perf(zerogpu): use native PyTorch inference

Remove FLA, causal-conv, and explicit Triton dependencies so NuExtract3 runs through the supported Transformers and PyTorch CUDA path on ZeroGPU. Select SDPA for attention and update the runtime dependency set to Torch 2.11.

app/gradio.py

@@ -227,6 +227,7 @@ processor = AutoProcessor.from_pretrained(
 model = (
     AutoModelForImageTextToText.from_pretrained(
         model_id,
+        attn_implementation="sdpa",
         dtype=torch.bfloat16,
         trust_remote_code=True,
     )

pyproject.toml

@@ -5,8 +5,6 @@ description = "Add your description here"
 readme = "README.md"
 requires-python = ">=3.12,<3.13"
 dependencies = [
-    "accelerate>=1.14.0",
-    "flash-linear-attention>=0.5.1",
     "gguf>=0.19.0",
     "gradio",
     "huggingface-hub",
@@ -16,11 +14,10 @@ dependencies = [
     "openai>=2.46.0",
     "pillow>=12.3.0",
     "spaces>=0.51.0",
-    "torch==2.9.1",
-    "torchaudio==2.9.1",
+    "torch==2.11.0",
+    "torchaudio==2.11.0",
     "torchvision",
-    "transformers",
-    "triton-windows>=3.5.0.post21",
+    "transformers>=5.5.4",
 ]
 
 [dependency-groups]

requirements.txt

@@ -1,8 +1,5 @@
-accelerate>=1.14.0
-causal-conv1d @ https://github.com/Dao-AILab/causal-conv1d/releases/download/v1.6.2.post1/causal_conv1d-1.6.2.post1%2Bcu12torch2.9cxx11abiTRUE-cp312-cp312-linux_x86_64.whl
-flash-linear-attention[cuda]==0.5.1
 pillow>=12.3.0
 spaces>=0.51.0
-torch==2.9.1
+torch==2.11.0
 torchvision
-transformers
+transformers>=5.5.4

uv.lock

@@ -8,24 +8,6 @@ resolution-markers = [
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 ]
 
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-version = "1.14.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "huggingface-hub" },
-    { name = "numpy" },
-    { name = "packaging" },
-    { name = "psutil" },
-    { name = "pyyaml" },
-    { name = "safetensors" },
-    { name = "torch" },
-]
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 ]
 
+[[package]]
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+version = "13.3.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
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+version = "1.6.0"
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+]
+
+[package.optional-dependencies]
+cublas = [
+    { name = "nvidia-cublas", marker = "sys_platform == 'linux'" },
+]
+cudart = [
+    { name = "nvidia-cuda-runtime", marker = "sys_platform == 'linux'" },
+]
+cufft = [
+    { name = "nvidia-cufft", marker = "sys_platform == 'linux'" },
+]
+cufile = [
+    { name = "nvidia-cufile", marker = "sys_platform == 'linux'" },
+]
+cupti = [
+    { name = "nvidia-cuda-cupti", marker = "sys_platform == 'linux'" },
+]
+curand = [
+    { name = "nvidia-curand", marker = "sys_platform == 'linux'" },
+]
+cusolver = [
+    { name = "nvidia-cusolver", marker = "sys_platform == 'linux'" },
+]
+cusparse = [
+    { name = "nvidia-cusparse", marker = "sys_platform == 'linux'" },
+]
+nvjitlink = [
+    { name = "nvidia-nvjitlink", marker = "sys_platform == 'linux'" },
+]
+nvrtc = [
+    { name = "nvidia-cuda-nvrtc", marker = "sys_platform == 'linux'" },
+]
+nvtx = [
+    { name = "nvidia-nvtx", marker = "sys_platform == 'linux'" },
+]
+
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 name = "debugpy"
 version = "1.8.21"
@@ -208,15 +253,6 @@ wheels = [
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-dependencies = [
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-
 [[package]]
 name = "fsspec"
 version = "2026.4.0"
@@ -705,8 +716,6 @@ name = "numarkapp"
 version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
-    { name = "accelerate" },
-    { name = "flash-linear-attention" },
     { name = "gguf" },
     { name = "gradio" },
     { name = "huggingface-hub" },
@@ -717,12 +726,9 @@ dependencies = [
     { name = "pillow" },
     { name = "spaces" },
     { name = "torch" },
-    { name = "torchaudio", version = "2.9.1", source = { registry = "https://download.pytorch.org/whl/cu130" }, marker = "platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'" },
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+    { name = "torchaudio" },
+    { name = "torchvision" },
     { name = "transformers" },
-    { name = "triton-windows" },
 ]
 
 [package.dev-dependencies]
@@ -732,8 +738,6 @@ dev = [
 
 [package.metadata]
 requires-dist = [
-    { name = "accelerate", specifier = ">=1.14.0" },
-    { name = "flash-linear-attention", specifier = ">=0.5.1" },
     { name = "gguf", specifier = ">=0.19.0" },
     { name = "gradio" },
     { name = "huggingface-hub" },
@@ -743,11 +747,10 @@ requires-dist = [
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     { name = "pillow", specifier = ">=12.3.0" },
     { name = "spaces", specifier = ">=0.51.0" },
-    { name = "torch", specifier = "==2.9.1", index = "https://download.pytorch.org/whl/cu130" },
-    { name = "torchaudio", specifier = "==2.9.1", index = "https://download.pytorch.org/whl/cu130" },
+    { name = "torch", specifier = "==2.11.0", index = "https://download.pytorch.org/whl/cu130" },
+    { name = "torchaudio", specifier = "==2.11.0", index = "https://download.pytorch.org/whl/cu130" },
     { name = "torchvision", index = "https://download.pytorch.org/whl/cu130" },
-    { name = "transformers" },
-    { name = "triton-windows", specifier = ">=3.5.0.post21" },
+    { name = "transformers", specifier = ">=5.5.4" },
 ]
 
 [package.metadata.requires-dev]
@@ -774,71 +777,71 @@ wheels = [
 
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