diff --git a/Chapter06/mlewp2-ray/poetry.lock b/Chapter06/mlewp2-ray/poetry.lock
index a4cd006..b59a41d 100644
--- a/Chapter06/mlewp2-ray/poetry.lock
+++ b/Chapter06/mlewp2-ray/poetry.lock
@@ -1,10 +1,9 @@
-# This file is automatically @generated by Poetry and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
 
 [[package]]
 name = "aiohttp"
 version = "3.8.4"
 description = "Async http client/server framework (asyncio)"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -113,7 +112,6 @@ speedups = ["Brotli", "aiodns", "cchardet"]
 name = "aiohttp-cors"
 version = "0.7.0"
 description = "CORS support for aiohttp"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -128,7 +126,6 @@ aiohttp = ">=1.1"
 name = "aiorwlock"
 version = "1.3.0"
 description = "Read write lock for asyncio."
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -140,7 +137,6 @@ files = [
 name = "aiosignal"
 version = "1.3.1"
 description = "aiosignal: a list of registered asynchronous callbacks"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -155,7 +151,6 @@ frozenlist = ">=1.1.0"
 name = "ansicon"
 version = "1.89.0"
 description = "Python wrapper for loading Jason Hood's ANSICON"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -167,7 +162,6 @@ files = [
 name = "anyio"
 version = "3.6.2"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "main"
 optional = false
 python-versions = ">=3.6.2"
 files = [
@@ -188,7 +182,6 @@ trio = ["trio (>=0.16,<0.22)"]
 name = "appnope"
 version = "0.1.3"
 description = "Disable App Nap on macOS >= 10.9"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -200,7 +193,6 @@ files = [
 name = "argon2-cffi"
 version = "21.3.0"
 description = "The secure Argon2 password hashing algorithm."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -220,7 +212,6 @@ tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
 name = "argon2-cffi-bindings"
 version = "21.2.0"
 description = "Low-level CFFI bindings for Argon2"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -258,7 +249,6 @@ tests = ["pytest"]
 name = "arrow"
 version = "1.2.3"
 description = "Better dates & times for Python"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -273,7 +263,6 @@ python-dateutil = ">=2.7.0"
 name = "asttokens"
 version = "2.2.1"
 description = "Annotate AST trees with source code positions"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -291,7 +280,6 @@ test = ["astroid", "pytest"]
 name = "async-timeout"
 version = "4.0.2"
 description = "Timeout context manager for asyncio programs"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -303,7 +291,6 @@ files = [
 name = "attrs"
 version = "22.2.0"
 description = "Classes Without Boilerplate"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -322,7 +309,6 @@ tests-no-zope = ["cloudpickle", "cloudpickle", "hypothesis", "hypothesis", "mypy
 name = "backcall"
 version = "0.2.0"
 description = "Specifications for callback functions passed in to an API"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -334,7 +320,6 @@ files = [
 name = "beautifulsoup4"
 version = "4.11.2"
 description = "Screen-scraping library"
-category = "main"
 optional = false
 python-versions = ">=3.6.0"
 files = [
@@ -353,7 +338,6 @@ lxml = ["lxml"]
 name = "bleach"
 version = "6.0.0"
 description = "An easy safelist-based HTML-sanitizing tool."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -372,7 +356,6 @@ css = ["tinycss2 (>=1.1.0,<1.2)"]
 name = "blessed"
 version = "1.20.0"
 description = "Easy, practical library for making terminal apps, by providing an elegant, well-documented interface to Colors, Keyboard input, and screen Positioning capabilities."
-category = "main"
 optional = false
 python-versions = ">=2.7"
 files = [
@@ -389,7 +372,6 @@ wcwidth = ">=0.1.4"
 name = "cachetools"
 version = "5.3.0"
 description = "Extensible memoizing collections and decorators"
-category = "main"
 optional = false
 python-versions = "~=3.7"
 files = [
@@ -401,7 +383,6 @@ files = [
 name = "certifi"
 version = "2022.12.7"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -413,7 +394,6 @@ files = [
 name = "cffi"
 version = "1.15.1"
 description = "Foreign Function Interface for Python calling C code."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -490,7 +470,6 @@ pycparser = "*"
 name = "charset-normalizer"
 version = "3.1.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -575,7 +554,6 @@ files = [
 name = "click"
 version = "8.1.3"
 description = "Composable command line interface toolkit"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -590,7 +568,6 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
@@ -602,7 +579,6 @@ files = [
 name = "colorful"
 version = "0.5.5"
 description = "Terminal string styling done right, in Python."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -617,7 +593,6 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 name = "comm"
 version = "0.1.2"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -635,7 +610,6 @@ test = ["pytest"]
 name = "contourpy"
 version = "1.0.7"
 description = "Python library for calculating contours of 2D quadrilateral grids"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -710,7 +684,6 @@ test-no-images = ["pytest"]
 name = "cycler"
 version = "0.11.0"
 description = "Composable style cycles"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -722,7 +695,6 @@ files = [
 name = "debugpy"
 version = "1.6.6"
 description = "An implementation of the Debug Adapter Protocol for Python"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -749,7 +721,6 @@ files = [
 name = "decorator"
 version = "5.1.1"
 description = "Decorators for Humans"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -761,7 +732,6 @@ files = [
 name = "defusedxml"
 version = "0.7.1"
 description = "XML bomb protection for Python stdlib modules"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -773,7 +743,6 @@ files = [
 name = "distlib"
 version = "0.3.6"
 description = "Distribution utilities"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -785,7 +754,6 @@ files = [
 name = "executing"
 version = "1.2.0"
 description = "Get the currently executing AST node of a frame, and other information"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -800,7 +768,6 @@ tests = ["asttokens", "littleutils", "pytest", "rich"]
 name = "fastapi"
 version = "0.94.1"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -822,7 +789,6 @@ test = ["anyio[trio] (>=3.2.1,<4.0.0)", "black (==23.1.0)", "coverage[toml] (>=6
 name = "fastjsonschema"
 version = "2.16.3"
 description = "Fastest Python implementation of JSON schema"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -837,7 +803,6 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 name = "filelock"
 version = "3.9.0"
 description = "A platform independent file lock."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -853,7 +818,6 @@ testing = ["covdefaults (>=2.2.2)", "coverage (>=7.0.1)", "pytest (>=7.2)", "pyt
 name = "fonttools"
 version = "4.39.0"
 description = "Tools to manipulate font files"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -879,7 +843,6 @@ woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 name = "fqdn"
 version = "1.5.1"
 description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
 files = [
@@ -891,7 +854,6 @@ files = [
 name = "frozenlist"
 version = "1.3.3"
 description = "A list-like structure which implements collections.abc.MutableSequence"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -975,7 +937,6 @@ files = [
 name = "fsspec"
 version = "2023.3.0"
 description = "File-system specification"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1009,7 +970,6 @@ tqdm = ["tqdm"]
 name = "google-api-core"
 version = "2.10.1"
 description = "Google API client core library"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1032,7 +992,6 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0dev)"]
 name = "google-auth"
 version = "2.16.2"
 description = "Google Authentication Library"
-category = "main"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
 files = [
@@ -1057,7 +1016,6 @@ requests = ["requests (>=2.20.0,<3.0.0dev)"]
 name = "googleapis-common-protos"
 version = "1.56.4"
 description = "Common protobufs used in Google APIs"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1075,7 +1033,6 @@ grpc = ["grpcio (>=1.0.0,<2.0.0dev)"]
 name = "gpustat"
 version = "1.0.0"
 description = "An utility to monitor NVIDIA GPU status and usage"
-category = "main"
 optional = false
 python-versions = ">=3.4"
 files = [
@@ -1095,7 +1052,6 @@ test = ["mockito (>=1.2.1)", "pytest (>=5.4.1)", "pytest-runner"]
 name = "grpcio"
 version = "1.49.1"
 description = "HTTP/2-based RPC framework"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1156,7 +1112,6 @@ protobuf = ["grpcio-tools (>=1.49.1)"]
 name = "grpcio"
 version = "1.51.3"
 description = "HTTP/2-based RPC framework"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1214,7 +1169,6 @@ protobuf = ["grpcio-tools (>=1.51.3)"]
 name = "h11"
 version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1226,7 +1180,6 @@ files = [
 name = "idna"
 version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1238,7 +1191,6 @@ files = [
 name = "importlib-metadata"
 version = "6.0.0"
 description = "Read metadata from Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1258,7 +1210,6 @@ testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packag
 name = "importlib-resources"
 version = "5.12.0"
 description = "Read resources from Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1277,7 +1228,6 @@ testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-chec
 name = "ipykernel"
 version = "6.21.3"
 description = "IPython Kernel for Jupyter"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1291,7 +1241,7 @@ comm = ">=0.1.1"
 debugpy = ">=1.6.5"
 ipython = ">=7.23.1"
 jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 matplotlib-inline = ">=0.1"
 nest-asyncio = "*"
 packaging = "*"
@@ -1311,7 +1261,6 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio"
 name = "ipython"
 version = "8.11.0"
 description = "IPython: Productive Interactive Computing"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1350,7 +1299,6 @@ test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pa
 name = "ipython-genutils"
 version = "0.2.0"
 description = "Vestigial utilities from IPython"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1362,7 +1310,6 @@ files = [
 name = "ipywidgets"
 version = "8.0.4"
 description = "Jupyter interactive widgets"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1384,7 +1331,6 @@ test = ["jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
 name = "isoduration"
 version = "20.11.0"
 description = "Operations with ISO 8601 durations"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1399,7 +1345,6 @@ arrow = ">=0.15.0"
 name = "jedi"
 version = "0.18.2"
 description = "An autocompletion tool for Python that can be used for text editors."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1419,7 +1364,6 @@ testing = ["Django (<3.1)", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 name = "jinja2"
 version = "3.1.2"
 description = "A very fast and expressive template engine."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1437,7 +1381,6 @@ i18n = ["Babel (>=2.7)"]
 name = "jinxed"
 version = "1.2.0"
 description = "Jinxed Terminal Library"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1452,7 +1395,6 @@ ansicon = {version = "*", markers = "platform_system == \"Windows\""}
 name = "jsonpointer"
 version = "2.3"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -1464,7 +1406,6 @@ files = [
 name = "jsonschema"
 version = "4.17.3"
 description = "An implementation of JSON Schema validation for Python"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1492,7 +1433,6 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 name = "jupyter"
 version = "1.0.0"
 description = "Jupyter metapackage. Install all the Jupyter components in one go."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1513,7 +1453,6 @@ qtconsole = "*"
 name = "jupyter-client"
 version = "8.0.3"
 description = "Jupyter protocol implementation and client libraries"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1523,7 +1462,7 @@ files = [
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 python-dateutil = ">=2.8.2"
 pyzmq = ">=23.0"
 tornado = ">=6.2"
@@ -1537,7 +1476,6 @@ test = ["codecov", "coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-co
 name = "jupyter-console"
 version = "6.6.3"
 description = "Jupyter terminal console"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1549,7 +1487,7 @@ files = [
 ipykernel = ">=6.14"
 ipython = "*"
 jupyter-client = ">=7.0.0"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 prompt-toolkit = ">=3.0.30"
 pygments = "*"
 pyzmq = ">=17"
@@ -1562,7 +1500,6 @@ test = ["flaky", "pexpect", "pytest"]
 name = "jupyter-core"
 version = "5.2.0"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1583,7 +1520,6 @@ test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 name = "jupyter-events"
 version = "0.6.3"
 description = "Jupyter Event System library"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1608,7 +1544,6 @@ test = ["click", "coverage", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=
 name = "jupyter-server"
 version = "2.4.0"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1621,7 +1556,7 @@ anyio = ">=3.1.0"
 argon2-cffi = "*"
 jinja2 = "*"
 jupyter-client = ">=7.4.4"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 jupyter-events = ">=0.4.0"
 jupyter-server-terminals = "*"
 nbconvert = ">=6.4.4"
@@ -1644,7 +1579,6 @@ test = ["ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "
 name = "jupyter-server-terminals"
 version = "0.4.4"
 description = "A Jupyter Server Extension Providing Terminals."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1664,7 +1598,6 @@ test = ["coverage", "jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-cov",
 name = "jupyterlab-pygments"
 version = "0.2.2"
 description = "Pygments theme using JupyterLab CSS variables"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1676,7 +1609,6 @@ files = [
 name = "jupyterlab-widgets"
 version = "3.0.5"
 description = "Jupyter interactive widgets for JupyterLab"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1688,7 +1620,6 @@ files = [
 name = "kiwisolver"
 version = "1.4.4"
 description = "A fast implementation of the Cassowary constraint solver"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1766,7 +1697,6 @@ files = [
 name = "markupsafe"
 version = "2.1.2"
 description = "Safely add untrusted strings to HTML/XML markup."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1826,7 +1756,6 @@ files = [
 name = "matplotlib"
 version = "3.7.1"
 description = "Python plotting package"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1889,7 +1818,6 @@ python-dateutil = ">=2.7"
 name = "matplotlib-inline"
 version = "0.1.6"
 description = "Inline Matplotlib backend for Jupyter"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1904,7 +1832,6 @@ traitlets = "*"
 name = "mistune"
 version = "2.0.5"
 description = "A sane Markdown parser with useful plugins and renderers"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1916,7 +1843,6 @@ files = [
 name = "msgpack"
 version = "1.0.5"
 description = "MessagePack serializer"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1989,7 +1915,6 @@ files = [
 name = "multidict"
 version = "6.0.4"
 description = "multidict implementation"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2073,7 +1998,6 @@ files = [
 name = "nbclassic"
 version = "0.5.3"
 description = "Jupyter Notebook as a Jupyter Server extension."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2109,7 +2033,6 @@ test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-jupyter", "pytest-p
 name = "nbclient"
 version = "0.7.2"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -2119,7 +2042,7 @@ files = [
 
 [package.dependencies]
 jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 nbformat = ">=5.1"
 traitlets = ">=5.3"
 
@@ -2132,7 +2055,6 @@ test = ["ipykernel", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest (>=
 name = "nbconvert"
 version = "7.2.9"
 description = "Converting Jupyter Notebooks"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2171,7 +2093,6 @@ webpdf = ["pyppeteer (>=1,<1.1)"]
 name = "nbformat"
 version = "5.7.3"
 description = "The Jupyter Notebook format"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2193,7 +2114,6 @@ test = ["pep440", "pre-commit", "pytest", "testpath"]
 name = "nest-asyncio"
 version = "1.5.6"
 description = "Patch asyncio to allow nested event loops"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2205,7 +2125,6 @@ files = [
 name = "notebook"
 version = "6.5.3"
 description = "A web-based notebook environment for interactive computing"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2240,7 +2159,6 @@ test = ["coverage", "nbval", "pytest", "pytest-cov", "requests", "requests-unixs
 name = "notebook-shim"
 version = "0.2.2"
 description = "A shim layer for notebook traits and config"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2258,7 +2176,6 @@ test = ["pytest", "pytest-console-scripts", "pytest-tornasync"]
 name = "numpy"
 version = "1.24.2"
 description = "Fundamental package for array computing in Python"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2296,7 +2213,6 @@ files = [
 name = "nvidia-cublas-cu11"
 version = "11.10.3.66"
 description = "CUBLAS native runtime libraries"
-category = "main"
 optional = false
 python-versions = ">=3"
 files = [
@@ -2312,7 +2228,6 @@ wheel = "*"
 name = "nvidia-cuda-nvrtc-cu11"
 version = "11.7.99"
 description = "NVRTC native runtime libraries"
-category = "main"
 optional = false
 python-versions = ">=3"
 files = [
@@ -2329,7 +2244,6 @@ wheel = "*"
 name = "nvidia-cuda-runtime-cu11"
 version = "11.7.99"
 description = "CUDA Runtime native Libraries"
-category = "main"
 optional = false
 python-versions = ">=3"
 files = [
@@ -2345,7 +2259,6 @@ wheel = "*"
 name = "nvidia-cudnn-cu11"
 version = "8.5.0.96"
 description = "cuDNN runtime libraries"
-category = "main"
 optional = false
 python-versions = ">=3"
 files = [
@@ -2361,7 +2274,6 @@ wheel = "*"
 name = "nvidia-ml-py"
 version = "11.495.46"
 description = "Python Bindings for the NVIDIA Management Library"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2373,7 +2285,6 @@ files = [
 name = "opencensus"
 version = "0.11.2"
 description = "A stats collection and distributed tracing framework"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2389,7 +2300,6 @@ opencensus-context = ">=0.1.3"
 name = "opencensus-context"
 version = "0.1.3"
 description = "OpenCensus Runtime Context"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2401,7 +2311,6 @@ files = [
 name = "packaging"
 version = "23.0"
 description = "Core utilities for Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2413,7 +2322,6 @@ files = [
 name = "pandas"
 version = "1.5.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2462,7 +2370,6 @@ test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
 name = "pandocfilters"
 version = "1.5.0"
 description = "Utilities for writing pandoc filters in python"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -2474,7 +2381,6 @@ files = [
 name = "parso"
 version = "0.8.3"
 description = "A Python Parser"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2490,7 +2396,6 @@ testing = ["docopt", "pytest (<6.0.0)"]
 name = "pexpect"
 version = "4.8.0"
 description = "Pexpect allows easy control of interactive console applications."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2505,7 +2410,6 @@ ptyprocess = ">=0.5"
 name = "pickleshare"
 version = "0.7.5"
 description = "Tiny 'shelve'-like database with concurrency support"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2517,7 +2421,6 @@ files = [
 name = "pillow"
 version = "9.4.0"
 description = "Python Imaging Library (Fork)"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2608,7 +2511,6 @@ tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "pa
 name = "platformdirs"
 version = "3.1.1"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2624,7 +2526,6 @@ test = ["appdirs (==1.4.4)", "covdefaults (>=2.2.2)", "pytest (>=7.2.1)", "pytes
 name = "prometheus-client"
 version = "0.16.0"
 description = "Python client for the Prometheus monitoring system."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2639,7 +2540,6 @@ twisted = ["twisted"]
 name = "prompt-toolkit"
 version = "3.0.38"
 description = "Library for building powerful interactive command lines in Python"
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -2654,7 +2554,6 @@ wcwidth = "*"
 name = "protobuf"
 version = "3.20.2"
 description = "Protocol Buffers"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2686,7 +2585,6 @@ files = [
 name = "psutil"
 version = "5.9.4"
 description = "Cross-platform lib for process and system monitoring in Python."
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -2713,7 +2611,6 @@ test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 name = "ptyprocess"
 version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2725,7 +2622,6 @@ files = [
 name = "pure-eval"
 version = "0.2.2"
 description = "Safely evaluate AST nodes without side effects"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2740,7 +2636,6 @@ tests = ["pytest"]
 name = "py-spy"
 version = "0.3.14"
 description = "Sampling profiler for Python programs"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2757,7 +2652,6 @@ files = [
 name = "pyarrow"
 version = "11.0.0"
 description = "Python library for Apache Arrow"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2795,7 +2689,6 @@ numpy = ">=1.16.6"
 name = "pyasn1"
 version = "0.4.8"
 description = "ASN.1 types and codecs"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2807,7 +2700,6 @@ files = [
 name = "pyasn1-modules"
 version = "0.2.8"
 description = "A collection of ASN.1-based protocols modules."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2822,7 +2714,6 @@ pyasn1 = ">=0.4.6,<0.5.0"
 name = "pycparser"
 version = "2.21"
 description = "C parser in Python"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -2834,7 +2725,6 @@ files = [
 name = "pydantic"
 version = "1.10.6"
 description = "Data validation and settings management using python type hints"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2885,14 +2775,13 @@ email = ["email-validator (>=1.0.3)"]
 
 [[package]]
 name = "pygments"
-version = "2.14.0"
+version = "2.15.0"
 description = "Pygments is a syntax highlighting package written in Python."
-category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
-    {file = "Pygments-2.14.0-py3-none-any.whl", hash = "sha256:fa7bd7bd2771287c0de303af8bfdfc731f51bd2c6a47ab69d117138893b82717"},
-    {file = "Pygments-2.14.0.tar.gz", hash = "sha256:b3ed06a9e8ac9a9aae5a6f5dbe78a8a58655d17b43b93c078f094ddc476ae297"},
+    {file = "Pygments-2.15.0-py3-none-any.whl", hash = "sha256:77a3299119af881904cd5ecd1ac6a66214b6e9bed1f2db16993b54adede64094"},
+    {file = "Pygments-2.15.0.tar.gz", hash = "sha256:f7e36cffc4c517fbc252861b9a6e4644ca0e5abadf9a113c72d1358ad09b9500"},
 ]
 
 [package.extras]
@@ -2902,7 +2791,6 @@ plugins = ["importlib-metadata"]
 name = "pyparsing"
 version = "3.0.9"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
-category = "main"
 optional = false
 python-versions = ">=3.6.8"
 files = [
@@ -2917,7 +2805,6 @@ diagrams = ["jinja2", "railroad-diagrams"]
 name = "pyrsistent"
 version = "0.19.3"
 description = "Persistent/Functional/Immutable data structures"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2954,7 +2841,6 @@ files = [
 name = "python-dateutil"
 version = "2.8.2"
 description = "Extensions to the standard Python datetime module"
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
@@ -2969,7 +2855,6 @@ six = ">=1.5"
 name = "python-json-logger"
 version = "2.0.7"
 description = "A python library adding a json log formatter"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2981,7 +2866,6 @@ files = [
 name = "pytz"
 version = "2022.7.1"
 description = "World timezone definitions, modern and historical"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2993,7 +2877,6 @@ files = [
 name = "pywin32"
 version = "305"
 description = "Python for Window Extensions"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3017,7 +2900,6 @@ files = [
 name = "pywinpty"
 version = "2.0.10"
 description = "Pseudo terminal support for Windows from Python."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3033,7 +2915,6 @@ files = [
 name = "pyyaml"
 version = "6.0"
 description = "YAML parser and emitter for Python"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3083,7 +2964,6 @@ files = [
 name = "pyzmq"
 version = "25.0.0"
 description = "Python bindings for 0MQ"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3173,7 +3053,6 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 name = "qtconsole"
 version = "5.4.1"
 description = "Jupyter Qt console"
-category = "main"
 optional = false
 python-versions = ">= 3.7"
 files = [
@@ -3200,7 +3079,6 @@ test = ["flaky", "pytest", "pytest-qt"]
 name = "qtpy"
 version = "2.3.0"
 description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3218,7 +3096,6 @@ test = ["pytest (>=6,!=7.0.0,!=7.0.1)", "pytest-cov (>=3.0.0)", "pytest-qt"]
 name = "ray"
 version = "2.3.0"
 description = "Ray provides a simple, universal API for building distributed applications."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3288,8 +3165,8 @@ pyyaml = "*"
 requests = "*"
 smart-open = {version = "*", optional = true, markers = "extra == \"air\""}
 starlette = {version = "*", optional = true, markers = "extra == \"air\""}
-tabulate = {version = "*", optional = true, markers = "extra == \"air\""}
-tensorboardX = {version = ">=1.9", optional = true, markers = "extra == \"air\""}
+tabulate = {version = "*", optional = true, markers = "extra == \"air\" or extra == \"tune\""}
+tensorboardX = {version = ">=1.9", optional = true, markers = "extra == \"air\" or extra == \"tune\""}
 uvicorn = {version = "*", optional = true, markers = "extra == \"air\""}
 virtualenv = ">=20.0.24"
 
@@ -3310,7 +3187,6 @@ tune = ["pandas", "requests", "tabulate", "tensorboardX (>=1.9)"]
 name = "requests"
 version = "2.28.2"
 description = "Python HTTP for Humans."
-category = "main"
 optional = false
 python-versions = ">=3.7, <4"
 files = [
@@ -3332,7 +3208,6 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 name = "rfc3339-validator"
 version = "0.1.4"
 description = "A pure python RFC3339 validator"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -3347,7 +3222,6 @@ six = "*"
 name = "rfc3986-validator"
 version = "0.1.1"
 description = "Pure python rfc3986 validator"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -3359,7 +3233,6 @@ files = [
 name = "rsa"
 version = "4.9"
 description = "Pure-Python RSA implementation"
-category = "main"
 optional = false
 python-versions = ">=3.6,<4"
 files = [
@@ -3374,7 +3247,6 @@ pyasn1 = ">=0.1.3"
 name = "scipy"
 version = "1.9.3"
 description = "Fundamental algorithms for scientific computing in Python"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3413,7 +3285,6 @@ test = ["asv", "gmpy2", "mpmath", "pytest", "pytest-cov", "pytest-xdist", "sciki
 name = "send2trash"
 version = "1.8.0"
 description = "Send file to trash natively under Mac OS X, Windows and Linux."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3430,7 +3301,6 @@ win32 = ["pywin32"]
 name = "setuptools"
 version = "67.6.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3447,7 +3317,6 @@ testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (
 name = "six"
 version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 files = [
@@ -3459,7 +3328,6 @@ files = [
 name = "smart-open"
 version = "6.3.0"
 description = "Utils for streaming large files (S3, HDFS, GCS, Azure Blob Storage, gzip, bz2...)"
-category = "main"
 optional = false
 python-versions = ">=3.6,<4.0"
 files = [
@@ -3481,7 +3349,6 @@ webhdfs = ["requests"]
 name = "sniffio"
 version = "1.3.0"
 description = "Sniff out which async library your code is running under"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3493,7 +3360,6 @@ files = [
 name = "soupsieve"
 version = "2.4"
 description = "A modern CSS selector implementation for Beautiful Soup."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3505,7 +3371,6 @@ files = [
 name = "stack-data"
 version = "0.6.2"
 description = "Extract data from python stack frames and tracebacks for informative displays"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3525,7 +3390,6 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 name = "starlette"
 version = "0.26.1"
 description = "The little ASGI library that shines."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3544,7 +3408,6 @@ full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart", "pyyam
 name = "tabulate"
 version = "0.9.0"
 description = "Pretty-print tabular data"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3559,7 +3422,6 @@ widechars = ["wcwidth"]
 name = "tensorboardx"
 version = "2.6"
 description = "TensorBoardX lets you watch Tensors Flow without Tensorflow"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3576,7 +3438,6 @@ protobuf = ">=3.8.0,<4"
 name = "terminado"
 version = "0.17.1"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3597,7 +3458,6 @@ test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
 name = "tinycss2"
 version = "1.2.1"
 description = "A tiny CSS parser"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3616,7 +3476,6 @@ test = ["flake8", "isort", "pytest"]
 name = "torch"
 version = "1.13.1"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -3657,7 +3516,6 @@ opt-einsum = ["opt-einsum (>=3.3)"]
 name = "tornado"
 version = "6.2"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
-category = "main"
 optional = false
 python-versions = ">= 3.7"
 files = [
@@ -3678,7 +3536,6 @@ files = [
 name = "tqdm"
 version = "4.65.0"
 description = "Fast, Extensible Progress Meter"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3699,7 +3556,6 @@ telegram = ["requests"]
 name = "traitlets"
 version = "5.9.0"
 description = "Traitlets Python configuration system"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3715,7 +3571,6 @@ test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"]
 name = "typing-extensions"
 version = "4.5.0"
 description = "Backported and Experimental Type Hints for Python 3.7+"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3727,7 +3582,6 @@ files = [
 name = "uri-template"
 version = "1.2.0"
 description = "RFC 6570 URI Template Processor"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3742,7 +3596,6 @@ dev = ["flake8 (<4.0.0)", "flake8-annotations", "flake8-bugbear", "flake8-commas
 name = "urllib3"
 version = "1.26.15"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 files = [
@@ -3759,7 +3612,6 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 name = "uvicorn"
 version = "0.21.1"
 description = "The lightning-fast ASGI server."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3778,7 +3630,6 @@ standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)",
 name = "virtualenv"
 version = "20.21.0"
 description = "Virtual Python Environment builder"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3799,7 +3650,6 @@ test = ["covdefaults (>=2.2.2)", "coverage (>=7.1)", "coverage-enable-subprocess
 name = "wcwidth"
 version = "0.2.6"
 description = "Measures the displayed width of unicode strings in a terminal"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3811,7 +3661,6 @@ files = [
 name = "webcolors"
 version = "1.12"
 description = "A library for working with color names and color values formats defined by HTML and CSS."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3823,7 +3672,6 @@ files = [
 name = "webencodings"
 version = "0.5.1"
 description = "Character encoding aliases for legacy web content"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3835,7 +3683,6 @@ files = [
 name = "websocket-client"
 version = "1.5.1"
 description = "WebSocket client for Python with low level API options"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3852,7 +3699,6 @@ test = ["websockets"]
 name = "wheel"
 version = "0.38.4"
 description = "A built-package format for Python"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3867,7 +3713,6 @@ test = ["pytest (>=3.0.0)"]
 name = "widgetsnbextension"
 version = "4.0.5"
 description = "Jupyter interactive widgets for Jupyter Notebook"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3879,7 +3724,6 @@ files = [
 name = "wrapt"
 version = "1.15.0"
 description = "Module for decorators, wrappers and monkey patching."
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 files = [
@@ -3964,7 +3808,6 @@ files = [
 name = "xgboost"
 version = "1.7.4"
 description = "XGBoost Python Package"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3992,7 +3835,6 @@ scikit-learn = ["scikit-learn"]
 name = "xgboost-ray"
 version = "0.1.15"
 description = "A Ray backend for distributed XGBoost"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -4011,7 +3853,6 @@ xgboost = ">=0.90"
 name = "yarl"
 version = "1.8.2"
 description = "Yet another URL library"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4099,7 +3940,6 @@ multidict = ">=4.0"
 name = "zipp"
 version = "3.15.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [