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23 changes: 22 additions & 1 deletion nemo_rl/utils/flops_tracker.py
Original file line number Diff line number Diff line change
Expand Up @@ -25,7 +25,7 @@
from transformers.models.qwen3_moe.configuration_qwen3_moe import Qwen3MoeConfig

from nemo_rl.models.policy.utils import sliding_window_overwrite
from nemo_rl.utils.flops_formulas import FLOPSConfig, llama, qwen2, qwen3
from nemo_rl.utils.flops_formulas import FLOPSConfig, deepseekv3, llama, qwen2, qwen3


def get_default_hf_config(model_name: str) -> PretrainedConfig:
Expand Down Expand Up @@ -77,6 +77,27 @@ def convert_config_to_flops_config(
attention_heads=config.num_attention_heads,
vocab_size=config.vocab_size,
), llama
elif config.__class__.model_type == "deepseek_v3":
return FLOPSConfig(
gbs=0,
hs=config.hidden_size,
layers=config.num_hidden_layers,
ffn_hs=config.intermediate_size,
attention_heads=config.num_attention_heads,
moe_router_topk=config.num_experts_per_tok,
query_groups=config.num_key_value_heads,
vocab_size=config.vocab_size,
q_lora_rank=config.q_lora_rank,
kv_lora_rank=config.kv_lora_rank,
qk_head_dim=config.qk_nope_head_dim,
qk_pos_emb_head_dim=config.qk_rope_head_dim,
v_head_dim=config.v_head_dim,
moe_layer_freq=1,
moe_shared_expert_intermediate_size=config.moe_intermediate_size,
moe_ffn_hidden_size=config.moe_intermediate_size,
mtp_num_layers=0,
causal_self_attn=True,
), deepseekv3
else:
raise ValueError(f"Unsupported config type: {type(config)}")

Expand Down
1 change: 1 addition & 0 deletions tests/unit/utils/test_flops_counter.py
Original file line number Diff line number Diff line change
Expand Up @@ -28,6 +28,7 @@
("meta-llama/Llama-3.1-405B-Instruct", 128, 8192, 2.65e18),
("Qwen/Qwen3-30B-A3B", 128, 4096, 9.37e15),
("Qwen/Qwen3-235B-A22B", 128, 4096, 6.21e16),
("deepseek-ai/DeepSeek-V3", 1, 4096, 1.023e15),
],
)
def test_flops_counter(model_name, gbs, seqlen, expected_flops):
Expand Down
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