From 80bdf800e4b36ff87529b05399e67fcdfca420ca Mon Sep 17 00:00:00 2001 From: ashors1 Date: Thu, 18 Dec 2025 12:24:51 -0800 Subject: [PATCH 1/6] add muon documentation Signed-off-by: ashors1 --- docs/guides/muon-optimizer.md | 76 +++++++++++++++++++++++++++++++++++ docs/index.md | 1 + pyproject.toml | 1 + 3 files changed, 78 insertions(+) create mode 100644 docs/guides/muon-optimizer.md diff --git a/docs/guides/muon-optimizer.md b/docs/guides/muon-optimizer.md new file mode 100644 index 0000000000..ccb17d01db --- /dev/null +++ b/docs/guides/muon-optimizer.md @@ -0,0 +1,76 @@ +# Muon Optimizer + +This guide explains how to use the Muon optimizer with NeMo RL for training large language models. + +## What is Muon? + +**Muon** (MomentUm Orthogonalized by Newton-schulz) is an optimizer from [Moonshot AI](https://arxiv.org/abs/2502.16982) that achieves ~2× sample efficiency over AdamW. It applies Newton-Schulz orthogonalization to momentum-based updates, which helps prevent weight matrices from becoming poorly conditioned during training. Muon is used for linear layers while Adam handles non-linear parameters (embeddings, layer norms). + +## Requirements + +Muon is only supported with the **Megatron backend**. Ensure you have: + +1. Megatron submodules initialized: `git submodule update --init --recursive` +2. Megatron backend enabled in your configuration: `policy.megatron_cfg.enabled=True` + +## Basic Usage + +To use Muon with NeMo RL, you need to configure the optimizer through the Megatron configuration. Here's an example command for SFT: + +```bash +uv run examples/run_sft.py \ + policy.megatron_cfg.enabled=true \ + ++policy.megatron_cfg.optimizer.optimizer=dist_muon \ + ++policy.megatron_cfg.optimizer.muon_scale_mode=spectral \ + ++policy.megatron_cfg.optimizer.muon_momentum=0.9 \ + ++policy.megatron_cfg.optimizer.muon_use_nesterov=False \ + ++policy.megatron_cfg.optimizer.muon_extra_scale_factor=0.5 \ + policy.megatron_cfg.optimizer.use_precision_aware_optimizer=false \ + policy.megatron_cfg.optimizer.use_distributed_optimizer=false +``` + +For a full list of Muon-related arguments and a description of each, please refer to the [Megatron documentation](https://github.com/terrykong/Megatron-LM/blob/25a62edf77b5130f888328ca8119d6a76117cf23/megatron/core/optimizer/optimizer_config.py#L128-L150). + +_NOTE_: precision_aware_optimizer and distributed_optimizer are not supported with Muon and should be disabled. + +## Example YAML Configuration + +Here's an example of a complete Megatron optimizer configuration for Muon: + +```yaml +policy: + megatron_cfg: + enabled: true + + optimizer: + optimizer: "dist_muon" + lr: 1e-4 + min_lr: 1e-5 + weight_decay: 0.1 + bf16: true + fp16: false + + # Muon-specific settings + muon_momentum: 0.95 + muon_use_nesterov: false + muon_scale_mode: "spectral" + muon_fp32_matmul_prec: "medium" + muon_num_ns_steps: 5 + muon_tp_mode: "blockwise" + muon_extra_scale_factor: 1.0 + muon_split_qkv: true + + # Disable for Muon + use_distributed_optimizer: false + use_precision_aware_optimizer: false + + clip_grad: 1.0 + + scheduler: + lr_decay_style: "cosine" + lr_warmup_iters: 100 + lr_decay_iters: 1000 + weight_decay_incr_style: "constant" + start_weight_decay: 0.1 + end_weight_decay: 0.1 +``` diff --git a/docs/index.md b/docs/index.md index 051893d618..443b61007c 100644 --- a/docs/index.md +++ b/docs/index.md @@ -216,6 +216,7 @@ guides/eval.md guides/deepseek.md model-quirks.md guides/async-grpo.md +guides/muon-optimizer.md ``` ```{toctree} diff --git a/pyproject.toml b/pyproject.toml index 177feccbd4..bf3122b21e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -98,6 +98,7 @@ mcore = [ # https://github.com/NVIDIA/TransformerEngine/blob/v2.3/transformer_engine/pytorch/attention/dot_product_attention/utils.py#L108 # https://github.com/facebookresearch/xformers/blob/8354497deb2c04c67fbb2e2ad911e86530da0e90/xformers/ops/fmha/flash.py#L76 "flash-attn==2.8.1", + "emerging-optimizers @ git+https://github.com/NVIDIA-NeMo/Emerging-Optimizers.git@cf9909b777ffac18e05b67a6708282cadc000942", ] nemo_gym = ["nemo_gym"] From 13ddf2e0f30bb2ba1fed0c5f9100d007b9a95f8b Mon Sep 17 00:00:00 2001 From: ashors1 Date: Thu, 18 Dec 2025 12:28:53 -0800 Subject: [PATCH 2/6] minor doc fix Signed-off-by: ashors1 --- docs/guides/muon-optimizer.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/guides/muon-optimizer.md b/docs/guides/muon-optimizer.md index ccb17d01db..ff340ddbb6 100644 --- a/docs/guides/muon-optimizer.md +++ b/docs/guides/muon-optimizer.md @@ -4,7 +4,7 @@ This guide explains how to use the Muon optimizer with NeMo RL for training larg ## What is Muon? -**Muon** (MomentUm Orthogonalized by Newton-schulz) is an optimizer from [Moonshot AI](https://arxiv.org/abs/2502.16982) that achieves ~2× sample efficiency over AdamW. It applies Newton-Schulz orthogonalization to momentum-based updates, which helps prevent weight matrices from becoming poorly conditioned during training. Muon is used for linear layers while Adam handles non-linear parameters (embeddings, layer norms). +[**Muon** (MomentUm Orthogonalized by Newton-schulz)](https://arxiv.org/abs/2502.16982) is an optimizer from Moonshot AI that achieves ~2× sample efficiency over AdamW. It applies Newton-Schulz orthogonalization to momentum-based updates, which helps prevent weight matrices from becoming poorly conditioned during training. Muon is used for linear layers while Adam handles non-linear parameters (embeddings, layer norms). ## Requirements From 1cd61e4e0690e5f27d93b1f26603c848b74495ad Mon Sep 17 00:00:00 2001 From: ashors1 Date: Thu, 18 Dec 2025 12:30:12 -0800 Subject: [PATCH 3/6] updtae wording Signed-off-by: ashors1 --- docs/guides/muon-optimizer.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/guides/muon-optimizer.md b/docs/guides/muon-optimizer.md index ff340ddbb6..173d7ed5f9 100644 --- a/docs/guides/muon-optimizer.md +++ b/docs/guides/muon-optimizer.md @@ -4,7 +4,7 @@ This guide explains how to use the Muon optimizer with NeMo RL for training larg ## What is Muon? -[**Muon** (MomentUm Orthogonalized by Newton-schulz)](https://arxiv.org/abs/2502.16982) is an optimizer from Moonshot AI that achieves ~2× sample efficiency over AdamW. It applies Newton-Schulz orthogonalization to momentum-based updates, which helps prevent weight matrices from becoming poorly conditioned during training. Muon is used for linear layers while Adam handles non-linear parameters (embeddings, layer norms). +[**Muon** (MomentUm Orthogonalized by Newton-schulz)](https://arxiv.org/abs/2502.16982) is an optimizer from Moonshot AI that achieves higher sample efficiency compared to AdamW. It applies Newton-Schulz orthogonalization to momentum-based updates, which helps prevent weight matrices from becoming poorly conditioned during training. Muon is used for linear layers while Adam handles non-linear parameters (embeddings, layer norms). ## Requirements From 8d15884bf1a115b3ddd24cc132f5323195d3677c Mon Sep 17 00:00:00 2001 From: ashors1 Date: Mon, 12 Jan 2026 12:53:14 -0800 Subject: [PATCH 4/6] update muon doc with experimental results Signed-off-by: ashors1 --- docs/assets/muon-dapo-reward.png | Bin 0 -> 53326 bytes docs/assets/muon-dapo-val-acc.png | Bin 0 -> 40488 bytes docs/assets/muon-sft-comparison.png | Bin 0 -> 90448 bytes docs/guides/muon-optimizer.md | 62 ++++++++++++++++++++++++++++ 4 files changed, 62 insertions(+) create mode 100644 docs/assets/muon-dapo-reward.png create mode 100644 docs/assets/muon-dapo-val-acc.png create mode 100644 docs/assets/muon-sft-comparison.png diff --git a/docs/assets/muon-dapo-reward.png b/docs/assets/muon-dapo-reward.png new file mode 100644 index 0000000000000000000000000000000000000000..1a46b1510f2cc9a5fb8a9b1c0e1e57e2b3598232 GIT binary patch literal 53326 zcmdqIhd-O`_Xlp(s!>!?l$KJ|Zf#<#qO_%`y=!kl5UN%cZPlugswHgsS zcB}{@$xol>^Nio~ef|D{UtX{KmHWP~bDeXY_c_;fojd0w&ft+2E%kM3A|fJM?FZ^l zh=@pqh=@p@QIcP@m}IeHh=`~woYm9}wAIwO4SYNuo!uOWh#thHq)`|q_g(8jV#nFZ zRMQxPwd9Duyc$(aqmxo)ROSA`%4oRVzeHVjiJ8IhnxBe#`*)(MYd>B_X;ffntL_wR z*|wASW5d;E;J|qh5}uWLx(bm8?hc;vA<2oTvw7adS_=}%+GgC7;tkKqdjGJeh3HBf z5u?E+DGraaS8Pm7#8)z}6Fj(fxyNGRHC!WT6oO##MPQZ8Deng8Z^3_*wO`W8;z>Zn}{Z^ogg1krfB-B zYY)}4z7mk$=bi%$efd)r>RDL=vtn@ZJ_!^Csy`2~vN|@HFct&9iPwhwT%AH6(eLUZtN+i4UAcAYQhMW5bX3V4Lh~ zPM?#|A=0UvU(Y*7O#Gp#S%CS8AB|3-&T3_U%U;(_;)yMCp^=;X7*P;QRf?}e#(r+U z?}G012#aLC?;4+w>+(Kna;A;&hr21%mog;em>Rr8Toq`DN{inX2l_sjgwYeB?-C)UyjRDYwP_Xc z(ZuR2#ww)iBx=^wCE%N=Dv~mnh9h(quCJ5VwX1z1!Y$lpCE;qLBvX-zB^l$k=%tj1al7dhOMI%T zVnBBF@>gZ&w?vF;J}+cz=meu5e)1`xE{Y6`ex!>0BxFGE$F&(no?AD{!g?v$hIWRi zHr%O$CY>s#bAM04gh=$|;UY;OlR3F@XUqcM2}cNRE3ME%+MXEorw4b0KZy6==u)mU z7%MO|B!Bq&d7PkX%IBiTv<1%$DK_~YMg&Klz3Kk!{6g;6jhzHK4gOCJ>l*7R>j~>V zN5p34yLWfV%eXL9`W@_x z+57D$hRv+dYgVrTv4BWu1UQlFrUBI&nW*Z$2rZL`GrBYSFK(OjA2Dghx~S`XrWemi z*DzPR%OiC~l#z=8@$LaH(|dkrDeVW(^#pl1Z(8u7-zz0g_DR`a3lcGXG_PKEyY3w- z8S(he)yuB|w^MHAxqbfmc=&0Kfl}e9A&23NphAj~AhV#JptPZ7F{9y-QAW|B(V>x! zQBt9$aj3>^1L1=FIoVz42xEsi*-W zKg_ZvDf)B9xXC>ccTRV}&aF}_(qfy!_Nm_SJ5w?xV_(I;6qaoiWfU~1SF0Y@d{e#r z)giZQiqYA9O0LLXYb(AsLh5N|d5cPu3O4#!E1OLYFBg)1D_b)gCTHch(Wufm+i2#W z>Cd&5i*`G5+!CIG6$2lmCTSAb<|XSTUpsPS?<;dn)r}=hT784+L!W|Y+D5s5DBD&H zEHt+ZsR^rrJMVVxL_5(?B)rgU)l|*f(R50%9KFAx+Zb!9303Bjn3ATupUQ5`24qW0 zH~Gk$UUJ|0UXa_vdk*Q2=^oPV(wq{K67l!UJf3+Tw`Exmi;dhvIM3VQ$2!Ju_1U&) zRCk4cO}q`0Kvc~iykqX_A8~nS^nFs;wd8)M94t7=zmC>z*)iGqsf{oETCIN_^RL~? 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a/docs/guides/muon-optimizer.md +++ b/docs/guides/muon-optimizer.md @@ -74,3 +74,65 @@ policy: start_weight_decay: 0.1 end_weight_decay: 0.1 ``` + +## Experimental Results + +Using Muon for post-training in NeMo-RL is still in an experimental stage. Currently, we have only tested using Muon for SFT and RL from models that were pre-trained using Adam. While Muon is expected to show the greatest benefit when both pre- and post-training are performed using Muon, we have observed some minor benefit from using Muon for SFT, even when the model was pre-trained using Adam. + +For example, the following is a comparison between Adam and Muon for running SFT on Qwen3-235B-A22B: + +

+Muon vs Adam SFT Comparison +

+ +The full Muon command used for this run is: + +``` +uv run examples/run_sft.py + --config examples/configs/sft_openmathinstruct2_megatron.yaml \ + ++policy.megatron_cfg.optimizer.optimizer=dist_muon \ + ++policy.megatron_cfg.optimizer.muon_scale_mode=spectral \ + ++policy.megatron_cfg.optimizer.muon_momentum=0.9 \ + ++policy.megatron_cfg.optimizer.muon_use_nesterov=False \ + ++policy.megatron_cfg.optimizer.muon_extra_scale_factor=0.2 \ + policy.megatron_cfg.optimizer.use_precision_aware_optimizer=false \ + ++policy.megatron_cfg.optimizer.lr=2e-5 \ + policy.megatron_cfg.optimizer.use_distributed_optimizer=False \ + cluster.num_nodes=4 \ + cluster.gpus_per_node=8 \ + policy.megatron_cfg.pipeline_model_parallel_size=8 \ + policy.megatron_cfg.sequence_parallel=True \ + policy.megatron_cfg.expert_model_parallel_size=8 \ + policy.megatron_cfg.tensor_model_parallel_size=8 \ + policy.sequence_packing.enabled=True \ + policy.model_name=Qwen/Qwen3-235B-A22B \ + policy.tokenizer.name=Qwen/Qwen3-235B-A22B checkpointing.enabled=True \ + cluster.num_nodes=16 \ + policy.megatron_cfg.num_layers_in_first_pipeline_stage=11 \ + policy.megatron_cfg.num_layers_in_last_pipeline_stage=11 +``` + + +Here is a comparison of Muon vs Adam for DAPO with Qwen3.5-7B: + +

+Muon vs Adam DAPO Train Reward +Muon vs Adam DAPO Validation Accuracy +

+ +The command to generate the Muon results is: + +``` +uv run examples/run_grpo_math.py \ + --config examples/configs/recipes/llm/dapo-qwen2.5-7b.yaml \ + ++policy.megatron_cfg.optimizer.optimizer=dist_muon \ + ++policy.megatron_cfg.optimizer.muon_scale_mode=spectral \ + ++policy.megatron_cfg.optimizer.muon_momentum=0.9 \ + ++policy.megatron_cfg.optimizer.muon_use_nesterov=False \ + ++policy.megatron_cfg.optimizer.muon_extra_scale_factor=0.5 \ + policy.megatron_cfg.optimizer.use_precision_aware_optimizer=false \ + policy.megatron_cfg.optimizer.use_distributed_optimizer=False \ + cluster.num_nodes=16 cluster.gpus_per_node=8 \ + policy.sequence_packing.enabled=True \ + ~checkpointing.model_save_format +``` \ No newline at end of file From 4881552ed451754e89711482f8db4bae64dfd06b Mon Sep 17 00:00:00 2001 From: ashors1 Date: Mon, 12 Jan 2026 12:58:10 -0800 Subject: [PATCH 5/6] minor wording changes Signed-off-by: ashors1 --- docs/guides/muon-optimizer.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/guides/muon-optimizer.md b/docs/guides/muon-optimizer.md index 4ae21bd1b8..73471f16e2 100644 --- a/docs/guides/muon-optimizer.md +++ b/docs/guides/muon-optimizer.md @@ -77,7 +77,7 @@ policy: ## Experimental Results -Using Muon for post-training in NeMo-RL is still in an experimental stage. Currently, we have only tested using Muon for SFT and RL from models that were pre-trained using Adam. While Muon is expected to show the greatest benefit when both pre- and post-training are performed using Muon, we have observed some minor benefit from using Muon for SFT, even when the model was pre-trained using Adam. +Muon support in NeMo-RL is experimental. We have tested Muon for SFT and RL on models pre-trained with Adam. While Muon is expected to show the greatest benefit when used for both pre-training and post-training, we have observed minor improvements even when applying Muon only during post-training. For example, the following is a comparison between Adam and Muon for running SFT on Qwen3-235B-A22B: From 6198fa69b29f04afddc3cd8fde87802a8b483dd9 Mon Sep 17 00:00:00 2001 From: Anna Shors Date: Thu, 29 Jan 2026 20:15:44 -0800 Subject: [PATCH 6/6] update emerging-optimizers, fix documentation Signed-off-by: Anna Shors --- docs/guides/muon-optimizer.md | 3 +- pyproject.toml | 2 +- uv.lock | 52 ++++++++++++++++++----------------- 3 files changed, 30 insertions(+), 27 deletions(-) diff --git a/docs/guides/muon-optimizer.md b/docs/guides/muon-optimizer.md index 73471f16e2..fcc8abdcb8 100644 --- a/docs/guides/muon-optimizer.md +++ b/docs/guides/muon-optimizer.md @@ -20,6 +20,7 @@ To use Muon with NeMo RL, you need to configure the optimizer through the Megatr ```bash uv run examples/run_sft.py \ policy.megatron_cfg.enabled=true \ + policy.dtensor_cfg.enabled=true \ ++policy.megatron_cfg.optimizer.optimizer=dist_muon \ ++policy.megatron_cfg.optimizer.muon_scale_mode=spectral \ ++policy.megatron_cfg.optimizer.muon_momentum=0.9 \ @@ -135,4 +136,4 @@ uv run examples/run_grpo_math.py \ cluster.num_nodes=16 cluster.gpus_per_node=8 \ policy.sequence_packing.enabled=True \ ~checkpointing.model_save_format -``` \ No newline at end of file +``` diff --git a/pyproject.toml b/pyproject.toml index b4d58f01df..24f1ab0538 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -102,7 +102,7 @@ mcore = [ "flash-attn==2.8.1", # Remove this once https://github.com/NVIDIA-NeMo/RL/issues/501 resolved "vllm==0.11.2", - "emerging-optimizers @ git+https://github.com/NVIDIA-NeMo/Emerging-Optimizers.git@cf9909b777ffac18e05b67a6708282cadc000942", + "emerging-optimizers==0.1.0", ] nemo_gym = ["nemo_gym"] diff --git a/uv.lock b/uv.lock index 5818765dad..7e24689bef 100644 --- a/uv.lock +++ b/uv.lock @@ -3802,6 +3802,7 @@ fsdp = [ { name = "vllm" }, ] mcore = [ + { name = "emerging-optimizers" }, { name = "flash-attn" }, { name = "megatron-bridge" }, { name = "megatron-core" }, @@ -3871,6 +3872,7 @@ requires-dist = [ { name = "deep-ep", marker = "extra == 'automodel'", git = "https://github.com/deepseek-ai/DeepEP.git?rev=bfded34800dfec415b71503f8205181de90b2480" }, { name = "deep-ep", marker = "extra == 'vllm'", git = "https://github.com/deepseek-ai/DeepEP.git?rev=bfded34800dfec415b71503f8205181de90b2480" }, { name = "deep-gemm", marker = "extra == 'vllm'", git = "https://github.com/deepseek-ai/DeepGEMM.git?rev=7b6b5563b9d4c1ae07ffbce7f78ad3ac9204827c" }, + { name = "emerging-optimizers", marker = "extra == 'mcore'", specifier = "==0.1.0" }, { name = "flash-attn", marker = "extra == 'automodel'", specifier = "==2.8.1" }, { name = "flash-attn", marker = "extra == 'fsdp'", specifier = "==2.8.1" }, { name = "flash-attn", marker = "extra == 'mcore'", specifier = "==2.8.1" }, @@ -7047,21 +7049,21 @@ dependencies = [ { name = "typing-extensions", marker = "sys_platform != 'darwin'" }, ] wheels = [ - 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