File size: 13,566 Bytes
083ad84 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 | trainer:
default_root_dir: null
default_hdfs_dir: hdfs://haruna/home/byte_data_seed/hdd_hldy/user/yuyu.zhang/seekpath/P61_D6_8B_8M_tp2_stage2_H800_code
logger:
- tracking
- console
log_every_n_steps: 50
benchmark: false
enable_speedmonitor: true
stats_speedmonitor: false
enable_versions: false
detect_anomaly: false
deterministic: false
accelerator: gpu
accelerator_kwargs:
mega_config: null
precision: bf16
max_epochs: 1
max_steps: -1
limit_train_batches: null
limit_val_batches: null
limit_test_batches: null
static_sync_limit_val: false
sync_batchnorm: false
sync_fit_metrics: null
val_check_interval:
- 20000000
save_before_val: false
accumulate_grad_batches: null
gradient_clip_val: 1.0
max_grad_clip: 0.0
seed: null
summarize_model_depth: 0
resume_ckpt_path: auto
frozen_ckpt_path: null
resume_strict: true
resume_optimizer: true
resume_metadata: true
resume_loader_state: false
callbacks: null
enable_checkpoint:
- 1
- 10000
checkpoint_monitor: step
checkpoint_mode: max
dataloader_timeout: -1
dataloader_retry_limit: 100
dataloader_retry_persistent_limit: 5
find_unused_parameters: false
project_name: seekpath_v3
experiment_name: P61_D6_8B_npu_8M_tp2_H800stage1_code
enable_trace: false
reload_dataloaders_every_n_epochs: -1
strategy: megatron
enable_qat: false
no_quant_module: []
enable_ptq: true
qat_kwargs: {}
optimizer_kwargs:
optimizer:
type: adam
params:
lr: 3.0e-05
betas:
- 0.9
- 0.95
eps: 1.0e-08
weight_decay: 0.1
bias_correction: true
adam_w_mode: true
momentum: 0.9
lr_mult_keys: []
no_weight_decay_keys: []
weight_decay_keys: []
lr_mult_start_epoch: 0
lr_mult: 1.0
scheduler:
type: megatron.optimizer_param_schedule.OptimizerParamScheduler
total_steps_param_name: num_training_steps
warmup_steps_param_name: num_warmup_steps
interval: step
params:
warmup_step_rate: 0.002
lr_end: 0.1
lr_decay_style: constant
lr_decay_rate: 1.0
grad_norm_layers: []
checkpoint_kwargs:
verbose: false
save_last: false
save_weights_only: false
every_n_train_steps: -1
every_n_seconds: -1
save_best: false
storage:
enable_shm_download: false
enable_shm_upload: false
download_thread_num: 16
upload_thread_num: 1
enable_save_checkpoint_async: true
enable_profiler: false
profiler_schedule_kwargs:
wait: 50
warmup: 3
active: 3
repeat: 1
profile_all_ranks: false
enable_bsdp: false
bsdp_num_prefetch: 64
keep_frozen_weights: true
val_reduce_fn: {}
experiment_id: null
enable_omnistore: false
model:
network:
hidden_size: 4096
n_embed: 4096
n_inner: 14336
n_head: 32
n_layer: 32
vocab_size: 155136
max_position_embeddings: 32768
cross_entropy_spilt_num: 1
layer_norm_epsilon: 1.0e-05
activation_function: gelu_new
resid_pdrop: 0.1
embd_pdrop: 0.0
attn_pdrop: 0.1
scale_attn_weights: true
scale_attn_by_inverse_layer_idx: false
reorder_and_upcast_attn: false
initializer_range: 0.009882118
gradient_checkpointing: false
gradient_checkpointing_ln: false
gradient_checkpointing_mlp: false
gradient_checkpointing_start_layers: 0
tie_weight: false
pad_idx: 1
use_ft_flash_attn: false
use_ft_linear: false
use_ft_layernorm: false
use_xperf_rotary: false
use_rmpad: true
fuse_gelu_gemm: false
pad_output: false
position_embeddings_type: rope
skip_n_iters: -1
n_shared_qhead: 4
num_q_heads: -1
num_kv_heads: -1
head_dim: -1
kv_mirror_layers: []
kv_mirror_imitated_layers: []
residual_post_ln_layers: []
hyperconnection_rate: -1
repeat_kv_heads: true
sparse_attention_window_size:
- -1
use_query_swiglu: false
query_swiglu_inner_dim: 8192
force_mem_efficient_layers:
- -1
noop_transformer_layers: []
dense_ffn_layers: []
dense_ffn_type: swiglu
dense_ffn_inner_dim: -1
moe_expert_type: exp-xelego
moe_gate_type: caplog-lego
moe_gate_metric_type: lego
moe_expert_exp_level: 4
moe_expert_exp_first_dim_factor: 1.0
moe_expert_exp_first_num: 2
moe_topk: 5
moe_num_expert: 0
moe_expert_eq_dim_factor: 0.25
moe_backend: default
moe_overlap_recomp_grad_comm: false
moe_expert_op_version: V1
moe_aux_loss_weight: 0.001
moe_gate_dropout: 0.0
moe_use_balance: false
moe_expert_group_capacity: 1.0
moe_expert_group_balance_loss_weight: 0.0
moe_expert_groups_in_ep_rank: 1
moe_enable_warmup: false
moe_swiglu_fc1_2_init_scale: 1.0
janus_use_big_op: false
janus_big_op_version: V1
janus_big_op_attn_grad_accum_fusion: true
convert_gate_to_fp32: false
moe_enable_ema_update: 1
query_head_scale_factor: 1
value_moe_num_expert: 0
value_moe_qkv_topk: 4
value_moe_qkv_times: 1
value_moe_is_repeat: true
value_moe_expert_type: linear-lego
moe_pr_scale_factor: 1.0
moe_pr_expert_type: disabled
value_moe_gate_type: default-lego
value_moe_gate_metric_type: default
lora_rank: 0
save_mixed_ckpt_in_shards: false
save_mixed_model_states_freq: final
cont_train_mode: default
fuse_lora_weight: true
rope_mode: default
rope_scale: 1
rope_base: 500000.0
rope_cut: false
rope_cut_head_dim: 0
rope_force_fp32: false
sparse_attention_window_scale: 1
sparse_attention_global_window_size:
- 0
use_attention_bias: false
layer_norm_type: rmsnorm_torch
exact_token_as_loss_denominator: false
use_key_layernorm: false
key_norm_after_rope: false
use_query_layernorm: false
use_context_groupnorm: false
use_mariana_gqa_pattern: false
use_sequence_parallel_attention: false
use_sequence_parallel_attention_a2a: false
context_parallel_use_all_gather: false
fp8_use_bf16_layers: ''
deterministic_mode: false
megatron_tensor_parallel_size: 8
megatron_pipeline_parallel_size: 1
megatron_context_parallel_size: 1
megatron_expert_parallel_size: 1
megatron_expert_parallel_size_in_dp: 1
megatron_context_parallel_query_only: false
megatron_num_layers_per_virtual_pipeline_stage: 0
megatron_micro_batch_size: 1
megatron_global_batch_size: 256
megatron_sequence_parallel: true
megatron_recompute_granularity: ''
megatron_use_flash_attention: true
megatron_recompute_method: uniform
megatron_recompute_num_layers: 1
megatron_distribute_saved_activations: false
megatron_enable_distributed_optimizer: true
megatron_use_multi_precision_ddp: false
megatron_sequence_parallel_as_data_parallel_in_optimizer: false
megatron_gather_params_use_alltoall: false
megatron_enable_initial_jit_warmup: true
megatron_accumulate_allreduce_grads_in_fp32: true
megatron_bf16_use_bf16_allreduce_grads: false
megatron_grad_comm_type: ''
megatron_reduce_grads_use_alltoall: false
megatron_scale_loss_in_gradient: false
megatron_scale_gradient_after_allreduce: false
megatron_ddp_impl: local
megatron_bf16_qt: false
megatron_empty_cache_level: 0
megatron_force_fp32_embed: false
megatron_deterministic_flash_attn: false
megatron_switch_pp_and_dp: false
megatron_timing_log_level: 2
megatron_no_load_rng: false
megatron_no_save_rng: false
megatron_no_load_optim: false
megatron_mem_efficient_column_parallel: true
megatron_masked_softmax_fusion: true
megatron_bias_gelu_fusion: false
megatron_bias_dropout_fusion: false
megatron_gradient_accumulation_fusion: true
megatron_overlap_p2p_comm: false
megatron_deallocate_pipeline_outputs: true
megatron_timing_log_option: local
megatron_barrier_with_L1_time: false
megatron_strict_align_diff_with_ds: false
megatron_parallel_linear_force_weight_contiguous: false
megatron_use_mariana_softmax: false
megatron_use_mariana_activation: false
megatron_overlap_data_parallel_communication: false
megatron_overlap_dp_grad_comm: false
megatron_overlap_dp_param_comm: false
megatron_early_prefetch_dp_allgather: true
megatron_use_non_sequential_block: false
megatron_overlap_attn_grad_input_comm: true
megatron_sequence_data_parallel_size: -1
megatron_distributed_sequence_parallel_size: -1
megatron_num_layers_for_pipeline_stages: []
megatron_vocab_parallel_embedding_fusion: false
megatron_embedding_reduce_scatter_for_sp: true
megatron_print_args: true
megatron_grad_norm_skip: -1.0
megatron_reorder_wgrad: false
megatron_offload_activations: false
megatron_offload_ratio: 1.0
megatron_offload_launch_ratio: 1.0
megatron_optimizer_offload_main_param: false
megatron_data_parallel_random_init: false
megatron_pipeline_strategy: ''
megatron_pipeline_wgrad_strategy: ''
megatron_pipeline_warmup_overlap: false
megatron_allow_transformer_engine: false
megatron_fp8_e4m3: false
megatron_fp8_hybrid: false
megatron_fp8_wgrad: true
megatron_fp8_dgrad: true
megatron_fp8_margin: 0
megatron_fp8_interval: 1
megatron_transformer_impl: local
megatron_fp8_amax_history_len: 1024
megatron_fp8_amax_compute_algo: max
megatron_use_qlora: false
megatron_qlora_quant_weight_dtype: null
megatron_qlora_quant_real_store: false
megatron_qlora_quant_groupsize: -1
megatron_qlora_quant_input_dtype: ''
megatron_qlora_quant_aware_lora: false
megatron_qlora_quant_aware_L4Q: false
megatron_terapipe_nano_batch_size: -1
lora_config:
default:
lora_dropout: 0.0
lora_rank: 64
layers:
- all
init_method: normal
init_mode: nonzero_parallel_init
init_kwargs: {}
lora_alpha: 2.0
use_rslora: true
lora_experts_appr: full
use_qlora: false
qlora_quant_weight_dtype: null
qlora_quant_real_store: false
qlora_quant_aware_L4Q: false
qlora_quant_groupsize: -1
qlora_quant_input_dtype: None
qlora_quant_aware_lora: false
post_training_quant: false
fully_sharded: false
emb_trainable: true
target_modules:
- query_key_value
- experts
- dense
query_key_value:
lora_rank: -1
lora_alpha: -1.0
experts:
lora_rank: -1
lora_alpha: -1.0
dense:
lora_rank: -1
lora_alpha: -1.0
dense_h_to_4h:
lora_rank: -1
lora_alpha: -1.0
dense_4h_to_h:
lora_rank: -1
lora_alpha: -1.0
freeze_prefix: null
partial_pretrain: null
partial_pretrain_rename: null
reset_global_step: -1
override_lr_scheduler: true
start_debug_server: false
clip_token_ids: false
data:
train_path: hdfs://haruna/home/byte_data_seed/hdd_hldy/seed_code_seekpath/pretrained_yaml_new/V1_longct_datacard_hdfs_new_stage2_code_ct_fim_2.yaml
val_path:
- hdfs://haruna/home/byte_data_seed/ssd_hldy/p0/D73_release/val/D73_val_20240507_2_200M_token_plain_source_v2_1_part
- hdfs://haruna/home/byte_data_seed/ssd_hldy/p0/D73_release/val/human_all_lite
- hdfs://haruna/home/byte_data_seed/ssd_hldy/p0/D73_release/val/autoeval_code_val_lite
- hdfs://haruna/home/byte_data_seed/ssd_hldy/p0/D73_release/val/pretrain_auto_eval_merged_all_20240412_ceval_1_part
- hdfs://haruna/home/byte_data_seed/ssd_hldy/p0/D73_release/val/merged_few_benchmark_datasets_20240705_1_part
- hdfs://haruna/home/byte_data_seed/ssd_hldy/p0/D73_release/val/pretrain_auto_eval_merged_all_v0.3_1_part
- hdfs://haruna/home/byte_data_seed/ssd_hldy/p0/D73_release/val/D74_val_20240621_200M_token_tok643_sa8192_plain_source_v2_1_part_dir
train_size: 5000000000000
val_size: -1
train_batch_size: 32
train_num_workers: 4
val_batch_size: -1
val_num_workers: 1
max_seq_len: 32768
val_max_seq_len: -1
text_keys:
- content_split
tokenizer: hdfs://haruna/home/byte_data_seed/hl_lq/seed_code/liuyongfei/tokenizers/bbpe155k-v6.4.3-ml.pret
gpu_prefetch: false
cpu_prefetch: false
dyn_bsz: true
dyn_bsz_margin: 0.0
stride: -1
warmup_step_rate: -1.0
tokenizer_type: bbpe
bsz_warmup: false
bsz_warmup_rate: 0.016
return_source: true
synthetic_sample: false
synthetic_batch: false
seq_lens: null
seq_probs: null
enable_sampling_ratios: false
train_path_with_ratio: null
src_weights: null
parse_aug_data: false
loader_accumulate: -1
bsz_warmup_warmup_step_rate: 0.002
max_epochs: 1
pad_idx: 1
strategy: megatron
megatron_micro_batch_size: 1
use_rmpad: true
hidden_size: -1
megatron_sequence_parallel: false
max_position_embeddings: 2048
position_embeddings_type: absolute
use_sequence_parallel_attention: false
use_sequence_parallel_attention_a2a: false
resume_ckpt_path: ''
val_override_est_steps: false
init_without_cli: true
rope_mode: default
rope_scale: 1
rope_base: 500000.0
rope_cut: false
rope_cut_head_dim: 0
init_val_loader_worker_beforehand: false
megatron_global_batch_size: 1
megatron_tensor_parallel_size: 1
megatron_pipeline_parallel_size: 1
n_head: 1
log_level: INFO
val_only: false
merge_model_states: false
merge_ckpt_dtype: bf16
merge_cache_dir: ./
download_ckpt_in_shards: true
gc_interval: 50
profiler_at_iter: -1
timer_at_iter: -1
profile_all_ranks: false
profile_ranks: []
profile_every_n_steps: -1
profiler_memory_at_iter: null
profile_max_preview_rank: 0
|