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# SPEED-bench MTP speculative-decoding run for NVIDIA-Nemotron-3-Super-120B-A12B-BF16 via vLLM.
#
# Nemotron-3-Super-120B-A12B is 120B total params (MoE; 12B active per
# token). BF16 weights = 240 GB total, so tp_size=4 minimum on 80 GB
# H100/A100.
#
# Slurm run on cw_dfw — cells override per-cell knobs via
# pipeline.task_N.args+=[...]:
#
# uv run slurm.py \
# --yaml modules/Model-Optimizer/tools/launcher/examples/Nemotron-h/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/specdec_bench_mtp_vllm.yaml \
# --yes detach=true \
# pipeline.task_0.args+=["--temperature 0","--max_seq_len 65536","--save_dir /scratchspace/<sweep>/qualitative","--draft_length 3"] \
# pipeline.task_1.args+=["--temperature 0","--max_seq_len 65536","--save_dir /scratchspace/<sweep>/throughput_32k","--num_requests 80","--draft_length 3"]

job_name: NVIDIA-Nemotron-3-Super-120B-A12B-BF16_specdec_bench_mtp_vllm

pipeline:
global_vars:
hf_model: /hf-local/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16

# task_0: SPEED qualitative split
task_0:
script: common/specdec_bench/run.sh
args:
- --dataset speed
- --dataset_path /hf-local/nvidia/SPEED-Bench-Internal/qualitative
- --engine VLLM
- --speculative_algorithm MTP
- --draft_length 3
- --tp_size 4
- --ep_size 1
- --concurrency 32
- --output_length 4096
- --aa_timing
- --show_progress
- --save_dir /scratchspace/{sweep_name_default}/qualitative
environment:
- HF_MODEL_CKPT: <<global_vars.hf_model>>
- HF_LOCAL: /hf-local
slurm_config:
_factory_: "slurm_factory"
nodes: 1
ntasks_per_node: 1
gpus_per_node: 4
container: vllm/vllm-openai:v0.22.1

# task_1: SPEED throughput_32k split
task_1:
script: common/specdec_bench/run.sh
args:
- --dataset speed
- --dataset_path /hf-local/nvidia/SPEED-Bench-Internal/throughput_32k
- --engine VLLM
- --speculative_algorithm MTP
- --draft_length 3
- --tp_size 4
- --ep_size 1
- --concurrency 8
- --num_requests 80
- --output_length 4096
- --aa_timing
- --show_progress
- --save_dir /scratchspace/{sweep_name_default}/throughput_32k
environment:
- HF_MODEL_CKPT: <<global_vars.hf_model>>
- HF_LOCAL: /hf-local
slurm_config:
_factory_: "slurm_factory"
nodes: 1
ntasks_per_node: 1
gpus_per_node: 4
container: vllm/vllm-openai:v0.22.1
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