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Copy pathtrain_deepseek_v3_1_4b.yaml
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294 lines (285 loc) · 11.1 KB
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system:
recompute_method: "uniform"
recompute_granularity: "full"
recompute_num_layers: 6
moe_router_dtype: fp32
no_shared_fs: ${experiment.runner.no_shared_fs}
num_workers: 4
tensor_model_parallel_size: 1
pipeline_model_parallel_size: 1
expert_model_parallel_size: 1
context_parallel_size: 1
disable_bias_linear: true
reset_position_ids: True
reset_attention_mask: True
qk_layernorm: true
sequence_parallel: true
use_distributed_optimizer: true
overlap_grad_reduce: true
overlap_param_gather: true
finetune: false
precision:
bf16: true
attention_softmax_in_fp32: true
accumulate_allreduce_grads_in_fp32: true
logging:
log_interval: 1
tensorboard_log_interval: 1
wandb_project: ${experiment.exp_name}
wandb_exp_name: ${experiment.exp_name}
log_timers_to_tensorboard: true
log_validation_ppl_to_tensorboard: true
log_throughput: true
log_params_norm: true
log_num_zeros_in_grad: true
log_memory_to_tensorboard: true
checkpoint:
save_interval: ${experiment.save_steps}
load: ${experiment.load}
ckpt_format: ${experiment.ckpt_format}
model:
transformer_impl: transformer_engine
## 12 -> 6 for lower mem usage
num_layers: 6
hidden_size: 1280
num_attention_heads: 10
group_query_attention: false
num_query_groups: 10 # num_key_value_heads
seq_length: 4096
max_position_embeddings: 4096
norm_epsilon: 1e-6
use_rotary_position_embeddings: true
rotary_base: 1000000
swiglu: true
normalization: RMSNorm
init_method_std: 6e-3
attention_dropout: 0.0
hidden_dropout: 0.0
clip_grad: 1.0
position_embedding_type: rope
untie_embeddings_and_output_weights: false
no_position_embedding: true
no_rope_fusion: true
# mla args ==================
multi_latent_attention: true
kv_lora_rank: 512
qk_head_dim: 128
qk_pos_emb_head_dim: 64
v_head_dim: 128
# moe args ===================
ffn_hidden_size: 7168
moe_ffn_hidden_size: 896
moe_grouped_gemm: true
moe_shared_expert_intermediate_size: 1792
num_experts: 64
moe_router_load_balancing_type: "seq_aux_loss"
moe_router_score_function: sigmoid
moe_router_enable_expert_bias: true
moe_router_bias_update_rate: 0.001
moe_aux_loss_coeff: 0.0001
## 12 -> 6 for lower mem usage
moe_layer_freq: "[0]+[1]*5"
# moe_layer_freq: "[0]+[1]*11"
# node limited routing
moe_router_num_groups: 1
moe_router_group_topk: 1
moe_router_topk: 6
moe_router_topk_scaling_factor: 2.446
moe_token_dispatcher_type: "alltoall"
# moe_permute_fusion: true
# moe args ===================
# num_mtp_predictor: 1
# mtp_loss_coeff: 0.3
# training
seed: ${experiment.seed}
micro_batch_size: 1
global_batch_size: 1024
eval_iters: 0
train_samples: 24576000 #100B tokens
optimizer:
weight_decay: 0.1
adam_beta1: 0.9
adam_beta2: 0.95
lr_scheduler:
lr: 3.0e-3
min_lr: 3.0e-4
lr_warmup_samples: 2048000
lr_decay_style: cosine
data:
# exp: baseline
data_path:
- 1.1068
- ${experiment.dataset_base_dir}/Nemotron-CC-high-actual-actual-high/part_142_text_document
- 0.3577
- ${experiment.dataset_base_dir}/Nemotron-CC-high-actual-actual-low/part_62_text_document
- 0.7775
- ${experiment.dataset_base_dir}/Nemotron-CC-high-actual-actual-mid/part_189_text_document
- 0.2859
- ${experiment.dataset_base_dir}/Nemotron-CC-high-synthetic-distill-high/part_76_text_document
- 0.1672
- ${experiment.dataset_base_dir}/Nemotron-CC-high-synthetic-distill-low/part_124_text_document
- 0.2339
- ${experiment.dataset_base_dir}/Nemotron-CC-high-synthetic-distill-mid/part_29_text_document
- 0.5397
- ${experiment.dataset_base_dir}/Nemotron-CC-high-synthetic-diverse_qa_pairs-high/part_244_text_document
- 0.4064
- ${experiment.dataset_base_dir}/Nemotron-CC-high-synthetic-diverse_qa_pairs-low/part_150_text_document
- 0.5005
- ${experiment.dataset_base_dir}/Nemotron-CC-high-synthetic-diverse_qa_pairs-mid/part_444_text_document
- 0.4616
- ${experiment.dataset_base_dir}/Nemotron-CC-high-synthetic-extract_knowledge-high/part_498_text_document
- 0.0670
- ${experiment.dataset_base_dir}/Nemotron-CC-high-synthetic-extract_knowledge-low/part_10_text_document
- 0.3429
- ${experiment.dataset_base_dir}/Nemotron-CC-high-synthetic-extract_knowledge-mid/part_144_text_document
- 0.2610
- ${experiment.dataset_base_dir}/Nemotron-CC-high-synthetic-knowledge_list-high/part_86_text_document
- 0.1824
- ${experiment.dataset_base_dir}/Nemotron-CC-high-synthetic-knowledge_list-low/part_133_text_document
- 0.2313
- ${experiment.dataset_base_dir}/Nemotron-CC-high-synthetic-knowledge_list-mid/part_139_text_document
- 0.8237
- ${experiment.dataset_base_dir}/Nemotron-CC-high-synthetic-wrap_medium-high/part_47_text_document
- 0.2866
- ${experiment.dataset_base_dir}/Nemotron-CC-high-synthetic-wrap_medium-low/part_11_text_document
- 0.6670
- ${experiment.dataset_base_dir}/Nemotron-CC-high-synthetic-wrap_medium-mid/part_97_text_document
- 0.4657
- ${experiment.dataset_base_dir}/Nemotron-CC-low-synthetic-wrap_medium-high/part_43_text_document
- 0.2005
- ${experiment.dataset_base_dir}/Nemotron-CC-low-synthetic-wrap_medium-low/part_10_text_document
- 0.4317
- ${experiment.dataset_base_dir}/Nemotron-CC-low-synthetic-wrap_medium-mid/part_164_text_document
- 1.1397
- ${experiment.dataset_base_dir}/Nemotron-CC-medium-actual-actual-high/part_92_text_document
- 0.6782
- ${experiment.dataset_base_dir}/Nemotron-CC-medium-actual-actual-low/part_113_text_document
- 0.9175
- ${experiment.dataset_base_dir}/Nemotron-CC-medium-actual-actual-mid/part_563_text_document
- 0.6414
- ${experiment.dataset_base_dir}/arxiv/007_00000_text_document
- 0.4696
- ${experiment.dataset_base_dir}/books/016_00007_text_document
- 1.0102
- ${experiment.dataset_base_dir}/code-high/part_13_text_document
- 1.1403
- ${experiment.dataset_base_dir}/code-low/part_36_text_document
- 0.9674
- ${experiment.dataset_base_dir}/code-mid/part_37_text_document
- 0.3755
- ${experiment.dataset_base_dir}/cot_synthesis2_CC-high/23_text_document
- 0.0499
- ${experiment.dataset_base_dir}/cot_synthesis2_CC-low/51_text_document
- 0.3608
- ${experiment.dataset_base_dir}/cot_synthesis2_CC-mid/118_text_document
- 0.3623
- ${experiment.dataset_base_dir}/cot_synthesis2_CC-mid/176_text_document
- 0.3704
- ${experiment.dataset_base_dir}/cot_synthesis2_CC-mid/256_text_document
- 0.3733
- ${experiment.dataset_base_dir}/cot_synthesis2_CC-mid/320_text_document
- 0.3631
- ${experiment.dataset_base_dir}/cot_synthesis2_CC-mid/32_text_document
- 0.2573
- ${experiment.dataset_base_dir}/cot_synthesis2_OpenSource-high/1_text_document
- 0.1638
- ${experiment.dataset_base_dir}/cot_synthesis2_OpenSource-low/2_text_document
- 0.3251
- ${experiment.dataset_base_dir}/cot_synthesis2_OpenSource-mid/3_text_document
- 6.0237
- ${experiment.dataset_base_dir}/cot_synthesis2_arxiv-high/2_text_document
- 8.9063
- ${experiment.dataset_base_dir}/cot_synthesis2_arxiv-low/1_text_document
- 10.1376
- ${experiment.dataset_base_dir}/cot_synthesis2_arxiv-mid/2_text_document
- 0.4598
- ${experiment.dataset_base_dir}/cot_synthesis2_code-high/4_text_document
- 0.6857
- ${experiment.dataset_base_dir}/cot_synthesis2_code-low/6_text_document
- 0.8990
- ${experiment.dataset_base_dir}/cot_synthesis2_code-mid/23_text_document
- 1.3135
- ${experiment.dataset_base_dir}/cot_synthesis2_math-high/12_text_document
- 1.6530
- ${experiment.dataset_base_dir}/cot_synthesis2_math-low/3_text_document
- 0.3536
- ${experiment.dataset_base_dir}/cot_synthesis2_math-mid/5_text_document
- 0.6314
- ${experiment.dataset_base_dir}/cot_synthesis2_wiki-high/5_text_document
- 0.5978
- ${experiment.dataset_base_dir}/cot_synthesis2_wiki-low/5_text_document
- 0.7909
- ${experiment.dataset_base_dir}/cot_synthesis2_wiki-mid/4_text_document
- 0.2225
- ${experiment.dataset_base_dir}/cot_synthesis_CC-high/74_text_document
- 0.1797
- ${experiment.dataset_base_dir}/cot_synthesis_CC-low/54_text_document
- 0.2042
- ${experiment.dataset_base_dir}/cot_synthesis_CC-mid/275_text_document
- 0.4081
- ${experiment.dataset_base_dir}/cot_synthesis_OpenSource-high/4_text_document
- 0.1659
- ${experiment.dataset_base_dir}/cot_synthesis_OpenSource-low/2_text_document
- 1.2828
- ${experiment.dataset_base_dir}/cot_synthesis_OpenSource-mid/6_text_document
- 5.6800
- ${experiment.dataset_base_dir}/cot_synthesis_arxiv-high/2_text_document
- 7.4907
- ${experiment.dataset_base_dir}/cot_synthesis_arxiv-low/1_text_document
- 8.9359
- ${experiment.dataset_base_dir}/cot_synthesis_arxiv-mid/1_text_document
- 0.7663
- ${experiment.dataset_base_dir}/cot_synthesis_code-high/13_text_document
- 0.4052
- ${experiment.dataset_base_dir}/cot_synthesis_code-low/9_text_document
- 0.1916
- ${experiment.dataset_base_dir}/cot_synthesis_code-mid/6_text_document
- 0.5074
- ${experiment.dataset_base_dir}/cot_synthesis_math-high/11_text_document
- 0.6437
- ${experiment.dataset_base_dir}/cot_synthesis_math-low/11_text_document
- 0.6406
- ${experiment.dataset_base_dir}/cot_synthesis_math-mid/29_text_document
- 0.4000
- ${experiment.dataset_base_dir}/cot_synthesis_wiki-high/4_text_document
- 0.3564
- ${experiment.dataset_base_dir}/cot_synthesis_wiki-low/6_text_document
- 0.5768
- ${experiment.dataset_base_dir}/cot_synthesis_wiki-mid/3_text_document
- 1.8165
- ${experiment.dataset_base_dir}/math-high/part_04_text_document
- 1.6940
- ${experiment.dataset_base_dir}/math-low/part_10_text_document
- 1.6311
- ${experiment.dataset_base_dir}/math-mid/part_07_text_document
- 0.6870
- ${experiment.dataset_base_dir}/pes2o-full-train/train-0041-of-0136_text_document
- 0.7387
- ${experiment.dataset_base_dir}/pes2o-full-train/train-0125-of-0136_text_document
- 0.0143
- ${experiment.dataset_base_dir}/pes2o-full-val/valid-0034-of-0060_text_document
- 6.1982
- ${experiment.dataset_base_dir}/pes2o/pubmedcentral_3_text_document
- 0.4229
- ${experiment.dataset_base_dir}/stack/018_00000_text_document
- 0.4202
- ${experiment.dataset_base_dir}/wiki/012_00000_text_document
- 1.8171
- ${experiment.dataset_base_dir}/zh_cc-high-loss0/part_28_text_document
- 0.9776
- ${experiment.dataset_base_dir}/zh_cc-high-loss1/part_59_text_document
- 0.3725
- ${experiment.dataset_base_dir}/zh_cc-high-loss2/part_16_text_document
- 0.9492
- ${experiment.dataset_base_dir}/zh_cc-medidum-loss0/part_192_text_document
- 0.9236
- ${experiment.dataset_base_dir}/zh_cc-medidum-loss1/part_550_text_document
- 1.0643
- ${experiment.dataset_base_dir}/zh_cc-medidum-loss2/part_71_text_document
split: 1
no_mmap_bin_files: true
tokenizer:
tokenizer_type: QwenTokenizerFS
tokenizer_path: ../hf_openseek/tokenizer
vocab_size: 151851
make_vocab_size_divisible_by: 64