From 658b75a1209b4d273bfb12dbdbb1bca8e018ced4 Mon Sep 17 00:00:00 2001
From: Emiliy Feldman <feldlime@yandex.ru>
Date: Fri, 17 May 2024 19:30:11 +0000
Subject: [PATCH 01/11] used the latest lightfm revision

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 0b9d453c..127d30e1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -69,7 +69,7 @@ attrs = ">=19.1.0,<24.0.0"
 typeguard = "^4.1.0"
 
 
-lightfm = {version = ">=1.16,<=1.17", python = "<3.12", optional = true}
+lightfm = {git = "https://github.com/lyst/lightfm", rev = "0c9c31e", optional = true}
 
 nmslib = {version = "^2.0.4", python = "<3.11", optional = true}
 

From 2414b772187279a1b29790b364d28fac3770e88f Mon Sep 17 00:00:00 2001
From: Emiliy Feldman <feldlime@yandex.ru>
Date: Fri, 17 May 2024 19:30:43 +0000
Subject: [PATCH 02/11] used poetry-core instead of poetry as a build backend

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 127d30e1..2fd9b006 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -117,5 +117,5 @@ target-version = ["py38", "py39", "py310", "py311", "py312"]
 
 
 [build-system]
-requires = ["poetry>=1.0.5"]
-build-backend = "poetry.masonry.api"
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"

From f717a6f501fe8ae0298b1a102a56ba2697cdf579 Mon Sep 17 00:00:00 2001
From: Emiliy Feldman <feldlime@yandex.ru>
Date: Fri, 17 May 2024 19:30:54 +0000
Subject: [PATCH 03/11] updated lock file

---
 poetry.lock | 145 +++++-----------------------------------------------
 1 file changed, 12 insertions(+), 133 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index acd3e09b..5604eefa 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,10 +1,9 @@
-# This file is automatically @generated by Poetry 1.4.0 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 = "3.9.5"
 description = "Async http client/server framework (asyncio)"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -101,7 +100,6 @@ speedups = ["Brotli", "aiodns", "brotlicffi"]
 name = "aiosignal"
 version = "1.3.1"
 description = "aiosignal: a list of registered asynchronous callbacks"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -116,7 +114,6 @@ frozenlist = ">=1.1.0"
 name = "appnope"
 version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
-category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -128,7 +125,6 @@ files = [
 name = "astroid"
 version = "3.1.0"
 description = "An abstract syntax tree for Python with inference support."
-category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -143,7 +139,6 @@ typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
 name = "asttokens"
 version = "2.4.1"
 description = "Annotate AST trees with source code positions"
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -162,7 +157,6 @@ test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
 name = "async-timeout"
 version = "4.0.3"
 description = "Timeout context manager for asyncio programs"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -174,7 +168,6 @@ files = [
 name = "attrs"
 version = "23.2.0"
 description = "Classes Without Boilerplate"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -194,7 +187,6 @@ tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "p
 name = "autopep8"
 version = "2.1.0"
 description = "A tool that automatically formats Python code to conform to the PEP 8 style guide"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -210,7 +202,6 @@ tomli = {version = "*", markers = "python_version < \"3.11\""}
 name = "backcall"
 version = "0.2.0"
 description = "Specifications for callback functions passed in to an API"
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -222,7 +213,6 @@ files = [
 name = "bandit"
 version = "1.7.8"
 description = "Security oriented static analyser for python code."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -247,7 +237,6 @@ yaml = ["PyYAML"]
 name = "black"
 version = "24.4.2"
 description = "The uncompromising code formatter."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -294,7 +283,6 @@ uvloop = ["uvloop (>=0.15.2)"]
 name = "certifi"
 version = "2024.2.2"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -306,7 +294,6 @@ files = [
 name = "charset-normalizer"
 version = "3.3.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "main"
 optional = true
 python-versions = ">=3.7.0"
 files = [
@@ -406,7 +393,6 @@ files = [
 name = "click"
 version = "8.1.7"
 description = "Composable command line interface toolkit"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -421,7 +407,6 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 name = "codespell"
 version = "2.2.6"
 description = "Codespell"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -439,7 +424,6 @@ types = ["chardet (>=5.1.0)", "mypy", "pytest", "pytest-cov", "pytest-dependency
 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 = [
@@ -451,7 +435,6 @@ files = [
 name = "comm"
 version = "0.2.2"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -469,7 +452,6 @@ test = ["pytest"]
 name = "coverage"
 version = "7.5.0"
 description = "Code coverage measurement for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -537,7 +519,6 @@ toml = ["tomli"]
 name = "decorator"
 version = "5.1.1"
 description = "Decorators for Humans"
-category = "main"
 optional = true
 python-versions = ">=3.5"
 files = [
@@ -549,7 +530,6 @@ files = [
 name = "dill"
 version = "0.3.8"
 description = "serialize all of Python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -565,7 +545,6 @@ profile = ["gprof2dot (>=2022.7.29)"]
 name = "exceptiongroup"
 version = "1.2.1"
 description = "Backport of PEP 654 (exception groups)"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -580,7 +559,6 @@ test = ["pytest (>=6)"]
 name = "executing"
 version = "2.0.1"
 description = "Get the currently executing AST node of a frame, and other information"
-category = "main"
 optional = true
 python-versions = ">=3.5"
 files = [
@@ -595,7 +573,6 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 name = "filelock"
 version = "3.13.4"
 description = "A platform independent file lock."
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -612,7 +589,6 @@ typing = ["typing-extensions (>=4.8)"]
 name = "flake8"
 version = "7.0.0"
 description = "the modular source code checker: pep8 pyflakes and co"
-category = "dev"
 optional = false
 python-versions = ">=3.8.1"
 files = [
@@ -629,7 +605,6 @@ pyflakes = ">=3.2.0,<3.3.0"
 name = "flake8-docstrings"
 version = "1.7.0"
 description = "Extension for flake8 which uses pydocstyle to check docstrings"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -645,7 +620,6 @@ pydocstyle = ">=2.1"
 name = "frozenlist"
 version = "1.4.1"
 description = "A list-like structure which implements collections.abc.MutableSequence"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -732,7 +706,6 @@ files = [
 name = "fsspec"
 version = "2024.3.1"
 description = "File-system specification"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -771,7 +744,6 @@ tqdm = ["tqdm"]
 name = "idna"
 version = "3.7"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = true
 python-versions = ">=3.5"
 files = [
@@ -783,7 +755,6 @@ files = [
 name = "implicit"
 version = "0.7.2"
 description = "Collaborative Filtering for Implicit Feedback Datasets"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -832,7 +803,6 @@ tqdm = ">=4.27"
 name = "importlib-metadata"
 version = "7.1.0"
 description = "Read metadata from Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -852,7 +822,6 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)",
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -864,7 +833,6 @@ files = [
 name = "intel-openmp"
 version = "2021.4.0"
 description = "Intel OpenMP* Runtime Library"
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -879,7 +847,6 @@ files = [
 name = "ipython"
 version = "8.12.3"
 description = "IPython: Productive Interactive Computing"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -919,7 +886,6 @@ test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pa
 name = "ipywidgets"
 version = "8.1.2"
 description = "Jupyter interactive widgets"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -941,7 +907,6 @@ test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
 name = "isort"
 version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
-category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -956,7 +921,6 @@ colors = ["colorama (>=0.4.6)"]
 name = "jedi"
 version = "0.19.1"
 description = "An autocompletion tool for Python that can be used for text editors."
-category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -976,7 +940,6 @@ testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 name = "jinja2"
 version = "3.1.3"
 description = "A very fast and expressive template engine."
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -994,7 +957,6 @@ i18n = ["Babel (>=2.7)"]
 name = "joblib"
 version = "1.4.0"
 description = "Lightweight pipelining with Python functions"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1006,7 +968,6 @@ files = [
 name = "jupyterlab-widgets"
 version = "3.0.10"
 description = "Jupyter interactive widgets for JupyterLab"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1018,12 +979,10 @@ files = [
 name = "lightfm"
 version = "1.17"
 description = "LightFM recommendation model"
-category = "main"
 optional = true
 python-versions = "*"
-files = [
-    {file = "lightfm-1.17.tar.gz", hash = "sha256:2b77ada182ccd768a8d7643ab3cfcd8b6e855db09087f7cc7329bd63316697a8"},
-]
+files = []
+develop = false
 
 [package.dependencies]
 numpy = "*"
@@ -1031,11 +990,16 @@ requests = "*"
 scikit-learn = "*"
 scipy = ">=0.17.0"
 
+[package.source]
+type = "git"
+url = "https://github.com/lyst/lightfm"
+reference = "0c9c31e"
+resolved_reference = "0c9c31e027b976beab2385e268b58010fff46096"
+
 [[package]]
 name = "lightning-utilities"
 version = "0.11.2"
 description = "Lightning toolbox for across the our ecosystem."
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1057,7 +1021,6 @@ typing = ["mypy (>=1.0.0)", "types-setuptools"]
 name = "mando"
 version = "0.7.1"
 description = "Create Python CLI apps with little to no effort at all!"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1075,7 +1038,6 @@ restructuredtext = ["rst2ansi"]
 name = "markdown-it-py"
 version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1100,7 +1062,6 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 name = "markupsafe"
 version = "2.1.5"
 description = "Safely add untrusted strings to HTML/XML markup."
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1170,7 +1131,6 @@ files = [
 name = "matplotlib-inline"
 version = "0.1.7"
 description = "Inline Matplotlib backend for Jupyter"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1185,7 +1145,6 @@ traitlets = "*"
 name = "mccabe"
 version = "0.7.0"
 description = "McCabe checker, plugin for flake8"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1197,7 +1156,6 @@ files = [
 name = "mdurl"
 version = "0.1.2"
 description = "Markdown URL utilities"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1209,7 +1167,6 @@ files = [
 name = "mkl"
 version = "2021.4.0"
 description = "Intel® oneAPI Math Kernel Library"
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -1221,14 +1178,13 @@ files = [
 ]
 
 [package.dependencies]
-intel-openmp = ">=2021.0.0,<2022.0.0"
-tbb = ">=2021.0.0,<2022.0.0"
+intel-openmp = "==2021.*"
+tbb = "==2021.*"
 
 [[package]]
 name = "mpmath"
 version = "1.3.0"
 description = "Python library for arbitrary-precision floating-point arithmetic"
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -1246,7 +1202,6 @@ tests = ["pytest (>=4.6)"]
 name = "multidict"
 version = "6.0.5"
 description = "multidict implementation"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1346,7 +1301,6 @@ files = [
 name = "mypy"
 version = "1.10.0"
 description = "Optional static typing for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1394,7 +1348,6 @@ reports = ["lxml"]
 name = "mypy-extensions"
 version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1406,7 +1359,6 @@ files = [
 name = "networkx"
 version = "3.1"
 description = "Python package for creating and manipulating graphs and networks"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1425,7 +1377,6 @@ test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 name = "nmslib"
 version = "2.1.1"
 description = "Non-Metric Space Library (NMSLIB)"
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -1475,7 +1426,6 @@ pybind11 = "<2.6.2"
 name = "numpy"
 version = "1.24.4"
 description = "Fundamental package for array computing in Python"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1513,7 +1463,6 @@ files = [
 name = "numpy"
 version = "1.26.4"
 description = "Fundamental package for array computing in Python"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -1559,7 +1508,6 @@ files = [
 name = "nvidia-cublas-cu12"
 version = "12.1.3.1"
 description = "CUBLAS native runtime libraries"
-category = "main"
 optional = true
 python-versions = ">=3"
 files = [
@@ -1571,7 +1519,6 @@ files = [
 name = "nvidia-cuda-cupti-cu12"
 version = "12.1.105"
 description = "CUDA profiling tools runtime libs."
-category = "main"
 optional = true
 python-versions = ">=3"
 files = [
@@ -1583,7 +1530,6 @@ files = [
 name = "nvidia-cuda-nvrtc-cu12"
 version = "12.1.105"
 description = "NVRTC native runtime libraries"
-category = "main"
 optional = true
 python-versions = ">=3"
 files = [
@@ -1595,7 +1541,6 @@ files = [
 name = "nvidia-cuda-runtime-cu12"
 version = "12.1.105"
 description = "CUDA Runtime native Libraries"
-category = "main"
 optional = true
 python-versions = ">=3"
 files = [
@@ -1607,7 +1552,6 @@ files = [
 name = "nvidia-cudnn-cu12"
 version = "8.9.2.26"
 description = "cuDNN runtime libraries"
-category = "main"
 optional = true
 python-versions = ">=3"
 files = [
@@ -1621,7 +1565,6 @@ nvidia-cublas-cu12 = "*"
 name = "nvidia-cufft-cu12"
 version = "11.0.2.54"
 description = "CUFFT native runtime libraries"
-category = "main"
 optional = true
 python-versions = ">=3"
 files = [
@@ -1633,7 +1576,6 @@ files = [
 name = "nvidia-curand-cu12"
 version = "10.3.2.106"
 description = "CURAND native runtime libraries"
-category = "main"
 optional = true
 python-versions = ">=3"
 files = [
@@ -1645,7 +1587,6 @@ files = [
 name = "nvidia-cusolver-cu12"
 version = "11.4.5.107"
 description = "CUDA solver native runtime libraries"
-category = "main"
 optional = true
 python-versions = ">=3"
 files = [
@@ -1662,7 +1603,6 @@ nvidia-nvjitlink-cu12 = "*"
 name = "nvidia-cusparse-cu12"
 version = "12.1.0.106"
 description = "CUSPARSE native runtime libraries"
-category = "main"
 optional = true
 python-versions = ">=3"
 files = [
@@ -1677,7 +1617,6 @@ nvidia-nvjitlink-cu12 = "*"
 name = "nvidia-nccl-cu12"
 version = "2.20.5"
 description = "NVIDIA Collective Communication Library (NCCL) Runtime"
-category = "main"
 optional = true
 python-versions = ">=3"
 files = [
@@ -1689,7 +1628,6 @@ files = [
 name = "nvidia-nvjitlink-cu12"
 version = "12.4.127"
 description = "Nvidia JIT LTO Library"
-category = "main"
 optional = true
 python-versions = ">=3"
 files = [
@@ -1701,7 +1639,6 @@ files = [
 name = "nvidia-nvtx-cu12"
 version = "12.1.105"
 description = "NVIDIA Tools Extension"
-category = "main"
 optional = true
 python-versions = ">=3"
 files = [
@@ -1713,7 +1650,6 @@ files = [
 name = "packaging"
 version = "24.0"
 description = "Core utilities for Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1725,7 +1661,6 @@ files = [
 name = "pandas"
 version = "2.0.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1793,7 +1728,6 @@ xml = ["lxml (>=4.6.3)"]
 name = "parso"
 version = "0.8.4"
 description = "A Python Parser"
-category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -1809,7 +1743,6 @@ testing = ["docopt", "pytest"]
 name = "pathspec"
 version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1821,7 +1754,6 @@ files = [
 name = "pbr"
 version = "6.0.0"
 description = "Python Build Reasonableness"
-category = "dev"
 optional = false
 python-versions = ">=2.6"
 files = [
@@ -1833,7 +1765,6 @@ files = [
 name = "pep8-naming"
 version = "0.13.3"
 description = "Check PEP-8 naming conventions, plugin for flake8"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1848,7 +1779,6 @@ flake8 = ">=5.0.0"
 name = "pexpect"
 version = "4.9.0"
 description = "Pexpect allows easy control of interactive console applications."
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -1863,7 +1793,6 @@ ptyprocess = ">=0.5"
 name = "pickleshare"
 version = "0.7.5"
 description = "Tiny 'shelve'-like database with concurrency support"
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -1875,7 +1804,6 @@ files = [
 name = "platformdirs"
 version = "4.2.1"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1892,7 +1820,6 @@ type = ["mypy (>=1.8)"]
 name = "pluggy"
 version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1908,7 +1835,6 @@ testing = ["pytest", "pytest-benchmark"]
 name = "prompt-toolkit"
 version = "3.0.43"
 description = "Library for building powerful interactive command lines in Python"
-category = "main"
 optional = true
 python-versions = ">=3.7.0"
 files = [
@@ -1923,7 +1849,6 @@ wcwidth = "*"
 name = "psutil"
 version = "5.9.8"
 description = "Cross-platform lib for process and system monitoring in Python."
-category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 files = [
@@ -1952,7 +1877,6 @@ test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 name = "ptyprocess"
 version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -1964,7 +1888,6 @@ files = [
 name = "pure-eval"
 version = "0.2.2"
 description = "Safely evaluate AST nodes without side effects"
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -1979,7 +1902,6 @@ tests = ["pytest"]
 name = "pybind11"
 version = "2.6.1"
 description = "Seamless operability between C++11 and Python"
-category = "main"
 optional = true
 python-versions = "!=3.0,!=3.1,!=3.2,!=3.3,!=3.4,>=2.7"
 files = [
@@ -1994,7 +1916,6 @@ global = ["pybind11-global (==2.6.1)"]
 name = "pycodestyle"
 version = "2.11.1"
 description = "Python style guide checker"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2006,7 +1927,6 @@ files = [
 name = "pydocstyle"
 version = "6.3.0"
 description = "Python docstring style checker"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2024,7 +1944,6 @@ toml = ["tomli (>=1.2.3)"]
 name = "pyflakes"
 version = "3.2.0"
 description = "passive checker of Python programs"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2036,7 +1955,6 @@ files = [
 name = "pygments"
 version = "2.17.2"
 description = "Pygments is a syntax highlighting package written in Python."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2052,7 +1970,6 @@ windows-terminal = ["colorama (>=0.4.6)"]
 name = "pylint"
 version = "3.1.0"
 description = "python code static checker"
-category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -2083,7 +2000,6 @@ testutils = ["gitpython (>3)"]
 name = "pytest"
 version = "8.1.1"
 description = "pytest: simple powerful testing with Python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2106,7 +2022,6 @@ testing = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygm
 name = "pytest-cov"
 version = "5.0.0"
 description = "Pytest plugin for measuring coverage."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2125,7 +2040,6 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "virtualenv"]
 name = "pytest-mock"
 version = "3.14.0"
 description = "Thin-wrapper around the mock package for easier use with pytest"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2143,7 +2057,6 @@ dev = ["pre-commit", "pytest-asyncio", "tox"]
 name = "pytest-subtests"
 version = "0.12.1"
 description = "unittest subTest() support and subtests fixture"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2159,7 +2072,6 @@ pytest = ">=7.0"
 name = "python-dateutil"
 version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
@@ -2174,7 +2086,6 @@ six = ">=1.5"
 name = "pytorch-lightning"
 version = "2.2.3"
 description = "PyTorch Lightning is the lightweight PyTorch wrapper for ML researchers. Scale your models. Write less boilerplate."
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2206,7 +2117,6 @@ test = ["cloudpickle (>=1.3)", "coverage (==7.3.1)", "fastapi", "onnx (>=0.14.0)
 name = "pytz"
 version = "2024.1"
 description = "World timezone definitions, modern and historical"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2218,7 +2128,6 @@ files = [
 name = "pyyaml"
 version = "6.0.1"
 description = "YAML parser and emitter for Python"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2240,7 +2149,6 @@ files = [
     {file = "PyYAML-6.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34"},
     {file = "PyYAML-6.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:855fb52b0dc35af121542a76b9a84f8d1cd886ea97c84703eaa6d88e37a2ad28"},
     {file = "PyYAML-6.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:40df9b996c2b73138957fe23a16a4f0ba614f4c0efce1e9406a184b6d07fa3a9"},
-    {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a08c6f0fe150303c1c6b71ebcd7213c2858041a7e01975da3a99aed1e7a378ef"},
     {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c22bec3fbe2524cde73d7ada88f6566758a8f7227bfbf93a408a9d86bcc12a0"},
     {file = "PyYAML-6.0.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8d4e9c88387b0f5c7d5f281e55304de64cf7f9c0021a3525bd3b1c542da3b0e4"},
     {file = "PyYAML-6.0.1-cp312-cp312-win32.whl", hash = "sha256:d483d2cdf104e7c9fa60c544d92981f12ad66a457afae824d146093b8c294c54"},
@@ -2279,7 +2187,6 @@ files = [
 name = "radon"
 version = "6.0.1"
 description = "Code Metrics in Python"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2298,7 +2205,6 @@ toml = ["tomli (>=2.0.1)"]
 name = "requests"
 version = "2.31.0"
 description = "Python HTTP for Humans."
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -2320,7 +2226,6 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 name = "rich"
 version = "13.7.1"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
-category = "dev"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -2340,7 +2245,6 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"]
 name = "scikit-learn"
 version = "1.3.2"
 description = "A set of python modules for machine learning and data mining"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2388,7 +2292,6 @@ tests = ["black (>=23.3.0)", "matplotlib (>=3.1.3)", "mypy (>=1.3)", "numpydoc (
 name = "scipy"
 version = "1.10.1"
 description = "Fundamental algorithms for scientific computing in Python"
-category = "main"
 optional = false
 python-versions = "<3.12,>=3.8"
 files = [
@@ -2427,7 +2330,6 @@ test = ["asv", "gmpy2", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeo
 name = "scipy"
 version = "1.12.0"
 description = "Fundamental algorithms for scientific computing in Python"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2470,7 +2372,6 @@ test = ["asv", "gmpy2", "hypothesis", "mpmath", "pooch", "pytest", "pytest-cov",
 name = "setuptools"
 version = "69.5.1"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2487,7 +2388,6 @@ testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jar
 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 = [
@@ -2499,7 +2399,6 @@ files = [
 name = "snowballstemmer"
 version = "2.2.0"
 description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2511,7 +2410,6 @@ files = [
 name = "stack-data"
 version = "0.6.3"
 description = "Extract data from python stack frames and tracebacks for informative displays"
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -2531,7 +2429,6 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 name = "stevedore"
 version = "5.2.0"
 description = "Manage dynamic plugins for Python applications"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2546,7 +2443,6 @@ pbr = ">=2.0.0,<2.1.0 || >2.1.0"
 name = "sympy"
 version = "1.12"
 description = "Computer algebra system (CAS) in Python"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2561,7 +2457,6 @@ mpmath = ">=0.19"
 name = "tbb"
 version = "2021.12.0"
 description = "Intel® oneAPI Threading Building Blocks (oneTBB)"
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -2575,7 +2470,6 @@ files = [
 name = "threadpoolctl"
 version = "3.4.0"
 description = "threadpoolctl"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2587,7 +2481,6 @@ files = [
 name = "tomli"
 version = "2.0.1"
 description = "A lil' TOML parser"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2599,7 +2492,6 @@ files = [
 name = "tomlkit"
 version = "0.12.4"
 description = "Style preserving TOML library"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2611,7 +2503,6 @@ files = [
 name = "torch"
 version = "2.3.0"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
-category = "main"
 optional = true
 python-versions = ">=3.8.0"
 files = [
@@ -2666,7 +2557,6 @@ optree = ["optree (>=0.9.1)"]
 name = "torchmetrics"
 version = "1.3.2"
 description = "PyTorch native Metrics"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2696,7 +2586,6 @@ visual = ["SciencePlots (>=2.0.0)", "matplotlib (>=3.3.0)"]
 name = "tqdm"
 version = "4.66.2"
 description = "Fast, Extensible Progress Meter"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2717,7 +2606,6 @@ telegram = ["requests"]
 name = "traitlets"
 version = "5.14.3"
 description = "Traitlets Python configuration system"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2733,7 +2621,6 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 name = "triton"
 version = "2.3.0"
 description = "A language and compiler for custom Deep Learning operations"
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -2757,7 +2644,6 @@ tutorials = ["matplotlib", "pandas", "tabulate", "torch"]
 name = "typeguard"
 version = "4.2.1"
 description = "Run-time type checker for Python"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2777,7 +2663,6 @@ test = ["coverage[toml] (>=7)", "mypy (>=1.2.0)", "pytest (>=7)"]
 name = "typing-extensions"
 version = "4.11.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2789,7 +2674,6 @@ files = [
 name = "tzdata"
 version = "2024.1"
 description = "Provider of IANA time zone data"
-category = "main"
 optional = false
 python-versions = ">=2"
 files = [
@@ -2801,7 +2685,6 @@ files = [
 name = "urllib3"
 version = "2.2.1"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2819,7 +2702,6 @@ zstd = ["zstandard (>=0.18.0)"]
 name = "wcwidth"
 version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -2831,7 +2713,6 @@ files = [
 name = "widgetsnbextension"
 version = "4.0.10"
 description = "Jupyter interactive widgets for Jupyter Notebook"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -2843,7 +2724,6 @@ files = [
 name = "yarl"
 version = "1.9.4"
 description = "Yet another URL library"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -2947,7 +2827,6 @@ multidict = ">=4.0"
 name = "zipp"
 version = "3.18.1"
 description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2969,4 +2848,4 @@ visuals = ["ipywidgets"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1, <3.13"
-content-hash = "583ec06080e8dec8c1fce878fbbce86e6ba578f343f5af55f8e76cadf3f35379"
+content-hash = "45e41db276a45ab79b656cedfdce2bb978b500e7b94664ea45b629e45d00bb7d"

From 03ec9a5c729734321e8ca7511f1f5ea5a7dcc54f Mon Sep 17 00:00:00 2001
From: Emiliy Feldman <feldlime@yandex.ru>
Date: Fri, 17 May 2024 19:31:14 +0000
Subject: [PATCH 04/11] removed poetry old version restrictions

---
 .github/workflows/publish.yml | 2 +-
 .github/workflows/test.yml    | 2 +-
 poetry.toml                   | 4 ----
 3 files changed, 2 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index bb260925..2c6343f3 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: "3.10"
 
       - name: Install poetry
-        run: pip install urllib3==1.26.15 poetry==1.4.0
+        run: pip install urllib3==1.26.15 poetry==1.8.3
 
       - name: Install Dependencies
         run: poetry install --no-dev
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index bb5351d0..6e5bdbde 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -21,7 +21,7 @@ jobs:
           python-version: "3.10"
 
       - name: Install poetry
-        run: pip install urllib3==1.26.15 poetry==1.4.0
+        run: pip install urllib3==1.26.15 poetry==1.8.3
 
       - name: Load cached venv
         id: cached-poetry-dependencies
diff --git a/poetry.toml b/poetry.toml
index ab446d99..53b35d37 100644
--- a/poetry.toml
+++ b/poetry.toml
@@ -1,7 +1,3 @@
-
 [virtualenvs]
 create = true
 in-project = true
-
-[experimental]
-new-installer = false

From 92ee121f2485f8fc6fc583aec9dff3c0719b3049 Mon Sep 17 00:00:00 2001
From: Emiliy Feldman <feldlime@yandex.ru>
Date: Fri, 17 May 2024 19:43:07 +0000
Subject: [PATCH 05/11] updated changelog

---
 CHANGELOG.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 3b879567..59e19655 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,9 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 ### Added
 - Extended Theory&Practice RecSys baselines tutorial ([#139](https://github.com/MobileTeleSystems/RecTools/pull/139))
 
+### Changed
+- Used the latest version of `lightfm` that allows to install it using `poetry 1.5.0+`
+
 
 ## [0.6.0] - 13.05.2024
 

From 5a680b99696695d155ee8b23c99a8f61c6ede359 Mon Sep 17 00:00:00 2001
From: Emiliy Feldman <feldlime@yandex.ru>
Date: Fri, 17 May 2024 19:44:51 +0000
Subject: [PATCH 06/11] returned <3.12 restriction for lightfm

---
 poetry.lock    | 2 +-
 pyproject.toml | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 5604eefa..0afba01b 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2848,4 +2848,4 @@ visuals = ["ipywidgets"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1, <3.13"
-content-hash = "45e41db276a45ab79b656cedfdce2bb978b500e7b94664ea45b629e45d00bb7d"
+content-hash = "db6f61b568860e8e5f1ded501dc43cf158d8a9b661c6f83f4e7c81cc1cdf4232"
diff --git a/pyproject.toml b/pyproject.toml
index 2fd9b006..dddfb4d5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -69,7 +69,7 @@ attrs = ">=19.1.0,<24.0.0"
 typeguard = "^4.1.0"
 
 
-lightfm = {git = "https://github.com/lyst/lightfm", rev = "0c9c31e", optional = true}
+lightfm = {git = "https://github.com/lyst/lightfm", rev = "0c9c31e", python = "<3.12", optional = true}
 
 nmslib = {version = "^2.0.4", python = "<3.11", optional = true}
 

From 66016402158c361b35d2152d354ad8e5a647a768 Mon Sep 17 00:00:00 2001
From: Emiliy Feldman <feldlime@yandex.ru>
Date: Fri, 17 May 2024 19:45:08 +0000
Subject: [PATCH 07/11] removed poetry version warning from readme

---
 README.md | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/README.md b/README.md
index 8438bcd4..d1b50c11 100644
--- a/README.md
+++ b/README.md
@@ -87,11 +87,6 @@ Install all extensions:
 pip install rectools[all]
 ```
 
-**Important:** If you're using `poetry` and you want to add `rectools` to your project, then you should either install `rectools` without `lightfm` extras or use `poetry==1.4.0` and add to your `poetry.toml` file the next lines:
-```
-[experimental]
-new-installer = false
-```
 
 ## Recommender Models
 The table below lists recommender models that are available in RecTools. 

From 92e67a7e634dbfc2059d1ba3a7bb62ef36548e38 Mon Sep 17 00:00:00 2001
From: Emiliy Feldman <feldlime@yandex.ru>
Date: Fri, 17 May 2024 19:46:27 +0000
Subject: [PATCH 08/11] added PR number to changelog

---
 CHANGELOG.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 59e19655..40996d37 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -12,7 +12,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - Extended Theory&Practice RecSys baselines tutorial ([#139](https://github.com/MobileTeleSystems/RecTools/pull/139))
 
 ### Changed
-- Used the latest version of `lightfm` that allows to install it using `poetry 1.5.0+`
+- Used the latest version of `lightfm` that allows to install it using `poetry 1.5.0+` ([#141](https://github.com/MobileTeleSystems/RecTools/pull/141))
 
 
 ## [0.6.0] - 13.05.2024

From dc3402944ab46566c094bd31b9da89a88501c549 Mon Sep 17 00:00:00 2001
From: Emiliy Feldman <feldlime@yandex.ru>
Date: Fri, 17 May 2024 20:18:04 +0000
Subject: [PATCH 09/11] added comments to lightfm version

---
 pyproject.toml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/pyproject.toml b/pyproject.toml
index dddfb4d5..c8d200e3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -69,6 +69,9 @@ attrs = ">=19.1.0,<24.0.0"
 typeguard = "^4.1.0"
 
 
+# The latest released version of lightfm is 1.17 and it's not compatible with PEP-517 installers (like latest poetry versions).
+# So we use the latest commit from the master branch.
+# Will update to the latest version when it's released.
 lightfm = {git = "https://github.com/lyst/lightfm", rev = "0c9c31e", python = "<3.12", optional = true}
 
 nmslib = {version = "^2.0.4", python = "<3.11", optional = true}

From 77a921c11afc47717041563ab0953272c3166a32 Mon Sep 17 00:00:00 2001
From: Emiliy Feldman <feldlime@yandex.ru>
Date: Sat, 18 May 2024 08:30:53 +0200
Subject: [PATCH 10/11] added torch version restriction

---
 poetry.lock    | 103 ++++++++++++++++++++++++++++++++++++++++++++++---
 pyproject.toml |   6 ++-
 2 files changed, 102 insertions(+), 7 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 0afba01b..be9b1300 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "aiohttp"
@@ -1613,6 +1613,16 @@ files = [
 [package.dependencies]
 nvidia-nvjitlink-cu12 = "*"
 
+[[package]]
+name = "nvidia-nccl-cu12"
+version = "2.19.3"
+description = "NVIDIA Collective Communication Library (NCCL) Runtime"
+optional = true
+python-versions = ">=3"
+files = [
+    {file = "nvidia_nccl_cu12-2.19.3-py3-none-manylinux1_x86_64.whl", hash = "sha256:a9734707a2c96443331c1e48c717024aa6678a0e2a4cb66b2c364d18cee6b48d"},
+]
+
 [[package]]
 name = "nvidia-nccl-cu12"
 version = "2.20.5"
@@ -1694,7 +1704,7 @@ files = [
 [package.dependencies]
 numpy = [
     {version = ">=1.20.3", markers = "python_version < \"3.10\""},
-    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
+    {version = ">=1.21.0", markers = "python_version >= \"3.10\" and python_version < \"3.11\""},
     {version = ">=1.23.2", markers = "python_version >= \"3.11\""},
 ]
 python-dateutil = ">=2.8.2"
@@ -1982,7 +1992,7 @@ astroid = ">=3.1.0,<=3.2.0-dev0"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
 dill = [
     {version = ">=0.2", markers = "python_version < \"3.11\""},
-    {version = ">=0.3.6", markers = "python_version >= \"3.11\""},
+    {version = ">=0.3.6", markers = "python_version >= \"3.11\" and python_version < \"3.12\""},
     {version = ">=0.3.7", markers = "python_version >= \"3.12\""},
 ]
 isort = ">=4.2.5,<5.13.0 || >5.13.0,<6"
@@ -2499,6 +2509,64 @@ files = [
     {file = "tomlkit-0.12.4.tar.gz", hash = "sha256:7ca1cfc12232806517a8515047ba66a19369e71edf2439d0f5824f91032b6cc3"},
 ]
 
+[[package]]
+name = "torch"
+version = "2.2.2"
+description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
+optional = true
+python-versions = ">=3.8.0"
+files = [
+    {file = "torch-2.2.2-cp310-cp310-manylinux1_x86_64.whl", hash = "sha256:bc889d311a855dd2dfd164daf8cc903a6b7273a747189cebafdd89106e4ad585"},
+    {file = "torch-2.2.2-cp310-cp310-manylinux2014_aarch64.whl", hash = "sha256:15dffa4cc3261fa73d02f0ed25f5fa49ecc9e12bf1ae0a4c1e7a88bbfaad9030"},
+    {file = "torch-2.2.2-cp310-cp310-win_amd64.whl", hash = "sha256:11e8fe261233aeabd67696d6b993eeb0896faa175c6b41b9a6c9f0334bdad1c5"},
+    {file = "torch-2.2.2-cp310-none-macosx_10_9_x86_64.whl", hash = "sha256:b2e2200b245bd9f263a0d41b6a2dab69c4aca635a01b30cca78064b0ef5b109e"},
+    {file = "torch-2.2.2-cp310-none-macosx_11_0_arm64.whl", hash = "sha256:877b3e6593b5e00b35bbe111b7057464e76a7dd186a287280d941b564b0563c2"},
+    {file = "torch-2.2.2-cp311-cp311-manylinux1_x86_64.whl", hash = "sha256:ad4c03b786e074f46606f4151c0a1e3740268bcf29fbd2fdf6666d66341c1dcb"},
+    {file = "torch-2.2.2-cp311-cp311-manylinux2014_aarch64.whl", hash = "sha256:32827fa1fbe5da8851686256b4cd94cc7b11be962862c2293811c94eea9457bf"},
+    {file = "torch-2.2.2-cp311-cp311-win_amd64.whl", hash = "sha256:f9ef0a648310435511e76905f9b89612e45ef2c8b023bee294f5e6f7e73a3e7c"},
+    {file = "torch-2.2.2-cp311-none-macosx_10_9_x86_64.whl", hash = "sha256:95b9b44f3bcebd8b6cd8d37ec802048c872d9c567ba52c894bba90863a439059"},
+    {file = "torch-2.2.2-cp311-none-macosx_11_0_arm64.whl", hash = "sha256:49aa4126ede714c5aeef7ae92969b4b0bbe67f19665106463c39f22e0a1860d1"},
+    {file = "torch-2.2.2-cp312-cp312-manylinux1_x86_64.whl", hash = "sha256:cf12cdb66c9c940227ad647bc9cf5dba7e8640772ae10dfe7569a0c1e2a28aca"},
+    {file = "torch-2.2.2-cp312-cp312-manylinux2014_aarch64.whl", hash = "sha256:89ddac2a8c1fb6569b90890955de0c34e1724f87431cacff4c1979b5f769203c"},
+    {file = "torch-2.2.2-cp312-cp312-win_amd64.whl", hash = "sha256:451331406b760f4b1ab298ddd536486ab3cfb1312614cfe0532133535be60bea"},
+    {file = "torch-2.2.2-cp312-none-macosx_10_9_x86_64.whl", hash = "sha256:eb4d6e9d3663e26cd27dc3ad266b34445a16b54908e74725adb241aa56987533"},
+    {file = "torch-2.2.2-cp312-none-macosx_11_0_arm64.whl", hash = "sha256:bf9558da7d2bf7463390b3b2a61a6a3dbb0b45b161ee1dd5ec640bf579d479fc"},
+    {file = "torch-2.2.2-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:cd2bf7697c9e95fb5d97cc1d525486d8cf11a084c6af1345c2c2c22a6b0029d0"},
+    {file = "torch-2.2.2-cp38-cp38-manylinux2014_aarch64.whl", hash = "sha256:b421448d194496e1114d87a8b8d6506bce949544e513742b097e2ab8f7efef32"},
+    {file = "torch-2.2.2-cp38-cp38-win_amd64.whl", hash = "sha256:3dbcd563a9b792161640c0cffe17e3270d85e8f4243b1f1ed19cca43d28d235b"},
+    {file = "torch-2.2.2-cp38-none-macosx_10_9_x86_64.whl", hash = "sha256:31f4310210e7dda49f1fb52b0ec9e59382cfcb938693f6d5378f25b43d7c1d29"},
+    {file = "torch-2.2.2-cp38-none-macosx_11_0_arm64.whl", hash = "sha256:c795feb7e8ce2e0ef63f75f8e1ab52e7fd5e1a4d7d0c31367ade1e3de35c9e95"},
+    {file = "torch-2.2.2-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:a6e5770d68158d07456bfcb5318b173886f579fdfbf747543901ce718ea94782"},
+    {file = "torch-2.2.2-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:67dcd726edff108e2cd6c51ff0e416fd260c869904de95750e80051358680d24"},
+    {file = "torch-2.2.2-cp39-cp39-win_amd64.whl", hash = "sha256:539d5ef6c4ce15bd3bd47a7b4a6e7c10d49d4d21c0baaa87c7d2ef8698632dfb"},
+    {file = "torch-2.2.2-cp39-none-macosx_10_9_x86_64.whl", hash = "sha256:dff696de90d6f6d1e8200e9892861fd4677306d0ef604cb18f2134186f719f82"},
+    {file = "torch-2.2.2-cp39-none-macosx_11_0_arm64.whl", hash = "sha256:3a4dd910663fd7a124c056c878a52c2b0be4a5a424188058fe97109d4436ee42"},
+]
+
+[package.dependencies]
+filelock = "*"
+fsspec = "*"
+jinja2 = "*"
+networkx = "*"
+nvidia-cublas-cu12 = {version = "12.1.3.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-cupti-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-nvrtc-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-runtime-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cudnn-cu12 = {version = "8.9.2.26", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cufft-cu12 = {version = "11.0.2.54", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-curand-cu12 = {version = "10.3.2.106", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusolver-cu12 = {version = "11.4.5.107", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusparse-cu12 = {version = "12.1.0.106", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nccl-cu12 = {version = "2.19.3", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvtx-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+sympy = "*"
+triton = {version = "2.2.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.12\""}
+typing-extensions = ">=4.8.0"
+
+[package.extras]
+opt-einsum = ["opt-einsum (>=3.3)"]
+optree = ["optree (>=0.9.1)"]
+
 [[package]]
 name = "torch"
 version = "2.3.0"
@@ -2617,6 +2685,29 @@ files = [
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
 test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.2)", "pytest-mock", "pytest-mypy-testing"]
 
+[[package]]
+name = "triton"
+version = "2.2.0"
+description = "A language and compiler for custom Deep Learning operations"
+optional = true
+python-versions = "*"
+files = [
+    {file = "triton-2.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a2294514340cfe4e8f4f9e5c66c702744c4a117d25e618bd08469d0bfed1e2e5"},
+    {file = "triton-2.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:da58a152bddb62cafa9a857dd2bc1f886dbf9f9c90a2b5da82157cd2b34392b0"},
+    {file = "triton-2.2.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0af58716e721460a61886668b205963dc4d1e4ac20508cc3f623aef0d70283d5"},
+    {file = "triton-2.2.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e8fe46d3ab94a8103e291bd44c741cc294b91d1d81c1a2888254cbf7ff846dab"},
+    {file = "triton-2.2.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b8ce26093e539d727e7cf6f6f0d932b1ab0574dc02567e684377630d86723ace"},
+    {file = "triton-2.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:227cc6f357c5efcb357f3867ac2a8e7ecea2298cd4606a8ba1e931d1d5a947df"},
+]
+
+[package.dependencies]
+filelock = "*"
+
+[package.extras]
+build = ["cmake (>=3.20)", "lit"]
+tests = ["autopep8", "flake8", "isort", "numpy", "pytest", "scipy (>=1.7.1)", "torch"]
+tutorials = ["matplotlib", "pandas", "tabulate", "torch"]
+
 [[package]]
 name = "triton"
 version = "2.3.0"
@@ -2839,13 +2930,13 @@ docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.link
 testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [extras]
-all = ["ipywidgets", "lightfm", "nmslib", "pytorch-lightning", "torch"]
+all = ["ipywidgets", "lightfm", "nmslib", "pytorch-lightning", "torch", "torch"]
 lightfm = ["lightfm"]
 nmslib = ["nmslib"]
-torch = ["pytorch-lightning", "torch"]
+torch = ["pytorch-lightning", "torch", "torch"]
 visuals = ["ipywidgets"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1, <3.13"
-content-hash = "db6f61b568860e8e5f1ded501dc43cf158d8a9b661c6f83f4e7c81cc1cdf4232"
+content-hash = "85d761fd2c5c0a3cd8b21c2d8dc6daff0a9ca8742188315d126a622e096fed13"
diff --git a/pyproject.toml b/pyproject.toml
index c8d200e3..2a143fe0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -76,7 +76,11 @@ lightfm = {git = "https://github.com/lyst/lightfm", rev = "0c9c31e", python = "<
 
 nmslib = {version = "^2.0.4", python = "<3.11", optional = true}
 
-torch = {version = ">=1.6.0, <3.0.0", optional = true}
+# The latest torch version available for MacOSX + x86_64 is 2.2.2
+torch = [
+    {version = ">=1.6.0, <2.3.0", markers = "sys_platform == 'darwin' and platform_machine == 'x86_64'", optional = true},
+    {version = ">=1.6.0, <3.0.0", optional = true}
+]
 pytorch-lightning = {version = ">=1.6.0, <3.0.0", optional = true}
 
 ipywidgets = {version = ">=7.7,<8.2", optional = true}

From 0eae9388adc615dcb65fe33dc4abee7ce7a89b67 Mon Sep 17 00:00:00 2001
From: Emiliy Feldman <feldlime@yandex.ru>
Date: Sat, 18 May 2024 08:31:04 +0200
Subject: [PATCH 11/11] updated changelog

---
 CHANGELOG.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 40996d37..44b2e49b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,8 +11,9 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 ### Added
 - Extended Theory&Practice RecSys baselines tutorial ([#139](https://github.com/MobileTeleSystems/RecTools/pull/139))
 
-### Changed
+### Fixed
 - Used the latest version of `lightfm` that allows to install it using `poetry 1.5.0+` ([#141](https://github.com/MobileTeleSystems/RecTools/pull/141))
+- Added restriction to `pytorch` version for MacOSX + x86_64 that allows to install it on such platforms ([#142](https://github.com/MobileTeleSystems/RecTools/pull/142))
 
 
 ## [0.6.0] - 13.05.2024