diff --git a/3rdparty/Megatron-LM b/3rdparty/Megatron-LM
index 8f7fbe7860..c72c459901 160000
--- a/3rdparty/Megatron-LM
+++ b/3rdparty/Megatron-LM
@@ -1 +1 @@
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+Subproject commit c72c4599012297cfbd1d57e006b544478b6bbf78
diff --git a/uv.lock b/uv.lock
index aa247423ae..abddaad599 100644
--- a/uv.lock
+++ b/uv.lock
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-    { name = "idna", marker = "python_full_version < '3.13'" },
-    { name = "sniffio", marker = "python_full_version < '3.13'" },
+    { name = "anyio" },
+    { name = "certifi" },
+    { name = "httpcore" },
+    { name = "idna" },
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+    { name = "h2" },
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@@ -2443,8 +2353,7 @@ dependencies = [
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     { name = "fsspec" },
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-    { name = "httpx", version = "0.28.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.13'" },
+    { name = "httpx" },
     { name = "packaging" },
     { name = "pyyaml" },
     { name = "tqdm" },
@@ -2914,26 +2823,26 @@ name = "leptonai"
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-    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
-    { name = "uvicorn", marker = "python_full_version < '3.13'" },
+    { name = "anyio" },
+    { name = "click" },
+    { name = "cloudpickle" },
+    { name = "contextlib2" },
+    { name = "exceptiongroup" },
+    { name = "fastapi" },
+    { name = "httpx", extra = ["http2"] },
+    { name = "huggingface-hub" },
+    { name = "ledoc-ui" },
+    { name = "loguru" },
+    { name = "pillow" },
+    { name = "prometheus-fastapi-instrumentator" },
+    { name = "pydantic" },
+    { name = "python-multipart" },
+    { name = "pyyaml" },
+    { name = "ray", extra = ["default"] },
+    { name = "requests" },
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@@ -3097,8 +3006,8 @@ name = "loguru"
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-    { name = "win32-setctime", marker = "python_full_version < '3.13' and sys_platform == 'win32'" },
+    { name = "colorama", marker = "sys_platform == 'win32'" },
+    { name = "win32-setctime", marker = "sys_platform == 'win32'" },
 ]
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@@ -3407,8 +3316,7 @@ dependencies = [
 
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+    { name = "nemo-run" },
 ]
 tensor-inspect = [
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@@ -3543,23 +3451,23 @@ dev = [
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     { name = "datasets" },
     { name = "einops" },
-    { name = "emerging-optimizers" },
+    { name = "emerging-optimizers", marker = "python_full_version >= '3.12'" },
     { name = "fastapi" },
     { name = "flash-linear-attention" },
     { name = "flashinfer-python" },
+    { name = "flask", extra = ["async"] },
     { name = "hypercorn" },
     { name = "mamba-ssm" },
     { name = "megatron-energon", extra = ["av-decode"] },
     { name = "multi-storage-client" },
+    { name = "nv-grouped-gemm" },
     { name = "nvidia-modelopt" },
     { name = "nvidia-resiliency-ext" },
     { name = "nvtx" },
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-    { name = "openai", extra = ["aiohttp"] },
+    { name = "openai" },
     { name = "opentelemetry-api" },
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@@ -3578,7 +3486,6 @@ mlm = [
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     { name = "causal-conv1d", marker = "extra == 'dev'", specifier = "~=1.5" },
@@ -3587,15 +3494,15 @@ requires-dist = [
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+    { name = "emerging-optimizers", marker = "python_full_version >= '3.12' and extra == 'lts'", git = "https://github.com/NVIDIA-NeMo/Emerging-Optimizers.git?rev=v0.2.0" },
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     { name = "flashinfer-python", marker = "extra == 'lts'", specifier = "~=0.5.0" },
+    { name = "flask", extras = ["async"], marker = "extra == 'dev'" },
     { name = "flask-restful", marker = "extra == 'mlm'" },
-    { name = "flask-restful", marker = "extra == 'training'" },
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@@ -3604,36 +3511,32 @@ requires-dist = [
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     { name = "multi-storage-client", marker = "extra == 'lts'", specifier = "~=0.27" },
     { name = "numpy" },
+    { name = "nv-grouped-gemm", marker = "extra == 'dev'", specifier = "~=1.1" },
+    { name = "nv-grouped-gemm", marker = "extra == 'lts'", specifier = "~=1.1" },
     { name = "nvidia-modelopt", extras = ["torch"], marker = "sys_platform != 'darwin' and extra == 'dev'" },
-    { name = "nvidia-resiliency-ext", marker = "extra == 'dev'", git = "https://github.com/NVIDIA/nvidia-resiliency-ext.git?rev=v0.5.0" },
+    { name = "nvidia-resiliency-ext", marker = "extra == 'dev'" },
     { name = "nvtx", marker = "extra == 'dev'", specifier = "~=0.2" },
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     { name = "onnxscript", marker = "extra == 'lts'" },
-    { name = "openai", extras = ["aiohttp"], marker = "extra == 'dev'" },
+    { name = "openai", marker = "extra == 'dev'" },
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+    { name = "transformer-engine", extras = ["core-cu13", "pytorch"], marker = "extra == 'dev'", git = "https://github.com/NVIDIA/TransformerEngine.git?rev=5671fd3675906cda1ade26c24a65d3dedd88eb89" },
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 ]
-provides-extras = ["training", "mlm", "dev", "lts"]
+provides-extras = ["mlm", "dev", "lts"]
 
 [package.metadata.requires-dev]
 build = [
@@ -3666,12 +3569,11 @@ linting = [
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-    { name = "flash-mla", git = "https://github.com/deepseek-ai/FlashMLA?rev=9edee0c022cd0938148a18e334203b0aab43aa19" },
+    { name = "emerging-optimizers", marker = "python_full_version >= '3.12'", git = "https://github.com/NVIDIA-NeMo/Emerging-Optimizers.git?rev=v0.2.0" },
+    { name = "fast-hadamard-transform", git = "https://github.com/Dao-AILab/fast-hadamard-transform.git?rev=f134af63deb2df17e1171a9ec1ea4a7d8604d5ca" },
 ]
 test = [
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     { name = "nltk" },
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@@ -3838,8 +3740,7 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
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     { name = "click" },
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-    { name = "cloudpickle", version = "3.1.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.13'" },
+    { name = "cloudpickle" },
     { name = "databricks-sdk" },
     { name = "fastapi" },
     { name = "gitpython" },
@@ -4250,62 +4151,25 @@ wheels = [
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