa_alpaca.json
|
||||
ds_type: json
|
||||
type: alpaca
|
||||
|
||||
- path: sci-datasets/theoremqa_alpaca.json
|
||||
ds_type: json
|
||||
type: alpaca
|
||||
|
||||
- path: sci-datasets/tiger_scienceeval_alpaca.json
|
||||
ds_type: json
|
||||
type: alpaca
|
||||
|
||||
dataset_prepared_path: last_run_prepared
|
||||
val_set_size: 0
|
||||
output_dir: ./science-mistral
|
||||
|
||||
adapter: lora
|
||||
lora_model_dir:
|
||||
|
||||
sequence_len: 8192
|
||||
sample_packing: true
|
||||
pad_to_sequence_len: true
|
||||
|
||||
lora_r: 64
|
||||
lora_alpha: 32
|
||||
lora_dropout: 0.05
|
||||
lora_target_linear: true
|
||||
lora_fan_in_fan_out:
|
||||
lora_target_modules:
|
||||
- gate_proj
|
||||
- down_proj
|
||||
- up_proj
|
||||
- q_proj
|
||||
- v_proj
|
||||
- k_proj
|
||||
- o_proj
|
||||
|
||||
wandb_project: huggingface
|
||||
wandb_entity:
|
||||
wandb_watch:
|
||||
wandb_name:
|
||||
wandb_log_model:
|
||||
|
||||
# change #
|
||||
gradient_accumulation_steps: 4
|
||||
micro_batch_size: 4
|
||||
num_epochs: 1
|
||||
optimizer: adamw_bnb_8bit
|
||||
lr_scheduler: cosine
|
||||
learning_rate: 0.0002
|
||||
# change #
|
||||
|
||||
train_on_inputs: false
|
||||
group_by_length: false
|
||||
bf16: true
|
||||
fp16: false
|
||||
tf32: false
|
||||
|
||||
gradient_checkpointing: true
|
||||
early_stopping_patience:
|
||||
resume_from_checkpoint:
|
||||
local_rank:
|
||||
logging_steps: 1
|
||||
xformers_attention:
|
||||
flash_attention: true
|
||||
|
||||
warmup_steps: 10
|
||||
|
||||
|
||||
saves_per_epoch: 2
|
||||
debug:
|
||||
deepspeed:
|
||||
weight_decay: 0.1
|
||||
fsdp:
|
||||
fsdp_config:
|
||||
special_tokens:
|
||||
bos_token: "<s>"
|
||||
eos_token: "</s>"
|
||||
unk_token: "<unk>"
|
||||
Reference in New Issue
Block a user