diff --git a/pdm.lock b/pdm.lock
index 3448a53..95d8c4b 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -5,7 +5,7 @@
 groups = ["default", "dev"]
 strategy = ["cross_platform", "inherit_metadata"]
 lock_version = "4.4.1"
-content_hash = "sha256:c392a5b1b02da98f72b705681a112add2c4f8aa8a120fab08d1b3a4941da1dd7"
+content_hash = "sha256:e900d5582866a2650d1075e84b90f8774de0b36b9b242fcd665126bc168c3fd5"
 
 [[package]]
 name = "annotated-types"
@@ -2121,6 +2121,19 @@ files = [
     {file = "sparv_pipeline-5.2.0.tar.gz", hash = "sha256:d8282fd97ebae048e40b1cd83e087fad455ab137e107ebf54e2685b3af2f13b7"},
 ]
 
+[[package]]
+name = "sparv-pipeline-testing"
+version = "0.1.5"
+requires_python = ">=3.8.1,<3.12"
+git = "https://github.com/spraakbanken/sparv-pipeline-testing.git"
+ref = "v0.1.5"
+revision = "dbcdefe7b147690cd1f0d5cfb26de71d0ab7c151"
+summary = "Testing utilities for sparv-pipeline."
+groups = ["dev"]
+dependencies = [
+    "sparv-pipeline>=5.2.0",
+]
+
 [[package]]
 name = "sparv-sbx-sentence-sentiment-kb-sent"
 version = "0.1.1"
diff --git a/pyproject.toml b/pyproject.toml
index 3c5e706..3a787d5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,4 +13,5 @@ dev = [
     "ruff>=0.4.5",
     "bump-my-version>=0.19.0",
     "syrupy>=4.6.1",
+    "sparv-pipeline-testing @ git+https://github.com/spraakbanken/sparv-pipeline-testing.git@v0.1.5",
 ]
diff --git a/sparv-sbx-sentence-sentiment-kb-sent/Makefile b/sparv-sbx-sentence-sentiment-kb-sent/Makefile
index 240433a..fd718db 100644
--- a/sparv-sbx-sentence-sentiment-kb-sent/Makefile
+++ b/sparv-sbx-sentence-sentiment-kb-sent/Makefile
@@ -146,5 +146,5 @@ prepare-release: tests/requirements-testing.lock
 
 # we use lock extension so that dependabot doesn't pick up changes in this file
 tests/requirements-testing.lock: pyproject.toml pdm.lock
-	pdm export --dev --format requirements --output $@
+	pdm export --dev --format requirements --no-hashes --output  $@
 
diff --git a/sparv-sbx-sentence-sentiment-kb-sent/pdm.lock b/sparv-sbx-sentence-sentiment-kb-sent/pdm.lock
index 58f6f60..81d252b 100644
--- a/sparv-sbx-sentence-sentiment-kb-sent/pdm.lock
+++ b/sparv-sbx-sentence-sentiment-kb-sent/pdm.lock
@@ -5,13 +5,13 @@
 groups = ["default", "dev"]
 strategy = ["cross_platform", "inherit_metadata"]
 lock_version = "4.4.1"
-content_hash = "sha256:ae5c879ee52fe6a0ae43754676bbb64a7960e079d7948483ac996fef40aab011"
+content_hash = "sha256:531a0c462e1015bc7bbd8324b8e5b27b24546b25a55c84c8d4e37a1f62f0bd80"
 
 [[package]]
 name = "appdirs"
 version = "1.4.4"
 summary = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "appdirs-1.4.4-py2.py3-none-any.whl", hash = "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"},
     {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
@@ -22,7 +22,7 @@ name = "argcomplete"
 version = "3.1.6"
 requires_python = ">=3.8"
 summary = "Bash tab completion for argparse"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "argcomplete-3.1.6-py3-none-any.whl", hash = "sha256:71f4683bc9e6b0be85f2b2c1224c47680f210903e23512cfebfe5a41edfd883a"},
     {file = "argcomplete-3.1.6.tar.gz", hash = "sha256:3b1f07d133332547a53c79437527c00be48cca3807b1d4ca5cab1b26313386a6"},
@@ -33,7 +33,7 @@ name = "attrs"
 version = "23.2.0"
 requires_python = ">=3.7"
 summary = "Classes Without Boilerplate"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
     {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
@@ -44,7 +44,7 @@ name = "certifi"
 version = "2024.2.2"
 requires_python = ">=3.6"
 summary = "Python package for providing Mozilla's CA Bundle."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
     {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
@@ -55,7 +55,7 @@ name = "cffi"
 version = "1.16.0"
 requires_python = ">=3.8"
 summary = "Foreign Function Interface for Python calling C code."
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_python_implementation != \"PyPy\""
 dependencies = [
     "pycparser",
@@ -110,7 +110,7 @@ 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."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "charset-normalizer-3.3.2.tar.gz", hash = "sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5"},
     {file = "charset_normalizer-3.3.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:25baf083bf6f6b341f4121c2f3c548875ee6f5339300e08be3f2b2ba1721cdd3"},
@@ -181,7 +181,7 @@ name = "click"
 version = "8.1.7"
 requires_python = ">=3.7"
 summary = "Composable command line interface toolkit"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "colorama; platform_system == \"Windows\"",
 ]
@@ -207,7 +207,7 @@ name = "configargparse"
 version = "1.7"
 requires_python = ">=3.5"
 summary = "A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "ConfigArgParse-1.7-py3-none-any.whl", hash = "sha256:d249da6591465c6c26df64a9f73d2536e743be2f244eb3ebe61114af2f94f86b"},
     {file = "ConfigArgParse-1.7.tar.gz", hash = "sha256:e7067471884de5478c58a511e529f0f9bd1c66bfef1dea90935438d6c23306d1"},
@@ -217,7 +217,7 @@ files = [
 name = "connection-pool"
 version = "0.0.3"
 summary = "thread safe connection pool"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "connection_pool-0.0.3.tar.gz", hash = "sha256:bf429e7aef65921c69b4ed48f3d48d3eac1383b05d2df91884705842d974d0dc"},
 ]
@@ -227,7 +227,7 @@ name = "cryptography"
 version = "42.0.7"
 requires_python = ">=3.7"
 summary = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "cffi>=1.12; platform_python_implementation != \"PyPy\"",
 ]
@@ -271,7 +271,7 @@ name = "datrie"
 version = "0.8.2"
 requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 summary = "Super-fast, efficiently stored Trie for Python."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "datrie-0.8.2-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:e0582435a4adef1a2fce53aeedb656bf769b0f113b524f98be51d3e3d40720cb"},
     {file = "datrie-0.8.2-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:b2d80fa687173cb8f8bae224ef00d1ad6bda8f8597bbb1a63f85182c7d91aeb3"},
@@ -287,7 +287,7 @@ name = "docutils"
 version = "0.20.1"
 requires_python = ">=3.7"
 summary = "Docutils -- Python Documentation Utilities"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "docutils-0.20.1-py3-none-any.whl", hash = "sha256:96f387a2c5562db4476f09f13bbab2192e764cac08ebbf3a34a95d9b1e4a59d6"},
     {file = "docutils-0.20.1.tar.gz", hash = "sha256:f08a4e276c3a1583a86dce3e34aba3fe04d02bba2dd51ed16106244e8a923e3b"},
@@ -297,7 +297,7 @@ files = [
 name = "docx2python"
 version = "1.27.1"
 summary = "Extract content from docx files"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "docx2python-1.27.1-py3-none-any.whl", hash = "sha256:51f6f03149efff07372ea023824d4fd863cb70b531aa558513070fe60f1c420a"},
     {file = "docx2python-1.27.1.tar.gz", hash = "sha256:6ca0a92ee9220708060ece485cede894408588353dc458ee5ec17959488fa668"},
@@ -308,7 +308,7 @@ name = "dpath"
 version = "2.1.6"
 requires_python = ">=3.7"
 summary = "Filesystem-like pathing and searching for dictionaries"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "dpath-2.1.6-py3-none-any.whl", hash = "sha256:31407395b177ab63ef72e2f6ae268c15e938f2990a8ecf6510f5686c02b6db73"},
     {file = "dpath-2.1.6.tar.gz", hash = "sha256:f1e07c72e8605c6a9e80b64bc8f42714de08a789c7de417e49c3f87a19692e47"},
@@ -319,7 +319,7 @@ name = "emoji"
 version = "2.12.1"
 requires_python = ">=3.7"
 summary = "Emoji for Python"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "typing-extensions>=4.7.0",
 ]
@@ -344,7 +344,7 @@ files = [
 name = "fastjsonschema"
 version = "2.19.1"
 summary = "Fastest Python implementation of JSON schema"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "fastjsonschema-2.19.1-py3-none-any.whl", hash = "sha256:3672b47bc94178c9f23dbb654bf47440155d4db9df5f7bc47643315f9c405cd0"},
     {file = "fastjsonschema-2.19.1.tar.gz", hash = "sha256:e3126a94bdc4623d3de4485f8d468a12f02a67921315ddc87836d6e456dc789d"},
@@ -355,7 +355,7 @@ name = "filelock"
 version = "3.14.0"
 requires_python = ">=3.8"
 summary = "A platform independent file lock."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "filelock-3.14.0-py3-none-any.whl", hash = "sha256:43339835842f110ca7ae60f1e1c160714c5a6afd15a2873419ab185334975c0f"},
     {file = "filelock-3.14.0.tar.gz", hash = "sha256:6ea72da3be9b8c82afd3edcf99f2fffbb5076335a5ae4d03248bb5b6c3eae78a"},
@@ -366,7 +366,7 @@ name = "fsspec"
 version = "2024.5.0"
 requires_python = ">=3.8"
 summary = "File-system specification"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "fsspec-2024.5.0-py3-none-any.whl", hash = "sha256:e0fdbc446d67e182f49a70b82cf7889028a63588fde6b222521f10937b2b670c"},
     {file = "fsspec-2024.5.0.tar.gz", hash = "sha256:1d021b0b0f933e3b3029ed808eb400c08ba101ca2de4b3483fbc9ca23fcee94a"},
@@ -377,7 +377,7 @@ name = "gitdb"
 version = "4.0.11"
 requires_python = ">=3.7"
 summary = "Git Object Database"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "smmap<6,>=3.0.1",
 ]
@@ -391,7 +391,7 @@ name = "gitpython"
 version = "3.1.43"
 requires_python = ">=3.7"
 summary = "GitPython is a Python library used to interact with Git repositories"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "gitdb<5,>=4.0.1",
 ]
@@ -425,7 +425,7 @@ name = "humanfriendly"
 version = "10.0"
 requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 summary = "Human friendly output for text interfaces using Python"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "pyreadline3; sys_platform == \"win32\" and python_version >= \"3.8\"",
 ]
@@ -439,7 +439,7 @@ name = "idna"
 version = "3.7"
 requires_python = ">=3.5"
 summary = "Internationalized Domain Names in Applications (IDNA)"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
     {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
@@ -450,7 +450,7 @@ name = "importlib-metadata"
 version = "6.8.0"
 requires_python = ">=3.8"
 summary = "Read metadata from Python packages"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "zipp>=0.5",
 ]
@@ -464,7 +464,7 @@ name = "importlib-resources"
 version = "6.4.0"
 requires_python = ">=3.8"
 summary = "Read resources from Python packages"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "python_version < \"3.9\""
 dependencies = [
     "zipp>=3.1.0; python_version < \"3.10\"",
@@ -489,7 +489,7 @@ files = [
 name = "intel-openmp"
 version = "2021.4.0"
 summary = "Intel® OpenMP* Runtime Library"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Windows\""
 files = [
     {file = "intel_openmp-2021.4.0-py2.py3-none-macosx_10_15_x86_64.macosx_11_0_x86_64.whl", hash = "sha256:41c01e266a7fdb631a7609191709322da2bbf24b252ba763f125dd651bcc7675"},
@@ -504,7 +504,7 @@ name = "jinja2"
 version = "3.1.4"
 requires_python = ">=3.7"
 summary = "A very fast and expressive template engine."
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "MarkupSafe>=2.0",
 ]
@@ -518,7 +518,7 @@ name = "joblib"
 version = "1.4.2"
 requires_python = ">=3.8"
 summary = "Lightweight pipelining with Python functions"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"},
     {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"},
@@ -529,7 +529,7 @@ name = "jsonschema"
 version = "4.20.0"
 requires_python = ">=3.8"
 summary = "An implementation of JSON Schema validation for Python"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "attrs>=22.2.0",
     "importlib-resources>=1.4.0; python_version < \"3.9\"",
@@ -548,7 +548,7 @@ name = "jsonschema-specifications"
 version = "2023.12.1"
 requires_python = ">=3.8"
 summary = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "importlib-resources>=1.4.0; python_version < \"3.9\"",
     "referencing>=0.31.0",
@@ -563,7 +563,7 @@ name = "jupyter-core"
 version = "5.7.2"
 requires_python = ">=3.8"
 summary = "Jupyter core package. A base package on which Jupyter projects rely."
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "platformdirs>=2.5",
     "pywin32>=300; sys_platform == \"win32\" and platform_python_implementation != \"PyPy\"",
@@ -579,7 +579,7 @@ name = "markdown-it-py"
 version = "3.0.0"
 requires_python = ">=3.8"
 summary = "Python port of markdown-it. Markdown parsing, done right!"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "mdurl~=0.1",
 ]
@@ -593,7 +593,7 @@ name = "markupsafe"
 version = "2.1.5"
 requires_python = ">=3.7"
 summary = "Safely add untrusted strings to HTML/XML markup."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "MarkupSafe-2.1.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a17a92de5231666cfbe003f0e4b9b3a7ae3afb1ec2845aadc2bacc93ff85febc"},
     {file = "MarkupSafe-2.1.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:72b6be590cc35924b02c78ef34b467da4ba07e4e0f0454a2c5907f473fc50ce5"},
@@ -643,7 +643,7 @@ name = "mdurl"
 version = "0.1.2"
 requires_python = ">=3.7"
 summary = "Markdown URL utilities"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
@@ -653,7 +653,7 @@ files = [
 name = "mkl"
 version = "2021.4.0"
 summary = "Intel® oneAPI Math Kernel Library"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Windows\""
 dependencies = [
     "intel-openmp==2021.*",
@@ -671,7 +671,7 @@ files = [
 name = "mpmath"
 version = "1.3.0"
 summary = "Python library for arbitrary-precision floating-point arithmetic"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
     {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
@@ -682,7 +682,7 @@ name = "mypy-extensions"
 version = "1.0.0"
 requires_python = ">=3.5"
 summary = "Type system extensions for programs checked with the mypy type checker."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
     {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
@@ -693,7 +693,7 @@ name = "nbformat"
 version = "5.10.4"
 requires_python = ">=3.8"
 summary = "The Jupyter Notebook format"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "fastjsonschema>=2.15",
     "jsonschema>=2.6",
@@ -710,7 +710,7 @@ name = "networkx"
 version = "3.1"
 requires_python = ">=3.8"
 summary = "Python package for creating and manipulating graphs and networks"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "networkx-3.1-py3-none-any.whl", hash = "sha256:4f33f68cb2afcf86f28a45f43efc27a9386b535d567d2127f8f61d51dec58d36"},
     {file = "networkx-3.1.tar.gz", hash = "sha256:de346335408f84de0eada6ff9fafafff9bcda11f0a0dfaa931133debb146ab61"},
@@ -721,7 +721,7 @@ name = "nltk"
 version = "3.8.1"
 requires_python = ">=3.7"
 summary = "Natural Language Toolkit"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "click",
     "joblib",
@@ -738,7 +738,7 @@ name = "numpy"
 version = "1.24.4"
 requires_python = ">=3.8"
 summary = "Fundamental package for array computing in Python"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "numpy-1.24.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c0bfb52d2169d58c1cdb8cc1f16989101639b34c7d3ce60ed70b19c63eba0b64"},
     {file = "numpy-1.24.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ed094d4f0c177b1b8e7aa9cba7d6ceed51c0e569a5318ac0ca9a090680a6a1b1"},
@@ -775,7 +775,7 @@ name = "nvidia-cublas-cu12"
 version = "12.1.3.1"
 requires_python = ">=3"
 summary = "CUBLAS native runtime libraries"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cublas_cu12-12.1.3.1-py3-none-manylinux1_x86_64.whl", hash = "sha256:ee53ccca76a6fc08fb9701aa95b6ceb242cdaab118c3bb152af4e579af792728"},
@@ -787,7 +787,7 @@ name = "nvidia-cuda-cupti-cu12"
 version = "12.1.105"
 requires_python = ">=3"
 summary = "CUDA profiling tools runtime libs."
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cuda_cupti_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:e54fde3983165c624cb79254ae9818a456eb6e87a7fd4d56a2352c24ee542d7e"},
@@ -799,7 +799,7 @@ name = "nvidia-cuda-nvrtc-cu12"
 version = "12.1.105"
 requires_python = ">=3"
 summary = "NVRTC native runtime libraries"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:339b385f50c309763ca65456ec75e17bbefcbbf2893f462cb8b90584cd27a1c2"},
@@ -811,7 +811,7 @@ name = "nvidia-cuda-runtime-cu12"
 version = "12.1.105"
 requires_python = ">=3"
 summary = "CUDA Runtime native Libraries"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:6e258468ddf5796e25f1dc591a31029fa317d97a0a94ed93468fc86301d61e40"},
@@ -823,7 +823,7 @@ name = "nvidia-cudnn-cu12"
 version = "8.9.2.26"
 requires_python = ">=3"
 summary = "cuDNN runtime libraries"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 dependencies = [
     "nvidia-cublas-cu12",
@@ -837,7 +837,7 @@ name = "nvidia-cufft-cu12"
 version = "11.0.2.54"
 requires_python = ">=3"
 summary = "CUFFT native runtime libraries"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cufft_cu12-11.0.2.54-py3-none-manylinux1_x86_64.whl", hash = "sha256:794e3948a1aa71fd817c3775866943936774d1c14e7628c74f6f7417224cdf56"},
@@ -849,7 +849,7 @@ name = "nvidia-curand-cu12"
 version = "10.3.2.106"
 requires_python = ">=3"
 summary = "CURAND native runtime libraries"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_curand_cu12-10.3.2.106-py3-none-manylinux1_x86_64.whl", hash = "sha256:9d264c5036dde4e64f1de8c50ae753237c12e0b1348738169cd0f8a536c0e1e0"},
@@ -861,7 +861,7 @@ name = "nvidia-cusolver-cu12"
 version = "11.4.5.107"
 requires_python = ">=3"
 summary = "CUDA solver native runtime libraries"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 dependencies = [
     "nvidia-cublas-cu12",
@@ -878,7 +878,7 @@ name = "nvidia-cusparse-cu12"
 version = "12.1.0.106"
 requires_python = ">=3"
 summary = "CUSPARSE native runtime libraries"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 dependencies = [
     "nvidia-nvjitlink-cu12",
@@ -893,7 +893,7 @@ name = "nvidia-nccl-cu12"
 version = "2.20.5"
 requires_python = ">=3"
 summary = "NVIDIA Collective Communication Library (NCCL) Runtime"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_nccl_cu12-2.20.5-py3-none-manylinux2014_aarch64.whl", hash = "sha256:1fc150d5c3250b170b29410ba682384b14581db722b2531b0d8d33c595f33d01"},
@@ -905,7 +905,7 @@ name = "nvidia-nvjitlink-cu12"
 version = "12.5.40"
 requires_python = ">=3"
 summary = "Nvidia JIT LTO Library"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_nvjitlink_cu12-12.5.40-py3-none-manylinux2014_x86_64.whl", hash = "sha256:d9714f27c1d0f0895cd8915c07a87a1d0029a0aa36acaf9156952ec2a8a12189"},
@@ -917,7 +917,7 @@ name = "nvidia-nvtx-cu12"
 version = "12.1.105"
 requires_python = ">=3"
 summary = "NVIDIA Tools Extension"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_nvtx_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:dc21cf308ca5691e7c04d962e213f8a4aa9bbfa23d95412f452254c2caeb09e5"},
@@ -940,7 +940,7 @@ name = "pdfminer-six"
 version = "20221105"
 requires_python = ">=3.6"
 summary = "PDF parser and analyzer"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "charset-normalizer>=2.0.0",
     "cryptography>=36.0.0",
@@ -955,7 +955,7 @@ name = "pdfplumber"
 version = "0.10.3"
 requires_python = ">=3.8"
 summary = "Plumb a PDF for detailed information about each char, rectangle, and line."
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "Pillow>=9.1",
     "pdfminer-six==20221105",
@@ -971,7 +971,7 @@ name = "pillow"
 version = "10.3.0"
 requires_python = ">=3.8"
 summary = "Python Imaging Library (Fork)"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "pillow-10.3.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:90b9e29824800e90c84e4022dd5cc16eb2d9605ee13f05d47641eb183cd73d45"},
     {file = "pillow-10.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:a2c405445c79c3f5a124573a051062300936b0281fee57637e706453e452746c"},
@@ -1038,7 +1038,7 @@ name = "pkgutil-resolve-name"
 version = "1.3.10"
 requires_python = ">=3.6"
 summary = "Resolve a name to an object."
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "python_version < \"3.9\""
 files = [
     {file = "pkgutil_resolve_name-1.3.10-py3-none-any.whl", hash = "sha256:ca27cc078d25c5ad71a9de0a7a330146c4e014c2462d9af19c6b828280649c5e"},
@@ -1049,7 +1049,7 @@ files = [
 name = "plac"
 version = "1.4.3"
 summary = "The smartest command line arguments parser in the world"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "plac-1.4.3-py2.py3-none-any.whl", hash = "sha256:8a84fde8f950c9de6588a2d53c9deeac3ba1ddb456d887a33228460cf6549750"},
     {file = "plac-1.4.3.tar.gz", hash = "sha256:d4cb3387b2113a28aebd509433d0264a4e5d9bb7c1a86db4fbd0a8f11af74eb3"},
@@ -1060,7 +1060,7 @@ name = "platformdirs"
 version = "4.2.2"
 requires_python = ">=3.8"
 summary = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "platformdirs-4.2.2-py3-none-any.whl", hash = "sha256:2d7a1657e36a80ea911db832a8a6ece5ee53d8de21edd5cc5879af6530b1bfee"},
     {file = "platformdirs-4.2.2.tar.gz", hash = "sha256:38b7b51f512eed9e84a22788b4bce1de17c0adb134d6becb09836e37d8654cd3"},
@@ -1082,7 +1082,7 @@ name = "prompt-toolkit"
 version = "3.0.45"
 requires_python = ">=3.7.0"
 summary = "Library for building powerful interactive command lines in Python"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "wcwidth",
 ]
@@ -1096,7 +1096,7 @@ name = "protobuf"
 version = "3.20.3"
 requires_python = ">=3.7"
 summary = "Protocol Buffers"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "protobuf-3.20.3-cp310-cp310-manylinux2014_aarch64.whl", hash = "sha256:f4bd856d702e5b0d96a00ec6b307b0f51c1982c2bf9c0052cf9019e9a544ba99"},
     {file = "protobuf-3.20.3-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:9aae4406ea63d825636cc11ffb34ad3379335803216ee3a856787bcf5ccc751e"},
@@ -1121,7 +1121,7 @@ name = "psutil"
 version = "5.9.8"
 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."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "psutil-5.9.8-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:aee678c8720623dc456fa20659af736241f575d79429a0e5e9cf88ae0605cc81"},
     {file = "psutil-5.9.8-cp36-abi3-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8cb6403ce6d8e047495a701dc7c5bd788add903f8986d523e3e20b98b733e421"},
@@ -1137,7 +1137,7 @@ name = "pulp"
 version = "2.8.0"
 requires_python = ">=3.7"
 summary = "PuLP is an LP modeler written in python. PuLP can generate MPS or LP files and call GLPK, COIN CLP/CBC, CPLEX, and GUROBI to solve linear problems."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "PuLP-2.8.0-py3-none-any.whl", hash = "sha256:4a19814a5b0a4392d788ac2315263435293579b0583c3469943fe0c6a586f263"},
     {file = "PuLP-2.8.0.tar.gz", hash = "sha256:4903bf96110bbab8ed2c68533f90565ebb76aa367d9e4df38e51bf727927c125"},
@@ -1148,7 +1148,7 @@ name = "pycountry"
 version = "22.3.5"
 requires_python = ">=3.6, <4"
 summary = "ISO country, subdivision, language, currency and script definitions and their translations"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "setuptools",
 ]
@@ -1161,7 +1161,7 @@ name = "pycparser"
 version = "2.22"
 requires_python = ">=3.8"
 summary = "C parser in Python"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_python_implementation != \"PyPy\""
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
@@ -1173,7 +1173,7 @@ name = "pygments"
 version = "2.18.0"
 requires_python = ">=3.8"
 summary = "Pygments is a syntax highlighting package written in Python."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "pygments-2.18.0-py3-none-any.whl", hash = "sha256:b8e6aca0523f3ab76fee51799c488e38782ac06eafcf95e7ba832985c8e7b13a"},
     {file = "pygments-2.18.0.tar.gz", hash = "sha256:786ff802f32e91311bff3889f6e9a86e81505fe99f2735bb6d60ae0c5004f199"},
@@ -1184,7 +1184,7 @@ name = "pypdfium2"
 version = "4.30.0"
 requires_python = ">=3.6"
 summary = "Python bindings to PDFium"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "pypdfium2-4.30.0-py3-none-macosx_10_13_x86_64.whl", hash = "sha256:b33ceded0b6ff5b2b93bc1fe0ad4b71aa6b7e7bd5875f1ca0cdfb6ba6ac01aab"},
     {file = "pypdfium2-4.30.0-py3-none-macosx_11_0_arm64.whl", hash = "sha256:4e55689f4b06e2d2406203e771f78789bd4f190731b5d57383d05cf611d829de"},
@@ -1205,7 +1205,7 @@ files = [
 name = "pyreadline3"
 version = "3.4.1"
 summary = "A python implementation of GNU readline."
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "sys_platform == \"win32\" and python_version >= \"3.8\""
 files = [
     {file = "pyreadline3-3.4.1-py3-none-any.whl", hash = "sha256:b0efb6516fd4fb07b45949053826a62fa4cb353db5be2bbb4a7aa1fdd1e345fb"},
@@ -1236,7 +1236,7 @@ name = "python-dateutil"
 version = "2.8.2"
 requires_python = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 summary = "Extensions to the standard Python datetime module"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "six>=1.5",
 ]
@@ -1250,7 +1250,7 @@ name = "python-json-logger"
 version = "2.0.7"
 requires_python = ">=3.6"
 summary = "A python library adding a json log formatter"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "python-json-logger-2.0.7.tar.gz", hash = "sha256:23e7ec02d34237c5aa1e29a070193a4ea87583bb4e7f8fd06d3de8264c4b2e1c"},
     {file = "python_json_logger-2.0.7-py3-none-any.whl", hash = "sha256:f380b826a991ebbe3de4d897aeec42760035ac760345e57b812938dc8b35e2bd"},
@@ -1260,7 +1260,7 @@ files = [
 name = "pywin32"
 version = "306"
 summary = "Python for Window Extensions"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""
 files = [
     {file = "pywin32-306-cp310-cp310-win32.whl", hash = "sha256:06d3420a5155ba65f0b72f2699b5bacf3109f36acbe8923765c22938a69dfc8d"},
@@ -1279,7 +1279,7 @@ name = "pyyaml"
 version = "6.0.1"
 requires_python = ">=3.6"
 summary = "YAML parser and emitter for Python"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "PyYAML-6.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d858aa552c999bc8a8d57426ed01e40bef403cd8ccdd0fc5f6f04a00414cac2a"},
     {file = "PyYAML-6.0.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:fd66fc5d0da6d9815ba2cebeb4205f95818ff4b79c3ebe268e75d961704af52f"},
@@ -1320,7 +1320,7 @@ name = "questionary"
 version = "1.10.0"
 requires_python = ">=3.6,<4.0"
 summary = "Python library to build pretty command line user prompts ⭐️"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "prompt-toolkit<4.0,>=2.0",
 ]
@@ -1334,7 +1334,7 @@ name = "referencing"
 version = "0.35.1"
 requires_python = ">=3.8"
 summary = "JSON Referencing + Python"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "attrs>=22.2.0",
     "rpds-py>=0.7.0",
@@ -1349,7 +1349,7 @@ name = "regex"
 version = "2024.5.15"
 requires_python = ">=3.8"
 summary = "Alternative regular expression module, to replace re."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "regex-2024.5.15-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a81e3cfbae20378d75185171587cbf756015ccb14840702944f014e0d93ea09f"},
     {file = "regex-2024.5.15-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7b59138b219ffa8979013be7bc85bb60c6f7b7575df3d56dc1e403a438c7a3f6"},
@@ -1422,7 +1422,7 @@ name = "requests"
 version = "2.32.2"
 requires_python = ">=3.8"
 summary = "Python HTTP for Humans."
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "certifi>=2017.4.17",
     "charset-normalizer<4,>=2",
@@ -1439,7 +1439,7 @@ name = "reretry"
 version = "0.11.8"
 requires_python = ">=3.7"
 summary = "An easy to use, but functional decorator for retrying on exceptions."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "reretry-0.11.8-py2.py3-none-any.whl", hash = "sha256:5ec1084cd9644271ee386d34cd5dd24bdb3e91d55961b076d1a31d585ad68a79"},
     {file = "reretry-0.11.8.tar.gz", hash = "sha256:f2791fcebe512ea2f1d153a2874778523a8064860b591cd90afc21a8bed432e3"},
@@ -1450,7 +1450,7 @@ name = "rich"
 version = "13.7.0"
 requires_python = ">=3.7.0"
 summary = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "markdown-it-py>=2.2.0",
     "pygments<3.0.0,>=2.13.0",
@@ -1466,7 +1466,7 @@ name = "rpds-py"
 version = "0.18.1"
 requires_python = ">=3.8"
 summary = "Python bindings to Rust's persistent data structures (rpds)"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "rpds_py-0.18.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:d31dea506d718693b6b2cffc0648a8929bdc51c70a311b2770f09611caa10d53"},
     {file = "rpds_py-0.18.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:732672fbc449bab754e0b15356c077cc31566df874964d4801ab14f71951ea80"},
@@ -1646,7 +1646,7 @@ name = "setuptools"
 version = "70.0.0"
 requires_python = ">=3.8"
 summary = "Easily download, build, install, upgrade, and uninstall Python packages"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "setuptools-70.0.0-py3-none-any.whl", hash = "sha256:54faa7f2e8d2d11bcd2c07bed282eef1046b5c080d1c32add737d7b5817b1ad4"},
     {file = "setuptools-70.0.0.tar.gz", hash = "sha256:f211a66637b8fa059bb28183da127d4e86396c991a942b028c6650d4319c3fd0"},
@@ -1657,7 +1657,7 @@ name = "six"
 version = "1.16.0"
 requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 summary = "Python 2 and 3 compatibility utilities"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
@@ -1668,7 +1668,7 @@ name = "smart-open"
 version = "7.0.4"
 requires_python = "<4.0,>=3.7"
 summary = "Utils for streaming large files (S3, HDFS, GCS, Azure Blob Storage, gzip, bz2...)"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "wrapt",
 ]
@@ -1682,7 +1682,7 @@ name = "smmap"
 version = "5.0.1"
 requires_python = ">=3.7"
 summary = "A pure Python implementation of a sliding window memory map manager"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "smmap-5.0.1-py3-none-any.whl", hash = "sha256:e6d8668fa5f93e706934a62d7b4db19c8d9eb8cf2adbb75ef1b675aa332b69da"},
     {file = "smmap-5.0.1.tar.gz", hash = "sha256:dceeb6c0028fdb6734471eb07c0cd2aae706ccaecab45965ee83f11c8d3b1f62"},
@@ -1693,7 +1693,7 @@ name = "snakemake"
 version = "7.32.3"
 requires_python = ">=3.7"
 summary = "Workflow management system to create reproducible and scalable data analyses"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "appdirs",
     "configargparse",
@@ -1728,7 +1728,7 @@ name = "sparv-pipeline"
 version = "5.2.0"
 requires_python = ">=3.8"
 summary = "Språkbanken's text analysis tool"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "appdirs==1.4.4",
     "argcomplete==3.1.6",
@@ -1755,12 +1755,25 @@ files = [
     {file = "sparv_pipeline-5.2.0.tar.gz", hash = "sha256:d8282fd97ebae048e40b1cd83e087fad455ab137e107ebf54e2685b3af2f13b7"},
 ]
 
+[[package]]
+name = "sparv-pipeline-testing"
+version = "0.1.5"
+requires_python = ">=3.8.1,<3.12"
+git = "https://github.com/spraakbanken/sparv-pipeline-testing.git"
+ref = "v0.1.5"
+revision = "dbcdefe7b147690cd1f0d5cfb26de71d0ab7c151"
+summary = "Testing utilities for sparv-pipeline."
+groups = ["dev"]
+dependencies = [
+    "sparv-pipeline>=5.2.0",
+]
+
 [[package]]
 name = "stanza"
 version = "1.5.1"
 requires_python = ">=3.6"
 summary = "A Python NLP Library for Many Human Languages, by the Stanford NLP Group"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "emoji",
     "numpy",
@@ -1778,7 +1791,7 @@ files = [
 name = "stopit"
 version = "1.1.2"
 summary = "Timeout control decorator and context managers, raise any exception in another thread"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "stopit-1.1.2.tar.gz", hash = "sha256:f7f39c583fd92027bd9d06127b259aee7a5b7945c1f1fa56263811e1e766996d"},
 ]
@@ -1788,7 +1801,7 @@ name = "sympy"
 version = "1.12"
 requires_python = ">=3.8"
 summary = "Computer algebra system (CAS) in Python"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "mpmath>=0.19",
 ]
@@ -1816,7 +1829,7 @@ name = "tabulate"
 version = "0.9.0"
 requires_python = ">=3.7"
 summary = "Pretty-print tabular data"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "tabulate-0.9.0-py3-none-any.whl", hash = "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f"},
     {file = "tabulate-0.9.0.tar.gz", hash = "sha256:0095b12bf5966de529c0feb1fa08671671b3368eec77d7ef7ab114be2c068b3c"},
@@ -1826,7 +1839,7 @@ files = [
 name = "tbb"
 version = "2021.12.0"
 summary = "Intel® oneAPI Threading Building Blocks (oneTBB)"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Windows\""
 files = [
     {file = "tbb-2021.12.0-py2.py3-none-manylinux1_i686.whl", hash = "sha256:f2cc9a7f8ababaa506cbff796ce97c3bf91062ba521e15054394f773375d81d8"},
@@ -1839,7 +1852,7 @@ files = [
 name = "throttler"
 version = "1.2.2"
 summary = "Zero-dependency Python package for easy throttling with asyncio support"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "throttler-1.2.2-py3-none-any.whl", hash = "sha256:fc6ae612a2529e01110b32335af40375258b98e3b81232ec77cd07f51bf71392"},
     {file = "throttler-1.2.2.tar.gz", hash = "sha256:d54db406d98e1b54d18a9ba2b31ab9f093ac64a0a59d730c1cf7bb1cdfc94a58"},
@@ -1949,7 +1962,7 @@ files = [
 name = "toposort"
 version = "1.10"
 summary = "Implements a topological sort algorithm."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "toposort-1.10-py3-none-any.whl", hash = "sha256:cbdbc0d0bee4d2695ab2ceec97fe0679e9c10eab4b2a87a9372b929e70563a87"},
     {file = "toposort-1.10.tar.gz", hash = "sha256:bfbb479c53d0a696ea7402601f4e693c97b0367837c8898bc6471adfca37a6bd"},
@@ -1960,7 +1973,7 @@ name = "torch"
 version = "2.3.0"
 requires_python = ">=3.8.0"
 summary = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "filelock",
     "fsspec",
@@ -2006,7 +2019,7 @@ name = "tqdm"
 version = "4.66.4"
 requires_python = ">=3.7"
 summary = "Fast, Extensible Progress Meter"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "colorama; platform_system == \"Windows\"",
 ]
@@ -2020,7 +2033,7 @@ name = "traitlets"
 version = "5.14.3"
 requires_python = ">=3.8"
 summary = "Traitlets Python configuration system"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
     {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
@@ -2053,7 +2066,7 @@ files = [
 name = "triton"
 version = "2.3.0"
 summary = "A language and compiler for custom Deep Learning operations"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.12\""
 dependencies = [
     "filelock",
@@ -2070,7 +2083,7 @@ name = "typing-extensions"
 version = "4.12.0"
 requires_python = ">=3.8"
 summary = "Backported and Experimental Type Hints for Python 3.8+"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "typing_extensions-4.12.0-py3-none-any.whl", hash = "sha256:b349c66bea9016ac22978d800cfff206d5f9816951f12a7d0ec5578b0a819594"},
     {file = "typing_extensions-4.12.0.tar.gz", hash = "sha256:8cbcdc8606ebcb0d95453ad7dc5065e6237b6aa230a31e81d0f440c30fed5fd8"},
@@ -2080,7 +2093,7 @@ files = [
 name = "typing-inspect"
 version = "0.9.0"
 summary = "Runtime inspection utilities for typing module."
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "mypy-extensions>=0.3.0",
     "typing-extensions>=3.7.4",
@@ -2095,7 +2108,7 @@ name = "urllib3"
 version = "2.2.1"
 requires_python = ">=3.8"
 summary = "HTTP library with thread-safe connection pooling, file post, and more."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "urllib3-2.2.1-py3-none-any.whl", hash = "sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d"},
     {file = "urllib3-2.2.1.tar.gz", hash = "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"},
@@ -2105,7 +2118,7 @@ files = [
 name = "wcwidth"
 version = "0.2.13"
 summary = "Measures the displayed width of unicode strings in a terminal"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
@@ -2116,7 +2129,7 @@ name = "wrapt"
 version = "1.16.0"
 requires_python = ">=3.6"
 summary = "Module for decorators, wrappers and monkey patching."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "wrapt-1.16.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ffa565331890b90056c01db69c0fe634a776f8019c143a5ae265f9c6bc4bd6d4"},
     {file = "wrapt-1.16.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e4fdb9275308292e880dcbeb12546df7f3e0f96c6b41197e0cf37d2826359020"},
@@ -2167,7 +2180,7 @@ name = "yte"
 version = "1.5.4"
 requires_python = ">=3.7"
 summary = "A YAML template engine with Python expressions"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "dpath<3.0,>=2.1",
     "plac<2.0.0,>=1.3.4",
@@ -2183,7 +2196,7 @@ name = "zipp"
 version = "3.19.0"
 requires_python = ">=3.8"
 summary = "Backport of pathlib-compatible object wrapper for zip files"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "zipp-3.19.0-py3-none-any.whl", hash = "sha256:96dc6ad62f1441bcaccef23b274ec471518daf4fbbc580341204936a5a3dddec"},
     {file = "zipp-3.19.0.tar.gz", hash = "sha256:952df858fb3164426c976d9338d3961e8e8b3758e2e059e0f754b8c4262625ee"},
diff --git a/sparv-sbx-sentence-sentiment-kb-sent/pyproject.toml b/sparv-sbx-sentence-sentiment-kb-sent/pyproject.toml
index d0d3ced..e27676b 100644
--- a/sparv-sbx-sentence-sentiment-kb-sent/pyproject.toml
+++ b/sparv-sbx-sentence-sentiment-kb-sent/pyproject.toml
@@ -55,4 +55,8 @@ allow-direct-references = true
 
 
 [tool.pdm.dev-dependencies]
-dev = ["pytest>=8.0.0", "syrupy>=4.6.1"]
+dev = [
+    "pytest>=8.0.0",
+    "syrupy>=4.6.1",
+    "sparv-pipeline-testing @ git+https://github.com/spraakbanken/sparv-pipeline-testing.git@v0.1.5",
+]
diff --git a/sparv-sbx-sentence-sentiment-kb-sent/tests/__snapshots__/test_annotations.ambr b/sparv-sbx-sentence-sentiment-kb-sent/tests/__snapshots__/test_annotations.ambr
index 3888b7f..04a0c4e 100644
--- a/sparv-sbx-sentence-sentiment-kb-sent/tests/__snapshots__/test_annotations.ambr
+++ b/sparv-sbx-sentence-sentiment-kb-sent/tests/__snapshots__/test_annotations.ambr
@@ -3,5 +3,6 @@
   list([
     '|POSITIVE:0.9|',
     '|NEUTRAL:1.0|',
+    '|NEGATIVE:0.7|',
   ])
 # ---
diff --git a/sparv-sbx-sentence-sentiment-kb-sent/tests/requirements-testing.lock b/sparv-sbx-sentence-sentiment-kb-sent/tests/requirements-testing.lock
index a4bc4c1..eced29e 100644
--- a/sparv-sbx-sentence-sentiment-kb-sent/tests/requirements-testing.lock
+++ b/sparv-sbx-sentence-sentiment-kb-sent/tests/requirements-testing.lock
@@ -1,1021 +1,118 @@
 # This file is @generated by PDM.
 # Please do not edit it manually.
 
-appdirs==1.4.4 \
-    --hash=sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41 \
-    --hash=sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128
-argcomplete==3.1.6 \
-    --hash=sha256:3b1f07d133332547a53c79437527c00be48cca3807b1d4ca5cab1b26313386a6 \
-    --hash=sha256:71f4683bc9e6b0be85f2b2c1224c47680f210903e23512cfebfe5a41edfd883a
-attrs==23.2.0 \
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-    --hash=sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1
-certifi==2024.2.2 \
-    --hash=sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f \
-    --hash=sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1
-cffi==1.16.0; platform_python_implementation != "PyPy" \
-    --hash=sha256:0c9ef6ff37e974b73c25eecc13952c55bceed9112be2d9d938ded8e856138bcc \
-    --hash=sha256:131fd094d1065b19540c3d72594260f118b231090295d8c34e19a7bbcf2e860a \
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-    --hash=sha256:decbfa2f618fa8ed81c95ee18a387ff973143c656ef800c9f24fb7e9c16054e2 \
-    --hash=sha256:e4fdb9275308292e880dcbeb12546df7f3e0f96c6b41197e0cf37d2826359020 \
-    --hash=sha256:eb1b046be06b0fce7249f1d025cd359b4b80fc1c3e24ad9eca33e0dcdb2e4a35 \
-    --hash=sha256:eb6e651000a19c96f452c85132811d25e9264d836951022d6e81df2fff38337d \
-    --hash=sha256:ed867c42c268f876097248e05b6117a65bcd1e63b779e916fe2e33cd6fd0d3c3 \
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-yte==1.5.4 \
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-    --hash=sha256:d2d77e53eafca74f58234fcd3fea28cc0a719e4f3784911511e35e86594bc880
-zipp==3.19.0 \
-    --hash=sha256:952df858fb3164426c976d9338d3961e8e8b3758e2e059e0f754b8c4262625ee \
-    --hash=sha256:96dc6ad62f1441bcaccef23b274ec471518daf4fbbc580341204936a5a3dddec
+appdirs==1.4.4
+argcomplete==3.1.6
+attrs==23.2.0
+certifi==2024.2.2
+cffi==1.16.0; platform_python_implementation != "PyPy"
+charset-normalizer==3.3.2
+click==8.1.7
+colorama==0.4.6; sys_platform == "win32" or platform_system == "Windows"
+configargparse==1.7
+connection-pool==0.0.3
+cryptography==42.0.7
+datrie==0.8.2
+docutils==0.20.1
+docx2python==1.27.1
+dpath==2.1.6
+emoji==2.12.1
+exceptiongroup==1.2.1; python_version < "3.11"
+fastjsonschema==2.19.1
+filelock==3.14.0
+fsspec==2024.5.0
+gitdb==4.0.11
+gitpython==3.1.43
+huggingface-hub==0.23.2
+humanfriendly==10.0
+idna==3.7
+importlib-metadata==6.8.0
+importlib-resources==6.4.0; python_version < "3.9"
+iniconfig==2.0.0
+intel-openmp==2021.4.0; platform_system == "Windows"
+jinja2==3.1.4
+joblib==1.4.2
+jsonschema==4.20.0
+jsonschema-specifications==2023.12.1
+jupyter-core==5.7.2
+markdown-it-py==3.0.0
+markupsafe==2.1.5
+mdurl==0.1.2
+mkl==2021.4.0; platform_system == "Windows"
+mpmath==1.3.0
+mypy-extensions==1.0.0
+nbformat==5.10.4
+networkx==3.1
+nltk==3.8.1
+numpy==1.24.4
+nvidia-cublas-cu12==12.1.3.1; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-cuda-cupti-cu12==12.1.105; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-cuda-nvrtc-cu12==12.1.105; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-cuda-runtime-cu12==12.1.105; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-cudnn-cu12==8.9.2.26; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-cufft-cu12==11.0.2.54; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-curand-cu12==10.3.2.106; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-cusolver-cu12==11.4.5.107; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-cusparse-cu12==12.1.0.106; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-nccl-cu12==2.20.5; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-nvjitlink-cu12==12.5.40; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-nvtx-cu12==12.1.105; platform_system == "Linux" and platform_machine == "x86_64"
+packaging==24.0
+pdfminer-six==20221105
+pdfplumber==0.10.3
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+pkgutil-resolve-name==1.3.10; python_version < "3.9"
+plac==1.4.3
+platformdirs==4.2.2
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+prompt-toolkit==3.0.45
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+pycountry==22.3.5
+pycparser==2.22; platform_python_implementation != "PyPy"
+pygments==2.18.0
+pypdfium2==4.30.0
+pyreadline3==3.4.1; sys_platform == "win32" and python_version >= "3.8"
+pytest==8.2.1
+python-dateutil==2.8.2
+python-json-logger==2.0.7
+pywin32==306; sys_platform == "win32" and platform_python_implementation != "PyPy"
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+sparv-pipeline-testing @ git+https://github.com/spraakbanken/sparv-pipeline-testing.git@dbcdefe7b147690cd1f0d5cfb26de71d0ab7c151
+stanza==1.5.1
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diff --git a/sparv-sbx-sentence-sentiment-kb-sent/tests/test_annotations.py b/sparv-sbx-sentence-sentiment-kb-sent/tests/test_annotations.py
index 773febb..6828104 100644
--- a/sparv-sbx-sentence-sentiment-kb-sent/tests/test_annotations.py
+++ b/sparv-sbx-sentence-sentiment-kb-sent/tests/test_annotations.py
@@ -1,17 +1,31 @@
 import pytest
 from sbx_sentence_sentiment_kb_sent.annotations import annotate_sentence_sentiment
 from sparv import api as sparv_api  # type: ignore [import-untyped]
-
-from tests.testing import MemoryOutput, MockAnnotation
+from sparv_pipeline_testing import MemoryOutput, MockAnnotation
 
 
 def test_annotate_sentence_sentiment(snapshot) -> None:  # noqa: ANN001
     output: MemoryOutput = MemoryOutput()
     word = MockAnnotation(
-        name="<token>", values=["Han", "var", "glad", ".", "Rihanna", "uppges", "gravid", "."]
+        name="<token>",
+        values=[
+            "Han",
+            "var",
+            "glad",
+            ".",
+            "Rihanna",
+            "uppges",
+            "gravid",
+            ".",
+            "Jag",
+            "har",
+            "ätit",
+            "sämre",
+            ".",
+        ],
     )
     sentence = MockAnnotation(
-        name="<sentence>", children={"<token>": [[0, 1, 2, 3], [4, 5, 6, 7]]}
+        name="<sentence>", children={"<token>": [[0, 1, 2, 3], [4, 5, 6, 7], [8, 9, 10, 11, 12]]}
     )
 
     annotate_sentence_sentiment(output, word, sentence, num_decimals_str="1")
diff --git a/sparv-sbx-sentence-sentiment-kb-sent/tests/testing.py b/sparv-sbx-sentence-sentiment-kb-sent/tests/testing.py
deleted file mode 100644
index 6eec252..0000000
--- a/sparv-sbx-sentence-sentiment-kb-sent/tests/testing.py
+++ /dev/null
@@ -1,69 +0,0 @@
-from typing import Dict, Generator, Generic, List, Optional, Tuple, TypeVar
-
-from sparv.api.classes import Annotation, BaseAnnotation, Output  # type: ignore [import-untyped]
-from sparv.core import log_handler  # type: ignore [import-untyped] # noqa: F401
-
-
-class MockAnnotation(Annotation):
-    def __init__(
-        self,
-        name: str = "",
-        source_file: Optional[str] = None,
-        values: Optional[List[str]] = None,
-        children: Optional[Dict[str, List[List[int]]]] = None,
-    ) -> None:
-        super().__init__(name)
-        self._values = values or []
-        self._children = children or {}
-
-    def read(self, allow_newlines: bool = False) -> Generator[str, None, None]:
-        """Yield each line from the annotation."""
-        if not self._values:
-            return
-        yield from self._values
-
-    def get_children(
-        self,
-        child: BaseAnnotation,
-        *,
-        orphan_alert: bool = False,
-        preserve_parent_annotation_order: bool = False,
-    ) -> Tuple[List, List]:
-        """Return two lists.
-
-        The first one is a list with n (= total number of parents) elements where every element is a list
-        of indices in the child annotation.
-        The second one is a list of orphans, i.e. containing indices in the child annotation that have no parent.
-        Both parents and children are sorted according to their position in the source file, unless
-        preserve_parent_annotation_order is set to True, in which case the parents keep the order from the parent
-        annotation.
-        """
-        return self._children[child.name], []
-
-    def create_empty_attribute(self) -> List:
-        return [None] * max(len(val) for val in self._children.values())
-
-
-T = TypeVar("T")
-
-
-class MemoryOutput(Output, Generic[T]):
-    def __init__(self) -> None:
-        self.values: List[T] = []
-
-    def write(
-        self,
-        values: List[T],
-        *,
-        append: bool = False,
-        allow_newlines: bool = False,
-        source_file: Optional[str] = None,
-    ) -> None:
-        """Write an annotation to file. Existing annotation will be overwritten.
-
-        'values' should be a list of values.
-        """
-        if append:
-            self.values.extend(values)
-        else:
-            self.values = values