From 75280f808715d780e56ef8d0f876843ffdff9c8a Mon Sep 17 00:00:00 2001
From: Naren Dasan <naren@narendasan.com>
Date: Thu, 23 Apr 2026 00:24:05 +0000
Subject: [PATCH] fix: ND input quantization

---
 .../conversion/impl/dynamic_block_quantize.py |  48 +-
 tests/py/dynamo/models/test_models_export.py  | 134 +++
 uv.lock                                       | 898 ++++++++++++++----
 3 files changed, 872 insertions(+), 208 deletions(-)

diff --git a/py/torch_tensorrt/dynamo/conversion/impl/dynamic_block_quantize.py b/py/torch_tensorrt/dynamo/conversion/impl/dynamic_block_quantize.py
index 531d7297d5..480c2845e5 100644
--- a/py/torch_tensorrt/dynamo/conversion/impl/dynamic_block_quantize.py
+++ b/py/torch_tensorrt/dynamo/conversion/impl/dynamic_block_quantize.py
@@ -1,9 +1,7 @@
 from typing import Optional, Union
 
 import numpy as np
-import tensorrt as trt
 import torch
-from tensorrt import ITensor as TRTTensor
 from torch.fx.experimental.proxy_tensor import unset_fake_temporarily
 from torch.fx.node import Target
 from torch_tensorrt._utils import is_tensorrt_version_supported
@@ -14,6 +12,9 @@
     set_layer_name,
 )
 
+import tensorrt as trt
+from tensorrt import ITensor as TRTTensor
+
 if is_tensorrt_version_supported("10.8.0"):
 
     def quantize(
@@ -33,11 +34,28 @@ def quantize(
         Adds quantize and dequantize ops (QDQ) which quantize to FP4 based
         on the output_type set and dequantizes them back.
         """
-        if len(input_tensor.shape) not in (2, 3):
-            raise ValueError(
-                f"dynamic_block_quantize converter received an input of {input_tensor.shape} shape. Supported shapes: 2D or 3D"
-            )
+        # Save original shape before any reshape so we can restore it.
+        original_shape = tuple(input_tensor.shape)
+        # FP4 block quantization requires 2D or 3D inputs.  For higher-rank
+        # tensors (e.g. a patch-embed reshape to (B, C, pH, pW, kH, kW)) we
+        # flatten all leading dimensions into one, quantize in 2D, then
+        # restore the original shape on the output.
+        needs_reshape = len(original_shape) > 3
+
         with unset_fake_temporarily():
+            if needs_reshape:
+                last_dim = original_shape[-1]
+                is_weight = ".weight_quantizer" in name
+                if is_weight:
+                    # torch.Tensor path: plain reshape
+                    input_tensor = input_tensor.reshape(-1, last_dim)
+                else:
+                    # TRTTensor path: insert a shuffle (reshape) layer
+                    reshape_layer = ctx.net.add_shuffle(input_tensor)
+                    reshape_layer.reshape_dims = (-1, last_dim)
+                    reshape_layer.name = f"{name}_reshape_to_2d"
+                    input_tensor = reshape_layer.get_output(0)
+
             axis = -1
             global_scale = _calculate_global_scale(ctx, name, amax)
             if ".weight_quantizer" in name:
@@ -64,6 +82,24 @@ def quantize(
                 raise ValueError(
                     f"quantizer received an input of {name}. Supported values: weight_quantizer | input_quantizer"
                 )
+
+            if needs_reshape:
+                restore_dims = list(original_shape)
+                # TRT reshape_dims allows at most one -1 (inferred dimension).
+                # More than one dynamic dim requires shape-tensor API which is
+                # not yet implemented here.
+                dynamic_count = sum(1 for d in restore_dims if d == -1)
+                if dynamic_count > 1:
+                    raise ValueError(
+                        f"dynamic_block_quantize: cannot restore tensor to shape "
+                        f"{original_shape} — found {dynamic_count} dynamic dimensions "
+                        f"(TRT reshape supports at most one inferred dimension)"
+                    )
+                restore_layer = ctx.net.add_shuffle(output)
+                restore_layer.reshape_dims = tuple(restore_dims)
+                restore_layer.name = f"{name}_reshape_from_2d"
+                output = restore_layer.get_output(0)
+
             return output
 
     def _dynamic_double_quantize(
diff --git a/tests/py/dynamo/models/test_models_export.py b/tests/py/dynamo/models/test_models_export.py
index eae14faf2d..1b3383bed3 100644
--- a/tests/py/dynamo/models/test_models_export.py
+++ b/tests/py/dynamo/models/test_models_export.py
@@ -345,6 +345,140 @@ def calibrate_loop(model):
             assert torch.allclose(expected_output, outputs_trt, rtol=0.3, atol=0.3)
 
 
+@unittest.skipIf(
+    torch.cuda.get_device_capability() < (10, 0),
+    "FP4 quantization requires compute capability 10.0 or later",
+)
+@unittest.skipIf(
+    not importlib.util.find_spec("modelopt"),
+    "ModelOpt is required to run this test",
+)
+@unittest.skipIf(
+    platform.system() != "Linux",
+    "modelopt is only supported on Linux",
+)
+@pytest.mark.unit
+def test_nvfp4_nd_input_quantizer(ir):
+    """Regression test for #4201: dynamic_block_quantize must handle N-D (>3D)
+    input tensors that arise when a reshape precedes the input_quantizer."""
+    import modelopt.torch.quantization as mtq
+    from modelopt.torch.quantization.utils import export_torch_mode
+
+    dtype = torch.float16
+
+    class PatchEmbedLike(torch.nn.Module):
+        """Mimics the reshape->linear pattern from Qwen3-VL patch_embed.proj
+        that triggered the original crash: input is reshaped to 5-D before
+        the FP4 input_quantizer fires."""
+
+        def __init__(self) -> None:
+            super().__init__()
+            # kernel decomposition: (C, kH, kW) -> embed_dim
+            self.proj = torch.nn.Linear(
+                in_features=3 * 2 * 16,  # C * kH * kW = 96
+                out_features=32,
+                bias=False,
+                dtype=dtype,
+            )
+
+        def forward(self, x: torch.Tensor) -> torch.Tensor:
+            # x: (N, 3, 2, 16) — already 4-D from an upstream reshape
+            x = x.reshape(x.shape[0], -1)  # (N, 96)
+            return self.proj(x)
+
+    def calibrate_loop(model: torch.nn.Module) -> None:
+        model(input_tensor)
+
+    # 4-D input: (batch, C, kH, kW) where C*kH*kW must be divisible by
+    # the FP4 block size (16).
+    input_tensor = torch.randn(64, 3, 2, 16, dtype=dtype).cuda()
+    model = PatchEmbedLike().eval().cuda()
+
+    quant_cfg = mtq.NVFP4_DEFAULT_CFG
+    mtq.quantize(model, quant_cfg, forward_loop=calibrate_loop)
+
+    with torch.no_grad():
+        with export_torch_mode():
+            exp_program = torch.export.export(model, (input_tensor,), strict=False)
+            trt_model = torchtrt.dynamo.compile(
+                exp_program,
+                inputs=[input_tensor],
+                min_block_size=1,
+                cache_built_engines=False,
+                reuse_cached_engines=False,
+                use_explicit_typing=True,
+            )
+            expected = model(input_tensor)
+            outputs_trt = trt_model(input_tensor)
+            abs_diff = torch.abs(expected - outputs_trt)
+            assert torch.allclose(
+                expected, outputs_trt, rtol=0.3, atol=0.3
+            ), f"max abs diff: {abs_diff.max().item()}"
+
+
+@unittest.skipIf(
+    torch.cuda.get_device_capability() < (8, 9),
+    "FP8 quantization requires compute capability 8.9 or later",
+)
+@unittest.skipIf(
+    not importlib.util.find_spec("modelopt"),
+    "ModelOpt is required to run this test",
+)
+@unittest.skipIf(
+    platform.system() != "Linux",
+    "modelopt is only supported on Linux",
+)
+@pytest.mark.unit
+def test_fp8_and_input_quantizer(ir):
+    """FP8 analogue of ``test_fp4_and_input_quantizer``: the input_quantizer must
+    handle N-D (>3D) input tensors flowing through a reshape into a Linear."""
+    import modelopt.torch.quantization as mtq
+    from modelopt.torch.quantization.utils import export_torch_mode
+
+    dtype = torch.float16
+
+    class PatchEmbedLike(torch.nn.Module):
+        def __init__(self) -> None:
+            super().__init__()
+            self.proj = torch.nn.Linear(
+                in_features=3 * 2 * 16,
+                out_features=32,
+                bias=False,
+                dtype=dtype,
+            )
+
+        def forward(self, x: torch.Tensor) -> torch.Tensor:
+            # x: (N, 3, 2, 16) — 4-D from an upstream reshape
+            x = x.reshape(x.shape[0], -1)
+            return self.proj(x)
+
+    def calibrate_loop(model: torch.nn.Module) -> None:
+        model(input_tensor)
+
+    input_tensor = torch.randn(64, 3, 2, 16, dtype=dtype).cuda()
+    model = PatchEmbedLike().eval().cuda()
+
+    mtq.quantize(model, mtq.FP8_DEFAULT_CFG, forward_loop=calibrate_loop)
+
+    with torch.no_grad():
+        with export_torch_mode():
+            exp_program = torch.export.export(model, (input_tensor,), strict=False)
+            trt_model = torchtrt.dynamo.compile(
+                exp_program,
+                inputs=[input_tensor],
+                min_block_size=1,
+                cache_built_engines=False,
+                reuse_cached_engines=False,
+                use_explicit_typing=True,
+            )
+            expected = model(input_tensor)
+            outputs_trt = trt_model(input_tensor)
+            abs_diff = torch.abs(expected - outputs_trt)
+            assert torch.allclose(
+                expected, outputs_trt, rtol=5e-2, atol=5e-2
+            ), f"max abs diff: {abs_diff.max().item()}"
+
+
 @unittest.skipIf(
     torch.cuda.get_device_capability() < (8, 9),
     "FP8 quantization requires compute capability 8.9 or later",
diff --git a/uv.lock b/uv.lock
index db4c185ec6..6d951a6817 100644
--- a/uv.lock
+++ b/uv.lock
@@ -49,9 +49,6 @@ conflicts = [[
     { package = "torch-tensorrt", group = "test-ext" },
 ]]
 
-[options]
-prerelease-mode = "allow"
-
 [[package]]
 name = "accelerate"
 version = "1.13.0"
@@ -108,6 +105,9 @@ dependencies = [
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/77/9a/152096d4808df8e4268befa55fba462f440f14beab85e8ad9bf990516918/aiohttp-3.13.5.tar.gz", hash = "sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1", size = 7858271, upload-time = "2026-03-31T22:01:03.343Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/05/98/afd308e35b9d3d8c9ec54c0918f1d722c86dc17ddfec272fcdbcce5a3124/aiohttp-3.13.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bace460460ed20614fa6bc8cb09966c0b8517b8c58ad8046828c6078d25333b5", size = 503535, upload-time = "2026-03-31T21:56:31.935Z" },
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