diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index 68f457a5..abfb772a 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -19,7 +19,7 @@ jobs:
 
       - uses: cachix/install-nix-action@v22
         with:
-          nix_path: nixpkgs=https://github.com/NixOS/nixpkgs/archive/43862987c3cf2554a542c6dd81f5f37435eb1423.tar.gz # keep in sync with shell.nix
+          nix_path: nixpkgs=https://github.com/NixOS/nixpkgs/archive/693668dbb00a0ddbe2e381077f8038cadb721684.tar.gz # keep in sync with shell.nix
 
       - name: Wait for nix daemon to start
         if: runner.os == 'macOS'
diff --git a/backend/pdm.lock b/backend/pdm.lock
index 0baa4114..2a2be666 100644
--- a/backend/pdm.lock
+++ b/backend/pdm.lock
@@ -1,6 +1,12 @@
 # This file is @generated by PDM.
 # It is not intended for manual editing.
 
+[metadata]
+groups = ["default", "notebooks", "dev"]
+strategy = ["cross_platform"]
+lock_version = "4.4"
+content_hash = "sha256:b9412fb0704ebdac6028e09e8e76d0e12d606505a34f92fd9a701fc9cc1a892f"
+
 [[package]]
 name = "alembic"
 version = "1.12.1"
@@ -11,6 +17,10 @@ dependencies = [
     "SQLAlchemy>=1.3.0",
     "typing-extensions>=4",
 ]
+files = [
+    {file = "alembic-1.12.1-py3-none-any.whl", hash = "sha256:47d52e3dfb03666ed945becb723d6482e52190917fdb47071440cfdba05d92cb"},
+    {file = "alembic-1.12.1.tar.gz", hash = "sha256:bca5877e9678b454706347bc10b97cb7d67f300320fa5c3a94423e8266e2823f"},
+]
 
 [[package]]
 name = "anyio"
@@ -22,11 +32,19 @@ dependencies = [
     "idna>=2.8",
     "sniffio>=1.1",
 ]
+files = [
+    {file = "anyio-3.7.1-py3-none-any.whl", hash = "sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5"},
+    {file = "anyio-3.7.1.tar.gz", hash = "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780"},
+]
 
 [[package]]
 name = "appnope"
 version = "0.1.3"
 summary = "Disable App Nap on macOS >= 10.9"
+files = [
+    {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
+    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
+]
 
 [[package]]
 name = "argon2-cffi"
@@ -36,6 +54,10 @@ summary = "Argon2 for Python"
 dependencies = [
     "argon2-cffi-bindings",
 ]
+files = [
+    {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
+    {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"},
+]
 
 [[package]]
 name = "argon2-cffi-bindings"
@@ -45,6 +67,29 @@ summary = "Low-level CFFI bindings for Argon2"
 dependencies = [
     "cffi>=1.0.1",
 ]
+files = [
+    {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9524464572e12979364b7d600abf96181d3541da11e23ddf565a32e70bd4dc0d"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b746dba803a79238e925d9046a63aa26bf86ab2a2fe74ce6b009a1c3f5c8f2ae"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:58ed19212051f49a523abb1dbe954337dc82d947fb6e5a0da60f7c8471a8476c"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:bd46088725ef7f58b5a1ef7ca06647ebaf0eb4baff7d1d0d177c6cc8744abd86"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_i686.whl", hash = "sha256:8cd69c07dd875537a824deec19f978e0f2078fdda07fd5c42ac29668dda5f40f"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:f1152ac548bd5b8bcecfb0b0371f082037e47128653df2e8ba6e914d384f3c3e"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win32.whl", hash = "sha256:603ca0aba86b1349b147cab91ae970c63118a0f30444d4bc80355937c950c082"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win_amd64.whl", hash = "sha256:b2ef1c30440dbbcba7a5dc3e319408b59676e2e039e2ae11a8775ecf482b192f"},
+    {file = "argon2_cffi_bindings-21.2.0-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e415e3f62c8d124ee16018e491a009937f8cf7ebf5eb430ffc5de21b900dad93"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3e385d1c39c520c08b53d63300c3ecc28622f076f4c2b0e6d7e796e9f6502194"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2c3e3cc67fdb7d82c4718f19b4e7a87123caf8a93fde7e23cf66ac0337d3cb3f"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6a22ad9800121b71099d0fb0a65323810a15f2e292f2ba450810a7316e128ee5"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f9f8b450ed0547e3d473fdc8612083fd08dd2120d6ac8f73828df9b7d45bb351"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:93f9bf70084f97245ba10ee36575f0c3f1e7d7724d67d8e5b08e61787c320ed7"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3b9ef65804859d335dc6b31582cad2c5166f0c3e7975f324d9ffaa34ee7e6583"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d4966ef5848d820776f5f562a7d45fdd70c2f330c961d0d745b784034bd9f48d"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:20ef543a89dee4db46a1a6e206cd015360e5a75822f76df533845c3cbaf72670"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ed2937d286e2ad0cc79a7087d3c272832865f779430e0cc2b4f3718d3159b0cb"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:5e00316dabdaea0b2dd82d141cc66889ced0cdcbfa599e8b471cf22c620c329a"},
+]
 
 [[package]]
 name = "arrow"
@@ -55,6 +100,10 @@ dependencies = [
     "python-dateutil>=2.7.0",
     "types-python-dateutil>=2.8.10",
 ]
+files = [
+    {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"},
+    {file = "arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"},
+]
 
 [[package]]
 name = "asttokens"
@@ -63,6 +112,10 @@ summary = "Annotate AST trees with source code positions"
 dependencies = [
     "six>=1.12.0",
 ]
+files = [
+    {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"},
+    {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
+]
 
 [[package]]
 name = "async-lru"
@@ -72,12 +125,20 @@ summary = "Simple LRU cache for asyncio"
 dependencies = [
     "typing-extensions>=4.0.0; python_version < \"3.11\"",
 ]
+files = [
+    {file = "async-lru-2.0.4.tar.gz", hash = "sha256:b8a59a5df60805ff63220b2a0c5b5393da5521b113cd5465a44eb037d81a5627"},
+    {file = "async_lru-2.0.4-py3-none-any.whl", hash = "sha256:ff02944ce3c288c5be660c42dbcca0742b32c3b279d6dceda655190240b99224"},
+]
 
 [[package]]
 name = "attrs"
 version = "23.1.0"
 requires_python = ">=3.7"
 summary = "Classes Without Boilerplate"
+files = [
+    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
+    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+]
 
 [[package]]
 name = "babel"
@@ -87,6 +148,10 @@ summary = "Internationalization utilities"
 dependencies = [
     "setuptools; python_version >= \"3.12\"",
 ]
+files = [
+    {file = "Babel-2.13.1-py3-none-any.whl", hash = "sha256:7077a4984b02b6727ac10f1f7294484f737443d7e2e66c5e4380e41a3ae0b4ed"},
+    {file = "Babel-2.13.1.tar.gz", hash = "sha256:33e0952d7dd6374af8dbf6768cc4ddf3ccfefc244f9986d4074704f2fbd18900"},
+]
 
 [[package]]
 name = "beautifulsoup4"
@@ -96,6 +161,10 @@ summary = "Screen-scraping library"
 dependencies = [
     "soupsieve>1.2",
 ]
+files = [
+    {file = "beautifulsoup4-4.12.2-py3-none-any.whl", hash = "sha256:bd2520ca0d9d7d12694a53d44ac482d181b4ec1888909b035a3dbf40d0f57d4a"},
+    {file = "beautifulsoup4-4.12.2.tar.gz", hash = "sha256:492bbc69dca35d12daac71c4db1bfff0c876c00ef4a2ffacce226d4638eb72da"},
+]
 
 [[package]]
 name = "bleach"
@@ -106,12 +175,20 @@ dependencies = [
     "six>=1.9.0",
     "webencodings",
 ]
+files = [
+    {file = "bleach-6.1.0-py3-none-any.whl", hash = "sha256:3225f354cfc436b9789c66c4ee030194bee0568fbf9cbdad3bc8b5c26c5f12b6"},
+    {file = "bleach-6.1.0.tar.gz", hash = "sha256:0a31f1837963c41d46bbf1331b8778e1308ea0791db03cc4e7357b97cf42a8fe"},
+]
 
 [[package]]
 name = "certifi"
 version = "2023.11.17"
 requires_python = ">=3.6"
 summary = "Python package for providing Mozilla's CA Bundle."
+files = [
+    {file = "certifi-2023.11.17-py3-none-any.whl", hash = "sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474"},
+    {file = "certifi-2023.11.17.tar.gz", hash = "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1"},
+]
 
 [[package]]
 name = "cffi"
@@ -121,12 +198,96 @@ summary = "Foreign Function Interface for Python calling C code."
 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_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a72e8961a86d19bdb45851d8f1f08b041ea37d2bd8d4fd19903bc3083d80c896"},
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+]
 
 [[package]]
 name = "charset-normalizer"
 version = "3.3.2"
 requires_python = ">=3.7.0"
 summary = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
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 [[package]]
 name = "click"
@@ -136,12 +297,20 @@ summary = "Composable command line interface toolkit"
 dependencies = [
     "colorama; platform_system == \"Windows\"",
 ]
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 requires_python = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
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 name = "comm"
@@ -151,6 +320,10 @@ summary = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-pyth
 dependencies = [
     "traitlets>=4",
 ]
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 name = "cycler"
 version = "0.12.1"
 requires_python = ">=3.8"
 summary = "Composable style cycles"
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 summary = "An implementation of the Debug Adapter Protocol for Python"
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+]
 
 [[package]]
 name = "httpx"
@@ -271,18 +618,30 @@ dependencies = [
     "idna",
     "sniffio",
 ]
+files = [
+    {file = "httpx-0.25.1-py3-none-any.whl", hash = "sha256:fec7d6cc5c27c578a391f7e87b9aa7d3d8fbcd034f6399f9f79b45bcc12a866a"},
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+]
 
 [[package]]
 name = "idna"
 version = "3.4"
 requires_python = ">=3.5"
 summary = "Internationalized Domain Names in Applications (IDNA)"
+files = [
+    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
+    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
+]
 
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
 requires_python = ">=3.7"
 summary = "brain-dead simple config-ini parsing"
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+]
 
 [[package]]
 name = "ipykernel"
@@ -304,6 +663,10 @@ dependencies = [
     "tornado>=6.1",
     "traitlets>=5.4.0",
 ]
+files = [
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+]
 
 [[package]]
 name = "ipython"
@@ -323,6 +686,10 @@ dependencies = [
     "stack-data",
     "traitlets>=5",
 ]
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+]
 
 [[package]]
 name = "ipywidgets"
@@ -336,6 +703,10 @@ dependencies = [
     "traitlets>=4.3.1",
     "widgetsnbextension~=4.0.9",
 ]
+files = [
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+]
 
 [[package]]
 name = "isoduration"
@@ -345,6 +716,10 @@ summary = "Operations with ISO 8601 durations"
 dependencies = [
     "arrow>=0.15.0",
 ]
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+]
 
 [[package]]
 name = "jedi"
@@ -354,6 +729,10 @@ summary = "An autocompletion tool for Python that can be used for text editors."
 dependencies = [
     "parso<0.9.0,>=0.8.3",
 ]
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+]
 
 [[package]]
 name = "jinja2"
@@ -363,17 +742,29 @@ summary = "A very fast and expressive template engine."
 dependencies = [
     "MarkupSafe>=2.0",
 ]
+files = [
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+]
 
 [[package]]
 name = "json5"
 version = "0.9.14"
 summary = "A Python implementation of the JSON5 data format."
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 [[package]]
 name = "jsonpointer"
 version = "2.4"
 requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 summary = "Identify specific nodes in a JSON document (RFC 6901) "
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+]
 
 [[package]]
 name = "jsonschema"
@@ -386,6 +777,10 @@ dependencies = [
     "referencing>=0.28.4",
     "rpds-py>=0.7.1",
 ]
+files = [
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+]
 
 [[package]]
 name = "jsonschema-specifications"
@@ -395,6 +790,10 @@ summary = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 dependencies = [
     "referencing>=0.31.0",
 ]
+files = [
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+]
 
 [[package]]
 name = "jsonschema"
@@ -413,6 +812,10 @@ dependencies = [
     "uri-template",
     "webcolors>=1.11",
 ]
+files = [
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+]
 
 [[package]]
 name = "jupyter"
@@ -426,6 +829,11 @@ dependencies = [
     "notebook",
     "qtconsole",
 ]
+files = [
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+]
 
 [[package]]
 name = "jupyter-client"
@@ -439,6 +847,10 @@ dependencies = [
     "tornado>=6.2",
     "traitlets>=5.3",
 ]
+files = [
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+]
 
 [[package]]
 name = "jupyter-console"
@@ -455,6 +867,10 @@ dependencies = [
     "pyzmq>=17",
     "traitlets>=5.4",
 ]
+files = [
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+]
 
 [[package]]
 name = "jupyter-core"
@@ -466,6 +882,10 @@ dependencies = [
     "pywin32>=300; sys_platform == \"win32\" and platform_python_implementation != \"PyPy\"",
     "traitlets>=5.3",
 ]
+files = [
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+]
 
 [[package]]
 name = "jupyter-events"
@@ -481,6 +901,10 @@ dependencies = [
     "rfc3986-validator>=0.1.1",
     "traitlets>=5.3",
 ]
+files = [
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+]
 
 [[package]]
 name = "jupyter-lsp"
@@ -490,6 +914,10 @@ summary = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
 dependencies = [
     "jupyter-server>=1.1.2",
 ]
+files = [
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+]
 
 [[package]]
 name = "jupyter-server"
@@ -517,6 +945,10 @@ dependencies = [
     "traitlets>=5.6.0",
     "websocket-client",
 ]
+files = [
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+]
 
 [[package]]
 name = "jupyter-server-terminals"
@@ -527,6 +959,10 @@ dependencies = [
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     "terminado>=0.8.3",
 ]
+files = [
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+]
 
 [[package]]
 name = "jupyterlab"
@@ -547,12 +983,20 @@ dependencies = [
     "tornado>=6.2.0",
     "traitlets",
 ]
+files = [
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 [[package]]
 name = "jupyterlab-pygments"
 version = "0.2.2"
 requires_python = ">=3.7"
 summary = "Pygments theme using JupyterLab CSS variables"
+files = [
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 [[package]]
 name = "jupyterlab-server"
@@ -568,18 +1012,89 @@ dependencies = [
     "packaging>=21.3",
     "requests>=2.31",
 ]
+files = [
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 [[package]]
 name = "jupyterlab-widgets"
 version = "3.0.9"
 requires_python = ">=3.7"
 summary = "Jupyter interactive widgets for JupyterLab"
+files = [
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 [[package]]
 name = "kiwisolver"
 version = "1.4.5"
 requires_python = ">=3.7"
 summary = "A fast implementation of the Cassowary constraint solver"
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 version = "1.5.0"
 requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 summary = "Utilities for writing pandoc filters in python"
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 version = "0.8.3"
 requires_python = ">=3.6"
 summary = "A Python Parser"
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 name = "pexpect"
@@ -763,30 +1442,84 @@ summary = "Pexpect allows easy control of interactive console applications."
 dependencies = [
     "ptyprocess>=0.5",
 ]
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 version = "4.0.0"
 requires_python = ">=3.7"
 summary = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
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 name = "pluggy"
 version = "1.3.0"
 requires_python = ">=3.8"
 summary = "plugin and hook calling mechanisms for python"
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 [[package]]
 name = "prometheus-client"
 version = "0.18.0"
 requires_python = ">=3.8"
 summary = "Python client for the Prometheus monitoring system."
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 [[package]]
 name = "prometheus-fastapi-instrumentator"
@@ -797,6 +1530,10 @@ dependencies = [
     "fastapi<1.0.0,>=0.38.1",
     "prometheus-client<1.0.0,>=0.8.0",
 ]
+files = [
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 [[package]]
 name = "prompt-toolkit"
@@ -806,34 +1543,68 @@ summary = "Library for building powerful interactive command lines in Python"
 dependencies = [
     "wcwidth",
 ]
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 version = "5.9.6"
 requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 summary = "Cross-platform lib for process and system monitoring in Python."
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 version = "2.9.9"
 requires_python = ">=3.7"
 summary = "psycopg2 - Python-PostgreSQL Database Adapter"
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 version = "0.7.0"
 summary = "Run a subprocess in a pseudo terminal"
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 [[package]]
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 version = "0.2.2"
 summary = "Safely evaluate AST nodes without side effects"
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 name = "pycparser"
 version = "2.21"
 requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 summary = "C parser in Python"
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 [[package]]
 name = "pydantic"
@@ -843,18 +1614,44 @@ summary = "Data validation and settings management using python type hints"
 dependencies = [
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 ]
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+]
 
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 name = "traitlets"
 version = "5.13.0"
 requires_python = ">=3.8"
 summary = "Traitlets Python configuration system"
+files = [
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+]
 
 [[package]]
 name = "transcribee-proto"
@@ -1180,30 +2297,50 @@ dependencies = [
 name = "types-python-dateutil"
 version = "2.8.19.14"
 summary = "Typing stubs for python-dateutil"
+files = [
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+]
 
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 name = "typing-extensions"
 version = "4.8.0"
 requires_python = ">=3.8"
 summary = "Backported and Experimental Type Hints for Python 3.8+"
+files = [
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+]
 
 [[package]]
 name = "tzdata"
 version = "2023.3"
 requires_python = ">=2"
 summary = "Provider of IANA time zone data"
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+]
 
 [[package]]
 name = "uri-template"
 version = "1.3.0"
 requires_python = ">=3.7"
 summary = "RFC 6570 URI Template Processor"
+files = [
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 name = "urllib3"
 version = "2.1.0"
 requires_python = ">=3.8"
 summary = "HTTP library with thread-safe connection pooling, file post, and more."
+files = [
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+]
 
 [[package]]
 name = "uvicorn"
@@ -1215,6 +2352,10 @@ dependencies = [
     "h11>=0.8",
     "typing-extensions>=4.0; python_version < \"3.11\"",
 ]
+files = [
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+]
 
 [[package]]
 name = "uvicorn"
@@ -1232,12 +2373,37 @@ dependencies = [
     "watchfiles>=0.13",
     "websockets>=10.4",
 ]
+files = [
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 name = "uvloop"
 version = "0.19.0"
 requires_python = ">=3.8.0"
 summary = "Fast implementation of asyncio event loop on top of libuv"
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+]
 
 [[package]]
 name = "watchfiles"
@@ -1247,1790 +2413,162 @@ summary = "Simple, modern and high performance file watching and code reload in
 dependencies = [
     "anyio>=3.0.0",
 ]
+files = [
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 [[package]]
 name = "wcwidth"
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-"widgetsnbextension 4.0.9" = [
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+files = [
+    {file = "widgetsnbextension-4.0.9-py3-none-any.whl", hash = "sha256:91452ca8445beb805792f206e560c1769284267a30ceb1cec9f5bcc887d15175"},
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 ]
diff --git a/shell.nix b/shell.nix
index 7b078907..cae7715c 100644
--- a/shell.nix
+++ b/shell.nix
@@ -5,16 +5,15 @@ let
   pkgs = import
     (fetchTarball {
       name = "nixpkgs-unstable-new-enough-pdm";
-      url = "https://github.com/NixOS/nixpkgs/archive/43862987c3cf2554a542c6dd81f5f37435eb1423.tar.gz"; # keep in sync with .github/workflows/lint.yml
-
+      url = "https://github.com/NixOS/nixpkgs/archive/693668dbb00a0ddbe2e381077f8038cadb721684.tar.gz"; # keep in sync with .github/workflows/lint.yml
     })
     { };
   pdm = pkgs.pdm.overridePythonAttrs (old: rec {
-    version = "2.4.9";
+    version = "2.10.4";
     pname = old.pname;
     src = pkgs.fetchPypi {
       inherit pname version;
-      sha256 = "28b/sZXzmrJLS8tQf+mXiaYaMhWdi/In8xF7lPMn8vI=";
+      sha256 = "bf2dTLWQQ+3sstC0fSCOVdidMzunGX3rBcyi37x6S/s=";
     };
     doCheck = false;
   });
diff --git a/worker/pdm.lock b/worker/pdm.lock
index 359f29d3..64d2703a 100644
--- a/worker/pdm.lock
+++ b/worker/pdm.lock
@@ -1,10 +1,20 @@
 # This file is @generated by PDM.
 # It is not intended for manual editing.
 
+[metadata]
+groups = ["default", "dev"]
+strategy = ["cross_platform"]
+lock_version = "4.4"
+content_hash = "sha256:afaeb2ae8f72dd5b60a7f5c82addafe00fede62352e2e3fbd2dab4c2b36072dc"
+
 [[package]]
 name = "ansicon"
 version = "1.89.0"
 summary = "Python wrapper for loading Jason Hood's ANSICON"
+files = [
+    {file = "ansicon-1.89.0-py2.py3-none-any.whl", hash = "sha256:f1def52d17f65c2c9682cf8370c03f541f410c1752d6a14029f97318e4b9dfec"},
+    {file = "ansicon-1.89.0.tar.gz", hash = "sha256:e4d039def5768a47e4afec8e89e83ec3ae5a26bf00ad851f914d1240b444d2b1"},
+]
 
 [[package]]
 name = "anyio"
@@ -15,15 +25,18 @@ dependencies = [
     "idna>=2.8",
     "sniffio>=1.1",
 ]
+files = [
+    {file = "anyio-3.6.2-py3-none-any.whl", hash = "sha256:fbbe32bd270d2a2ef3ed1c5d45041250284e31fc0a4df4a5a6071842051a51e3"},
+    {file = "anyio-3.6.2.tar.gz", hash = "sha256:25ea0d673ae30af41a0c442f81cf3b38c7e79fdc7b60335a4c14e05eb0947421"},
+]
 
 [[package]]
 name = "automerge"
 version = "0.0.1"
-requires_python = ">=3.9,<4.0"
 git = "https://github.com/transcribee/automerge-py.git"
 ref = "057303bd087401f12b166e2adb7161f0fcb3a9dc"
 revision = "057303bd087401f12b166e2adb7161f0fcb3a9dc"
-summary = "A python wrapper around the Automerge rust implementation"
+summary = ""
 
 [[package]]
 name = "black"
@@ -38,6 +51,20 @@ dependencies = [
     "platformdirs>=2",
     "tomli>=1.1.0; python_version < \"3.11\"",
 ]
+files = [
+    {file = "black-23.3.0-cp310-cp310-macosx_10_16_arm64.whl", hash = "sha256:0945e13506be58bf7db93ee5853243eb368ace1c08a24c65ce108986eac65915"},
+    {file = "black-23.3.0-cp310-cp310-macosx_10_16_universal2.whl", hash = "sha256:67de8d0c209eb5b330cce2469503de11bca4085880d62f1628bd9972cc3366b9"},
+    {file = "black-23.3.0-cp310-cp310-macosx_10_16_x86_64.whl", hash = "sha256:7c3eb7cea23904399866c55826b31c1f55bbcd3890ce22ff70466b907b6775c2"},
+    {file = "black-23.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:32daa9783106c28815d05b724238e30718f34155653d4d6e125dc7daec8e260c"},
+    {file = "black-23.3.0-cp310-cp310-win_amd64.whl", hash = "sha256:35d1381d7a22cc5b2be2f72c7dfdae4072a3336060635718cc7e1ede24221d6c"},
+    {file = "black-23.3.0-cp311-cp311-macosx_10_16_arm64.whl", hash = "sha256:a8a968125d0a6a404842fa1bf0b349a568634f856aa08ffaff40ae0dfa52e7c6"},
+    {file = "black-23.3.0-cp311-cp311-macosx_10_16_universal2.whl", hash = "sha256:c7ab5790333c448903c4b721b59c0d80b11fe5e9803d8703e84dcb8da56fec1b"},
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+    {file = "black-23.3.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6f3c333ea1dd6771b2d3777482429864f8e258899f6ff05826c3a4fcc5ce3f70"},
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 [[package]]
 name = "blessed"
@@ -49,18 +76,60 @@ dependencies = [
     "six>=1.9.0",
     "wcwidth>=0.1.4",
 ]
+files = [
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+]
 
 [[package]]
 name = "certifi"
 version = "2022.12.7"
 requires_python = ">=3.6"
 summary = "Python package for providing Mozilla's CA Bundle."
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 version = "3.1.0"
 requires_python = ">=3.7.0"
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+]
 
 [[package]]
 name = "click"
@@ -70,18 +139,30 @@ summary = "Composable command line interface toolkit"
 dependencies = [
     "colorama; platform_system == \"Windows\"",
 ]
+files = [
+    {file = "click-8.1.3-py3-none-any.whl", hash = "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"},
+    {file = "click-8.1.3.tar.gz", hash = "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e"},
+]
 
 [[package]]
 name = "colorama"
 version = "0.4.6"
 requires_python = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 summary = "Cross-platform colored terminal text."
+files = [
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+    {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
+]
 
 [[package]]
 name = "exceptiongroup"
 version = "1.1.2"
 requires_python = ">=3.7"
 summary = "Backport of PEP 654 (exception groups)"
+files = [
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+]
 
 [[package]]
 name = "ffmpeg-python"
@@ -90,24 +171,39 @@ summary = "Python bindings for FFmpeg - with complex filtering support"
 dependencies = [
     "future",
 ]
+files = [
+    {file = "ffmpeg-python-0.2.0.tar.gz", hash = "sha256:65225db34627c578ef0e11c8b1eb528bb35e024752f6f10b78c011f6f64c4127"},
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+]
 
 [[package]]
 name = "filelock"
 version = "3.12.0"
 requires_python = ">=3.7"
 summary = "A platform independent file lock."
+files = [
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+    {file = "filelock-3.12.0.tar.gz", hash = "sha256:fc03ae43288c013d2ea83c8597001b1129db351aad9c57fe2409327916b8e718"},
+]
 
 [[package]]
 name = "fsspec"
 version = "2023.4.0"
 requires_python = ">=3.8"
 summary = "File-system specification"
+files = [
+    {file = "fsspec-2023.4.0-py3-none-any.whl", hash = "sha256:f398de9b49b14e9d84d2c2d11b7b67121bc072fe97b930c4e5668ac3917d8307"},
+    {file = "fsspec-2023.4.0.tar.gz", hash = "sha256:bf064186cd8808f0b2f6517273339ba0a0c8fb1b7048991c28bc67f58b8b67cd"},
+]
 
 [[package]]
 name = "future"
 version = "0.18.3"
 requires_python = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 summary = "Clean single-source support for Python 3 and 2"
+files = [
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+]
 
 [[package]]
 name = "huggingface-hub"
@@ -123,6 +219,10 @@ dependencies = [
     "tqdm>=4.42.1",
     "typing-extensions>=3.7.4.3",
 ]
+files = [
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+    {file = "huggingface_hub-0.14.1.tar.gz", hash = "sha256:9ab899af8e10922eac65e290d60ab956882ab0bf643e3d990b1394b6b47b7fbc"},
+]
 
 [[package]]
 name = "hyperpyyaml"
@@ -132,18 +232,30 @@ dependencies = [
     "pyyaml>=5.1",
     "ruamel-yaml>=0.17.8",
 ]
+files = [
+    {file = "HyperPyYAML-1.2.0-py3-none-any.whl", hash = "sha256:ba54decb0b1680304df9aec6f5c0809bcc17178c6c1ad369cfb9725557acb965"},
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+]
 
 [[package]]
 name = "idna"
 version = "3.4"
 requires_python = ">=3.5"
 summary = "Internationalized Domain Names in Applications (IDNA)"
+files = [
+    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
+    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
+]
 
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
 requires_python = ">=3.7"
 summary = "brain-dead simple config-ini parsing"
+files = [
+    {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
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+]
 
 [[package]]
 name = "inquirer"
@@ -155,6 +267,10 @@ dependencies = [
     "python-editor>=1.0.4",
     "readchar>=3.0.6",
 ]
+files = [
+    {file = "inquirer-3.1.3-py3-none-any.whl", hash = "sha256:a7441fd74d06fcac4385218a1f5e8703f7a113f7944e01af47b8c58e84f95ce5"},
+    {file = "inquirer-3.1.3.tar.gz", hash = "sha256:aac309406f5b49d4b8ab7c6872117f43bf082a552dc256aa16bc95e16bb58bec"},
+]
 
 [[package]]
 name = "jinja2"
@@ -164,6 +280,10 @@ summary = "A very fast and expressive template engine."
 dependencies = [
     "MarkupSafe>=2.0",
 ]
+files = [
+    {file = "Jinja2-3.1.2-py3-none-any.whl", hash = "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"},
+    {file = "Jinja2-3.1.2.tar.gz", hash = "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852"},
+]
 
 [[package]]
 name = "jinxed"
@@ -172,35 +292,78 @@ summary = "Jinxed Terminal Library"
 dependencies = [
     "ansicon; platform_system == \"Windows\"",
 ]
+files = [
+    {file = "jinxed-1.2.0-py2.py3-none-any.whl", hash = "sha256:cfc2b2e4e3b4326954d546ba6d6b9a7a796ddcb0aef8d03161d005177eb0d48b"},
+    {file = "jinxed-1.2.0.tar.gz", hash = "sha256:032acda92d5c57cd216033cbbd53de731e6ed50deb63eb4781336ca55f72cda5"},
+]
 
 [[package]]
 name = "joblib"
 version = "1.2.0"
 requires_python = ">=3.7"
 summary = "Lightweight pipelining with Python functions"
+files = [
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+    {file = "joblib-1.2.0.tar.gz", hash = "sha256:e1cee4a79e4af22881164f218d4311f60074197fb707e082e803b61f6d137018"},
+]
 
 [[package]]
 name = "markupsafe"
 version = "2.1.2"
 requires_python = ">=3.7"
 summary = "Safely add untrusted strings to HTML/XML markup."
+files = [
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 name = "pydantic"
@@ -260,11 +481,32 @@ dependencies = [
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 ]
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 version = "2.11"
 summary = "Python extension wrapping the ICU C++ API"
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 name = "pyright"
@@ -274,6 +516,10 @@ summary = "Command line wrapper for pyright"
 dependencies = [
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 version = "1.0.4"
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 [[package]]
 name = "readchar"
@@ -314,12 +589,48 @@ summary = "Library to easily read single chars and key strokes"
 dependencies = [
     "setuptools>=41.0",
 ]
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 version = "2023.3.23"
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 summary = "Alternative regular expression module, to replace re."
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+]
 
 [[package]]
 name = "requests"
@@ -332,6 +643,10 @@ dependencies = [
     "idna<4,>=2.5",
     "urllib3<1.27,>=1.21.1",
 ]
+files = [
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+]
 
 [[package]]
 name = "ruamel-yaml"
@@ -341,12 +656,31 @@ summary = "ruamel.yaml is a YAML parser/emitter that supports roundtrip preserva
 dependencies = [
     "ruamel-yaml-clib>=0.2.7; platform_python_implementation == \"CPython\" and python_version < \"3.12\"",
 ]
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+]
 
 [[package]]
 name = "ruamel-yaml-clib"
 version = "0.2.7"
 requires_python = ">=3.5"
 summary = "C version of reader, parser and emitter for ruamel.yaml derived from libyaml"
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 [[package]]
 name = "scikit-learn"
@@ -359,6 +693,19 @@ dependencies = [
     "scipy>=1.3.2",
     "threadpoolctl>=2.0.0",
 ]
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 [[package]]
 name = "scipy"
@@ -368,29 +715,73 @@ summary = "Fundamental algorithms for scientific computing in Python"
 dependencies = [
     "numpy<1.26.0,>=1.18.5",
 ]
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 [[package]]
 name = "sentencepiece"
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 summary = "SentencePiece python wrapper"
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 version = "67.7.2"
 requires_python = ">=3.7"
 summary = "Easily download, build, install, upgrade, and uninstall Python packages"
+files = [
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 version = "1.16.0"
 requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 summary = "Python 2 and 3 compatibility utilities"
+files = [
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 [[package]]
 name = "sniffio"
 version = "1.3.0"
 requires_python = ">=3.7"
 summary = "Sniff out which async library your code is running under"
+files = [
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 [[package]]
 name = "speechbrain"
@@ -409,6 +800,10 @@ dependencies = [
     "torchaudio",
     "tqdm",
 ]
+files = [
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+]
 
 [[package]]
 name = "sympy"
@@ -418,23 +813,54 @@ summary = "Computer algebra system (CAS) in Python"
 dependencies = [
     "mpmath>=0.19",
 ]
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 name = "threadpoolctl"
 version = "3.1.0"
 requires_python = ">=3.6"
 summary = "threadpoolctl"
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 [[package]]
 name = "tokenizers"
 version = "0.13.3"
 summary = "Fast and Customizable Tokenizers"
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 [[package]]
 name = "tomli"
 version = "2.0.1"
 requires_python = ">=3.7"
 summary = "A lil' TOML parser"
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 [[package]]
 name = "torch"
@@ -448,6 +874,24 @@ dependencies = [
     "sympy",
     "typing-extensions",
 ]
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+]
 
 [[package]]
 name = "torchaudio"
@@ -456,6 +900,22 @@ summary = "An audio package for PyTorch"
 dependencies = [
     "torch==2.0.0",
 ]
+files = [
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 [[package]]
 name = "tqdm"
@@ -465,6 +925,10 @@ summary = "Fast, Extensible Progress Meter"
 dependencies = [
     "colorama; platform_system == \"Windows\"",
 ]
+files = [
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 [[package]]
 name = "transcribee-proto"
@@ -492,18 +956,30 @@ dependencies = [
     "tokenizers!=0.11.3,<0.14,>=0.11.1",
     "tqdm>=4.27",
 ]
+files = [
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 [[package]]
 name = "typing-extensions"
 version = "4.5.0"
 requires_python = ">=3.7"
 summary = "Backported and Experimental Type Hints for Python 3.7+"
+files = [
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 [[package]]
 name = "urllib3"
 version = "1.26.15"
 requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 summary = "HTTP library with thread-safe connection pooling, file post, and more."
+files = [
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+]
 
 [[package]]
 name = "watchfiles"
@@ -513,939 +989,98 @@ summary = "Simple, modern and high performance file watching and code reload in
 dependencies = [
     "anyio>=3.0.0",
 ]
+files = [
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