> This page is for version 0.5.0 · 26.06.
> For other versions, use one of these documentation indexes:
> - Nightly (default): https://docs.nvidia.com/nemo/automodel/nightly/llms.txt
> - Latest: https://docs.nvidia.com/nemo/automodel/latest/llms.txt
> - 0.5.0 · 26.06: https://docs.nvidia.com/nemo/automodel/v0.5/llms.txt
> - 0.4.0 · 26.04: https://docs.nvidia.com/nemo/automodel/v0.4/llms.txt

> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/nemo/automodel/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/nemo/automodel/_mcp/server.

# nemo_automodel.components.moe

## Subpackages

* **[`nemo_automodel.components.moe.megatron`](/nemo-automodel/nemo_automodel/components/moe/megatron)**
* **[`nemo_automodel.components.moe.uccl_ep`](/nemo-automodel/nemo_automodel/components/moe/uccl_ep)**

## Submodules

* **[`nemo_automodel.components.moe.config`](/nemo-automodel/nemo_automodel/components/moe/config)**
* **[`nemo_automodel.components.moe.experts`](/nemo-automodel/nemo_automodel/components/moe/experts)**
* **[`nemo_automodel.components.moe.fsdp_mixin`](/nemo-automodel/nemo_automodel/components/moe/fsdp_mixin)**
* **[`nemo_automodel.components.moe.layers`](/nemo-automodel/nemo_automodel/components/moe/layers)**
* **[`nemo_automodel.components.moe.load_balance_metrics`](/nemo-automodel/nemo_automodel/components/moe/load_balance_metrics)**
* **[`nemo_automodel.components.moe.mok_experts`](/nemo-automodel/nemo_automodel/components/moe/mok_experts)**
* **[`nemo_automodel.components.moe.mxfp8`](/nemo-automodel/nemo_automodel/components/moe/mxfp8)**
* **[`nemo_automodel.components.moe.optimized_ops`](/nemo-automodel/nemo_automodel/components/moe/optimized_ops)**
* **[`nemo_automodel.components.moe.parallelizer`](/nemo-automodel/nemo_automodel/components/moe/parallelizer)**
* **[`nemo_automodel.components.moe.quantized_experts`](/nemo-automodel/nemo_automodel/components/moe/quantized_experts)**
* **[`nemo_automodel.components.moe.router_replay`](/nemo-automodel/nemo_automodel/components/moe/router_replay)**
* **[`nemo_automodel.components.moe.state_dict_mixin`](/nemo-automodel/nemo_automodel/components/moe/state_dict_mixin)**
* **[`nemo_automodel.components.moe.state_dict_utils`](/nemo-automodel/nemo_automodel/components/moe/state_dict_utils)**
* **[`nemo_automodel.components.moe.swiglu_triton`](/nemo-automodel/nemo_automodel/components/moe/swiglu_triton)**
* **[`nemo_automodel.components.moe.tp_plan_validation`](/nemo-automodel/nemo_automodel/components/moe/tp_plan_validation)**