configs/dolphin-2.9-llama3-70b.yaml

base_model: NousResearch/Meta-Llama-3-70B
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer

load_in_8bit: false
load_in_4bit: true
strict: false

datasets:
  - path: /workspace/datasets/dolphin-2.9/dolphin201-sharegpt2.jsonl
    type: sharegpt
    conversation: chatml
  - path: /workspace/datasets/dolphin-2.9/Ultrachat200kunfiltered.jsonl
    type: sharegpt
    conversation: chatml
  - path: /workspace/datasets/dolphin-2.9/dolphin-coder-translate-sharegpt2.jsonl
    type: sharegpt
    conversation: chatml
  - path: /workspace/datasets/dolphin-2.9/dolphin-coder-codegen-sharegpt2.jsonl
    type: sharegpt
    conversation: chatml
  - path: /workspace/datasets/dolphin-2.9/m-a-p_Code-Feedback-sharegpt-unfiltered.jsonl
    type: sharegpt
    conversation: chatml
  - path: /workspace/datasets/dolphin-2.9/m-a-p_CodeFeedback-Filtered-Instruction-sharegpt-unfiltered.jsonl
    type: sharegpt
    conversation: chatml
  - path: /workspace/datasets/dolphin-2.9/not_samantha_norefusals.jsonl
    type: sharegpt
    conversation: chatml
  - path: /workspace/datasets/dolphin-2.9/Orca-Math-resort-unfiltered.jsonl
    type: sharegpt
    conversation: chatml
  - path: /workspace/datasets/dolphin-2.9/agent_instruct_react_unfiltered.jsonl
    type: sharegpt  
    conversation: chatml
  - path: /workspace/datasets/dolphin-2.9/toolbench_instruct_j1s1_3k_unfiltered.jsonl
    type: sharegpt  
    conversation: chatml
  - path: /workspace/datasets/dolphin-2.9/toolbench_negative_unfiltered.jsonl
    type: sharegpt
    conversation: chatml
  - path: /workspace/datasets/dolphin-2.9/toolbench_react_10p_unfiltered.jsonl
    type: sharegpt
    conversation: chatml
  - path: /workspace/datasets/dolphin-2.9/toolbench_tflan_cot_30p_unfiltered.jsonl
    type: sharegpt
    conversation: chatml
  - path: /workspace/datasets/dolphin-2.9/openhermes200k_unfiltered.jsonl
    type: sharegpt 
    conversation: chatml
  - path: /workspace/datasets/dolphin-2.9/SystemConversations.jsonl
    type: sharegpt
    conversation: chatml

chat_template: chatml
adapter: qlora
lora_r: 32
lora_alpha: 16
lora_modules_to_save: [embed_tokens, lm_head]
lora_dropout: 0.05
lora_target_linear: true
# lora_target_modules:
# - model.layers.75.self_attn.v_proj
# - model.layers.18.self_attn.v_proj
# - model.layers.78.self_attn.v_proj
# - model.layers.68.self_attn.v_proj
# - model.layers.47.self_attn.v_proj
# - model.layers.38.self_attn.v_proj
# - model.layers.71.self_attn.v_proj
# - model.layers.19.self_attn.v_proj
# - model.layers.36.self_attn.v_proj
# - model.layers.39.self_attn.v_proj
# - model.layers.20.self_attn.v_proj
# - model.layers.22.self_attn.v_proj
# - model.layers.70.self_attn.v_proj
# - model.layers.16.self_attn.v_proj
# - model.layers.32.self_attn.v_proj
# - model.layers.21.self_attn.v_proj
# - model.layers.13.self_attn.v_proj
# - model.layers.10.self_attn.v_proj
# - model.layers.26.self_attn.v_proj
# - model.layers.23.self_attn.v_proj
# - model.layers.12.self_attn.v_proj
# - model.layers.33.self_attn.v_proj
# - model.layers.72.self_attn.v_proj
# - model.layers.24.self_attn.v_proj
# - model.layers.30.self_attn.v_proj
# - model.layers.14.self_attn.v_proj
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# - model.layers.31.self_attn.v_proj
# - model.layers.35.self_attn.v_proj
# - model.layers.25.self_attn.v_proj
# - model.layers.6.self_attn.v_proj
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# - model.layers.15.self_attn.v_proj
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# - model.layers.29.self_attn.v_proj
# - model.layers.74.self_attn.v_proj
# - model.layers.76.self_attn.v_proj
# - model.layers.70.mlp.up_proj
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# - model.layers.59.mlp.up_proj
# - model.layers.7.self_attn.v_proj
# - model.layers.57.mlp.up_proj
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# - model.layers.4.self_attn.v_proj
# - model.layers.56.mlp.up_proj
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# - model.layers.60.mlp.up_proj
# - model.layers.40.mlp.down_proj
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# - model.layers.73.self_attn.v_proj
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# - model.layers.3.self_attn.v_proj
# - model.layers.60.mlp.gate_proj
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# - model.layers.72.self_attn.k_proj
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# - model.layers.10.mlp.gate_proj
# - model.layers.74.self_attn.k_proj
# - model.layers.14.mlp.gate_proj

dataset_prepared_path: last_run_prepared
val_set_size: 0.05
output_dir: ./out

sequence_len: 8192
sample_packing: true
pad_to_sequence_len: true

wandb_project: dolphin-2.9-llama3-70b
wandb_watch:
wandb_run_id:
wandb_log_model:

gradient_accumulation_steps: 8
micro_batch_size: 2
num_epochs: 3
optimizer: adamw_8bit
lr_scheduler: cosine
learning_rate: 2e-4

train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false

gradient_checkpointing: true
gradient_checkpointing_kwargs:
  use_reentrant: false
early_stopping_patience:
resume_from_checkpoint:
logging_steps: 1
xformers_attention:
flash_attention: true

warmup_steps: 100
evals_per_epoch: 2
eval_table_size:
saves_per_epoch: 4
save_total_limit: 2
save_steps:
debug:
deepspeed: deepspeed_configs/zero3_bf16.json
weight_decay: 0.05
fsdp:
fsdp_config:
special_tokens:
  eos_token: "<|im_end|>"
  pad_token: "<|end_of_text|>"
tokens:
  - "<|im_start|>"
  - "<|im_end|>"