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base_model: mistralai/Mixtral-8x22B-v0.1 |
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model_type: AutoModelForCausalLM |
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tokenizer_type: AutoTokenizer |
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tokenizer_use_fast: true |
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datasets: |
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- path: /workspace/datasets/dolphin-2.9.2/dolphin201-sharegpt2.jsonl |
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type: sharegpt |
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conversation: chatml |
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- path: /workspace/datasets/dolphin-2.9.2/dolphin-coder-codegen-sharegpt2.jsonl |
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type: sharegpt |
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conversation: chatml |
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- path: /workspace/datasets/dolphin-2.9.2/dolphin-coder-translate-sharegpt2.jsonl |
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type: sharegpt |
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conversation: chatml |
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- path: /workspace/datasets/dolphin-2.9.2/m-a-p_Code-Feedback-sharegpt-unfiltered.jsonl |
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type: sharegpt |
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conversation: chatml |
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- path: /workspace/datasets/dolphin-2.9.2/m-a-p_CodeFeedback-Filtered-Instruction-sharegpt-unfiltered.jsonl |
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type: sharegpt |
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conversation: chatml |
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- path: /workspace/datasets/dolphin-2.9.2/not_samantha_norefusals.jsonl |
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type: sharegpt |
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conversation: chatml |
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- path: /workspace/datasets/dolphin-2.9.2/openhermes200k_unfiltered.jsonl |
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type: sharegpt |
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conversation: chatml |
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- path: /workspace/datasets/dolphin-2.9.2/Orca-Math-resort-unfiltered.jsonl |
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type: sharegpt |
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conversation: chatml |
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- path: /workspace/datasets/dolphin-2.9.2/SystemChat_sharegpt.jsonl |
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type: sharegpt |
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conversation: chatml |
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- path: /workspace/datasets/dolphin-2.9.2/toolbench_instruct_j1s1_3k_unfiltered.jsonl |
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type: sharegpt |
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conversation: chatml |
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- path: /workspace/datasets/dolphin-2.9.2/toolbench_negative_unfiltered.jsonl |
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type: sharegpt |
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conversation: chatml |
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- path: /workspace/datasets/dolphin-2.9.2/toolbench_react_10p_unfiltered.jsonl |
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type: sharegpt |
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conversation: chatml |
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- path: /workspace/datasets/dolphin-2.9.2/toolbench_tflan_cot_30p_unfiltered.jsonl |
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type: sharegpt |
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conversation: chatml |
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- path: /workspace/datasets/dolphin-2.9.2/agent_instruct_react_unfiltered.jsonl |
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type: sharegpt |
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conversation: chatml |
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chat_template: chatml |
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dataset_prepared_path: mixtral-8x22b-data |
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val_set_size: 0.01 |
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output_dir: mixtral-8x2b |
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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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unfrozen_parameters: |
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- ^lm_head.weight$ |
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- ^model.embed_tokens.weight$ |
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- model.layers.54.block_sparse_moe.experts.0.w1 |
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|
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|
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|
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- model.layers.36.block_sparse_moe.experts.5.w3 |
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- model.layers.45.block_sparse_moe.experts.5.w3 |
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- model.layers.37.block_sparse_moe.experts.5.w3 |
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- model.layers.54.block_sparse_moe.experts.6.w1 |
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- model.layers.52.block_sparse_moe.experts.6.w1 |
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- model.layers.51.block_sparse_moe.experts.6.w1 |
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- model.layers.50.block_sparse_moe.experts.6.w1 |
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- model.layers.48.block_sparse_moe.experts.6.w1 |
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- model.layers.45.block_sparse_moe.experts.6.w1 |
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- model.layers.43.block_sparse_moe.experts.6.w1 |
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- model.layers.36.block_sparse_moe.experts.6.w2 |
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- model.layers.48.block_sparse_moe.experts.6.w2 |
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- model.layers.46.block_sparse_moe.experts.6.w3 |
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- model.layers.54.block_sparse_moe.experts.7.w1 |
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- model.layers.18.block_sparse_moe.experts.7.w1 |
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- model.layers.34.block_sparse_moe.experts.7.w2 |
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- model.layers.0.block_sparse_moe.gate |
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- model.layers.46.self_attn.k_proj |
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wandb_project: mixtral-8x22b |
|
wandb_entity: |
|
wandb_watch: |
|
wandb_name: |
|
wandb_log_model: |
|
|
|
gradient_accumulation_steps: 8 |
|
micro_batch_size: 1 |
|
num_epochs: 3 |
|
optimizer: adamw_8bit |
|
lr_scheduler: cosine |
|
learning_rate: 1e-5 |
|
|
|
train_on_inputs: false |
|
group_by_length: false |
|
bf16: auto |
|
fp16: |
|
tf32: false |
|
|
|
gradient_checkpointing: true |
|
early_stopping_patience: |
|
resume_from_checkpoint: |
|
local_rank: |
|
logging_steps: 1 |
|
xformers_attention: |
|
flash_attention: true |
|
|
|
warmup_steps: 10 |
|
evals_per_epoch: 2 |
|
eval_table_size: |
|
eval_max_new_tokens: 128 |
|
saves_per_epoch: 4 |
|
save_total_limit: 2 |
|
debug: |
|
deepspeed: /workspace/axolotl/deepspeed_configs/zero3_bf16_cpuoffload_params.json |
|
weight_decay: 0.1 |
|
fsdp: |
|
fsdp_config: |
|
special_tokens: |
|
eos_token: "<|im_end|>" |
|
unk_token: "<unk>" |
|
bos_token: "<s>" |
|
tokens: |
|
- "<|im_start|>" |
|
|