NVIDIA · ericharper · Apr 29, 2026 · Apr 1, 2026 · Apr 22, 2026 · Apr 27, 2026
diff --git a/docs/discussions/README.md b/docs/discussions/README.md
@@ -19,13 +19,9 @@ This directory contains in-depth guides, tutorials, and discussions about optimi
 
 ### Training Guides
 
-- **[Megatron-FSDP User Guide](megatron-fsdp-user-guide/megatron-fsdp-user-guide.md)**
-
-  A practical guide to enable Megatron-FSDP training, including a quick-start example for DeepSeek-V3, required and recommended configurations, and instructions for checkpoint conversion from torch_dist to fsdp_dtensor.
-
 ## Contributing
 
-If you'd like to contribute a guide or tutorial, please follow this structure:
+To contribute a guide or tutorial, follow this structure:
 
 1. Create a new directory: `docs/discussions/your-guide-name/`
 2. Add your main guide: `docs/discussions/your-guide-name/your-guide-name.md`

diff --git a/docs/discussions/megatron-fsdp-user-guide/megatron-fsdp-user-guide.md b/docs/discussions/megatron-fsdp-user-guide/megatron-fsdp-user-guide.md
diff --git a/docs/images/custom_fsdp/FSDP_workflow.png b/docs/images/custom_fsdp/FSDP_workflow.png
diff --git a/docs/images/custom_fsdp/MCore_Custom_FSDP_Class_Diagram.png b/docs/images/custom_fsdp/MCore_Custom_FSDP_Class_Diagram.png
diff --git a/docs/images/megatron_fsdp/DDP_vs_FSDP.png b/docs/images/megatron_fsdp/DDP_vs_FSDP.png
diff --git a/docs/images/custom_fsdp/FSDP_Allreduce.png → docs/images/megatron_fsdp/FSDP_Allreduce.png b/docs/images/custom_fsdp/FSDP_Allreduce.png → docs/images/megatron_fsdp/FSDP_Allreduce.png
diff --git a/docs/images/megatron_fsdp/fsdp_double_buffer.png b/docs/images/megatron_fsdp/fsdp_double_buffer.png
diff --git a/docs/images/megatron_fsdp/fsdp_streams.png b/docs/images/megatron_fsdp/fsdp_streams.png
diff --git a/docs/images/megatron_fsdp/fsdp_v_hfsdp_streams.png b/docs/images/megatron_fsdp/fsdp_v_hfsdp_streams.png
diff --git a/docs/images/megatron_fsdp/hfsdp.png b/docs/images/megatron_fsdp/hfsdp.png
diff --git a/docs/images/megatron_fsdp/lcm_dim0_shard.png b/docs/images/megatron_fsdp/lcm_dim0_shard.png
diff --git a/docs/images/megatron_fsdp/mixed_sharding.png b/docs/images/megatron_fsdp/mixed_sharding.png
diff --git a/docs/images/megatron_fsdp/quantized_param_gather.png b/docs/images/megatron_fsdp/quantized_param_gather.png
diff --git a/docs/images/megatron_fsdp/sharded_quantization.png b/docs/images/megatron_fsdp/sharded_quantization.png
diff --git a/docs/images/megatron_fsdp/uneven_sharding.png b/docs/images/megatron_fsdp/uneven_sharding.png
diff --git a/docs/images/megatron_fsdp/zero3_model_state.png b/docs/images/megatron_fsdp/zero3_model_state.png
diff --git a/docs/index.md b/docs/index.md
@@ -67,7 +67,7 @@ models/index
 
 user-guide/features/moe
 user-guide/features/context_parallel
-user-guide/features/custom_fsdp
+user-guide/features/megatron_fsdp
 user-guide/features/dist_optimizer
 user-guide/features/optimizer_cpu_offload
 user-guide/features/pipeline_parallel_layout