diff --git a/TransformerLens b/TransformerLens
index 6081d8b4..c634fae8 160000
--- a/TransformerLens
+++ b/TransformerLens
@@ -1 +1 @@
-Subproject commit 6081d8b4e4aa40af77f0ea0fa0351fc1c947023f
+Subproject commit c634fae8e86e6eaeb3641ab8755b134e105aee9f
diff --git a/pdm.lock b/pdm.lock
index 33d4eb98..7a3f29f1 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -3,7 +3,7 @@
 
 [metadata]
 groups = ["default", "dev"]
-strategy = ["cross_platform", "inherit_metadata"]
+strategy = []
 lock_version = "4.5.0"
 content_hash = "sha256:5e4b3c69c9533bfcd678cadfd52b7e960d124dd0084481ee38295949dd8df3f2"
 
@@ -12,65 +12,69 @@ requires_python = "==3.10.*"
 
 [[package]]
 name = "accelerate"
-version = "0.31.0"
-requires_python = ">=3.8.0"
-summary = "Accelerate"
-groups = ["default", "dev"]
+version = "1.1.1"
+summary = ""
 dependencies = [
     "huggingface-hub",
-    "numpy>=1.17",
-    "packaging>=20.0",
+    "numpy",
+    "packaging",
     "psutil",
     "pyyaml",
-    "safetensors>=0.3.1",
-    "torch>=1.10.0",
+    "safetensors",
+    "torch",
 ]
 files = [
-    {file = "accelerate-0.31.0-py3-none-any.whl", hash = "sha256:0fc608dc49584f64d04711a39711d73cb0ad4ef3d21cddee7ef2216e29471144"},
-    {file = "accelerate-0.31.0.tar.gz", hash = "sha256:b5199865b26106ccf9205acacbe8e4b3b428ad585e7c472d6a46f6fb75b6c176"},
+    {file = "accelerate-1.1.1-py3-none-any.whl", hash = "sha256:61edd81762131b8d4bede008643fa1e1f3bf59bec710ebda9771443e24feae02"},
+    {file = "accelerate-1.1.1.tar.gz", hash = "sha256:0d39dfac557052bc735eb2703a0e87742879e1e40b88af8a2f9a93233d4cd7db"},
+]
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.4.3"
+summary = ""
+files = [
+    {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"},
+    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
 ]
 
 [[package]]
 name = "aiohttp"
-version = "3.9.5"
-requires_python = ">=3.8"
-summary = "Async http client/server framework (asyncio)"
-groups = ["default", "dev"]
+version = "3.10.10"
+summary = ""
 dependencies = [
-    "aiosignal>=1.1.2",
-    "async-timeout<5.0,>=4.0; python_version < \"3.11\"",
-    "attrs>=17.3.0",
-    "frozenlist>=1.1.1",
-    "multidict<7.0,>=4.5",
-    "yarl<2.0,>=1.0",
-]
-files = [
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-    {file = "aiohttp-3.9.5-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:84dabd95154f43a2ea80deffec9cb44d2e301e38a0c9d331cc4aa0166fe28ae3"},
-    {file = "aiohttp-3.9.5-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c8a02fbeca6f63cb1f0475c799679057fc9268b77075ab7cf3f1c600e81dd46b"},
-    {file = "aiohttp-3.9.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c26959ca7b75ff768e2776d8055bf9582a6267e24556bb7f7bd29e677932be72"},
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-    {file = "aiohttp-3.9.5-cp310-cp310-musllinux_1_1_s390x.whl", hash = "sha256:ad7f2919d7dac062f24d6f5fe95d401597fbb015a25771f85e692d043c9d7832"},
-    {file = "aiohttp-3.9.5-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:702e2c7c187c1a498a4e2b03155d52658fdd6fda882d3d7fbb891a5cf108bb10"},
-    {file = "aiohttp-3.9.5-cp310-cp310-win32.whl", hash = "sha256:67c3119f5ddc7261d47163ed86d760ddf0e625cd6246b4ed852e82159617b5fb"},
-    {file = "aiohttp-3.9.5-cp310-cp310-win_amd64.whl", hash = "sha256:471f0ef53ccedec9995287f02caf0c068732f026455f07db3f01a46e49d76bbb"},
-    {file = "aiohttp-3.9.5.tar.gz", hash = "sha256:edea7d15772ceeb29db4aff55e482d4bcfb6ae160ce144f2682de02f6d693551"},
+    "aiohappyeyeballs",
+    "aiosignal",
+    "async-timeout",
+    "attrs",
+    "frozenlist",
+    "multidict",
+    "yarl",
+]
+files = [
+    {file = "aiohttp-3.10.10-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:be7443669ae9c016b71f402e43208e13ddf00912f47f623ee5994e12fc7d4b3f"},
+    {file = "aiohttp-3.10.10-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7b06b7843929e41a94ea09eb1ce3927865387e3e23ebe108e0d0d09b08d25be9"},
+    {file = "aiohttp-3.10.10-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:333cf6cf8e65f6a1e06e9eb3e643a0c515bb850d470902274239fea02033e9a8"},
+    {file = "aiohttp-3.10.10-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:274cfa632350225ce3fdeb318c23b4a10ec25c0e2c880eff951a3842cf358ac1"},
+    {file = "aiohttp-3.10.10-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d9e5e4a85bdb56d224f412d9c98ae4cbd032cc4f3161818f692cd81766eee65a"},
+    {file = "aiohttp-3.10.10-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:2b606353da03edcc71130b52388d25f9a30a126e04caef1fd637e31683033abd"},
+    {file = "aiohttp-3.10.10-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ab5a5a0c7a7991d90446a198689c0535be89bbd6b410a1f9a66688f0880ec026"},
+    {file = "aiohttp-3.10.10-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:578a4b875af3e0daaf1ac6fa983d93e0bbfec3ead753b6d6f33d467100cdc67b"},
+    {file = "aiohttp-3.10.10-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:8105fd8a890df77b76dd3054cddf01a879fc13e8af576805d667e0fa0224c35d"},
+    {file = "aiohttp-3.10.10-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:3bcd391d083f636c06a68715e69467963d1f9600f85ef556ea82e9ef25f043f7"},
+    {file = "aiohttp-3.10.10-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:fbc6264158392bad9df19537e872d476f7c57adf718944cc1e4495cbabf38e2a"},
+    {file = "aiohttp-3.10.10-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:e48d5021a84d341bcaf95c8460b152cfbad770d28e5fe14a768988c461b821bc"},
+    {file = "aiohttp-3.10.10-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:2609e9ab08474702cc67b7702dbb8a80e392c54613ebe80db7e8dbdb79837c68"},
+    {file = "aiohttp-3.10.10-cp310-cp310-win32.whl", hash = "sha256:84afcdea18eda514c25bc68b9af2a2b1adea7c08899175a51fe7c4fb6d551257"},
+    {file = "aiohttp-3.10.10-cp310-cp310-win_amd64.whl", hash = "sha256:9c72109213eb9d3874f7ac8c0c5fa90e072d678e117d9061c06e30c85b4cf0e6"},
+    {file = "aiohttp-3.10.10.tar.gz", hash = "sha256:0631dd7c9f0822cc61c88586ca76d5b5ada26538097d0f1df510b082bad3411a"},
 ]
 
 [[package]]
 name = "aiosignal"
 version = "1.3.1"
-requires_python = ">=3.7"
-summary = "aiosignal: a list of registered asynchronous callbacks"
-groups = ["default", "dev"]
+summary = ""
 dependencies = [
-    "frozenlist>=1.1.0",
+    "frozenlist",
 ]
 files = [
     {file = "aiosignal-1.3.1-py3-none-any.whl", hash = "sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17"},
@@ -80,12 +84,7 @@ files = [
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
-requires_python = ">=3.8"
-summary = "Reusable constraint types to use with typing.Annotated"
-groups = ["default"]
-dependencies = [
-    "typing-extensions>=4.0.0; python_version < \"3.9\"",
-]
+summary = ""
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -93,28 +92,23 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.4.0"
-requires_python = ">=3.8"
-summary = "High level compatibility layer for multiple asynchronous event loop implementations"
-groups = ["default"]
+version = "4.6.2.post1"
+summary = ""
 dependencies = [
-    "exceptiongroup>=1.0.2; python_version < \"3.11\"",
-    "idna>=2.8",
-    "sniffio>=1.1",
-    "typing-extensions>=4.1; python_version < \"3.11\"",
+    "exceptiongroup",
+    "idna",
+    "sniffio",
+    "typing-extensions",
 ]
 files = [
-    {file = "anyio-4.4.0-py3-none-any.whl", hash = "sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7"},
-    {file = "anyio-4.4.0.tar.gz", hash = "sha256:5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94"},
+    {file = "anyio-4.6.2.post1-py3-none-any.whl", hash = "sha256:6d170c36fba3bdd840c73d3868c1e777e33676a69c3a72cf0a0d5d6d8009b61d"},
+    {file = "anyio-4.6.2.post1.tar.gz", hash = "sha256:4c8bc31ccdb51c7f7bd251f51c609e038d63e34219b44aa86e47576389880b4c"},
 ]
 
 [[package]]
 name = "appnope"
 version = "0.1.4"
-requires_python = ">=3.6"
-summary = "Disable App Nap on macOS >= 10.9"
-groups = ["dev"]
-marker = "platform_system == \"Darwin\""
+summary = ""
 files = [
     {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
     {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
@@ -123,8 +117,7 @@ files = [
 [[package]]
 name = "argparse"
 version = "1.4.0"
-summary = "Python command-line parsing library"
-groups = ["default"]
+summary = ""
 files = [
     {file = "argparse-1.4.0-py2.py3-none-any.whl", hash = "sha256:c31647edb69fd3d465a847ea3157d37bed1f95f19760b11a47aa91c04b666314"},
     {file = "argparse-1.4.0.tar.gz", hash = "sha256:62b089a55be1d8949cd2bc7e0df0bddb9e028faefc8c32038cc84862aefdd6e4"},
@@ -133,11 +126,9 @@ files = [
 [[package]]
 name = "asttokens"
 version = "2.4.1"
-summary = "Annotate AST trees with source code positions"
-groups = ["dev"]
+summary = ""
 dependencies = [
-    "six>=1.12.0",
-    "typing; python_version < \"3.5\"",
+    "six",
 ]
 files = [
     {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"},
@@ -147,13 +138,7 @@ files = [
 [[package]]
 name = "async-timeout"
 version = "4.0.3"
-requires_python = ">=3.7"
-summary = "Timeout context manager for asyncio programs"
-groups = ["default", "dev"]
-marker = "python_version < \"3.11\""
-dependencies = [
-    "typing-extensions>=3.6.5; python_version < \"3.8\"",
-]
+summary = ""
 files = [
     {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
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@@ -161,34 +146,26 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "23.2.0"
-requires_python = ">=3.7"
-summary = "Classes Without Boilerplate"
-groups = ["default", "dev"]
-dependencies = [
-    "importlib-metadata; python_version < \"3.8\"",
-]
+version = "24.2.0"
+summary = ""
 files = [
-    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
-    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
+    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
+    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
 ]
 
 [[package]]
 name = "beartype"
-version = "0.18.5"
-requires_python = ">=3.8.0"
-summary = "Unbearably fast runtime type checking in pure Python."
-groups = ["default", "dev"]
+version = "0.14.1"
+summary = ""
 files = [
-    {file = "beartype-0.18.5-py3-none-any.whl", hash = "sha256:5301a14f2a9a5540fe47ec6d34d758e9cd8331d36c4760fc7a5499ab86310089"},
-    {file = "beartype-0.18.5.tar.gz", hash = "sha256:264ddc2f1da9ec94ff639141fbe33d22e12a9f75aa863b83b7046ffff1381927"},
+    {file = "beartype-0.14.1-py3-none-any.whl", hash = "sha256:0f70fccdb8eb6d7ddfaa3ffe3a0b66cf2edeb13452bd71ad46615775c2fa34f6"},
+    {file = "beartype-0.14.1.tar.gz", hash = "sha256:23df4715d19cebb2ce60e53c3cf44cd925843f00c71938222d777ea6332de3cb"},
 ]
 
 [[package]]
 name = "better-abc"
 version = "0.0.3"
-summary = "Python ABC plus abstract attributes"
-groups = ["default", "dev"]
+summary = ""
 files = [
     {file = "better-abc-0.0.3.tar.gz", hash = "sha256:a880fd6bc9675da2ec991e8712a555bffa0f12722efed78c739f78343cf989f6"},
     {file = "better_abc-0.0.3-py3-none-any.whl", hash = "sha256:3ae73b473fbeb536a548f542984976e80b821676ae6e18f14e24d8e180647187"},
@@ -196,46 +173,40 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2024.6.2"
-requires_python = ">=3.6"
-summary = "Python package for providing Mozilla's CA Bundle."
-groups = ["default", "dev"]
+version = "2024.8.30"
+summary = ""
 files = [
-    {file = "certifi-2024.6.2-py3-none-any.whl", hash = "sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56"},
-    {file = "certifi-2024.6.2.tar.gz", hash = "sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516"},
+    {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
+    {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
 ]
 
 [[package]]
 name = "cffi"
-version = "1.16.0"
-requires_python = ">=3.8"
-summary = "Foreign Function Interface for Python calling C code."
-groups = ["dev"]
-marker = "implementation_name == \"pypy\""
+version = "1.17.1"
+summary = ""
 dependencies = [
     "pycparser",
 ]
 files = [
-    {file = "cffi-1.16.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6b3d6606d369fc1da4fd8c357d026317fbb9c9b75d36dc16e90e84c26854b088"},
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-    {file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:7651c50c8c5ef7bdb41108b7b8c5a83013bfaa8a935590c5d74627c047a583c7"},
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 version = "3.4.0"
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-summary = "Validate configuration and produce human readable error messages."
-groups = ["dev"]
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 name = "click"
 version = "8.1.7"
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-summary = "Composable command line interface toolkit"
-groups = ["default", "dev"]
+summary = ""
 dependencies = [
     "colorama; platform_system == \"Windows\"",
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-summary = "Cross-platform colored terminal text."
-groups = ["default", "dev"]
-marker = "platform_system == \"Windows\" or sys_platform == \"win32\""
+summary = ""
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 version = "0.2.2"
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-summary = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
-groups = ["dev"]
+summary = ""
 dependencies = [
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+    "traitlets",
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+version = "1.3.0"
+summary = ""
 dependencies = [
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 [[package]]
 name = "cycler"
 version = "0.12.1"
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-summary = "Composable style cycles"
-groups = ["default"]
+summary = ""
 files = [
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@@ -347,52 +304,46 @@ files = [
 
 [[package]]
 name = "datasets"
-version = "3.0.2"
-requires_python = ">=3.8.0"
-summary = "HuggingFace community-driven open-source library of datasets"
-groups = ["default", "dev"]
+version = "3.1.0"
+summary = ""
 dependencies = [
     "aiohttp",
-    "dill<0.3.9,>=0.3.0",
+    "dill",
     "filelock",
-    "fsspec[http]<=2024.9.0,>=2023.1.0",
-    "huggingface-hub>=0.23.0",
-    "multiprocess<0.70.17",
-    "numpy>=1.17",
+    "fsspec",
+    "huggingface-hub",
+    "multiprocess",
+    "numpy",
     "packaging",
     "pandas",
-    "pyarrow>=15.0.0",
-    "pyyaml>=5.1",
-    "requests>=2.32.2",
-    "tqdm>=4.66.3",
+    "pyarrow",
+    "pyyaml",
+    "requests",
+    "tqdm",
     "xxhash",
 ]
 files = [
-    {file = "datasets-3.0.2-py3-none-any.whl", hash = "sha256:220bfbea0be9bf81d121bd2ac76fe4ef3f7defe0e8586ce1e7f66dcaaf69f88d"},
-    {file = "datasets-3.0.2.tar.gz", hash = "sha256:07204c389ce0491ef3ad50dd79966d3fd40422a12b831cf84a117323ac74fbc1"},
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 [[package]]
 name = "debugpy"
-version = "1.8.1"
-requires_python = ">=3.8"
-summary = "An implementation of the Debug Adapter Protocol for Python"
-groups = ["dev"]
+version = "1.8.8"
+summary = ""
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+    {file = "debugpy-1.8.8.zip", hash = "sha256:e6355385db85cbd666be703a96ab7351bc9e6c61d694893206f8001e22aee091"},
 ]
 
 [[package]]
 name = "decorator"
 version = "5.1.1"
-requires_python = ">=3.5"
-summary = "Decorators for Humans"
-groups = ["dev"]
+summary = ""
 files = [
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@@ -401,9 +352,7 @@ files = [
 [[package]]
 name = "dill"
 version = "0.3.8"
-requires_python = ">=3.8"
-summary = "serialize all of Python"
-groups = ["default", "dev"]
+summary = ""
 files = [
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@@ -412,8 +361,7 @@ files = [
 [[package]]
 name = "distlib"
 version = "0.3.9"
-summary = "Distribution utilities"
-groups = ["dev"]
+summary = ""
 files = [
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@@ -422,9 +370,7 @@ files = [
 [[package]]
 name = "distro"
 version = "1.9.0"
-requires_python = ">=3.6"
-summary = "Distro - an OS platform information API"
-groups = ["default"]
+summary = ""
 files = [
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@@ -432,22 +378,19 @@ files = [
 
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-requires_python = ">=3.8"
-summary = "DNS toolkit"
-groups = ["default"]
+version = "2.7.0"
+summary = ""
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 [[package]]
 name = "docker-pycreds"
 version = "0.4.0"
-summary = "Python bindings for the docker credentials store API"
-groups = ["default", "dev"]
+summary = ""
 dependencies = [
-    "six>=1.4.0",
+    "six",
 ]
 files = [
     {file = "docker-pycreds-0.4.0.tar.gz", hash = "sha256:6ce3270bcaf404cc4c3e27e4b6c70d3521deae82fb508767870fdbf772d584d4"},
@@ -457,9 +400,7 @@ files = [
 [[package]]
 name = "einops"
 version = "0.8.0"
-requires_python = ">=3.8"
-summary = "A new flavour of deep learning operations"
-groups = ["default", "dev"]
+summary = ""
 files = [
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@@ -467,33 +408,26 @@ files = [
 
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-requires_python = ">=3.7"
-summary = "Backport of PEP 654 (exception groups)"
-groups = ["default", "dev"]
-marker = "python_version < \"3.11\""
+version = "1.2.2"
+summary = ""
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-version = "2.0.1"
-requires_python = ">=3.5"
-summary = "Get the currently executing AST node of a frame, and other information"
-groups = ["dev"]
+version = "2.1.0"
+summary = ""
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 version = "0.0.3"
-requires_python = ">=3.6"
-summary = "Drop-in replacement for torch/numpy einsum, with descriptive variable names in equations"
-groups = ["default", "dev"]
+summary = ""
 files = [
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@@ -502,13 +436,11 @@ files = [
 [[package]]
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 version = "0.115.4"
-requires_python = ">=3.8"
-summary = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
-groups = ["default"]
+summary = ""
 dependencies = [
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-    "starlette<0.42.0,>=0.40.0",
-    "typing-extensions>=4.8.0",
+    "pydantic",
+    "starlette",
+    "typing-extensions",
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@@ -517,105 +449,92 @@ files = [
 
 [[package]]
 name = "fastjsonschema"
-version = "2.19.1"
-summary = "Fastest Python implementation of JSON schema"
-groups = ["dev"]
+version = "2.20.0"
+summary = ""
 files = [
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 [[package]]
 name = "filelock"
-version = "3.15.1"
-requires_python = ">=3.8"
-summary = "A platform independent file lock."
-groups = ["default", "dev"]
+version = "3.16.1"
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 [[package]]
 name = "fonttools"
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-requires_python = ">=3.8"
-summary = "Tools to manipulate font files"
-groups = ["default"]
+version = "4.54.1"
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-summary = "A list-like structure which implements collections.abc.MutableSequence"
-groups = ["default", "dev"]
+version = "1.5.0"
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 name = "fsspec"
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-summary = "File-system specification"
-groups = ["default", "dev"]
+summary = ""
 dependencies = [
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-    "fsspec==2024.3.1",
+    "aiohttp",
+    "fsspec==2024.9.0",
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 files = [
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 version = "4.0.11"
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-summary = "Git Object Database"
-groups = ["default", "dev"]
+summary = ""
 dependencies = [
-    "smmap<6,>=3.0.1",
+    "smmap",
 ]
 files = [
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@@ -625,12 +544,9 @@ files = [
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 name = "gitpython"
 version = "3.1.43"
-requires_python = ">=3.7"
-summary = "GitPython is a Python library used to interact with Git repositories"
-groups = ["default", "dev"]
+summary = ""
 dependencies = [
-    "gitdb<5,>=4.0.1",
-    "typing-extensions>=3.7.4.3; python_version < \"3.8\"",
+    "gitdb",
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-groups = ["default"]
-dependencies = [
-    "typing-extensions; python_version < \"3.8\"",
-]
+summary = ""
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 name = "httpcore"
-version = "1.0.5"
-requires_python = ">=3.8"
-summary = "A minimal low-level HTTP client."
-groups = ["default"]
+version = "1.0.6"
+summary = ""
 dependencies = [
     "certifi",
-    "h11<0.15,>=0.13",
+    "h11",
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 [[package]]
 name = "httpx"
-version = "0.27.0"
-requires_python = ">=3.8"
-summary = "The next generation HTTP client."
-groups = ["default"]
+version = "0.27.2"
+summary = ""
 dependencies = [
     "anyio",
     "certifi",
-    "httpcore==1.*",
+    "httpcore",
     "idna",
     "sniffio",
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-requires_python = ">=3.8.0"
-summary = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
-groups = ["default", "dev"]
+version = "0.26.2"
+summary = ""
 dependencies = [
     "filelock",
-    "fsspec>=2023.5.0",
-    "packaging>=20.9",
-    "pyyaml>=5.1",
+    "fsspec",
+    "packaging",
+    "pyyaml",
     "requests",
-    "tqdm>=4.42.1",
-    "typing-extensions>=3.7.4.3",
+    "tqdm",
+    "typing-extensions",
 ]
 files = [
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 ]
 
 [[package]]
 name = "identify"
 version = "2.6.1"
-requires_python = ">=3.8"
-summary = "File identification library for Python"
-groups = ["dev"]
+summary = ""
 files = [
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@@ -717,21 +620,17 @@ files = [
 
 [[package]]
 name = "idna"
-version = "3.7"
-requires_python = ">=3.5"
-summary = "Internationalized Domain Names in Applications (IDNA)"
-groups = ["default", "dev"]
+version = "3.10"
+summary = ""
 files = [
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+    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
 ]
 
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
-requires_python = ">=3.7"
-summary = "brain-dead simple config-ini parsing"
-groups = ["dev"]
+summary = ""
 files = [
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@@ -740,23 +639,21 @@ files = [
 [[package]]
 name = "ipykernel"
 version = "6.29.5"
-requires_python = ">=3.8"
-summary = "IPython Kernel for Jupyter"
-groups = ["dev"]
+summary = ""
 dependencies = [
     "appnope; platform_system == \"Darwin\"",
-    "comm>=0.1.1",
-    "debugpy>=1.6.5",
-    "ipython>=7.23.1",
-    "jupyter-client>=6.1.12",
-    "jupyter-core!=5.0.*,>=4.12",
-    "matplotlib-inline>=0.1",
+    "comm",
+    "debugpy",
+    "ipython",
+    "jupyter-client",
+    "jupyter-core",
+    "matplotlib-inline",
     "nest-asyncio",
     "packaging",
     "psutil",
-    "pyzmq>=24",
-    "tornado>=6.1",
-    "traitlets>=5.4.0",
+    "pyzmq",
+    "tornado",
+    "traitlets",
 ]
 files = [
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@@ -765,36 +662,32 @@ files = [
 
 [[package]]
 name = "ipython"
-version = "8.25.0"
-requires_python = ">=3.10"
-summary = "IPython: Productive Interactive Computing"
-groups = ["dev"]
+version = "8.29.0"
+summary = ""
 dependencies = [
     "colorama; sys_platform == \"win32\"",
     "decorator",
-    "exceptiongroup; python_version < \"3.11\"",
-    "jedi>=0.16",
+    "exceptiongroup",
+    "jedi",
     "matplotlib-inline",
-    "pexpect>4.3; sys_platform != \"win32\" and sys_platform != \"emscripten\"",
-    "prompt-toolkit<3.1.0,>=3.0.41",
-    "pygments>=2.4.0",
+    "pexpect; sys_platform != \"emscripten\" and sys_platform != \"win32\"",
+    "prompt-toolkit",
+    "pygments",
     "stack-data",
-    "traitlets>=5.13.0",
-    "typing-extensions>=4.6; python_version < \"3.12\"",
+    "traitlets",
+    "typing-extensions",
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 version = "0.2.34"
-requires_python = "~=3.9"
-summary = "Type annotations and runtime checking for shape and dtype of JAX arrays, and PyTrees."
-groups = ["default", "dev"]
+summary = ""
 dependencies = [
-    "typeguard==2.13.3",
+    "typeguard",
 ]
 files = [
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@@ -804,11 +697,9 @@ files = [
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 name = "jedi"
 version = "0.19.1"
-requires_python = ">=3.6"
-summary = "An autocompletion tool for Python that can be used for text editors."
-groups = ["dev"]
+summary = ""
 dependencies = [
-    "parso<0.9.0,>=0.8.3",
+    "parso",
 ]
 files = [
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@@ -818,11 +709,9 @@ files = [
 [[package]]
 name = "jinja2"
 version = "3.1.4"
-requires_python = ">=3.7"
-summary = "A very fast and expressive template engine."
-groups = ["default", "dev"]
+summary = ""
 dependencies = [
-    "MarkupSafe>=2.0",
+    "markupsafe",
 ]
 files = [
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@@ -831,89 +720,75 @@ files = [
 
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-requires_python = ">=3.8"
-summary = "Fast iterable JSON parser."
-groups = ["default"]
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-groups = ["default", "dev"]
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-    "pyparsing>=2.3.1",
-    "python-dateutil>=2.7",
+summary = ""
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+    "cycler",
+    "fonttools",
+    "kiwisolver",
+    "numpy",
+    "packaging",
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-groups = ["dev"]
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 dependencies = [
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-requires_python = ">=3.7"
-summary = "Markdown URL utilities"
-groups = ["default", "dev"]
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-groups = ["default", "dev"]
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-groups = ["default"]
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+    "dill",
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-marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
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-groups = ["default", "dev"]
-marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
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-groups = ["default", "dev"]
-marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
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-    "tzdata>=2022.7",
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-groups = ["dev"]
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-summary = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
-groups = ["default", "dev"]
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-groups = ["default"]
+summary = ""
 dependencies = [
     "packaging",
-    "tenacity>=6.2.0",
+    "tenacity",
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 files = [
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@@ -1565,9 +1318,7 @@ files = [
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 name = "pluggy"
 version = "1.5.0"
-requires_python = ">=3.8"
-summary = "plugin and hook calling mechanisms for python"
-groups = ["dev"]
+summary = ""
 files = [
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-summary = "A framework for managing and maintaining multi-language pre-commit hooks."
-groups = ["dev"]
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 dependencies = [
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-    "identify>=1.0.0",
-    "nodeenv>=0.11.1",
-    "pyyaml>=5.1",
-    "virtualenv>=20.10.0",
+    "cfgv",
+    "identify",
+    "nodeenv",
+    "pyyaml",
+    "virtualenv",
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@@ -1593,56 +1342,74 @@ files = [
 
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-groups = ["dev"]
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-groups = ["default"]
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-summary = "pytest: simple powerful testing with Python"
-groups = ["dev"]
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 dependencies = [
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-summary = "The little ASGI library that shines."
-groups = ["default"]
+summary = ""
 dependencies = [
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-    "typing-extensions>=3.10.0; python_version < \"3.10\"",
+    "anyio",
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-requires_python = ">=3.8"
-summary = "Computer algebra system (CAS) in Python"
-groups = ["default", "dev"]
-marker = "python_version >= \"3.9\""
+summary = ""
 dependencies = [
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+    "mpmath",
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-groups = ["default"]
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 [[package]]
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-summary = "TensorBoardX lets you watch Tensors Flow without Tensorflow"
-groups = ["default"]
+summary = ""
 dependencies = [
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     "packaging",
-    "protobuf>=3.20",
+    "protobuf",
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-summary = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
-groups = ["default"]
+summary = ""
 dependencies = [
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-    "requests>=2.26.0",
+    "regex",
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-groups = ["default", "dev"]
 dependencies = [
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+    "huggingface-hub",
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 name = "tomli"
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-requires_python = ">=3.7"
-summary = "A lil' TOML parser"
-groups = ["dev"]
-marker = "python_version < \"3.11\""
+version = "2.0.2"
+summary = ""
 files = [
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 [[package]]
 name = "tomlkit"
 version = "0.13.2"
-requires_python = ">=3.8"
-summary = "Style preserving TOML library"
-groups = ["default"]
+summary = ""
 files = [
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@@ -2362,46 +2002,40 @@ files = [
 
 [[package]]
 name = "torch"
-version = "2.5.0"
-requires_python = ">=3.8.0"
-summary = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
-groups = ["default", "dev"]
+version = "2.5.1"
+summary = ""
 dependencies = [
     "filelock",
     "fsspec",
     "jinja2",
     "networkx",
-    "nvidia-cublas-cu12==12.4.5.8; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
-    "nvidia-cuda-cupti-cu12==12.4.127; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
-    "nvidia-cuda-nvrtc-cu12==12.4.127; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
-    "nvidia-cuda-runtime-cu12==12.4.127; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
-    "nvidia-cudnn-cu12==9.1.0.70; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
-    "nvidia-cufft-cu12==11.2.1.3; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
-    "nvidia-curand-cu12==10.3.5.147; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
-    "nvidia-cusolver-cu12==11.6.1.9; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
-    "nvidia-cusparse-cu12==12.3.1.170; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
-    "nvidia-nccl-cu12==2.21.5; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
-    "nvidia-nvjitlink-cu12==12.4.127; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
-    "nvidia-nvtx-cu12==12.4.127; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
-    "setuptools; python_version >= \"3.12\"",
-    "sympy==1.12.1; python_version == \"3.8\"",
-    "sympy==1.13.1; python_version >= \"3.9\"",
-    "triton==3.1.0; platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.13\"",
-    "typing-extensions>=4.8.0",
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+    "nvidia-cuda-cupti-cu12; platform_machine == \"x86_64\" and platform_system == \"Linux\"",
+    "nvidia-cuda-nvrtc-cu12; platform_machine == \"x86_64\" and platform_system == \"Linux\"",
+    "nvidia-cuda-runtime-cu12; platform_machine == \"x86_64\" and platform_system == \"Linux\"",
+    "nvidia-cudnn-cu12; platform_machine == \"x86_64\" and platform_system == \"Linux\"",
+    "nvidia-cufft-cu12; platform_machine == \"x86_64\" and platform_system == \"Linux\"",
+    "nvidia-curand-cu12; platform_machine == \"x86_64\" and platform_system == \"Linux\"",
+    "nvidia-cusolver-cu12; platform_machine == \"x86_64\" and platform_system == \"Linux\"",
+    "nvidia-cusparse-cu12; platform_machine == \"x86_64\" and platform_system == \"Linux\"",
+    "nvidia-nccl-cu12; platform_machine == \"x86_64\" and platform_system == \"Linux\"",
+    "nvidia-nvjitlink-cu12; platform_machine == \"x86_64\" and platform_system == \"Linux\"",
+    "nvidia-nvtx-cu12; platform_machine == \"x86_64\" and platform_system == \"Linux\"",
+    "sympy",
+    "triton; platform_machine == \"x86_64\" and platform_system == \"Linux\"",
+    "typing-extensions",
+]
+files = [
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 ]
 
 [[package]]
 name = "tornado"
 version = "6.4.1"
-requires_python = ">=3.8"
-summary = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
-groups = ["dev"]
+summary = ""
 files = [
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@@ -2418,24 +2052,20 @@ files = [
 
 [[package]]
 name = "tqdm"
-version = "4.66.5"
-requires_python = ">=3.7"
-summary = "Fast, Extensible Progress Meter"
-groups = ["default", "dev"]
+version = "4.67.0"
+summary = ""
 dependencies = [
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 ]
 files = [
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 ]
 
 [[package]]
 name = "traitlets"
 version = "5.14.3"
-requires_python = ">=3.8"
-summary = "Traitlets Python configuration system"
-groups = ["dev"]
+summary = ""
 files = [
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@@ -2444,62 +2074,53 @@ files = [
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-requires_python = "<4.0,>=3.8"
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 path = "./TransformerLens"
-summary = "An implementation of transformers tailored for mechanistic interpretability."
-groups = ["default", "dev"]
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+    "beartype",
+    "better-abc",
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+    "einops",
+    "fancy-einsum",
+    "jaxtyping",
+    "numpy",
+    "pandas",
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+    "torch",
+    "tqdm",
+    "transformers",
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+    "wandb",
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-requires_python = ">=3.8.0"
-summary = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
-groups = ["default", "dev"]
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-groups = ["default", "dev"]
-marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.13\""
+summary = ""
 dependencies = [
     "filelock",
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 version = "2.13.3"
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-summary = "Run-time type checker for Python"
-groups = ["default", "dev"]
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-groups = ["default"]
+summary = ""
 dependencies = [
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-    "h11>=0.8",
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+    "click",
+    "h11",
+    "typing-extensions",
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-groups = ["default", "dev"]
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+    "requests",
+    "sentry-sdk",
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