105 lines
2.2 KiB
YAML
105 lines
2.2 KiB
YAML
base_model: /workspace/models/Mixtral-8x7B-v0.1
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model_type: MixtralForCausalLM
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tokenizer_type: LlamaTokenizer
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is_mistral_derived_model: false
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load_in_8bit: false
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load_in_4bit: true
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strict: false
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datasets:
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- path: /workspace/datasets/dolphin/dolphin201.jsonl
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type: alpaca_w_system.load_open_orca_chatml
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- path: /workspace/datasets/dolphin-coder-translate.jsonl
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type: alpaca_w_system.load_open_orca_chatml
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- path: /workspace/datasets/dolphin-coder-codegen.jsonl
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type: alpaca_w_system.load_open_orca_chatml
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- path: /workspace/datasets/data-evol_instruct-decontaminated-converted.jsonl
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type: alpaca_w_system.load_open_orca_chatml
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- path: /workspace/datasets/data-oss_instruct-decontaminated-converted.jsonl
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type: alpaca_w_system.load_open_orca_chatml
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- path: /workspace/datasets/CapybaraPure_Decontaminated-converted.jsonl
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type: sharegpt
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conversation: chatml
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- path: /workspace/datasets/not_samantha_norefusals.jsonl
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type: sharegpt
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conversation: chatml
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- path: teknium/openhermes
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type: alpaca
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prompt_style: chatml
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dataset_prepared_path:
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val_set_size: 0
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output_dir: /workspace/dolphin-2.6-mixtral-8x7b
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resume_from_checkpoint:
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hf_use_auth_token:
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adapter: qlora
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lora_model_dir:
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sequence_len: 16384
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sample_packing: true
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pad_to_sequence_len: true
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lora_r: 32
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lora_alpha: 16
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lora_dropout: 0.05
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lora_target_modules:
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- q_proj
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- k_proj
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- v_proj
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- o_proj
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- w1
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- w2
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- w3
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lora_target_linear:
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lora_fan_in_fan_out:
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lora_modules_to_save:
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- embed_tokens
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- lm_head
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wandb_project: dolphin
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wandb_entity:
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wandb_watch:
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wandb_run_id:
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wandb_log_model:
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gradient_accumulation_steps: 2
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micro_batch_size: 3
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num_epochs: 3
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optimizer: paged_adamw_8bit
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lr_scheduler: cosine
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learning_rate: 0.0002
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model_config:
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output_router_logits: true
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train_on_inputs:
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group_by_length: false
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bf16: true
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fp16: false
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tf32: false
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gradient_checkpointing: true
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early_stopping_patience:
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local_rank:
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logging_steps: 1
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xformers_attention:
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flash_attention: true
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warmup_steps: 100
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eval_steps:
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save_steps: 0.01
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save_total_limit: 2
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save_safetensors: false
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eval_sample_packing:
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debug:
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deepspeed: deepspeed/zero2.json
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weight_decay: 0.05
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fsdp:
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fsdp_config:
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special_tokens:
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eos_token: "<|im_end|>"
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tokens:
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- "<|im_start|>"
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trust_remote_code: true |