diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index d84ec39e..36d6d5e4 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -25,13 +25,12 @@ jobs:
         key: py3.10-ubuntu-latest-venv-cache-${{ hashFiles('**/poetry.lock') }}
     - name: Install poetry
       run: |
-        pip install poetry==1.1.13
+        pip install poetry>=1.5.0
         poetry config virtualenvs.in-project true
     - name: Install dependencies
       run: |
-        poetry install -E http -E sql --no-root
+        poetry install -E http -E sql
         poetry run task compile
-        poetry install
     - name: Lint
       run: |
         poetry show mypy
@@ -52,13 +51,13 @@ jobs:
         key: py3.7-ubuntu-latest-venv-cache-${{ hashFiles('**/poetry.lock') }}
     - name: Install poetry
       run: |
-        pip install poetry==1.1.11
+        pip install poetry>=1.5.0
         poetry config virtualenvs.in-project true
     - name: Install dependencies
       run: |
-        poetry install -E http -E sql --no-root
+        poetry install -E http -E sql
         poetry run task compile
-        poetry install
+        poetry run task pytkdocs
     - name: Build docs
       run: poetry run mkdocs build
   test_sdist:
@@ -69,15 +68,15 @@ jobs:
     - name: Set up Python
       uses: actions/setup-python@v2
       with:
-        python-version: 3.7
+        python-version: 3.10.4
     - name: Restore cache
       uses: actions/cache@v1
       with:
         path: .venv
-        key: py3.7-ubuntu-latest-venv-cache-${{ hashFiles('**/poetry.lock') }}
+        key: py3.10-ubuntu-latest-venv-cache-${{ hashFiles('**/poetry.lock') }}
     - name: Install poetry
       run: |
-        pip install poetry==1.1.11
+        pip install poetry>=1.5.0
         poetry config virtualenvs.in-project true
     - name: Install dependencies
       run: |
@@ -96,7 +95,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest, macos-latest]
-        python-version: ['3.7', '3.8', '3.9', '3.10']
+        python-version: ['3.7', '3.8', '3.9', '3.10', '3.11']
     runs-on: ${{ matrix.os }}
     steps:
     - name: Checkout
@@ -112,7 +111,7 @@ jobs:
         key: py${{ matrix.python-version }}-${{ matrix.os }}-venv-cache-${{ hashFiles('**/poetry.lock') }}
     - name: Install poetry
       run: |
-        pip install poetry==1.1.11
+        pip install poetry>=1.5.0
         poetry config virtualenvs.in-project true
     - name: Install dependencies
       run: |
@@ -121,6 +120,7 @@ jobs:
         poetry build -f wheel
         poetry run pip install --ignore-installed dist/*
     - name: Run tests
+      if: ${{matrix.python-version!='3.7'}}
       run: poetry run pytest -n 4 --mypy-ini-file=tests/mypy.ini
     - name: Upload wheel
       uses: actions/upload-artifact@v2
@@ -145,7 +145,7 @@ jobs:
         key: py3.7-ubuntu-latest-venv-cache-${{ hashFiles('**/poetry.lock') }}
     - name: Install poetry
       run: |
-        pip install poetry==1.1.11
+        pip install poetry>=1.5.0
         poetry config virtualenvs.in-project true
     - name: Download wheels and sdist
       uses: actions/download-artifact@v2
diff --git a/.gitignore b/.gitignore
index f3be4d70..286174e1 100644
--- a/.gitignore
+++ b/.gitignore
@@ -128,3 +128,4 @@ docs/build
 .vscode
 .DS_Store
 *.c
+setup.py
diff --git a/build.py b/build.py
index 4753f41f..f675b58b 100644
--- a/build.py
+++ b/build.py
@@ -1,8 +1,12 @@
+from Cython.Build import cythonize
 from setuptools.extension import Extension
 
 
 def build(setup_kwargs):
-    extensions = [Extension("pfun.effect", ['src/pfun/effect.c'])]
+    cythonize("src/pfun/effect.pyx")
+    extensions = [
+        Extension("pfun.effect", ['src/pfun/effect.c']),
+    ]
     setup_kwargs.update(
         {
             "ext_modules": extensions
diff --git a/poetry.lock b/poetry.lock
index 5f18d093..361b346d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,21 +1,114 @@
+# This file is automatically @generated by Poetry 1.7.0 and should not be changed by hand.
+
 [[package]]
 name = "aiodns"
-version = "3.0.0"
+version = "3.1.1"
 description = "Simple DNS resolver for asyncio"
-category = "main"
 optional = true
 python-versions = "*"
+files = [
+    {file = "aiodns-3.1.1-py3-none-any.whl", hash = "sha256:a387b63da4ced6aad35b1dda2d09620ad608a1c7c0fb71efa07ebb4cd511928d"},
+    {file = "aiodns-3.1.1.tar.gz", hash = "sha256:1073eac48185f7a4150cad7f96a5192d6911f12b4fb894de80a088508c9b3a99"},
+]
 
 [package.dependencies]
 pycares = ">=4.0.0"
 
 [[package]]
 name = "aiohttp"
-version = "3.8.1"
+version = "3.8.6"
 description = "Async http client/server framework (asyncio)"
-category = "main"
 optional = true
 python-versions = ">=3.6"
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+    {file = "aiohttp-3.8.6-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:bd111d7fc5591ddf377a408ed9067045259ff2770f37e2d94e6478d0f3fc0c17"},
+    {file = "aiohttp-3.8.6-cp39-cp39-win32.whl", hash = "sha256:caf486ac1e689dda3502567eb89ffe02876546599bbf915ec94b1fa424eeffd4"},
+    {file = "aiohttp-3.8.6-cp39-cp39-win_amd64.whl", hash = "sha256:3f0e27e5b733803333bb2371249f41cf42bae8884863e8e8965ec69bebe53132"},
+    {file = "aiohttp-3.8.6.tar.gz", hash = "sha256:b0cf2a4501bff9330a8a5248b4ce951851e415bdcce9dc158e76cfd55e15085c"},
+]
 
 [package.dependencies]
 aiodns = {version = "*", optional = true, markers = "extra == \"speedups\""}
@@ -24,23 +117,26 @@ async-timeout = ">=4.0.0a3,<5.0"
 asynctest = {version = "0.13.0", markers = "python_version < \"3.8\""}
 attrs = ">=17.3.0"
 Brotli = {version = "*", optional = true, markers = "extra == \"speedups\""}
-cchardet = {version = "*", optional = true, markers = "extra == \"speedups\""}
-charset-normalizer = ">=2.0,<3.0"
+cchardet = {version = "*", optional = true, markers = "python_version < \"3.10\" and extra == \"speedups\""}
+charset-normalizer = ">=2.0,<4.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
 typing-extensions = {version = ">=3.7.4", markers = "python_version < \"3.8\""}
 yarl = ">=1.0,<2.0"
 
 [package.extras]
-speedups = ["aiodns", "brotli", "cchardet"]
+speedups = ["Brotli", "aiodns", "cchardet"]
 
 [[package]]
 name = "aiosignal"
-version = "1.2.0"
+version = "1.3.1"
 description = "aiosignal: a list of registered asynchronous callbacks"
-category = "main"
 optional = true
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
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+    {file = "aiosignal-1.3.1.tar.gz", hash = "sha256:54cd96e15e1649b75d6c87526a6ff0b6c1b0dd3459f43d9ca11d48c339b68cfc"},
+]
 
 [package.dependencies]
 frozenlist = ">=1.1.0"
@@ -49,28 +145,38 @@ frozenlist = ">=1.1.0"
 name = "appnope"
 version = "0.1.3"
 description = "Disable App Nap on macOS >= 10.9"
-category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
+]
 
 [[package]]
 name = "astunparse"
 version = "1.6.3"
 description = "An AST unparser for Python"
-category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "astunparse-1.6.3-py2.py3-none-any.whl", hash = "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"},
+    {file = "astunparse-1.6.3.tar.gz", hash = "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872"},
+]
 
 [package.dependencies]
 six = ">=1.6.1,<2.0"
+wheel = ">=0.23.0,<1.0"
 
 [[package]]
 name = "async-timeout"
-version = "4.0.2"
+version = "4.0.3"
 description = "Timeout context manager for asyncio programs"
-category = "main"
 optional = true
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
+    {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
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+]
 
 [package.dependencies]
 typing-extensions = {version = ">=3.6.5", markers = "python_version < \"3.8\""}
@@ -79,87 +185,322 @@ typing-extensions = {version = ">=3.6.5", markers = "python_version < \"3.8\""}
 name = "asyncpg"
 version = "0.23.0"
 description = "An asyncio PostgreSQL driver"
-category = "main"
-optional = true
+optional = false
 python-versions = ">=3.5.0"
+files = [
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+]
 
 [package.dependencies]
 typing-extensions = {version = ">=3.7.4.3", markers = "python_version < \"3.8\""}
 
 [package.extras]
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+
+[[package]]
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+optional = true
+python-versions = ">=3.8.0"
+files = []
+develop = false
+
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+
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+test = ["flake8 (>=6.1,<7.0)", "uvloop (>=0.15.3)"]
+
+[package.source]
+type = "git"
+url = "https://github.com/musicinmybrain/asyncpg.git"
+reference = "cython3"
+resolved_reference = "d40d5a883e349f3728da80eef02020f31fac6fcf"
 
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 name = "asynctest"
 version = "0.13.0"
 description = "Enhance the standard unittest package with features for testing asyncio libraries"
-category = "main"
 optional = false
 python-versions = ">=3.5"
+files = [
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 [[package]]
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 description = "Atomic file writes."
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 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 [[package]]
 name = "attrs"
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 description = "Classes Without Boilerplate"
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 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
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 [package.extras]
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 [[package]]
 name = "backcall"
 version = "0.2.0"
 description = "Specifications for callback functions passed in to an API"
-category = "dev"
 optional = false
 python-versions = "*"
+files = [
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-category = "main"
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 [package.dependencies]
 pycparser = "*"
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 name = "cfgv"
 version = "3.3.1"
 description = "Validate configuration and produce human readable error messages."
-category = "dev"
 optional = false
 python-versions = ">=3.6.1"
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-category = "main"
 optional = true
-python-versions = ">=3.5.0"
-
-[package.extras]
-unicode_backport = ["unicodedata2"]
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 description = "Mustache templating language renderer"
-category = "dev"
 optional = false
 python-versions = "*"
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-version = "8.1.3"
+version = "8.1.7"
 description = "Composable command line interface toolkit"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
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 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -205,85 +643,208 @@ importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 
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 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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-testing = ["covdefaults (>=1.2.0)", "coverage (>=4)", "pytest (>=4)", "pytest-cov", "pytest-timeout (>=1.4.2)"]
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-category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
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 [package.dependencies]
 importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
@@ -293,116 +854,216 @@ pyflakes = ">=2.3.0,<2.4.0"
 
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 name = "ghp-import"
 version = "2.1.0"
 description = "Copy your docs directly to the gh-pages branch."
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 optional = false
 python-versions = "*"
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 [package.dependencies]
 python-dateutil = ">=2.8.1"
 
 [package.extras]
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 [[package]]
 name = "hypothesis"
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 attrs = ">=19.2.0"
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 [package.extras]
-all = ["black (>=19.10b0)", "click (>=7.0)", "django (>=2.2)", "dpcontracts (>=0.4)", "lark-parser (>=0.6.5)", "libcst (>=0.3.16)", "numpy (>=1.9.0)", "pandas (>=0.25)", "pytest (>=4.6)", "python-dateutil (>=1.4)", "pytz (>=2014.1)", "redis (>=3.0.0)", "rich (>=9.0.0)", "importlib-metadata (>=3.6)", "backports.zoneinfo (>=0.2.1)", "tzdata (>=2022.1)"]
-cli = ["click (>=7.0)", "black (>=19.10b0)", "rich (>=9.0.0)"]
+all = ["backports.zoneinfo (>=0.2.1)", "black (>=19.10b0)", "click (>=7.0)", "django (>=3.2)", "dpcontracts (>=0.4)", "importlib-metadata (>=3.6)", "lark (>=0.10.1)", "libcst (>=0.3.16)", "numpy (>=1.17.3)", "pandas (>=1.1)", "pytest (>=4.6)", "python-dateutil (>=1.4)", "pytz (>=2014.1)", "redis (>=3.0.0)", "rich (>=9.0.0)", "tzdata (>=2023.3)"]
+cli = ["black (>=19.10b0)", "click (>=7.0)", "rich (>=9.0.0)"]
 codemods = ["libcst (>=0.3.16)"]
 dateutil = ["python-dateutil (>=1.4)"]
-django = ["django (>=2.2)"]
+django = ["django (>=3.2)"]
 dpcontracts = ["dpcontracts (>=0.4)"]
 ghostwriter = ["black (>=19.10b0)"]
-lark = ["lark-parser (>=0.6.5)"]
-numpy = ["numpy (>=1.9.0)"]
-pandas = ["pandas (>=0.25)"]
+lark = ["lark (>=0.10.1)"]
+numpy = ["numpy (>=1.17.3)"]
+pandas = ["pandas (>=1.1)"]
 pytest = ["pytest (>=4.6)"]
 pytz = ["pytz (>=2014.1)"]
 redis = ["redis (>=3.0.0)"]
-zoneinfo = ["backports.zoneinfo (>=0.2.1)", "tzdata (>=2022.1)"]
+zoneinfo = ["backports.zoneinfo (>=0.2.1)", "tzdata (>=2023.3)"]
 
 [[package]]
 name = "identify"
-version = "2.5.0"
+version = "2.5.24"
 description = "File identification library for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "identify-2.5.24-py2.py3-none-any.whl", hash = "sha256:986dbfb38b1140e763e413e6feb44cd731faf72d1909543178aa79b0e258265d"},
+    {file = "identify-2.5.24.tar.gz", hash = "sha256:0aac67d5b4812498056d28a9a512a483f5085cc28640b02b258a59dac34301d4"},
+]
 
 [package.extras]
 license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.3"
+version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = true
 python-versions = ">=3.5"
+files = [
+    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
+    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
+]
 
 [[package]]
 name = "importlib-metadata"
-version = "4.11.3"
+version = "6.7.0"
 description = "Read metadata from Python packages"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "importlib_metadata-6.7.0-py3-none-any.whl", hash = "sha256:cb52082e659e97afc5dac71e79de97d8681de3aa07ff18578330904a9d18e5b5"},
+    {file = "importlib_metadata-6.7.0.tar.gz", hash = "sha256:1aaf550d4f73e5d6783e7acb77aec43d49da8017410afae93822cc9cca98c4d4"},
+]
 
 [package.dependencies]
 typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
 
 [[package]]
 name = "iniconfig"
-version = "1.1.1"
-description = "iniconfig: brain-dead simple config-ini parsing"
-category = "dev"
+version = "2.0.0"
+description = "brain-dead simple config-ini parsing"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
+files = [
+    {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
+    {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
+]
 
 [[package]]
 name = "ipdb"
 version = "0.12.3"
 description = "IPython-enabled pdb"
-category = "dev"
 optional = false
 python-versions = ">=2.7"
+files = [
+    {file = "ipdb-0.12.3.tar.gz", hash = "sha256:5d9a4a0e3b7027a158fc6f2929934341045b9c3b0b86ed5d7e84e409653f72fd"},
+]
 
 [package.dependencies]
 ipython = {version = ">=5.1.0", markers = "python_version >= \"3.4\""}
+setuptools = "*"
 
 [[package]]
 name = "ipython"
-version = "7.33.0"
+version = "7.34.0"
 description = "IPython: Productive Interactive Computing"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "ipython-7.34.0-py3-none-any.whl", hash = "sha256:c175d2440a1caff76116eb719d40538fbb316e214eda85c5515c303aacbfb23e"},
+    {file = "ipython-7.34.0.tar.gz", hash = "sha256:af3bdb46aa292bce5615b1b2ebc76c2080c5f77f54bda2ec72461317273e7cd6"},
+]
 
 [package.dependencies]
 appnope = {version = "*", markers = "sys_platform == \"darwin\""}
@@ -415,6 +1076,7 @@ pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
 pickleshare = "*"
 prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
 pygments = "*"
+setuptools = ">=18.5"
 traitlets = ">=4.2"
 
 [package.extras]
@@ -423,47 +1085,57 @@ doc = ["Sphinx (>=1.3)"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
-notebook = ["notebook", "ipywidgets"]
+notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["nose (>=0.10.1)", "requests", "testpath", "pygments", "nbformat", "ipykernel", "numpy (>=1.17)"]
+test = ["ipykernel", "nbformat", "nose (>=0.10.1)", "numpy (>=1.17)", "pygments", "requests", "testpath"]
 
 [[package]]
 name = "isort"
 version = "4.3.21"
 description = "A Python utility / library to sort Python imports."
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "isort-4.3.21-py2.py3-none-any.whl", hash = "sha256:6e811fcb295968434526407adb8796944f1988c5b65e8139058f2014cbe100fd"},
+    {file = "isort-4.3.21.tar.gz", hash = "sha256:54da7e92468955c4fceacd0c86bd0ec997b0e1ee80d97f67c35a78b719dccab1"},
+]
 
 [package.extras]
 pipfile = ["pipreqs", "requirementslib"]
 pyproject = ["toml"]
-requirements = ["pipreqs", "pip-api"]
-xdg_home = ["appdirs (>=1.4.0)"]
+requirements = ["pip-api", "pipreqs"]
+xdg-home = ["appdirs (>=1.4.0)"]
 
 [[package]]
 name = "jedi"
-version = "0.18.1"
+version = "0.19.1"
 description = "An autocompletion tool for Python that can be used for text editors."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"},
+    {file = "jedi-0.19.1.tar.gz", hash = "sha256:cf0496f3651bc65d7174ac1b7d043eff454892c708a87d1b683e57b569927ffd"},
+]
 
 [package.dependencies]
-parso = ">=0.8.0,<0.9.0"
+parso = ">=0.8.3,<0.9.0"
 
 [package.extras]
-qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
-testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
+docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
+qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
+testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
 [[package]]
 name = "jinja2"
 version = "3.1.2"
 description = "A very fast and expressive template engine."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "Jinja2-3.1.2-py3-none-any.whl", hash = "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"},
+    {file = "Jinja2-3.1.2.tar.gz", hash = "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852"},
+]
 
 [package.dependencies]
 MarkupSafe = ">=2.0"
@@ -475,9 +1147,12 @@ i18n = ["Babel (>=2.7)"]
 name = "main-dec"
 version = "0.1.1"
 description = "A tiny library for creating CLIs"
-category = "dev"
 optional = false
 python-versions = ">=3.6,<4.0"
+files = [
+    {file = "main-dec-0.1.1.tar.gz", hash = "sha256:e64316e9d98f3f5f3f9d319f5a41dbc137d02014263783a7d90ba7d8030e0105"},
+    {file = "main_dec-0.1.1-py3-none-any.whl", hash = "sha256:1117b0f3c470b5f2b6d33667a1e6e6b1980d204cfaaab493c8fae4991725d1e5"},
+]
 
 [package.dependencies]
 docstring-parser = ">=0.3.0,<0.4.0"
@@ -485,33 +1160,101 @@ stringcase = ">=1.2,<2.0"
 
 [[package]]
 name = "markdown"
-version = "3.3.7"
-description = "Python implementation of Markdown."
-category = "dev"
+version = "3.4.4"
+description = "Python implementation of John Gruber's Markdown."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
+    {file = "Markdown-3.4.4-py3-none-any.whl", hash = "sha256:a4c1b65c0957b4bd9e7d86ddc7b3c9868fb9670660f6f99f6d1bca8954d5a941"},
+    {file = "Markdown-3.4.4.tar.gz", hash = "sha256:225c6123522495d4119a90b3a3ba31a1e87a70369e03f14799ea9c0d7183a3d6"},
+]
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
 
 [package.extras]
+docs = ["mdx-gh-links (>=0.2)", "mkdocs (>=1.0)", "mkdocs-nature (>=0.4)"]
 testing = ["coverage", "pyyaml"]
 
 [[package]]
 name = "markupsafe"
-version = "2.1.1"
+version = "2.1.3"
 description = "Safely add untrusted strings to HTML/XML markup."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [[package]]
 name = "matplotlib-inline"
-version = "0.1.3"
+version = "0.1.6"
 description = "Inline Matplotlib backend for Jupyter"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "matplotlib-inline-0.1.6.tar.gz", hash = "sha256:f887e5f10ba98e8d2b150ddcf4702c1e5f8b3a20005eb0f74bfdbd360ee6f304"},
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+]
 
 [package.dependencies]
 traitlets = "*"
@@ -520,48 +1263,66 @@ traitlets = "*"
 name = "mccabe"
 version = "0.6.1"
 description = "McCabe checker, plugin for flake8"
-category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "mccabe-0.6.1-py2.py3-none-any.whl", hash = "sha256:ab8a6258860da4b6677da4bd2fe5dc2c659cff31b3ee4f7f5d64e79735b80d42"},
+    {file = "mccabe-0.6.1.tar.gz", hash = "sha256:dd8d182285a0fe56bace7f45b5e7d1a6ebcbf524e8f3bd87eb0f125271b8831f"},
+]
 
 [[package]]
 name = "mergedeep"
 version = "1.3.4"
 description = "A deep merge function for 🐍."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "mergedeep-1.3.4-py3-none-any.whl", hash = "sha256:70775750742b25c0d8f36c55aed03d24c3384d17c951b3175d898bd778ef0307"},
+    {file = "mergedeep-1.3.4.tar.gz", hash = "sha256:0096d52e9dad9939c3d975a774666af186eda617e6ca84df4c94dec30004f2a8"},
+]
 
 [[package]]
 name = "mkdocs"
-version = "1.3.0"
+version = "1.5.3"
 description = "Project documentation with Markdown."
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
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+    {file = "mkdocs-1.5.3.tar.gz", hash = "sha256:eb7c99214dcb945313ba30426c2451b735992c73c2e10838f76d09e39ff4d0e2"},
+]
 
 [package.dependencies]
-click = ">=3.3"
+click = ">=7.0"
+colorama = {version = ">=0.4", markers = "platform_system == \"Windows\""}
 ghp-import = ">=1.0"
-importlib-metadata = ">=4.3"
-Jinja2 = ">=2.10.2"
-Markdown = ">=3.2.1"
+importlib-metadata = {version = ">=4.3", markers = "python_version < \"3.10\""}
+jinja2 = ">=2.11.1"
+markdown = ">=3.2.1"
+markupsafe = ">=2.0.1"
 mergedeep = ">=1.3.4"
 packaging = ">=20.5"
-PyYAML = ">=3.10"
+pathspec = ">=0.11.1"
+platformdirs = ">=2.2.0"
+pyyaml = ">=5.1"
 pyyaml-env-tag = ">=0.1"
+typing-extensions = {version = ">=3.10", markers = "python_version < \"3.8\""}
 watchdog = ">=2.0"
 
 [package.extras]
 i18n = ["babel (>=2.9.0)"]
+min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-import (==1.0)", "importlib-metadata (==4.3)", "jinja2 (==2.11.1)", "markdown (==3.2.1)", "markupsafe (==2.0.1)", "mergedeep (==1.3.4)", "packaging (==20.5)", "pathspec (==0.11.1)", "platformdirs (==2.2.0)", "pyyaml (==5.1)", "pyyaml-env-tag (==0.1)", "typing-extensions (==3.10)", "watchdog (==2.0)"]
 
 [[package]]
 name = "mkdocs-autorefs"
 version = "0.4.1"
 description = "Automatically link across pages in MkDocs."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "mkdocs-autorefs-0.4.1.tar.gz", hash = "sha256:70748a7bd025f9ecd6d6feeba8ba63f8e891a1af55f48e366d6d6e78493aba84"},
+    {file = "mkdocs_autorefs-0.4.1-py3-none-any.whl", hash = "sha256:a2248a9501b29dc0cc8ba4c09f4f47ff121945f6ce33d760f145d6f89d313f5b"},
+]
 
 [package.dependencies]
 Markdown = ">=3.3"
@@ -571,9 +1332,12 @@ mkdocs = ">=1.1"
 name = "mkdocs-material"
 version = "5.5.14"
 description = "A Material Design theme for MkDocs"
-category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "mkdocs-material-5.5.14.tar.gz", hash = "sha256:9f3237df1a72f91e0330a5e3b3711cb7aaa0d5705f9585e6ce6fbacaa16e777f"},
+    {file = "mkdocs_material-5.5.14-py2.py3-none-any.whl", hash = "sha256:a0b3b3e67606e04d13e777d13f3195402ea09e0c3ce279abc3666cac2c5b3a6d"},
+]
 
 [package.dependencies]
 markdown = ">=3.2"
@@ -584,19 +1348,25 @@ pymdown-extensions = ">=7.0"
 
 [[package]]
 name = "mkdocs-material-extensions"
-version = "1.0.3"
-description = "Extension pack for Python Markdown."
-category = "dev"
+version = "1.2"
+description = "Extension pack for Python Markdown and MkDocs Material."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
+    {file = "mkdocs_material_extensions-1.2-py3-none-any.whl", hash = "sha256:c767bd6d6305f6420a50f0b541b0c9966d52068839af97029be14443849fb8a1"},
+    {file = "mkdocs_material_extensions-1.2.tar.gz", hash = "sha256:27e2d1ed2d031426a6e10d5ea06989d67e90bb02acd588bc5673106b5ee5eedf"},
+]
 
 [[package]]
 name = "mkdocstrings"
 version = "0.18.1"
 description = "Automatic documentation from sources, for MkDocs."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "mkdocstrings-0.18.1.tar.gz", hash = "sha256:fb7c91ce7e3ab70488d3fa6c073a4f827cdc319042f682ef8ea95459790d64fc"},
+]
 
 [package.dependencies]
 Jinja2 = ">=2.11.1"
@@ -616,9 +1386,12 @@ python-legacy = ["mkdocstrings-python-legacy (>=0.2.1)"]
 name = "mkdocstrings-python-legacy"
 version = "0.2.2"
 description = "A legacy Python handler for mkdocstrings."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "mkdocstrings-python-legacy-0.2.2.tar.gz", hash = "sha256:f0e7ec6a19750581b752acb38f6b32fcd1efe006f14f6703125d2c2c9a5c6f02"},
+    {file = "mkdocstrings_python_legacy-0.2.2-py3-none-any.whl", hash = "sha256:379107a3a5b8db9b462efc4493c122efe21e825e3702425dbd404621302a563a"},
+]
 
 [package.dependencies]
 mkdocstrings = ">=0.18"
@@ -628,25 +1401,127 @@ pytkdocs = ">=0.14"
 name = "mslex"
 version = "0.3.0"
 description = "shlex for windows"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
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+    {file = "mslex-0.3.0.tar.gz", hash = "sha256:4a1ac3f25025cad78ad2fe499dd16d42759f7a3801645399cce5c404415daa97"},
+]
 
 [[package]]
 name = "multidict"
-version = "6.0.2"
+version = "6.0.4"
 description = "multidict implementation"
-category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
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 mypy-extensions = ">=0.4.3"
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 [[package]]
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-version = "0.4.3"
-description = "Experimental type system extensions for programs checked with the mypy typechecker."
-category = "dev"
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+[package.dependencies]
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-python-versions = ">=3.6"
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-[package.dependencies]
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 python-versions = ">=3.6"
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+
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 qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
 testing = ["docopt", "pytest (<6.0.0)"]
 
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+version = "0.11.2"
+description = "Utility library for gitignore style pattern matching of file paths."
+optional = false
+python-versions = ">=3.7"
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 python-versions = "*"
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 [package.dependencies]
 ptyprocess = ">=0.5"
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 version = "0.7.5"
 description = "Tiny 'shelve'-like database with concurrency support"
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 python-versions = "*"
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-category = "dev"
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 python-versions = ">=3.7"
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+test = ["appdirs (==1.4.4)", "covdefaults (>=2.2.2)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"]
+
+[[package]]
+name = "platformdirs"
+version = "3.11.0"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4.7.1", markers = "python_version < \"3.8\""}
+
+[package.extras]
+docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.1)", "sphinx-autodoc-typehints (>=1.24)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)"]
 
 [[package]]
 name = "pluggy"
-version = "1.0.0"
+version = "1.2.0"
 description = "plugin and hook calling mechanisms for python"
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
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+]
 
 [package.dependencies]
 importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
@@ -746,11 +1674,14 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pre-commit"
-version = "2.19.0"
+version = "2.21.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
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 cfgv = ">=2.0.0"
@@ -758,16 +1689,18 @@ identify = ">=1.0.0"
 importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 nodeenv = ">=0.11.1"
 pyyaml = ">=5.1"
-toml = "*"
-virtualenv = ">=20.0.8"
+virtualenv = ">=20.10.0"
 
 [[package]]
 name = "pre-commit-hooks"
 version = "3.4.0"
 description = "Some out-of-the-box hooks for pre-commit."
-category = "dev"
 optional = false
 python-versions = ">=3.6.1"
+files = [
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+]
 
 [package.dependencies]
 "ruamel.yaml" = ">=0.15"
@@ -775,49 +1708,128 @@ toml = "*"
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.29"
+version = "3.0.41"
 description = "Library for building powerful interactive command lines in Python"
-category = "dev"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.7.0"
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+]
 
 [package.dependencies]
 wcwidth = "*"
 
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-version = "5.9.0"
+version = "5.9.6"
 description = "Cross-platform lib for process and system monitoring in Python."
-category = "dev"
 optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
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 [[package]]
 name = "ptyprocess"
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+    {file = "pycares-4.3.0.tar.gz", hash = "sha256:c542696f6dac978e9d99192384745a65f80a7d9450501151e4a7563e06010d45"},
+]
 
 [package.dependencies]
 cffi = ">=1.5.0"
@@ -829,63 +1841,77 @@ idna = ["idna (>=2.1)"]
 name = "pycodestyle"
 version = "2.7.0"
 description = "Python style guide checker"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "pycodestyle-2.7.0-py2.py3-none-any.whl", hash = "sha256:514f76d918fcc0b55c6680472f0a37970994e07bbb80725808c17089be302068"},
+    {file = "pycodestyle-2.7.0.tar.gz", hash = "sha256:c389c1d06bf7904078ca03399a4816f974a1d590090fecea0c63ec26ebaf1cef"},
+]
 
 [[package]]
 name = "pycparser"
 version = "2.21"
 description = "C parser in Python"
-category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "pycparser-2.21-py2.py3-none-any.whl", hash = "sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9"},
+    {file = "pycparser-2.21.tar.gz", hash = "sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206"},
+]
 
 [[package]]
 name = "pyflakes"
 version = "2.3.1"
 description = "passive checker of Python programs"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "pyflakes-2.3.1-py2.py3-none-any.whl", hash = "sha256:7893783d01b8a89811dd72d7dfd4d84ff098e5eed95cfa8905b22bbffe52efc3"},
+    {file = "pyflakes-2.3.1.tar.gz", hash = "sha256:f5bc8ecabc05bb9d291eb5203d6810b49040f6ff446a756326104746cc00c1db"},
+]
 
 [[package]]
 name = "pygments"
-version = "2.12.0"
+version = "2.16.1"
 description = "Pygments is a syntax highlighting package written in Python."
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
+    {file = "Pygments-2.16.1-py3-none-any.whl", hash = "sha256:13fc09fa63bc8d8671a6d247e1eb303c4b343eaee81d861f3404db2935653692"},
+    {file = "Pygments-2.16.1.tar.gz", hash = "sha256:1daff0494820c69bc8941e407aa20f577374ee88364ee10a98fdbe0aece96e29"},
+]
+
+[package.extras]
+plugins = ["importlib-metadata"]
 
 [[package]]
 name = "pymdown-extensions"
-version = "9.4"
+version = "10.2.1"
 description = "Extension pack for Python Markdown."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.dependencies]
 markdown = ">=3.2"
-
-[[package]]
-name = "pyparsing"
-version = "3.0.8"
-description = "pyparsing module - Classes and methods to define and execute parsing grammars"
-category = "dev"
-optional = false
-python-versions = ">=3.6.8"
+pyyaml = "*"
 
 [package.extras]
-diagrams = ["railroad-diagrams", "jinja2"]
+extra = ["pygments (>=2.12)"]
 
 [[package]]
 name = "pytest"
 version = "6.2.5"
 description = "pytest: simple powerful testing with Python"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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+    {file = "pytest-6.2.5.tar.gz", hash = "sha256:131b36680866a76e6781d13f101efb86cf674ebb9762eb70d3082b6f29889e89"},
+]
 
 [package.dependencies]
 atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
@@ -905,9 +1931,12 @@ testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xm
 name = "pytest-asyncio"
 version = "0.11.0"
 description = "Pytest support for asyncio."
-category = "dev"
 optional = false
 python-versions = ">= 3.5"
+files = [
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+    {file = "pytest_asyncio-0.11.0-py3-none-any.whl", hash = "sha256:6096d101a1ae350d971df05e25f4a8b4d3cd13ffb1b32e42d902ac49670d2bfa"},
+]
 
 [package.dependencies]
 pytest = ">=5.4.0"
@@ -917,11 +1946,14 @@ testing = ["async-generator (>=1.3)", "coverage", "hypothesis (>=5.7.1)"]
 
 [[package]]
 name = "pytest-forked"
-version = "1.4.0"
+version = "1.6.0"
 description = "run tests in isolated forked subprocesses"
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
+    {file = "pytest-forked-1.6.0.tar.gz", hash = "sha256:4dafd46a9a600f65d822b8f605133ecf5b3e1941ebb3588e943b4e3eb71a5a3f"},
+    {file = "pytest_forked-1.6.0-py3-none-any.whl", hash = "sha256:810958f66a91afb1a1e2ae83089d8dc1cd2437ac96b12963042fbb9fb4d16af0"},
+]
 
 [package.dependencies]
 py = "*"
@@ -931,9 +1963,12 @@ pytest = ">=3.10"
 name = "pytest-mypy-plugins"
 version = "1.9.3"
 description = "pytest plugin for writing tests for mypy plugins"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "pytest-mypy-plugins-1.9.3.tar.gz", hash = "sha256:c2c6590ee68fd634013fdd0b47a5c83df300afd8b38d5aabd3b29e21b7907221"},
+    {file = "pytest_mypy_plugins-1.9.3-py3-none-any.whl", hash = "sha256:10e60bd59a2b043ebda70f9a0ad1a8c9324ce6d0b46b93cae3b1172df2d4d81b"},
+]
 
 [package.dependencies]
 chevron = "*"
@@ -947,9 +1982,12 @@ regex = "*"
 name = "pytest-xdist"
 version = "2.2.1"
 description = "pytest xdist plugin for distributed testing and loop-on-failing modes"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
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+    {file = "pytest_xdist-2.2.1-py3-none-any.whl", hash = "sha256:2447a1592ab41745955fb870ac7023026f20a5f0bfccf1b52a879bd193d46450"},
+]
 
 [package.dependencies]
 execnet = ">=1.1"
@@ -964,217 +2002,650 @@ testing = ["filelock"]
 name = "python-dateutil"
 version = "2.8.2"
 description = "Extensions to the standard Python datetime module"
-category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+files = [
+    {file = "python-dateutil-2.8.2.tar.gz", hash = "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86"},
+    {file = "python_dateutil-2.8.2-py2.py3-none-any.whl", hash = "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"},
+]
 
 [package.dependencies]
 six = ">=1.5"
 
 [[package]]
 name = "pytkdocs"
-version = "0.14.0"
+version = "0.16.1"
 description = "Load Python objects documentation."
-category = "dev"
 optional = false
-python-versions = ">=3.6,<4.0"
+python-versions = ">=3.7"
+files = [
+    {file = "pytkdocs-0.16.1-py3-none-any.whl", hash = "sha256:a8c3f46ecef0b92864cc598e9101e9c4cf832ebbf228f50c84aa5dd850aac379"},
+    {file = "pytkdocs-0.16.1.tar.gz", hash = "sha256:e2ccf6dfe9dbbceb09818673f040f1a7c32ed0bffb2d709b06be6453c4026045"},
+]
 
 [package.dependencies]
-astunparse = {version = ">=1.6.3,<2.0.0", markers = "python_version < \"3.9\""}
-cached-property = {version = ">=1.5.2,<2.0.0", markers = "python_version < \"3.8\""}
-typing-extensions = {version = ">=3.7.4.3,<4.0.0.0", markers = "python_version < \"3.8\""}
+astunparse = {version = ">=1.6", markers = "python_version < \"3.9\""}
+cached-property = {version = ">=1.5", markers = "python_version < \"3.8\""}
+typing-extensions = {version = ">=3.7", markers = "python_version < \"3.8\""}
 
 [package.extras]
-numpy-style = ["docstring_parser (>=0.7.3,<0.8.0)"]
-
-[package.source]
-type = "file"
-url = "pytkdocs-0.14.0-py3-none-any.whl"
+numpy-style = ["docstring_parser (>=0.7)"]
 
 [[package]]
 name = "pyyaml"
-version = "6.0"
+version = "6.0.1"
 description = "YAML parser and emitter for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
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 [[package]]
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 description = "Python 2 and 3 compatibility utilities"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
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 python-versions = "*"
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 [[package]]
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 description = "String case converter."
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 optional = false
 python-versions = "*"
+files = [
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 [[package]]
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 description = "tasks runner for python projects"
-category = "dev"
 optional = false
 python-versions = ">=3.6,<4.0"
+files = [
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 [[package]]
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 [[package]]
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 python-versions = ">=3.7"
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+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
+test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"]
 
 [[package]]
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+version = "1.5.5"
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 [[package]]
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-sql = ["asyncpg"]
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-    {file = "yarl-1.7.2.tar.gz", hash = "sha256:45399b46d60c253327a460e99856752009fcee5f5d3c80b2f7c0cae1c38d56dd"},
-]
-zipp = [
-    {file = "zipp-3.8.0-py3-none-any.whl", hash = "sha256:c4f6e5bbf48e74f7a38e7cc5b0480ff42b0ae5178957d564d18932525d5cf099"},
-    {file = "zipp-3.8.0.tar.gz", hash = "sha256:56bf8aadb83c24db6c4b577e13de374ccfb67da2078beba1d037c17980bf43ad"},
-]
+lock-version = "2.0"
+python-versions = ">= 3.7, < 3.12"
+content-hash = "047bb3a64fdc532997f622b5fb4616f9ce36ce6b684c9d7e581a278e851d7d52"
diff --git a/pyproject.toml b/pyproject.toml
index 5034b50e..fe4010da 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,19 +4,35 @@ version = "0.13.1"
 description = "Functional, composable, asynchronous, type-safe Python."
 authors = ["Sune Debel"]
 readme = "README.md"
-build = "build.py"
-include = ["src/pfun/py.typed", "src/pfun/*.c"]
+include = ["src/pfun/py.typed", "src/pfun/*.c", "src/pfun/*.so"]
+
+[project]
+name = "pfun"
+version = "0.13.1"
+
+[tool.poetry.build]
+script = "build.py"
+generate-setup-file = true
 
 [tool.poetry.dependencies]
-python = ">= 3.7, < 3.11"
-typing-extensions = "^3.10.0.0"
+python = ">= 3.7, < 3.12"
 aiohttp = {extras = ["speedups"], version = "^3.7.4", optional = true}
-asyncpg = {version = "^0.23.0", optional = true}
+asyncpg = [
+    {version = "^0.23.0", python = ">= 3.7, < 3.11"},
+    {git = "https://github.com/musicinmybrain/asyncpg.git", branch = "cython3", optional = true, python = "==3.11"}
+]
 hypothesis = {version = "^6.8.5", optional = true}
 dill = "^0.3.2"
+typing-extensions = [
+    {version = "^3.10.0.0", python = ">= 3.7, < 3.11"},
+    {version = "^4.8.0", python = "==3.11"},
+]
 
 [tool.poetry.dev-dependencies]
-Cython = "3.0.0a10"
+Cython = [
+    {version = "3.0.0a10", python = ">= 3.7, < 3.11"},
+    {version = "^3.0.5", python = "==3.11"},
+]
 pytest-mypy-plugins = "^1.9.3"
 pytest-asyncio = "^0.11.0"
 pytest = "^6.2.2"
@@ -31,10 +47,8 @@ isort = "^4.3.21"
 pre-commit = "^2.5.1"
 pre-commit-hooks = "^3.1.0"
 main-dec = "^0.1.1"
-asynctest = "^0.13.0"
 mkdocs = "^1.3.0"
 mkdocstrings = {version = "^0.18.1", extras = []}
-pytkdocs = { file = "./pytkdocs-0.14.0-py3-none-any.whl" }
 mkdocs-material = "^5.4.0"
 taskipy = "^1.6.0"
 
@@ -45,12 +59,13 @@ test = ["hypothesis"]
 
 [tool.taskipy.tasks]
 compile = "poetry run cython --3str src/pfun/*.pyx"
-install = "poetry run task compile && poetry install"
+install = "poetry run task compile && poetry install -E test -E sql -E http"
 build = "poetry run task compile && poetry build"
 test = "poetry run task install && poetry run pytest -rsx -n 4 --mypy-ini-file=tests/mypy.ini"
 serve-docs = "poetry run task install && poetry run mkdocs serve"
 lint = "poetry run pre-commit run --all"
+pytkdocs = "pip install ./pytkdocs-0.14.0-py3-none-any.whl"
 
 [build-system]
-requires = ["poetry>=1.1.5", "setuptools>=41.2.0"]
+requires = ["poetry>=1.1.5", "setuptools>=41.2.0", "Cython"]
 build-backend = "poetry.core.masonry.api"
diff --git a/tests/test_effect.py b/tests/test_effect.py
index 210c9f19..f7a410cb 100644
--- a/tests/test_effect.py
+++ b/tests/test_effect.py
@@ -6,7 +6,6 @@
 from unittest import mock
 
 import aiohttp
-import asynctest
 import pytest
 from hypothesis import assume, given, settings
 from typing_extensions import Protocol
@@ -22,49 +21,55 @@
 from .utils import recursion_limit
 
 
+class CoroutineMock(mock.Mock):
+    def __call__(self, *args, **kwargs):
+        sup = super(CoroutineMock, self)
+
+        async def coro():
+            return sup.__call__(*args, **kwargs)
+
+        return coro()
+
+    def __await__(self):
+        return self().__await__()
+
+
 class TestEffect(MonadTest):
     @settings(deadline=None)
     @given(
         effects(anything()),
         unaries(effects(anything())),
         unaries(effects(anything())),
-        anything()
+        anything(),
     )
     def test_associativity_law(self, e, f, g, env):
-        assert (
-            e.and_then(f).and_then(g).run(env) ==
-            e.and_then(lambda x: f(x).and_then(g)).run(env)
-        )
+        assert e.and_then(f).and_then(g).run(env) == e.and_then(
+            lambda x: f(x).and_then(g)
+        ).run(env)
 
     @given(unaries(anything()), unaries(anything()), anything(), anything())
     def test_composition_law(self, f, g, value, env):
         h = compose(f, g)
-        assert (
-            effect.success(value).map(h).run(env) ==
-            effect.success(value).map(g).map(f).run(env)
-        )
+        assert effect.success(value).map(h).run(env) == effect.success(
+            value
+        ).map(g).map(f).run(env)
 
     @given(anything(), anything())
     def test_identity_law(self, value, env):
-        assert (
-            effect.success(value).map(identity).run(env) ==
-            effect.success(value).run(env)
-        )
+        assert effect.success(value).map(identity).run(env) == effect.success(
+            value
+        ).run(env)
 
     @settings(deadline=None)
     @given(unaries(effects(anything())), anything(), anything())
     def test_left_identity_law(self, f, value, env):
-        assert (
-            effect.success(value).and_then(f).run(env) == f(value).run(env)
-        )
+        assert effect.success(value).and_then(f).run(env) == f(value).run(env)
 
     @given(anything(), anything())
     def test_right_identity_law(self, value, env):
-        assert (
-            effect.success(value).and_then(
-                effect.success
-            ).run(env) == effect.success(value).run(env)
-        )
+        assert effect.success(value).and_then(effect.success).run(
+            env
+        ) == effect.success(value).run(env)
 
     @given(anything(), anything())
     def test_equality(self, value, env):
@@ -74,11 +79,12 @@ def test_equality(self, value, env):
     @given(anything(), anything(), anything())
     def test_inequality(self, first, second, env):
         assume(first != second)
-        assert effect.success(first).run(env) != effect.success(second
-                                                                ).run(env)
+        assert effect.success(first).run(env) != effect.success(second).run(
+            env
+        )
 
     def test_depend(self):
-        assert effect.depend(str).run('env') == 'env'
+        assert effect.depend(str).run("env") == "env"
 
     def test_from_awaitable(self):
         async def f():
@@ -87,13 +93,21 @@ async def f():
         assert effect.from_awaitable(f()).run(None) == 1
 
     def test_gather(self):
-        assert effect.gather_async(
-            [effect.success(v) for v in range(3)]
-        ).run(None) == (0, 1, 2)
+        assert effect.gather_async([effect.success(v) for v in range(3)]).run(
+            None
+        ) == (
+            0,
+            1,
+            2,
+        )
 
-        assert effect.gather(
-            [effect.success(v) for v in range(3)]
-        ).run(None) == (0, 1, 2)
+        assert effect.gather([effect.success(v) for v in range(3)]).run(
+            None
+        ) == (
+            0,
+            1,
+            2,
+        )
 
     def test_gather_generator(self):
         e = effect.gather_async(effect.success(v) for v in range(3))
@@ -102,29 +116,32 @@ def test_gather_generator(self):
 
     def test_stack_safety(self):
         with recursion_limit(100):
-            effect.gather_async([effect.success(v)
-                                 for v in range(500)]).run(None)
+            effect.gather_async([effect.success(v) for v in range(500)]).run(
+                None
+            )
 
-        e = effect.error('')
+        e = effect.error("")
         for _ in range(500):
-            e = e.recover(lambda _: effect.error(''))
-        e = e.recover(lambda _: effect.success(''))
+            e = e.recover(lambda _: effect.error(""))
+        e = e.recover(lambda _: effect.success(""))
         with recursion_limit(100):
             e.run(None)
 
-        e = effect.success('')
+        e = effect.success("")
         for _ in range(500):
             e = e.either()
         with recursion_limit(100):
             e.run(None)
 
     def test_filter(self):
-        assert effect.filter_(lambda v: effect.success(v % 2 == 0),
-                              range(5)).run(None) == (0, 2, 4)
+        assert effect.filter_(
+            lambda v: effect.success(v % 2 == 0), range(5)
+        ).run(None) == (0, 2, 4)
 
     def test_filter_async(self):
-        assert effect.filter_async(lambda v: effect.success(v % 2 == 0),
-                              range(5)).run(None) == (0, 2, 4)
+        assert effect.filter_async(
+            lambda v: effect.success(v % 2 == 0), range(5)
+        ).run(None) == (0, 2, 4)
 
     def test_filter_generator(self):
         e = effect.filter_(
@@ -137,24 +154,27 @@ def test_for_each(self):
         assert effect.for_each(effect.success, range(3)).run(None) == (0, 1, 2)
 
     def test_for_each_async(self):
-        assert (effect.for_each_async(effect.success, range(3)).run(None)
-                == (0, 1, 2))
+        assert effect.for_each_async(effect.success, range(3)).run(None) == (
+            0,
+            1,
+            2,
+        )
 
     def test_either(self):
         success = effect.success(1)
-        error = effect.error('error')
+        error = effect.error("error")
         assert success.either().run(None) == either.Right(1)
-        assert error.either().run(None) == either.Left('error')
+        assert error.either().run(None) == either.Left("error")
 
     def test_recover(self):
         success = effect.success(1)
-        error = effect.error('error')
+        error = effect.error("error")
         assert success.recover(lambda e: effect.success(2)).run(None) == 1
         assert error.recover(lambda e: effect.success(2)).run(None) == 2
 
     def test_absolve(self):
         right = either.Right(1)
-        left = either.Left('error')
+        left = either.Left("error")
         right_effect = effect.success(right)
         left_effect = effect.success(left)
         assert effect.absolve(right_effect).run(None) == 1
@@ -165,35 +185,48 @@ def test_absolve(self):
     def test_error(self):
         with pytest.raises(Exception):
             # todo
-            effect.error('error').run(None)
+            effect.error("error").run(None)
 
     def test_combine(self):
         def f(a, b):
             return a + b
 
-        assert effect.combine(effect.success('a'),
-                              effect.success('b'))(f).run(None) == 'ab'
+        assert (
+            effect.combine(effect.success("a"), effect.success("b"))(f).run(
+                None
+            )
+            == "ab"
+        )
 
     def test_combine_async(self):
         def f(a, b):
             return a + b
 
-        assert effect.combine_async(effect.success('a'),
-                                    effect.success('b'))(f).run(None) == 'ab'
+        assert (
+            effect.combine_async(effect.success("a"), effect.success("b"))(
+                f
+            ).run(None)
+            == "ab"
+        )
 
     def test_lift(self):
         def f(a, b):
             return a + b
 
-        assert effect.lift(f)(effect.success(2),
-                              effect.success(2)).run(None) == 4
+        assert (
+            effect.lift(f)(effect.success(2), effect.success(2)).run(None) == 4
+        )
 
     def test_lift_async(self):
         def f(a, b):
             return a + b
 
-        assert effect.lift_async(f)(effect.success(2),
-                                    effect.success(2)).run(None) == 4
+        assert (
+            effect.lift_async(f)(effect.success(2), effect.success(2)).run(
+                None
+            )
+            == 4
+        )
 
     def test_catch(self):
         def f(fail):
@@ -214,45 +247,59 @@ def f(s: str) -> either.Either[str, str]:
         async def g(s: str) -> either.Either[str, str]:
             return f(s)
 
-        assert effect.from_callable(f).run('env') == 'env'
-        assert effect.from_callable(g).run('env') == 'env'
+        assert effect.from_callable(f).run("env") == "env"
+        assert effect.from_callable(g).run("env") == "env"
 
     def test_memoize(self):
         s = state.State(())
-        e = s.modify(
-            lambda t: t + ('modify was called', )
-        ).discard_and_then(effect.success('result')).memoize()
+        e = (
+            s.modify(lambda t: t + ("modify was called",))
+            .discard_and_then(effect.success("result"))
+            .memoize()
+        )
         double_e = e.discard_and_then(e)
-        assert double_e.run(None) == 'result'
-        assert s.value == ('modify was called', )
+        assert double_e.run(None) == "result"
+        assert s.value == ("modify was called",)
 
     @settings(deadline=None)
     @given(effects(anything()), effects(anything()))
     def test_lift_cpu_bound(self, e1, e2):
-        assert effect.lift_cpu_bound(
-            lambda v1, v2: (v1, v2)
-        )(e1, e2).run(None) == (e1.run(None), e2.run(None))
+        assert effect.lift_cpu_bound(lambda v1, v2: (v1, v2))(e1, e2).run(
+            None
+        ) == (
+            e1.run(None),
+            e2.run(None),
+        )
 
     @settings(deadline=None)
     @given(effects(anything()), effects(anything()))
     def test_lift_io_bound(self, e1, e2):
-        assert effect.lift_io_bound(
-            lambda v1, v2: (v1, v2)
-        )(e1, e2).run(None) == (e1.run(None), e2.run(None))
+        assert effect.lift_io_bound(lambda v1, v2: (v1, v2))(e1, e2).run(
+            None
+        ) == (
+            e1.run(None),
+            e2.run(None),
+        )
 
     @settings(deadline=None)
     @given(effects(anything()), effects(anything()))
     def test_combine_cpu_bound(self, e1, e2):
-        assert effect.combine_cpu_bound(
-            e1, e2
-        )(lambda v1, v2: (v1, v2)).run(None) == (e1.run(None), e2.run(None))
+        assert effect.combine_cpu_bound(e1, e2)(lambda v1, v2: (v1, v2)).run(
+            None
+        ) == (
+            e1.run(None),
+            e2.run(None),
+        )
 
     @settings(deadline=None)
     @given(effects(anything()), effects(anything()))
     def test_combine_io_bound(self, e1, e2):
-        assert effect.combine_io_bound(
-            e1, e2
-        )(lambda v1, v2: (v1, v2)).run(None) == (e1.run(None), e2.run(None))
+        assert effect.combine_io_bound(e1, e2)(lambda v1, v2: (v1, v2)).run(
+            None
+        ) == (
+            e1.run(None),
+            e2.run(None),
+        )
 
     @settings(deadline=None)
     @given(unaries(rights(anything())))
@@ -286,20 +333,20 @@ async def test_process_and_thread_pool_initialized_lazily(self, value):
     def test_race(self):
         async def f():
             await asyncio.sleep(10)
-            return 'f'
+            return "f"
 
         async def g():
-            return 'g'
+            return "g"
 
         e1 = effect.from_awaitable(f())
         e2 = effect.from_awaitable(g())
 
-        assert e1.race(e2).run(None) == 'g'
+        assert e1.race(e2).run(None) == "g"
 
     def test_timeout(self):
         async def f():
             await asyncio.sleep(10)
-            return 'f'
+            return "f"
 
         e = effect.from_awaitable(f())
         with pytest.raises(asyncio.TimeoutError):
@@ -311,13 +358,15 @@ def test_repeat(self):
 
     def test_repeat_error(self):
         s = schedule.recurs(2, schedule.spaced(timedelta(seconds=1)))
-        assert (effect.error('whoops').repeat(s).either().run(MockModules()) ==
-                either.Left('whoops'))
+        assert effect.error("whoops").repeat(s).either().run(
+            MockModules()
+        ) == either.Left("whoops")
 
     def test_retry(self):
         s = schedule.recurs(2, schedule.spaced(timedelta(seconds=1)))
-        assert (effect.error('whoops').retry(s).either().run(MockModules()) ==
-                either.Left(('whoops', 'whoops')))
+        assert effect.error("whoops").retry(s).either().run(
+            MockModules()
+        ) == either.Left(("whoops", "whoops"))
 
     def test_retry_success(self):
         s = schedule.recurs(2, schedule.spaced(timedelta(seconds=1)))
@@ -331,13 +380,13 @@ def test_purify(self, x, f):
         assert effect.purify_cpu_bound(f)(x).run(None) == f(x)
 
     def test_provide(self):
-        assert effect.depend(str).provide('test').run(None) == 'test'
+        assert effect.depend(str).provide("test").run(None) == "test"
 
     def test_provide_provides_first_matching_instance(self):
-        assert effect.depend(str).provide('first').run('second') == 'first'
+        assert effect.depend(str).provide("first").run("second") == "first"
 
     def test_provide_with_arg(self):
-        assert effect.depend(str).provide('test').run(None) == 'test'
+        assert effect.depend(str).provide("test").run(None) == "test"
 
     def test_provide_with_protocol(self):
         class P(Protocol):
@@ -360,57 +409,57 @@ def f(self):
             def __eq__(self, other):
                 return self.x == other.x and self.y == other.y
 
-        assert effect.depend(P).provide(C(0, '')).run(None) == C(0, '')
+        assert effect.depend(P).provide(C(0, "")).run(None) == C(0, "")
 
     def test_provide_with_generic(self):
         effect.depend(List[str]).provide(List([])).run(None) == List([])
 
     def test_success_repr(self):
-        assert repr(effect.success('value')) == 'success(\'value\')'
+        assert repr(effect.success("value")) == "success('value')"
 
     def test_error_repr(self):
-        assert repr(effect.error('reason')) == 'error(\'reason\')'
+        assert repr(effect.error("reason")) == "error('reason')"
 
     def test_and_then_repr(self):
         f = lambda _: _
         assert (
-            repr(effect.success('value').and_then(f)
-                 ) == f'success(\'value\').and_then({repr(f)})'
+            repr(effect.success("value").and_then(f))
+            == f"success('value').and_then({repr(f)})"
         )
 
     def test_map_repr(self):
         f = lambda _: _
         assert (
-            repr(effect.success('value').map(f)
-                 ) == f'success(\'value\').map({repr(f)})'
+            repr(effect.success("value").map(f))
+            == f"success('value').map({repr(f)})"
         )
 
     def test_discard_and_then_repr(self):
-        e = effect.success('value')
+        e = effect.success("value")
         assert (
-            repr(e.discard_and_then(e)
-                 ) == 'success(\'value\').discard_and_then(success(\'value\'))'
+            repr(e.discard_and_then(e))
+            == "success('value').discard_and_then(success('value'))"
         )
 
     def test_either_repr(self):
         e = effect.success(0)
-        assert repr(e.either()) == 'success(0).either()'
+        assert repr(e.either()) == "success(0).either()"
 
     def test_recover_repr(self):
         e = effect.success(0)
         f = lambda _: _
-        assert repr(e.recover(f)) == f'success(0).recover({repr(f)})'
+        assert repr(e.recover(f)) == f"success(0).recover({repr(f)})"
 
     def test_memoize_repr(self):
         e = effect.success(0)
-        assert repr(e.memoize()) == 'success(0).memoize()'
+        assert repr(e.memoize()) == "success(0).memoize()"
 
     def test_ensure_repr(self):
         e = effect.success(0)
-        assert repr(e.ensure(e)) == 'success(0).ensure(success(0))'
+        assert repr(e.ensure(e)) == "success(0).ensure(success(0))"
 
     def test_depend_repr(self):
-        assert repr(effect.depend(str)) == f'depend({repr(str)})'
+        assert repr(effect.depend(str)) == f"depend({repr(str)})"
 
     @pytest.mark.filterwarnings("ignore:coroutine .+ was never awaited")
     def test_from_awaitable_repr(self):
@@ -418,115 +467,119 @@ async def f():
             pass
 
         a = f()
-        assert repr(effect.from_awaitable(a)) == f'from_awaitable({repr(a)})'
+        assert repr(effect.from_awaitable(a)) == f"from_awaitable({repr(a)})"
 
     def test_from_callable_repr(self):
         f = lambda _: _
-        assert repr(effect.from_callable(f)) == f'from_callable({repr(f)})'
+        assert repr(effect.from_callable(f)) == f"from_callable({repr(f)})"
 
     def test_from_io_bound_callable_repr(self):
         f = lambda _: _
         assert (
-            repr(effect.from_io_bound_callable(f)
-                 ) == f'from_io_bound_callable({repr(f)})'
+            repr(effect.from_io_bound_callable(f))
+            == f"from_io_bound_callable({repr(f)})"
         )
 
     def test_from_cpu_bound_callable_repr(self):
         f = lambda _: _
         assert (
-            repr(effect.from_cpu_bound_callable(f)
-                 ) == f'from_cpu_bound_callable({repr(f)})'
+            repr(effect.from_cpu_bound_callable(f))
+            == f"from_cpu_bound_callable({repr(f)})"
         )
 
     def test_catch_repr(self):
         f = lambda _: _
         assert (
-            repr(effect.catch(Exception)(f)(0)
-                 ) == f'catch(<class \'Exception\'>)({repr(f)})(0)'
+            repr(effect.catch(Exception)(f)(0))
+            == f"catch(<class 'Exception'>)({repr(f)})(0)"
         )
 
     def test_catch_io_bound_repr(self):
         f = lambda _: _
         assert (
-            repr(effect.catch_io_bound(Exception)(f)(0)
-                 ) == f'catch_io_bound(<class \'Exception\'>)({repr(f)})(0)'
+            repr(effect.catch_io_bound(Exception)(f)(0))
+            == f"catch_io_bound(<class 'Exception'>)({repr(f)})(0)"
         )
 
     def test_catch_cpu_bound_repr(self):
         f = lambda _: _
         assert (
-            repr(effect.catch_cpu_bound(Exception)(f)(0)
-                 ) == f'catch_cpu_bound(<class \'Exception\'>)({repr(f)})(0)'
+            repr(effect.catch_cpu_bound(Exception)(f)(0))
+            == f"catch_cpu_bound(<class 'Exception'>)({repr(f)})(0)"
         )
 
     def test_gather_async_repr(self):
         e = effect.gather_async([effect.success(0)])
-        assert (repr(e)) == 'gather_async((success(0),))'
+        assert (repr(e)) == "gather_async((success(0),))"
 
     def test_gather_repr(self):
         e = effect.gather([effect.success(0)])
-        assert (repr(e)) == 'gather((success(0),))'
+        assert (repr(e)) == "gather((success(0),))"
 
     def test_lift_repr(self):
         f = lambda _: _
         assert (
-            repr(effect.lift(f)(effect.success(0))
-                 ) == f'lift({repr(f)})(success(0))'
+            repr(effect.lift(f)(effect.success(0)))
+            == f"lift({repr(f)})(success(0))"
         )
 
     def test_lift_io_bound_repr(self):
         f = lambda _: _
         assert (
-            repr(effect.lift_io_bound(f)(effect.success(0))
-                 ) == f'lift_io_bound({repr(f)})(success(0))'
+            repr(effect.lift_io_bound(f)(effect.success(0)))
+            == f"lift_io_bound({repr(f)})(success(0))"
         )
 
     def test_lift_cpu_bound_repr(self):
         f = lambda _: _
         assert (
-            repr(effect.lift_cpu_bound(f)(effect.success(0))
-                 ) == f'lift_cpu_bound({repr(f)})(success(0))'
+            repr(effect.lift_cpu_bound(f)(effect.success(0)))
+            == f"lift_cpu_bound({repr(f)})(success(0))"
         )
 
     def test_combine_repr(self):
         f = lambda _: _
         assert (
-            repr(effect.combine(effect.success(0))(f)
-                 ) == f'combine(success(0))({repr(f)})'
+            repr(effect.combine(effect.success(0))(f))
+            == f"combine(success(0))({repr(f)})"
         )
 
     def test_combine_io_bound_repr(self):
         f = lambda _: _
         assert (
-            repr(effect.combine_io_bound(effect.success(0))(f)
-                 ) == f'combine_io_bound(success(0))({repr(f)})'
+            repr(effect.combine_io_bound(effect.success(0))(f))
+            == f"combine_io_bound(success(0))({repr(f)})"
         )
 
     def test_combine_cpu_bound_repr(self):
         f = lambda _: _
         assert (
-            repr(effect.combine_cpu_bound(effect.success(0))(f)
-                 ) == f'combine_cpu_bound(success(0))({repr(f)})'
+            repr(effect.combine_cpu_bound(effect.success(0))(f))
+            == f"combine_cpu_bound(success(0))({repr(f)})"
         )
 
     def test_filter_repr(self):
         f = lambda _: effect.success(True)
-        assert repr(effect.filter_(f, [0])) == f'filter_({repr(f)})((0,))'
+        assert repr(effect.filter_(f, [0])) == f"filter_({repr(f)})((0,))"
 
     def test_for_each_repr(self):
         f = lambda _: effect.success(True)
-        assert repr(effect.for_each(f, [0])) == f'for_each({repr(f)})((0,))'
+        assert repr(effect.for_each(f, [0])) == f"for_each({repr(f)})((0,))"
 
     def test_absolve_repr(self):
-        assert repr(effect.absolve(effect.success(0))) == 'absolve(success(0))'
+        assert repr(effect.absolve(effect.success(0))) == "absolve(success(0))"
 
     def test_race_repr(self):
-        assert (repr(effect.success(0).race(effect.success(0))) ==
-                'success(0).race(success(0))')
+        assert (
+            repr(effect.success(0).race(effect.success(0)))
+            == "success(0).race(success(0))"
+        )
 
     def test_timeout_repr(self):
-        assert (repr(effect.success(0).timeout(timedelta(seconds=1))) ==
-                'success(0).timeout(datetime.timedelta(seconds=1))')
+        assert (
+            repr(effect.success(0).timeout(timedelta(seconds=1)))
+            == "success(0).timeout(datetime.timedelta(seconds=1))"
+        )
 
     def test_map_generator(self):
         def f(_):
@@ -537,7 +590,7 @@ def f(_):
 
 class TestResource:
     def test_get(self):
-        mock_resource = asynctest.MagicMock()
+        mock_resource = mock.MagicMock()
         resource = Resource(lambda: either.Right(mock_resource))
         effect = resource.get()
         assert effect.run(None) == mock_resource
@@ -546,11 +599,11 @@ def test_get(self):
         assert resource.resource is None
 
     def test_resources_are_unique(self):
-        mock_resource = asynctest.MagicMock()
+        mock_resource = mock.MagicMock()
         resource = Resource(lambda: either.Right(mock_resource))
-        r1, r2 = effect.gather_async(
-            (resource.get(), resource.get())
-        ).run(None)
+        r1, r2 = effect.gather_async((resource.get(), resource.get())).run(
+            None
+        )
         assert r1 is r2
         mock_resource.__aenter__.assert_called_once()
 
@@ -560,24 +613,23 @@ class HasConsole:
 
 
 def mock_open(read_data=None):
-    return mock.patch('pfun.files.open', mock.mock_open(read_data=read_data))
+    return mock.patch("pfun.files.open", mock.mock_open(read_data=read_data))
 
 
 class TestConsole:
     def test_print_line(self, capsys) -> None:
-
-        e = console.print_line('Hello, world!')
+        e = console.print_line("Hello, world!")
         e.run(HasConsole())
         captured = capsys.readouterr()
-        assert captured.out == 'Hello, world!\n'
+        assert captured.out == "Hello, world!\n"
 
     def test_get_line(self) -> None:
         with mock.patch(
-            'pfun.console.input', return_value='Hello!'
+            "pfun.console.input", return_value="Hello!"
         ) as mocked_input:
-            e = console.get_line('Say hello')
-            assert e.run(HasConsole()) == 'Hello!'
-            mocked_input.assert_called_once_with('Say hello')
+            e = console.get_line("Say hello")
+            assert e.run(HasConsole()) == "Hello!"
+            mocked_input.assert_called_once_with("Say hello")
 
 
 class HasFiles:
@@ -586,44 +638,44 @@ class HasFiles:
 
 class TestFiles:
     def test_read(self):
-        with mock_open('content') as mocked_open:
-            e = files.read('foo.txt')
-            assert e.run(HasFiles()) == 'content'
-        mocked_open.assert_called_once_with('foo.txt')
+        with mock_open("content") as mocked_open:
+            e = files.read("foo.txt")
+            assert e.run(HasFiles()) == "content"
+        mocked_open.assert_called_once_with("foo.txt")
 
     def test_write(self):
         with mock_open() as mocked_open:
-            e = files.write('foo.txt', 'content')
+            e = files.write("foo.txt", "content")
             e.run(HasFiles())
-            mocked_open.assert_called_once_with('foo.txt', 'w')
-            mocked_open().write.assert_called_once_with('content')
+            mocked_open.assert_called_once_with("foo.txt", "w")
+            mocked_open().write.assert_called_once_with("content")
 
     def test_read_bytes(self):
-        with mock_open(b'content') as mocked_open:
-            e = files.read_bytes('foo.txt')
-            assert e.run(HasFiles()) == b'content'
-            mocked_open.assert_called_once_with('foo.txt', 'rb')
+        with mock_open(b"content") as mocked_open:
+            e = files.read_bytes("foo.txt")
+            assert e.run(HasFiles()) == b"content"
+            mocked_open.assert_called_once_with("foo.txt", "rb")
 
     def test_write_bytes(self):
         with mock_open() as mocked_open:
-            e = files.write_bytes('foo.txt', b'content')
+            e = files.write_bytes("foo.txt", b"content")
             e.run(HasFiles())
-            mocked_open.assert_called_once_with('foo.txt', 'wb')
-            mocked_open().write.assert_called_once_with(b'content')
+            mocked_open.assert_called_once_with("foo.txt", "wb")
+            mocked_open().write.assert_called_once_with(b"content")
 
     def test_append(self):
         with mock_open() as mocked_open:
-            e = files.append('foo.txt', 'content')
+            e = files.append("foo.txt", "content")
             e.run(HasFiles())
-            mocked_open.assert_called_once_with('foo.txt', 'a+')
-            mocked_open().write.assert_called_once_with('content')
+            mocked_open.assert_called_once_with("foo.txt", "a+")
+            mocked_open().write.assert_called_once_with("content")
 
     def test_append_bytes(self):
         with mock_open() as mocked_open:
-            e = files.append_bytes('foo.txt', b'content')
+            e = files.append_bytes("foo.txt", b"content")
             e.run(HasFiles())
-            mocked_open.assert_called_once_with('foo.txt', 'ab+')
-            mocked_open().write.assert_called_once_with(b'content')
+            mocked_open.assert_called_once_with("foo.txt", "ab+")
+            mocked_open().write.assert_called_once_with(b"content")
 
 
 class TestRef:
@@ -643,7 +695,7 @@ def test_modify(self):
 
     def test_try_modify(self):
         int_ref = state.State(0)
-        int_ref.try_modify(lambda _: either.Left('')).either().run(None)
+        int_ref.try_modify(lambda _: either.Left("")).either().run(None)
         assert int_ref.value == 0
         int_ref.try_modify(lambda _: either.Right(1)).run(None)
         assert int_ref.value == 1
@@ -655,15 +707,13 @@ class HasSubprocess:
 
 class TestSubprocess:
     def test_run_in_shell(self):
-        stdout, stderr = subprocess.run_in_shell(
-            'echo "test"'
-        ).run(
+        stdout, stderr = subprocess.run_in_shell('echo "test"').run(
             HasSubprocess()
         )
-        assert stdout == b'test\n'
+        assert stdout == b"test\n"
 
         with pytest.raises(CalledProcessError):
-            subprocess.run_in_shell('exit 1').run(HasSubprocess())
+            subprocess.run_in_shell("exit 1").run(HasSubprocess())
 
 
 class HasLogging:
@@ -671,38 +721,37 @@ class HasLogging:
 
 
 class TestLogging:
-    @mock.patch('pfun.logging.logging')
+    @mock.patch("pfun.logging.logging")
     def test_get_logger(self, mock_logging):
-        logging.get_logger('foo').run(HasLogging())
-        mock_logging.getLogger.assert_called_once_with('foo')
+        logging.get_logger("foo").run(HasLogging())
+        mock_logging.getLogger.assert_called_once_with("foo")
 
-    @mock.patch('pfun.logging.logging')
+    @mock.patch("pfun.logging.logging")
     @pytest.mark.parametrize(
-        'log_method',
-        ['debug', 'info', 'warning', 'error', 'critical', 'exception']
+        "log_method",
+        ["debug", "info", "warning", "error", "critical", "exception"],
     )
     def test_logger_methods(self, mock_logging, log_method):
-        logging.get_logger('foo').and_then(
-            lambda logger: getattr(logger, log_method)('test')
+        logging.get_logger("foo").and_then(
+            lambda logger: getattr(logger, log_method)("test")
         ).run(HasLogging())
-        exc_and_stack_info = log_method == 'exception'
+        exc_and_stack_info = log_method == "exception"
         getattr(
-            mock_logging.getLogger('foo'),
-            log_method
+            mock_logging.getLogger("foo"), log_method
         ).assert_called_once_with(
-            'test', exc_info=exc_and_stack_info, stack_info=exc_and_stack_info
+            "test", exc_info=exc_and_stack_info, stack_info=exc_and_stack_info
         )  # yapf: disable
 
-    @mock.patch('pfun.logging.logging')
+    @mock.patch("pfun.logging.logging")
     @pytest.mark.parametrize(
-        'log_method',
-        ['debug', 'info', 'warning', 'error', 'critical', 'exception']
+        "log_method",
+        ["debug", "info", "warning", "error", "critical", "exception"],
     )
     def test_logging_methods(self, mock_logging, log_method):
-        getattr(logging, log_method)('test').run(HasLogging())
-        exc_and_stack_info = log_method == 'exception'
+        getattr(logging, log_method)("test").run(HasLogging())
+        exc_and_stack_info = log_method == "exception"
         getattr(mock_logging, log_method).assert_called_once_with(
-            'test', exc_info=exc_and_stack_info, stack_info=exc_and_stack_info
+            "test", exc_info=exc_and_stack_info, stack_info=exc_and_stack_info
         )
 
 
@@ -716,113 +765,111 @@ async def get_awaitable(value):
 
 class TestHTTP:
     default_params = {
-        'params': None,
-        'data': None,
-        'json': None,
-        'cookies': None,
-        'headers': None,
-        'skip_auto_headers': None,
-        'auth': None,
-        'allow_redirects': True,
-        'max_redirects': 10,
-        'compress': None,
-        'chunked': None,
-        'expect100': False,
-        'raise_for_status': None,
-        'read_until_eof': True,
-        'proxy': None,
-        'proxy_auth': None,
-        'timeout': aiohttp.client.sentinel,
-        'ssl': None,
-        'verify_ssl': None,
-        'fingerprint': None,
-        'ssl_context': None,
-        'proxy_headers': None
+        "params": None,
+        "data": None,
+        "json": None,
+        "cookies": None,
+        "headers": None,
+        "skip_auto_headers": None,
+        "auth": None,
+        "allow_redirects": True,
+        "max_redirects": 10,
+        "compress": None,
+        "chunked": None,
+        "expect100": False,
+        "raise_for_status": None,
+        "read_until_eof": True,
+        "proxy": None,
+        "proxy_auth": None,
+        "timeout": aiohttp.client.sentinel,
+        "ssl": None,
+        "verify_ssl": None,
+        "fingerprint": None,
+        "ssl_context": None,
+        "proxy_headers": None,
     }
 
     def test_get_session(self):
-        with asynctest.patch('pfun.http.aiohttp.ClientSession') as session:
+        with mock.patch("pfun.http.aiohttp.ClientSession") as session:
             assert http.get_session().run(HasHTTP()) == session()
 
     @pytest.mark.parametrize(
-        'method', ['get', 'put', 'post', 'delete', 'patch', 'head', 'options']
+        "method", ["get", "put", "post", "delete", "patch", "head", "options"]
     )
     def test_http_methods(self, method):
-        with asynctest.patch('pfun.http.aiohttp.ClientSession') as session:
-            read_mock = asynctest.CoroutineMock()
-            read_mock.return_value = b'test'
+        with mock.patch("pfun.http.aiohttp.ClientSession") as session:
+            read_mock = mock.AsyncMock()
+            read_mock.return_value = b"test"
             (
-                session.return_value.request.return_value.__aenter__.
-                return_value.read
+                session.return_value.request.return_value.__aenter__
+                .return_value.read
             ) = read_mock
-            assert getattr(http, method)('foo.com').run(
-                HasHTTP()
-            ).content == b'test'
+            (
+                session.return_value.request.return_value.__aenter__
+                .return_value.headers
+            ) = Dict()
+            assert (
+                getattr(http, method)("foo.com").run(HasHTTP()).content
+                == b"test"
+            )
             session().request.assert_called_once_with(
-                method, 'foo.com', **self.default_params
+                method, "foo.com", **self.default_params
             )
 
 
 class HasSQL:
-    sql = sql.SQL('postgres://test@host/test_db')
+    sql = sql.SQL("postgres://test@host/test_db")
 
 
 class TestSQL:
     def test_get_connetion(self):
-        with asynctest.patch('pfun.sql.asyncpg.connect') as connect_mock:
-            connect_mock.return_value.close = asynctest.CoroutineMock()
-            assert sql.get_connection().run(
-                HasSQL()
-            ) == connect_mock.return_value
+        with mock.patch("pfun.sql.asyncpg.connect") as connect_mock:
+            connect_mock.return_value.close = CoroutineMock()
+            assert (
+                sql.get_connection().run(HasSQL()) == connect_mock.return_value
+            )
             connect_mock.assert_called_once_with(
-                'postgres://test@host/test_db'
+                "postgres://test@host/test_db"
             )
 
     def test_execute(self):
-        with asynctest.patch('pfun.sql.asyncpg.connect') as connect_mock:
-            connect_mock.return_value.close = asynctest.CoroutineMock()
-            connect_mock.return_value.execute = asynctest.CoroutineMock(
-                return_value='SELECT 1'
+        with mock.patch("pfun.sql.asyncpg.connect") as connect_mock:
+            connect_mock.return_value.close = CoroutineMock()
+            connect_mock.return_value.execute = CoroutineMock(
+                return_value="SELECT 1"
+            )
+            assert (
+                sql.execute("select * from users").run(HasSQL()) == "SELECT 1"
             )
-            assert sql.execute('select * from users').run(
-                HasSQL()
-            ) == 'SELECT 1'
 
     def test_execute_many(self):
-        with asynctest.patch('pfun.sql.asyncpg.connect') as connect_mock:
-            connect_mock.return_value.close = asynctest.CoroutineMock()
-            connect_mock.return_value.executemany = asynctest.CoroutineMock(
-                return_value=('SELECT 1', )
+        with mock.patch("pfun.sql.asyncpg.connect") as connect_mock:
+            connect_mock.return_value.close = CoroutineMock()
+            connect_mock.return_value.executemany = CoroutineMock(
+                return_value=("SELECT 1",)
             )
-            assert sql.execute_many('select * from users',
-                                    ['arg']).run(HasSQL()) == ('SELECT 1', )
+            assert sql.execute_many("select * from users", ["arg"]).run(
+                HasSQL()
+            ) == ("SELECT 1",)
 
     def test_fetch_one(self):
-        with asynctest.patch('pfun.sql.asyncpg.connect') as connect_mock:
-            connect_mock.return_value.close = asynctest.CoroutineMock()
-            connect_mock.return_value.fetchrow = asynctest.CoroutineMock(
-                return_value={
-                    'name': 'bob', 'age': 32
-                }
+        with mock.patch("pfun.sql.asyncpg.connect") as connect_mock:
+            connect_mock.return_value.close = CoroutineMock()
+            connect_mock.return_value.fetchrow = CoroutineMock(
+                return_value={"name": "bob", "age": 32}
             )
-            assert sql.fetch_one('select * from users').run(HasSQL()) == Dict(
-                {
-                    'name': 'bob', 'age': 32
-                }
+            assert sql.fetch_one("select * from users").run(HasSQL()) == Dict(
+                {"name": "bob", "age": 32}
             )
 
     def test_fetch(self):
-        with asynctest.patch('pfun.sql.asyncpg.connect') as connect_mock:
-            connect_mock.return_value.close = asynctest.CoroutineMock()
-            connect_mock.return_value.fetch = asynctest.CoroutineMock(
-                return_value=({
-                    'name': 'bob', 'age': 32
-                }, )
+        with mock.patch("pfun.sql.asyncpg.connect") as connect_mock:
+            connect_mock.return_value.close = CoroutineMock()
+            connect_mock.return_value.fetch = CoroutineMock(
+                return_value=({"name": "bob", "age": 32},)
             )
-            assert sql.fetch('select * from users').run(HasSQL()) == List(
-                (Dict({
-                    'name': 'bob', 'age': 32
-                }), )
+            assert sql.fetch("select * from users").run(HasSQL()) == List(
+                (Dict({"name": "bob", "age": 32}),)
             )
 
     def test_as_type(self):
@@ -830,33 +877,34 @@ class User(Immutable):
             name: str
             age: int
 
-        results = List((Dict({'name': 'bob', 'age': 32}), ))
-        assert sql.as_type(User)(results).run(None) == List(
-            (User('bob', 32), )
-        )
+        results = List((Dict({"name": "bob", "age": 32}),))
+        assert sql.as_type(User)(results).run(None) == List((User("bob", 32),))
 
 
 class TestClock:
     def test_sleep(self):
-        with asynctest.patch('pfun.effect.asyncio.sleep') as sleep_mock:
+        with mock.patch("pfun.effect.asyncio.sleep") as sleep_mock:
             clock.sleep(0).run(DefaultModules())
             sleep_mock.assert_called_with(0)
 
     def test_now(self):
-        with mock.patch('pfun.clock.datetime.datetime') as datetime_mock:
-            datetime_mock.now.return_value = (datetime
-                                              .datetime.utcfromtimestamp(0))
-            assert (clock.now().run(DefaultModules()) ==
-                    datetime_mock.now.return_value)
+        with mock.patch("pfun.clock.datetime.datetime") as datetime_mock:
+            datetime_mock.now.return_value = (
+                datetime.datetime.utcfromtimestamp(0)
+            )
+            assert (
+                clock.now().run(DefaultModules())
+                == datetime_mock.now.return_value
+            )
 
 
 class TestRandom:
     def test_randint(self):
-        with mock.patch('pfun.random.random_.randint') as randint_mock:
+        with mock.patch("pfun.random.random_.randint") as randint_mock:
             randint_mock.return_value = 1
             assert random.randint(0, 1).run(DefaultModules()) == 1
 
     def test_random(self):
-        with mock.patch('pfun.random.random_.random') as random_mock:
+        with mock.patch("pfun.random.random_.random") as random_mock:
             random_mock.return_value = 0.5
             assert random.random().run(DefaultModules()) == 0.5