megatron_nemo / hparams.yaml
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cfg:
micro_batch_size: 4
global_batch_size: 32
rampup_batch_size: null
context_parallel_size: 1
tensor_model_parallel_size: 1
pipeline_model_parallel_size: 1
virtual_pipeline_model_parallel_size: null
resume_from_checkpoint: null
encoder_seq_length: 2048
max_position_embeddings: 2048
num_layers: 24
hidden_size: 4096
ffn_hidden_size: 16384
num_attention_heads: 32
init_method_std: 0.01
hidden_dropout: 0.1
attention_dropout: 0.1
kv_channels: null
apply_query_key_layer_scaling: true
layernorm_epsilon: 1.0e-05
make_vocab_size_divisible_by: 128
pre_process: true
post_process: true
persist_layer_norm: true
gradient_as_bucket_view: true
grad_div_ar_fusion: true
gradient_accumulation_fusion: true
bias_activation_fusion: true
bias_dropout_add_fusion: true
masked_softmax_fusion: true
activations_checkpoint_granularity: null
activations_checkpoint_method: null
activations_checkpoint_num_layers: null
num_micro_batches_with_partial_activation_checkpoints: null
activations_checkpoint_layers_per_pipeline: null
fsdp: false
fsdp_sharding_strategy: full
fsdp_grad_reduce_dtype: 32
fsdp_sharded_checkpoint: false
sequence_parallel: false
overlap_p2p_comm: false
batch_p2p_comm: true
num_query_groups: null
tokenizer:
library: megatron
type: GPT2BPETokenizer
model: null
delimiter: null
vocab_file: /gpt3_dataset//bpe/vocab.json
merge_file: /gpt3_dataset//bpe/merges.txt
native_amp_init_scale: 4294967296
native_amp_growth_interval: 1000
hysteresis: 2
fp32_residual_connection: false
fp16_lm_cross_entropy: false
megatron_amp_O2: true
grad_allreduce_chunk_size_mb: 125
sharp: false
mcore_gpt: true
transformer_engine: false
fp8: false
fp8_e4m3: false
fp8_hybrid: true
fp8_margin: 0
fp8_interval: 1
fp8_amax_history_len: 1024
fp8_amax_compute_algo: max
fp8_wgrad: true
ub_tp_comm_overlap: false
tp_comm_atomic_ag: false
tp_comm_atomic_rs: false
seed: 1234
sync_batch_comm: false
use_cpu_initialization: false
onnx_safe: false
apex_transformer_log_level: 30
nsys_profile:
enabled: false
trace:
- nvtx
- cuda
start_step: 10
end_step: 10
ranks:
- 0
gen_shape: false
optim:
name: distributed_fused_adam
bucket_cap_mb: 400
overlap_grad_sync: true
overlap_param_sync: true
contiguous_grad_buffer: true
lr: 0.00016
weight_decay: 0.1
betas:
- 0.9
- 0.95
sched:
name: CosineAnnealing
warmup_steps: 115
constant_steps: 12500
min_lr: 1.6e-05
data:
data_impl: mmap
splits_string: 99990,8,2
seq_length: 2048
skip_warmup: true
num_workers: 2
dataloader_type: single
reset_position_ids: false
reset_attention_mask: false
eod_mask_loss: false
index_mapping_dir: null
data_prefix:
- 0.0333
- /gpt3_dataset/wiki_text_document
precision: bf16-mixed