[JAX] Remove shard_map from MoEBlock to support quant before FSDP AG using Grouped quant+GEMM custom partitioning rules

.gitmodules

@@ -7,3 +7,7 @@
 [submodule "3rdparty/cutlass"]
 	path = 3rdparty/cutlass
 	url = https://github.com/NVIDIA/cutlass.git
+[submodule "3rdparty/nccl"]
+	path = 3rdparty/nccl
+  url = https://github.com/NVIDIA/nccl.git
+  branch = v2.30u1

build_tools/jax.py

@@ -103,13 +103,50 @@ def setup_jax_extension(
 
     setup_mpi_flags(include_dirs, cxx_flags)
 
+    # NCCL EP is on by default. Set NVTE_BUILD_WITH_NCCL_EP=0 to skip it.
+    build_with_nccl_ep = bool(int(os.getenv("NVTE_BUILD_WITH_NCCL_EP", "1")))
+    libraries = []
+    submod_lib_dir = None
+    submod_nccl_inc = None
+    if build_with_nccl_ep:
+        cxx_flags.append("-DNVTE_WITH_NCCL_EP")
+        # Headers + libs come from the in-tree 3rdparty/nccl submodule build
+        # (auto-produced by setup.py).
+        libraries = ["nccl", "nccl_ep"]
+        # NCCL EP requires SM>=90 (Hopper+).
+        archs_env = os.getenv("NVTE_CUDA_ARCHS", "")
+        for a in archs_env.split(";"):
+            a_num = "".join(c for c in a if c.isdigit())
+            if a_num and int(a_num) < 90:
+                raise RuntimeError(
+                    f"NCCL EP requires CUDA arch >= 90 (Hopper or newer); got '{a}' in"
+                    " NVTE_CUDA_ARCHS."
+                )
+        submod_root = (common_header_files / ".." / "3rdparty" / "nccl").resolve()
+        submod_ep_inc = submod_root / "contrib" / "nccl_ep" / "include"
+        if not (submod_ep_inc / "nccl_ep.h").exists():
+            raise RuntimeError(
+                f"NCCL EP header not found at {submod_ep_inc}/nccl_ep.h. "
+                "Run `git submodule update --init --recursive` to checkout 3rdparty/nccl."
+            )
+        include_dirs.append(submod_ep_inc)
+        submod_lib_dir = submod_root / "build" / "lib"
+        submod_nccl_inc = submod_root / "build" / "include"
+
     # Define TE/JAX as a Pybind11Extension
     from pybind11.setup_helpers import Pybind11Extension
 
-    return Pybind11Extension(
+    ext = Pybind11Extension(
         "transformer_engine_jax",
         sources=[str(path) for path in sources],
         include_dirs=[str(path) for path in include_dirs],
         extra_compile_args=cxx_flags,
-        libraries=["nccl"],
+        libraries=libraries,
     )
+    if submod_lib_dir is not None:
+        ext.library_dirs.append(str(submod_lib_dir))
+        ext.runtime_library_dirs.append(str(submod_lib_dir))
+        # Prefer submodule's nccl.h when present (matches the C++ side).
+        if (submod_nccl_inc / "nccl.h").exists():
+            ext.include_dirs.insert(0, str(submod_nccl_inc))
+    return ext