bridge.perf_recipes.nemotronh.gb300.nemotronh#

GB300 performance recipes for Nemotron 3 and 3.5.

Module Contents#

Functions#

_build_nemotron_3_super_gb300_bf16

Shared HybridEP BF16 base for the Nemotron 3 Super GB300 recipe and its VRNVL72 alias.

nemotron_3_super_pretrain_64gpu_gb300_bf16_config

Nemotron 3 Super pretrain: 64Γ— GB300, BF16, NCCL EP.

_build_nemotron_3_super_gb300_mxfp8

nemotron_3_super_pretrain_64gpu_gb300_fp8mx_config

Nemotron 3 Super pretrain: 64Γ— GB300, MXFP8 with full-iteration CUDA graph.

_build_nemotron_3_super_gb300_nvfp4

Shared HybridEP NVFP4 base for the Nemotron 3 Super GB300 recipe and its VRNVL72 alias.

nemotron_3_super_pretrain_64gpu_gb300_nvfp4_config

Nemotron 3 Super pretrain: 64Γ— GB300, NVFP4, NCCL EP.

_nemotron_3_ultra_gb300_fp8mx_config

Shared builder for Nemotron 3 Ultra GB300 MXFP8 GTP perf recipes.

nemotron_3_ultra_pretrain_256gpu_gb300_fp8mx_config

Nemotron 3 Ultra (550B-A55B LatentMoE) pretrain: 256Γ— GB300, MXFP8, GTP.

nemotron_3_ultra_pretrain_256gpu_gb300_nvfp4_config

Nemotron 3 Ultra (550B-A55B LatentMoE) pretrain: 256Γ— GB300, NVFP4, GTP.

_build_nemotron_3_nano_gb300_bf16

Shared HybridEP BF16 base for the Nemotron 3 Nano GB300 recipe and its VRNVL72 alias.

nemotron_3_nano_pretrain_8gpu_gb300_bf16_config

Nemotron 3 Nano pretrain: 8Γ— GB300, BF16, NCCL EP.

_build_nemotron_3_nano_gb300_mxfp8

nemotron_3_nano_pretrain_8gpu_gb300_fp8mx_config

Nemotron 3 Nano pretrain: 8Γ— GB300, MXFP8.

nemotron_3_nano_pretrain_8gpu_gb300_nvfp4_config

Nemotron 3 Nano pretrain: 8Γ— GB300, NVFP4.

_build_nemotron_3_5_lightning_gb300_bf16

Shared HybridEP BF16 base for the Nemotron 3.5 Lightning GB300 recipe and its VRNVL72 alias.

nemotron_3_5_lightning_pretrain_8gpu_gb300_bf16_config

Nemotron 3.5 Lightning pretrain: 8Γ— GB300, BF16, NCCL EP.

_build_nemotron_3_5_lightning_gb300_mxfp8

nemotron_3_5_lightning_pretrain_8gpu_gb300_fp8mx_config

Nemotron 3.5 Lightning pretrain: 8Γ— GB300, MXFP8 with full-iteration CUDA graph.

nemotron_3_5_lightning_pretrain_8gpu_gb300_fp8mx_fsdp_config

Nemotron 3.5 Lightning pretrain: 8Γ— GB300, MXFP8, Megatron FSDP.

nemotron_3_5_lightning_pretrain_8gpu_gb300_nvfp4_config

Nemotron 3.5 Lightning pretrain: 8Γ— GB300, NVFP4.

Data#

API#

bridge.perf_recipes.nemotronh.gb300.nemotronh._NEMOTRON_3_5_LIGHTNING_MODEL_ID#

β€˜nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16’

bridge.perf_recipes.nemotronh.gb300.nemotronh._NEMOTRON_3_5_LIGHTNING_MODEL_REVISION#

β€˜b3caaabed0263651a17dc1f2d4ce97e794f76c44’

bridge.perf_recipes.nemotronh.gb300.nemotronh._build_nemotron_3_super_gb300_bf16() → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#

Shared HybridEP BF16 base for the Nemotron 3 Super GB300 recipe and its VRNVL72 alias.

bridge.perf_recipes.nemotronh.gb300.nemotronh.nemotron_3_super_pretrain_64gpu_gb300_bf16_config() → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#

Nemotron 3 Super pretrain: 64Γ— GB300, BF16, NCCL EP.

bridge.perf_recipes.nemotronh.gb300.nemotronh._build_nemotron_3_super_gb300_mxfp8() → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#
bridge.perf_recipes.nemotronh.gb300.nemotronh.nemotron_3_super_pretrain_64gpu_gb300_fp8mx_config() → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#

Nemotron 3 Super pretrain: 64Γ— GB300, MXFP8 with full-iteration CUDA graph.

bridge.perf_recipes.nemotronh.gb300.nemotronh._build_nemotron_3_super_gb300_nvfp4() → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#

Shared HybridEP NVFP4 base for the Nemotron 3 Super GB300 recipe and its VRNVL72 alias.

bridge.perf_recipes.nemotronh.gb300.nemotronh.nemotron_3_super_pretrain_64gpu_gb300_nvfp4_config() → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#

Nemotron 3 Super pretrain: 64Γ— GB300, NVFP4, NCCL EP.

bridge.perf_recipes.nemotronh.gb300.nemotronh._nemotron_3_ultra_gb300_fp8mx_config(
*,
num_gpus: int,
expert_model_parallel_size: int,
global_batch_size: int,
) → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#

Shared builder for Nemotron 3 Ultra GB300 MXFP8 GTP perf recipes.

bridge.perf_recipes.nemotronh.gb300.nemotronh.nemotron_3_ultra_pretrain_256gpu_gb300_fp8mx_config(
*,
num_gpus: int = 256,
) → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#

Nemotron 3 Ultra (550B-A55B LatentMoE) pretrain: 256Γ— GB300, MXFP8, GTP.

TP1 / PP1 / CP1 / EP64 / ETP1, GBS 256 / MBS 1, seq 8192, BF16 + MXFP8 mixed precision, dense GTP64, NCCLEP flex dispatcher, CuteDSL fused grouped MLP, selective recompute + fine-grained activation offload of the expert MLP, MTP=2.

Parameters:

num_gpus – Launch GPU count used to size HSDP optimizer instances. Defaults to the canonical 256-GPU benchmark allocation.

bridge.perf_recipes.nemotronh.gb300.nemotronh.nemotron_3_ultra_pretrain_256gpu_gb300_nvfp4_config(
*,
num_gpus: int = 256,
) → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#

Nemotron 3 Ultra (550B-A55B LatentMoE) pretrain: 256Γ— GB300, NVFP4, GTP.

TP1 / PP1 / CP1 / EP64 / ETP1, GBS 256 / MBS 1, seq 8192, BF16 + NVFP4 mixed precision, dense GTP64, NCCLEP flex dispatcher with local attention/Mamba CUDA graphs, CuteDSL fused grouped MLP, selective recompute + fine-grained activation offload of the expert MLP, MTP=2.

Parameters:

num_gpus – Retained for compatibility; sharding is rack-local and the distributed-optimizer instance count is fixed at one.

bridge.perf_recipes.nemotronh.gb300.nemotronh._build_nemotron_3_nano_gb300_bf16() → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#

Shared HybridEP BF16 base for the Nemotron 3 Nano GB300 recipe and its VRNVL72 alias.

bridge.perf_recipes.nemotronh.gb300.nemotronh.nemotron_3_nano_pretrain_8gpu_gb300_bf16_config() → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#

Nemotron 3 Nano pretrain: 8Γ— GB300, BF16, NCCL EP.

bridge.perf_recipes.nemotronh.gb300.nemotronh._build_nemotron_3_nano_gb300_mxfp8() → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#
bridge.perf_recipes.nemotronh.gb300.nemotronh.nemotron_3_nano_pretrain_8gpu_gb300_fp8mx_config() → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#

Nemotron 3 Nano pretrain: 8Γ— GB300, MXFP8.

bridge.perf_recipes.nemotronh.gb300.nemotronh.nemotron_3_nano_pretrain_8gpu_gb300_nvfp4_config() → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#

Nemotron 3 Nano pretrain: 8Γ— GB300, NVFP4.

bridge.perf_recipes.nemotronh.gb300.nemotronh._build_nemotron_3_5_lightning_gb300_bf16() → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#

Shared HybridEP BF16 base for the Nemotron 3.5 Lightning GB300 recipe and its VRNVL72 alias.

bridge.perf_recipes.nemotronh.gb300.nemotronh.nemotron_3_5_lightning_pretrain_8gpu_gb300_bf16_config() → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#

Nemotron 3.5 Lightning pretrain: 8Γ— GB300, BF16, NCCL EP.

bridge.perf_recipes.nemotronh.gb300.nemotronh._build_nemotron_3_5_lightning_gb300_mxfp8() → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#
bridge.perf_recipes.nemotronh.gb300.nemotronh.nemotron_3_5_lightning_pretrain_8gpu_gb300_fp8mx_config() → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#

Nemotron 3.5 Lightning pretrain: 8Γ— GB300, MXFP8 with full-iteration CUDA graph.

bridge.perf_recipes.nemotronh.gb300.nemotronh.nemotron_3_5_lightning_pretrain_8gpu_gb300_fp8mx_fsdp_config() → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#

Nemotron 3.5 Lightning pretrain: 8Γ— GB300, MXFP8, Megatron FSDP.

bridge.perf_recipes.nemotronh.gb300.nemotronh.nemotron_3_5_lightning_pretrain_8gpu_gb300_nvfp4_config() → megatron.bridge.perf_recipes.nemotronh.common.ConfigContainer#

Nemotron 3.5 Lightning pretrain: 8Γ— GB300, NVFP4.