dolphin-2.5-mixtral-8x7b / configs /dolphin-mixtral-8x7b.yml
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base_model: /workspace/models/Mixtral-8x7B-v0.1
model_type: MixtralForCausalLM
tokenizer_type: LlamaTokenizer
is_mistral_derived_model: false
load_in_8bit: false
load_in_4bit: true
strict: false
datasets:
- path: /workspace/datasets/dolphin/dolphin201.jsonl
type: alpaca_w_system.load_open_orca_chatml
- path: /workspace/datasets/Synthia-converted.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/Pure-Dove-converted.jsonl
type: sharegpt
conversation: chatml
- path: teknium/openhermes
type: alpaca
prompt_style: chatml
dataset_prepared_path:
val_set_size: 0
output_dir: /workspace/dolphin-mixtral-8x7b
resume_from_checkpoint:
hf_use_auth_token:
adapter: qlora
lora_model_dir:
sequence_len: 16384
sample_packing: true
pad_to_sequence_len: true
lora_r: 32
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: dolphin
wandb_entity:
wandb_watch:
wandb_run_id:
wandb_log_model:
gradient_accumulation_steps: 2
micro_batch_size: 3
num_epochs: 3
optimizer: paged_adamw_8bit
lr_scheduler: cosine
learning_rate: 0.0002
train_on_inputs:
group_by_length: false
bf16: true
fp16: false
tf32: false
gradient_checkpointing: true
early_stopping_patience:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
warmup_steps: 100
eval_steps:
save_steps: 0.01
save_total_limit: 2
eval_sample_packing:
debug:
deepspeed: deepspeed/zero2.json
weight_decay: 0.05
fsdp:
fsdp_config:
special_tokens:
eos_token: "<|im_end|>"
tokens:
- "<|im_start|>"
trust_remote_code: true