dolphin-2.6-mistral-7b / configs /dolphin-mistral-7b.yml
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base_model: /workspace/models/Mistral-7B-v0.1
model_type: MistralForCausalLM
tokenizer_type: LlamaTokenizer
is_mistral_derived_model: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: /workspace/datasets/dolphin/dolphin201.jsonl
type: alpaca_w_system.load_open_orca_chatml
- path: /workspace/datasets/dolphin-coder-translate.jsonl
type: alpaca_w_system.load_open_orca_chatml
- path: /workspace/datasets/dolphin-coder-codegen.jsonl
type: alpaca_w_system.load_open_orca_chatml
- path: /workspace/datasets/data-evol_instruct-decontaminated-converted.jsonl
type: alpaca_w_system.load_open_orca_chatml
- path: /workspace/datasets/data-oss_instruct-decontaminated-converted.jsonl
type: alpaca_w_system.load_open_orca_chatml
- path: /workspace/datasets/CapybaraPure_Decontaminated-converted.jsonl
type: sharegpt
conversation: chatml
- path: /workspace/datasets/not_samantha_norefusals.jsonl
type: sharegpt
conversation: chatml
- path: /workspace/datasets/openhermes.json
type: alpaca
prompt_style: chatml
dataset_prepared_path: last_run_prepared
val_set_size: 0.005
output_dir: /workspace/dolphin-2.6-mistral-7b
sequence_len: 16384
sample_packing: true
pad_to_sequence_len: true
wandb_project: dolphin
wandb_entity:
wandb_watch:
wandb_run_id:
wandb_log_model:
gradient_accumulation_steps: 8
micro_batch_size: 3
num_epochs: 4
adam_beta2: 0.95
adam_epsilon: 0.00001
max_grad_norm: 1.0
lr_scheduler: cosine
learning_rate: 0.000005
optimizer: adamw_bnb_8bit
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
eval_steps: 73
eval_table_size:
eval_table_max_new_tokens:
eval_sample_packing: true
saves_per_epoch:
save_steps: 73
save_total_limit: 2
debug:
deepspeed: deepspeed/zero3.json
weight_decay: 0.1
fsdp:
fsdp_config:
special_tokens:
eos_token: "</s>"
tokens:
- "<|im_start|>"