Update ray_embed

poetry.lock

@@ -6,6 +6,17 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "aiosignal"
+version = "1.2.0"
+description = "aiosignal: a list of registered asynchronous callbacks"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+frozenlist = ">=1.1.0"
+
 [[package]]
 name = "alive-progress"
 version = "2.4.1"
@@ -44,7 +55,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 name = "attrs"
 version = "21.4.0"
 description = "Classes Without Boilerplate"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
@@ -92,6 +103,22 @@ category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
+[[package]]
+name = "distlib"
+version = "0.3.5"
+description = "Distribution utilities"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "docstring-to-markdown"
+version = "0.10"
+description = "On the fly conversion of Python docstrings to markdown"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "environs"
 version = "9.5.0"
@@ -143,6 +170,14 @@ mccabe = ">=0.6.0,<0.7.0"
 pycodestyle = ">=2.7.0,<2.8.0"
 pyflakes = ">=2.3.0,<2.4.0"
 
+[[package]]
+name = "frozenlist"
+version = "1.3.1"
+description = "A list-like structure which implements collections.abc.MutableSequence"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "grapheme"
 version = "0.6.0"
@@ -154,6 +189,20 @@ python-versions = "*"
 [package.extras]
 test = ["pytest", "sphinx", "sphinx-autobuild", "wheel", "twine"]
 
+[[package]]
+name = "grpcio"
+version = "1.43.0"
+description = "HTTP/2-based RPC framework"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+six = ">=1.5.2"
+
+[package.extras]
+protobuf = ["grpcio-tools (>=1.43.0)"]
+
 [[package]]
 name = "hf-model-s-cpu"
 version = "0.1.1"
@@ -193,12 +242,12 @@ tqdm = "*"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-all = ["pytest", "datasets", "soundfile", "black (>=22.0,<23.0)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"]
-dev = ["pytest", "datasets", "soundfile", "black (>=22.0,<23.0)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"]
-quality = ["black (>=22.0,<23.0)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"]
-tensorflow = ["tensorflow", "pydot", "graphviz"]
-testing = ["pytest", "datasets", "soundfile"]
 torch = ["torch"]
+testing = ["soundfile", "datasets", "pytest"]
+tensorflow = ["graphviz", "pydot", "tensorflow"]
+quality = ["flake8 (>=3.8.3)", "isort (>=5.5.4)", "black (>=22.0,<23.0)"]
+dev = ["flake8 (>=3.8.3)", "isort (>=5.5.4)", "black (>=22.0,<23.0)", "soundfile", "datasets", "pytest"]
+all = ["flake8 (>=3.8.3)", "isort (>=5.5.4)", "black (>=22.0,<23.0)", "soundfile", "datasets", "pytest"]
 
 [[package]]
 name = "icecream"
@@ -222,6 +271,21 @@ category = "main"
 optional = false
 python-versions = ">=3.5"
 
+[[package]]
+name = "importlib-resources"
+version = "5.9.0"
+description = "Read resources from Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+
 [[package]]
 name = "iniconfig"
 version = "1.1.1"
@@ -252,6 +316,35 @@ requirements_deprecated_finder = ["pipreqs", "pip-api"]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
 plugins = ["setuptools"]
 
+[[package]]
+name = "jedi"
+version = "0.18.1"
+description = "An autocompletion tool for Python that can be used for text editors."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+parso = ">=0.8.0,<0.9.0"
+
+[package.extras]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
+testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
+
+[[package]]
+name = "jedi-language-server"
+version = "0.37.0"
+description = "A language server for Jedi!"
+category = "dev"
+optional = false
+python-versions = ">=3.7,<3.11"
+
+[package.dependencies]
+docstring-to-markdown = "<1.0.0"
+jedi = ">=0.18.1,<0.19.0"
+pydantic = ">=1.9.1,<2.0.0"
+pygls = ">=0.12,<0.13"
+
 [[package]]
 name = "joblib"
 version = "1.1.0"
@@ -260,6 +353,24 @@ category = "main"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "jsonschema"
+version = "4.9.1"
+description = "An implementation of JSON Schema validation for Python"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+attrs = ">=17.4.0"
+importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
+pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
+pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
+
+[package.extras]
+format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+
 [[package]]
 name = "logzero"
 version = "1.7.0"
@@ -296,6 +407,22 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "more-itertools"
+version = "8.13.0"
+description = "More routines for operating on iterables, beyond itertools"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "msgpack"
+version = "1.0.4"
+description = "MessagePack serializer"
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "nltk"
 version = "3.7"
@@ -337,6 +464,18 @@ python-versions = ">=3.6"
 [package.dependencies]
 pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
+[[package]]
+name = "parso"
+version = "0.8.3"
+description = "A Python Parser"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
+testing = ["docopt", "pytest (<6.0.0)"]
+
 [[package]]
 name = "pastel"
 version = "0.2.1"
@@ -357,6 +496,26 @@ python-versions = ">=3.7"
 docs = ["olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinx-rtd-theme (>=1.0)", "sphinxext-opengraph"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
 
+[[package]]
+name = "pkgutil-resolve-name"
+version = "1.3.10"
+description = "Resolve a name to an object."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "platformdirs"
+version = "2.5.2"
+description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)", "sphinx (>=4)"]
+test = ["appdirs (==1.4.4)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)", "pytest (>=6)"]
+
 [[package]]
 name = "pluggy"
 version = "1.0.0"
@@ -381,6 +540,14 @@ python-versions = ">=3.6,<4.0"
 pastel = ">=0.2.0,<0.3.0"
 tomlkit = ">=0.6.0,<1.0.0"
 
+[[package]]
+name = "protobuf"
+version = "3.20.1"
+description = "Protocol Buffers"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "py"
 version = "1.11.0"
@@ -397,6 +564,21 @@ category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
+[[package]]
+name = "pydantic"
+version = "1.9.1"
+description = "Data validation and settings management using python type hints"
+category = "dev"
+optional = false
+python-versions = ">=3.6.1"
+
+[package.dependencies]
+typing-extensions = ">=3.7.4.3"
+
+[package.extras]
+dotenv = ["python-dotenv (>=0.10.4)"]
+email = ["email-validator (>=1.0.3)"]
+
 [[package]]
 name = "pydocstyle"
 version = "6.1.1"
@@ -419,6 +601,24 @@ category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
+[[package]]
+name = "pygls"
+version = "0.12.1"
+description = "a pythonic generic language server (pronounced like \"pie glass\")."
+category = "dev"
+optional = false
+python-versions = "<3.11,>=3.7"
+
+[package.dependencies]
+pydantic = ">=1.9.1,<1.10"
+typeguard = ">=2.10.0,<3"
+
+[package.extras]
+dev = ["bandit (==1.7.4)", "flake8 (==4.0.1)", "mypy (==0.961)"]
+docs = ["sphinx (==5.0.1)", "sphinx-rtd-theme (==1.0.0)"]
+test = ["mock (==4.0.3)", "pytest (==7.1.2)", "pytest-asyncio (==0.18.3)"]
+ws = ["websockets (>=10.0.0,<11.0.0)"]
+
 [[package]]
 name = "pygments"
 version = "2.12.0"
@@ -438,6 +638,14 @@ python-versions = ">=3.6.8"
 [package.extras]
 diagrams = ["railroad-diagrams", "jinja2"]
 
+[[package]]
+name = "pyrsistent"
+version = "0.18.1"
+description = "Persistent/Functional/Immutable data structures"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "pytest"
 version = "7.1.2"
@@ -478,6 +686,43 @@ category = "main"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "ray"
+version = "1.12.1"
+description = "Ray provides a simple, universal API for building distributed applications."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+aiosignal = "*"
+attrs = "*"
+click = ">=7.0"
+filelock = "*"
+frozenlist = "*"
+grpcio = ">=1.28.1,<=1.43.0"
+jsonschema = "*"
+msgpack = ">=1.0.0,<2.0.0"
+numpy = [
+    {version = ">=1.16", markers = "python_version < \"3.9\""},
+    {version = ">=1.19.3", markers = "python_version >= \"3.9\""},
+]
+protobuf = ">=3.15.3"
+pyyaml = "*"
+requests = "*"
+virtualenv = "*"
+
+[package.extras]
+all = ["tabulate", "gpustat (>=1.0.0b1)", "aiohttp-cors", "ray-cpp (==1.12.1)", "fastapi", "pyyaml", "aiorwlock", "smart-open", "prometheus-client (>=0.7.1,<0.14.0)", "kubernetes", "tensorboardX (>=1.9)", "lz4", "py-spy (>=0.2.0)", "pyarrow (>=4.0.1,<7.0.0)", "gym (<0.22)", "numpy (>=1.19)", "opentelemetry-sdk (==1.1.0)", "opentelemetry-api (==1.1.0)", "fsspec", "pandas", "scipy", "aiohttp (>=3.7)", "opentelemetry-exporter-otlp (==1.1.0)", "starlette", "uvicorn (==0.16.0)", "urllib3", "dm-tree", "scikit-image", "matplotlib (!=3.4.3)", "colorful", "requests", "opencensus"]
+cpp = ["ray-cpp (==1.12.1)"]
+data = ["pandas", "pyarrow (>=4.0.1,<7.0.0)", "fsspec", "numpy (>=1.19)"]
+default = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "py-spy (>=0.2.0)", "requests", "gpustat (>=1.0.0b1)", "opencensus", "prometheus-client (>=0.7.1,<0.14.0)", "smart-open"]
+k8s = ["kubernetes", "urllib3"]
+observability = ["opentelemetry-api (==1.1.0)", "opentelemetry-sdk (==1.1.0)", "opentelemetry-exporter-otlp (==1.1.0)"]
+rllib = ["pandas", "tabulate", "tensorboardX (>=1.9)", "requests", "dm-tree", "gym (<0.22)", "lz4", "matplotlib (!=3.4.3)", "scikit-image", "pyyaml", "scipy"]
+serve = ["gpustat (>=1.0.0b1)", "aiohttp (>=3.7)", "aiohttp-cors", "starlette", "uvicorn (==0.16.0)", "aiorwlock", "py-spy (>=0.2.0)", "smart-open", "colorful", "requests", "prometheus-client (>=0.7.1,<0.14.0)", "opencensus", "fastapi"]
+tune = ["pandas", "tabulate", "tensorboardX (>=1.9)", "requests"]
+
 [[package]]
 name = "regex"
 version = "2022.6.2"
@@ -519,10 +764,10 @@ scipy = ">=1.3.2"
 threadpoolctl = ">=2.0.0"
 
 [package.extras]
-benchmark = ["matplotlib (>=3.1.2)", "pandas (>=1.0.5)", "memory-profiler (>=0.57.0)"]
-docs = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)", "memory-profiler (>=0.57.0)", "sphinx (>=4.0.1)", "sphinx-gallery (>=0.7.0)", "numpydoc (>=1.2.0)", "Pillow (>=7.1.2)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)"]
-examples = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)"]
-tests = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "pytest (>=5.0.1)", "pytest-cov (>=2.9.0)", "flake8 (>=3.8.2)", "black (>=22.3.0)", "mypy (>=0.770)", "pyamg (>=4.0.0)", "numpydoc (>=1.2.0)"]
+tests = ["numpydoc (>=1.2.0)", "pyamg (>=4.0.0)", "mypy (>=0.770)", "black (>=22.3.0)", "flake8 (>=3.8.2)", "pytest-cov (>=2.9.0)", "pytest (>=5.0.1)", "pandas (>=1.0.5)", "scikit-image (>=0.14.5)", "matplotlib (>=3.1.2)"]
+examples = ["seaborn (>=0.9.0)", "pandas (>=1.0.5)", "scikit-image (>=0.14.5)", "matplotlib (>=3.1.2)"]
+docs = ["sphinxext-opengraph (>=0.4.2)", "sphinx-prompt (>=1.3.0)", "Pillow (>=7.1.2)", "numpydoc (>=1.2.0)", "sphinx-gallery (>=0.7.0)", "sphinx (>=4.0.1)", "memory-profiler (>=0.57.0)", "seaborn (>=0.9.0)", "pandas (>=1.0.5)", "scikit-image (>=0.14.5)", "matplotlib (>=3.1.2)"]
+benchmark = ["memory-profiler (>=0.57.0)", "pandas (>=1.0.5)", "matplotlib (>=3.1.2)"]
 
 [[package]]
 name = "scipy"
@@ -692,6 +937,18 @@ torch-speech = ["torchaudio", "librosa", "pyctcdecode (>=0.3.0)", "phonemizer"]
 torchhub = ["filelock", "huggingface-hub (>=0.1.0,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf (<=3.20.1)", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "torch (>=1.0)", "tokenizers (>=0.11.1,!=0.11.3,<0.13)", "tqdm (>=4.27)"]
 vision = ["pillow"]
 
+[[package]]
+name = "typeguard"
+version = "2.13.3"
+description = "Run-time type checker for Python"
+category = "dev"
+optional = false
+python-versions = ">=3.5.3"
+
+[package.extras]
+doc = ["sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
+test = ["pytest", "typing-extensions", "mypy"]
+
 [[package]]
 name = "typing-extensions"
 version = "4.2.0"
@@ -713,20 +970,47 @@ brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
 secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
+[[package]]
+name = "virtualenv"
+version = "20.16.3"
+description = "Virtual Python Environment builder"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+distlib = ">=0.3.5,<1"
+filelock = ">=3.4.1,<4"
+platformdirs = ">=2.4,<3"
+
+[package.extras]
+docs = ["proselint (>=0.13)", "sphinx (>=5.1.1)", "sphinx-argparse (>=0.3.1)", "sphinx-rtd-theme (>=1)", "towncrier (>=21.9)"]
+testing = ["coverage (>=6.2)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=21.3)", "pytest (>=7.0.1)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.2)", "pytest-mock (>=3.6.1)", "pytest-randomly (>=3.10.3)", "pytest-timeout (>=2.1)"]
+
+[[package]]
+name = "zipp"
+version = "3.8.1"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+
 [metadata]
 lock-version = "1.1"
-python-versions = "^3.8.3"
-content-hash = "c269495ebb0b147393cf559696f5e20fd63a3a475f180c8a10fe400471520b13"
+python-versions = ">=3.8.3,<3.11"
+content-hash = "42dcd0ee75bd0d71b13cb1af0197768d5923decdd877e1fdcc21f2ef685f64a4"
 
 [metadata.files]
 about-time = [
     {file = "about-time-3.1.1.tar.gz", hash = "sha256:586b329450c9387d1ae8c42d2db4f5b4c57a54508d0f1b7bb00322ffd5ce9f9b"},
     {file = "about_time-3.1.1-py3-none-any.whl", hash = "sha256:96841beb3f9b5de1cbb323d2bdb0fa9abdecbc46f2d546b9b3c2483d23daa17a"},
 ]
-alive-progress = [
-    {file = "alive-progress-2.4.1.tar.gz", hash = "sha256:089757c8197f27ad972ba27e1060f6db92368d83c736884e159034fd74865323"},
-    {file = "alive_progress-2.4.1-py3-none-any.whl", hash = "sha256:5503ffca0a0607d5f0d24d3b10a718fe50e375470fa07602b246333eb7ec88ee"},
-]
+aiosignal = []
+alive-progress = []
 asttokens = [
     {file = "asttokens-2.0.5-py2.py3-none-any.whl", hash = "sha256:0844691e88552595a6f4a4281a9f7f79b8dd45ca4ccea82e5e05b4bbdb76705c"},
     {file = "asttokens-2.0.5.tar.gz", hash = "sha256:9a54c114f02c7a9480d56550932546a3f1fe71d8a02f1bc7ccd0ee3ee35cf4d5"},
@@ -739,22 +1023,18 @@ attrs = [
     {file = "attrs-21.4.0-py2.py3-none-any.whl", hash = "sha256:2d27e3784d7a565d36ab851fe94887c5eccd6a463168875832a1be79c82828b4"},
     {file = "attrs-21.4.0.tar.gz", hash = "sha256:626ba8234211db98e869df76230a137c4c40a12d72445c45d5f5b716f076e2fd"},
 ]
-certifi = [
-    {file = "certifi-2022.5.18.1-py3-none-any.whl", hash = "sha256:f1d53542ee8cbedbe2118b5686372fb33c297fcd6379b050cca0ef13a597382a"},
-    {file = "certifi-2022.5.18.1.tar.gz", hash = "sha256:9c5705e395cd70084351dd8ad5c41e65655e08ce46f2ec9cf6c2c08390f71eb7"},
-]
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-    {file = "tokenizers-0.12.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:0bf2380ad59c50222959a9b6f231339200a826fc5cb2be09ff96d8a59f65fc5e"},
-    {file = "tokenizers-0.12.1-cp39-cp39-win32.whl", hash = "sha256:6a7a106d04154c2159db6cd7d042af2e2e0e53aee432f872fe6c8be45100436a"},
-    {file = "tokenizers-0.12.1-cp39-cp39-win_amd64.whl", hash = "sha256:2158baf80cbc09259bfd6e0e0fc4597b611e7a72ad5443dad63918a90f1dd304"},
-    {file = "tokenizers-0.12.1.tar.gz", hash = "sha256:070746f86efa6c873db341e55cf17bb5e7bdd5450330ca8eca542f5c3dab2c66"},
-]
+tokenizers = []
 toml = [
     {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
     {file = "toml-0.10.2.tar.gz", hash = "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"},
@@ -1195,23 +1297,11 @@ tomli = [
     {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
     {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
 ]
-tomlkit = [
-    {file = "tomlkit-0.11.0-py3-none-any.whl", hash = "sha256:0f4050db66fd445b885778900ce4dd9aea8c90c4721141fde0d6ade893820ef1"},
-    {file = "tomlkit-0.11.0.tar.gz", hash = "sha256:71ceb10c0eefd8b8f11fe34e8a51ad07812cb1dc3de23247425fbc9ddc47b9dd"},
-]
-tqdm = [
-    {file = "tqdm-4.64.0-py2.py3-none-any.whl", hash = "sha256:74a2cdefe14d11442cedf3ba4e21a3b84ff9a2dbdc6cfae2c34addb2a14a5ea6"},
-    {file = "tqdm-4.64.0.tar.gz", hash = "sha256:40be55d30e200777a307a7585aee69e4eabb46b4ec6a4b4a5f2d9f11e7d5408d"},
-]
-transformers = [
-    {file = "transformers-4.19.4-py3-none-any.whl", hash = "sha256:572d8ecbff29ec53769e0459b4334ebd1038f75ad25119a3006f8816643dccc4"},
-    {file = "transformers-4.19.4.tar.gz", hash = "sha256:b8c0f9816b4c4c2f0265b24d0a0b9d4ae8b7b98fc779d63f92e3c121c4c2d483"},
-]
-typing-extensions = [
-    {file = "typing_extensions-4.2.0-py3-none-any.whl", hash = "sha256:6657594ee297170d19f67d55c05852a874e7eb634f4f753dbd667855e07c1708"},
-    {file = "typing_extensions-4.2.0.tar.gz", hash = "sha256:f1c24655a0da0d1b67f07e17a5e6b2a105894e6824b92096378bb3668ef02376"},
-]
-urllib3 = [
-    {file = "urllib3-1.26.9-py2.py3-none-any.whl", hash = "sha256:44ece4d53fb1706f667c9bd1c648f5469a2ec925fcf3a776667042d645472c14"},
-    {file = "urllib3-1.26.9.tar.gz", hash = "sha256:aabaf16477806a5e1dd19aa41f8c2b7950dd3c746362d7e3223dbe6de6ac448e"},
-]
+tomlkit = []
+tqdm = []
+transformers = []
+typeguard = []
+typing-extensions = []
+urllib3 = []
+virtualenv = []
+zipp = []

pyproject.toml

@@ -8,7 +8,7 @@ readme = "README1.md"
 repository = "https://github.com/ffreemt/radio-embed"
 
 [tool.poetry.dependencies]
-python = "^3.8.3"
+python = ">=3.8.3,<3.11"
 logzero = "^1.7.0"
 set-loglevel = "^0.1.2"
 icecream = "^2.1.1"
@@ -21,6 +21,9 @@ sentencepiece = "^0.1.96"
 transformers = "^4.19.4"
 hf-model-s-cpu = "^0.1.1"
 ray = "^^1.13.0"
+more-itertools = "^8.13.0"
+about-time = "^3.1.1"
+protobuf = "^3.20.1"
 
 [tool.poe.executor]
 type = "poetry"
@@ -51,6 +54,7 @@ toml = "^0.10.2"
 # tbump = "^6.3.2"
 poethepoet = "^0.10.0"
 isort = "^5.10.1"
+jedi-language-server = "^0.37.0"
 
 [tool.poetry.scripts]
 "radio-embed" = "radio_embed.__main__:app"

pyrightconfig.json

@@ -1,9 +1,11 @@
 {
    "include": ["tests", "radio_embed"],
-  "venvPath": ".venv",
-  "reportTypeshedErrors": false,
+   "venvPath": "/home/mu2018/github/radio-embed",
+  "venv": ".venv",
+  "reportTypeshedErrors": true,
   "reportMissingImports": true,
   "reportMissingTypeStubs": false,
   "pythonVersion": "3.8",
+  "pythonPlatform": "Linux",
   "ignore": []
-}
+}

ray-pad.txt

@@ -1,7 +0,0 @@
-import os
-import ray
-from pathlib import Path
-
-filename = "/home/mu2018/github/en-de-zh-txt/fangfang-en.txt"
-lines = Path(filename).read_text("utf8").splitlines()
-lst = [_.strip() for _ in linesif _.stip()]

ray_embed.py

@@ -0,0 +1,15 @@
+import os
+from radio_embed import radio_embed
+from multiprocessing import cpu_count
+import ray
+
+num_cpus = cpu_count()
+
+os.environ["TOKENIZERS_PARALLELISM"] = "false"
+if not ray.is_initialized():
+    ray.init(num_cpus=num_cpus)
+
+
+@ray.remote                                                             
+def ray_embed(text):
+    return radio_embed(text)

ray_pad.py

@@ -0,0 +1,124 @@
+"""Run ray tests.
+
+poetry add protobuf="^3.20.1"
+"""
+import multiprocessing
+import os
+from multiprocessing import Pool
+from pathlib import Path
+
+# import joblib
+import more_itertools as mit
+import numpy as np
+import ray
+from about_time import about_time
+from logzero import logger
+
+from radio_embed import radio_embed
+
+num_cpus = multiprocessing.cpu_count()
+filename = "/home/mu2018/github/en-de-zh-txt/fangfang-en.txt"
+lines = Path(filename).read_text("utf8").splitlines()
+lst = [_.strip() for _ in lines if _.strip()]
+
+# with about_time() as dur: res1 = radio_embed("\n".join(lst))
+# 143.72 s
+# ray.init(num_cpus=num_cpus)
+
+
+def test_pool(func, args_):
+    """Test."""
+    with Pool(num_cpus) as pool:
+        ret = pool.map(func, args_)
+    # pool.close()
+    # pool.join()
+    return ret
+
+
+args = "\n".join(lst)
+args = ["\n".join(elm) for elm in mit.divide(num_cpus, lst)]
+# with about_time() as dur2: res2 = test_pool(radio_embed, args)
+# print(dur2.duration)
+# 26.5s  about 1/6 of
+
+# res2a = np.concatenate(res2)
+# np.allclose(res1, res2a, rtol=1e-05, atol=1e-07)
+
+# %timeit ret = joblib.Parallel(n_jobs=num_cpus, backend='loky', verbose=0)(joblib.delayed(radio_embed)(arg) for arg in args)
+# 28.1 s ± 1.08 s per loop (mean ± std. dev. of 7 runs, 1 loop each)
+# with about_time() as dur4: ret4 = joblib.Parallel(n_jobs=num_cpus, backend='multiprocessing', verbose=0)(joblib.delayed(radio_embed)(arg) for arg in args)
+# dur4.duration 28.48s
+# ret4a = np.concatenate(ret4)
+# assert np.allclose(res1, ret4a, rtol=1e-05, atol=1e-07)
+
+os.environ["TOKENIZERS_PARALLELISM"] = "false"
+
+if not ray.is_initialized():
+    ray.init(num_cpus=num_cpus)
+
+
+@ray.remote
+def ray_embed(text):
+    """Embed text to d-512."""
+    return radio_embed(text)
+
+
+def main():
+    """Run."""
+    _ = """
+    with about_time() as dur:
+        res1 = radio_embed("\n".join(lst))
+    print(dur.duration_human)
+    # 143.72 s 137 s
+    # """
+
+    with about_time() as dur5:
+        _ = [ray_embed.remote(arg) for arg in args]
+        res5 = ray.get(_)
+    print(num_cpus, dur5.duration_human)  # 40s
+    res5a = np.concatenate(res5)
+    # _ = np.allclose(res1, res5a, rtol=1e-05, atol=1e-07)
+    # print(_)
+
+    ray.shutdown()
+    ray.init(num_cpus=num_cpus // 2)
+    with about_time() as dur5a:
+        _ = [ray_embed.remote(arg) for arg in args]
+        res6 = ray.get(_)
+    print(num_cpus // 2, dur5a.duration_human)  # 40s
+    res6a = np.concatenate(res6)
+    _ = np.allclose(res5a, res6a, rtol=1e-05, atol=1e-07)
+
+    logger.info(" res5a allclose to res6a? %s", _)
+
+    ray.shutdown()
+    ray.init(num_cpus=2)
+    with about_time() as dur7:
+        _ = [ray_embed.remote(arg) for arg in args]
+        res7 = ray.get(_)
+    print(2, dur7.duration_human)  # 90s
+    res7a = np.concatenate(res7)
+    _ = np.allclose(res5a, res7a, rtol=1e-05, atol=1e-07)
+
+    logger.info(" res5a allclose to res7a? %s", _)
+
+    # num_cpus - 1
+    ray.shutdown()
+    ray.init(num_cpus=num_cpus - 1)
+    with about_time() as dur8:
+        _ = [ray_embed.remote(arg) for arg in args]
+        res8 = ray.get(_)
+    print(num_cpus - 1, dur8.duration_human)  # 44s
+    res8a = np.concatenate(res8)
+    _ = np.allclose(res5a, res8a, rtol=1e-05, atol=1e-07)
+
+    logger.info(" res5a allclose to res8a? %s", _)
+
+    print(num_cpus, dur5.duration_human)  # 32s
+    print(num_cpus // 2, dur5a.duration_human)  # 38s
+    print(2, dur7.duration_human)  # 90s
+    print(num_cpus - 1, dur8.duration_human)  # 44s
+
+
+if __name__ == "__main__":
+    main()

ray_test.py

@@ -0,0 +1,49 @@
+import multiprocessing
+import os
+from multiprocessing import Pool
+from pathlib import Path
+
+import joblib
+import more_itertools as mit
+import ray
+from about_time import about_time
+
+os.environ["TOKENIZERS_PARALLELISM"] = "false"
+
+if not ray.is_initialized():
+    num_cpus = multiprocessing.cpu_count()
+    ray.init(num_cpus=num_cpus)
+
+
+def fib_loop(n):
+    a, b = 0, 1
+    for i in range(n + 1):
+        a, b = b, a + b
+    return a
+
+
+@ray.remote
+def fib_loop2(n):
+    a, b = 0, 1
+    for i in range(n + 1):
+        a, b = b, a + b
+    return a
+
+
+def main():
+    """Run."""
+    _ = """
+    with about_time() as dur5:
+        _ = [ray_embed.remote(arg) for arg in args]
+    print(dur5.duration_human)
+    # """
+    args = [10000] * 1600
+    with about_time() as dur:
+        ret = [fib_loop2.remote(arg) for arg in args]
+        res = ray.get(ret)
+    print(dur.duration_human)
+    print(res[:2])
+
+
+if __name__ == "__main__":
+    main()