update deps

pdm.lock

@@ -5,7 +5,7 @@
 groups = ["default", "data", "dev", "lint", "nb", "tests"]
 strategy = ["inherit_metadata"]
 lock_version = "4.5.0"
-content_hash = "sha256:24af6601a7e3ff5c6715e3fbf3db2b6fbf7c8707e6633011fc2ecfcade9dbe0a"
+content_hash = "sha256:a00615420189e1aaf1b5740745f49e22f1d24a168c4a4b5eb32f658a83d0c333"
 
 [[metadata.targets]]
 requires_python = ">=3.11,<3.14"
@@ -905,6 +905,15 @@ files = [
     {file = "filelock-3.25.0.tar.gz", hash = "sha256:8f00faf3abf9dc730a1ffe9c354ae5c04e079ab7d3a683b7c32da5dd05f26af3"},
 ]
 
+[[package]]
+name = "flatbuffers"
+version = "25.12.19"
+summary = "The FlatBuffers serialization format for Python"
+groups = ["default"]
+files = [
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+]
+
 [[package]]
 name = "fqdn"
 version = "1.5.1"
@@ -1691,6 +1700,43 @@ files = [
     {file = "mistune-3.2.0.tar.gz", hash = "sha256:708487c8a8cdd99c9d90eb3ed4c3ed961246ff78ac82f03418f5183ab70e398a"},
 ]
 
+[[package]]
+name = "ml-dtypes"
+version = "0.5.4"
+requires_python = ">=3.9"
+summary = "ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning."
+groups = ["default", "dev"]
+dependencies = [
+    "numpy>=1.21",
+    "numpy>=1.21.2; python_version >= \"3.10\"",
+    "numpy>=1.23.3; python_version >= \"3.11\"",
+    "numpy>=1.26.0; python_version >= \"3.12\"",
+    "numpy>=2.1.0; python_version >= \"3.13\"",
+]
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+]
+
 [[package]]
 name = "mpmath"
 version = "1.3.0"
@@ -2087,6 +2133,72 @@ files = [
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 ]
 
+[[package]]
+name = "onnx"
+version = "1.20.1"
+requires_python = ">=3.10"
+summary = "Open Neural Network Exchange"
+groups = ["default", "dev"]
+dependencies = [
+    "ml-dtypes>=0.5.0",
+    "numpy>=1.23.2",
+    "protobuf>=4.25.1",
+    "typing-extensions>=4.7.1",
+]
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+
+[[package]]
+name = "onnxruntime"
+version = "1.24.4"
+requires_python = ">=3.11"
+summary = "ONNX Runtime is a runtime accelerator for Machine Learning models"
+groups = ["default"]
+dependencies = [
+    "flatbuffers",
+    "numpy>=1.21.6",
+    "packaging",
+    "protobuf",
+    "sympy",
+]
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+]
+
 [[package]]
 name = "overrides"
 version = "7.7.0"
@@ -2330,6 +2442,23 @@ files = [
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 ]
 
+[[package]]
+name = "protobuf"
+version = "7.34.1"
+requires_python = ">=3.10"
+summary = ""
+groups = ["default", "dev"]
+files = [
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+]
+
 [[package]]
 name = "psutil"
 version = "7.2.2"
@@ -3374,6 +3503,36 @@ files = [
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 ]
 
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+version = "0.25.1"
+requires_python = ">=3.9"
+summary = "Official Python bindings for the Tantivy search engine"
+groups = ["default"]
+files = [
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+    {file = "tantivy-0.25.1-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5dbd4f8f264dacbcc9dee542832da2173fd53deaaea03f082d95214f8b5ed6bc"},
+    {file = "tantivy-0.25.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:824c643ccb640dd9e35e00c5d5054ddf3323f56fe4219d57d428a9eeea13d22c"},
+    {file = "tantivy-0.25.1-cp313-cp313t-win_amd64.whl", hash = "sha256:09c987b840afcebac817836ac08407eff17272d8aa60ce6e291f89c81830221d"},
+    {file = "tantivy-0.25.1.tar.gz", hash = "sha256:68a3314699a7d18fcf338b52bae8ce46a97dde1128a3e47e33fa4db7f71f265e"},
+]
+
 [[package]]
 name = "terminado"
 version = "0.18.1"
@@ -3615,6 +3774,21 @@ files = [
     {file = "triton-3.6.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a619c81f8e77116b1d10aec34d62db72daa5c0fb70a6478c9afab25edb729c52"},
 ]
 
+[[package]]
+name = "triton-windows"
+version = "3.6.0.post26"
+requires_python = "<3.15,>=3.10"
+summary = "A language and compiler for custom Deep Learning operations"
+groups = ["dev"]
+dependencies = [
+    "importlib-metadata; python_version < \"3.10\"",
+]
+files = [
+    {file = "triton_windows-3.6.0.post26-cp311-cp311-win_amd64.whl", hash = "sha256:369a47ed3ca25f6d405387a058b8fbc62e6ff4592bbf87b0c5f6de372ab68931"},
+    {file = "triton_windows-3.6.0.post26-cp312-cp312-win_amd64.whl", hash = "sha256:189d8c57911aa9d2ff983a715e5c967b325f576307db60924cab22b501a36515"},
+    {file = "triton_windows-3.6.0.post26-cp313-cp313-win_amd64.whl", hash = "sha256:033f3d50c6a0e4539a3ccfa042304dbf76bf79155f382f9c09d010323d5a9a32"},
+]
+
 [[package]]
 name = "typer"
 version = "0.24.1"
@@ -3778,3 +3952,18 @@ files = [
     {file = "widgetsnbextension-4.0.15-py3-none-any.whl", hash = "sha256:8156704e4346a571d9ce73b84bee86a29906c9abfd7223b7228a28899ccf3366"},
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 ]
+
+[[package]]
+name = "xformers"
+version = "0.0.34"
+requires_python = ">=3.9"
+summary = "XFormers: A collection of composable Transformer building blocks."
+groups = ["dev"]
+dependencies = [
+    "numpy",
+    "torch==2.10.0",
+]
+files = [
+    {file = "xformers-0.0.34-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:381cc47f43e95893e21b7f04f1aa31dc10a81fc95ba92482e4465a5064c77743"},
+    {file = "xformers-0.0.34-cp39-abi3-win_amd64.whl", hash = "sha256:941979e890dd18e26f9860daa83acb706e658345d18511a962f909067331cc19"},
+]

pyproject.toml

@@ -5,7 +5,7 @@ description = "use case for M.O.P. - T.O.M.: search semantically for problems an
 authors = [
     {name = "d-opt GmbH, resp. Florian Förster", email = "f.foerster@d-opt.com"},
 ]
-dependencies = ["torch>=2.10.0", "torchvision>=0.25.0", "dopt-basics>=0.2.4", "llama-cpp-python>=0.3.16", "lancedb>=0.30.0", "pydantic>=2.12.5", "sentence-transformers>=5.3.0"]
+dependencies = ["torch>=2.10.0", "torchvision>=0.25.0", "dopt-basics>=0.2.4", "llama-cpp-python>=0.3.16", "lancedb>=0.30.0", "pydantic>=2.12.5", "sentence-transformers>=5.3.0", "onnx>=1.20.1", "onnxruntime>=1.24.4", "tantivy>=0.25.1"]
 requires-python = "<3.14,>=3.11"
 readme = "README.md"
 license = {text = "LicenseRef-Proprietary"}
@@ -161,6 +161,9 @@ dev = [
     "tqdm>=4.66.5",
     "peft>=0.18.1",
     "einops>=0.8.2",
+    "onnx>=1.20.1",
+    "triton-windows>=3.6.0.post26",
+    "xformers>=0.0.34",
 ]
 nb = [
     "jupyterlab>=4.3.5",