update

internet_ml/NLP/no_context/QA.py

@@ -1,3 +1,5 @@
+from typing import Any
+
 import sys
 from pathlib import Path
 
@@ -6,8 +8,10 @@ from transformers import pipeline
 sys.path.append(str(Path(__file__).parent.parent.parent) + "/tools/NLP/data")
 import internet
 
-qa_model = pipeline("question-answering")
-question = "Who is Rishi Sunak"
-a = str(internet.google(question)[0])
-print(qa_model(question=question, context=a))
-## {'answer': 'İstanbul', 'end': 39, 'score': 0.953, 'start': 31}
+QA_MODEL = pipeline("question-answering")
+
+
+def answer(query: str) -> Any:
+    global QA_MODEL
+    results = internet.google(query)
+    return (QA_MODEL(question=query, context=str(results[0])), results[1])

internet_ml/NLP/no_context/test.py

@@ -1,4 +0,0 @@
-import sys
-from pathlib import Path
-
-print()

internet_ml/tools/NLP/data/internet.py

@@ -81,6 +81,7 @@ URL_EXTRACTOR = URLExtract()
 
 
 def google(query: str) -> tuple[list[str], list[str]]:
+    global URL_EXTRACTOR
     if "Thamognya" in query or "thamognya" in query:
         return (["The smartest person in the world"], ["I decided it"])
     links_in_text: list[str] = URL_EXTRACTOR.find_urls(query)

poetry.lock

@@ -153,6 +153,18 @@ files = [
 [package.dependencies]
 frozenlist = ">=1.1.0"
 
+[[package]]
+name = "anyascii"
+version = "0.3.1"
+description = "Unicode to ASCII transliteration"
+category = "main"
+optional = false
+python-versions = ">=3.3"
+files = [
+    {file = "anyascii-0.3.1-py3-none-any.whl", hash = "sha256:8707d3185017435933360462a65e2c70a4818490745804f38a5ca55e59eb56a0"},
+    {file = "anyascii-0.3.1.tar.gz", hash = "sha256:dedf57728206e286c91eed7c759505a5e45c8cd01367dd40c2f7248bb15c11f6"},
+]
+
 [[package]]
 name = "astroid"
 version = "2.12.13"
@@ -226,6 +238,25 @@ test = ["beautifulsoup4 (>=4.8.0)", "coverage (>=4.5.4)", "fixtures (>=3.0.0)",
 toml = ["toml"]
 yaml = ["PyYAML"]
 
+[[package]]
+name = "beautifulsoup4"
+version = "4.11.1"
+description = "Screen-scraping library"
+category = "main"
+optional = false
+python-versions = ">=3.6.0"
+files = [
+    {file = "beautifulsoup4-4.11.1-py3-none-any.whl", hash = "sha256:58d5c3d29f5a36ffeb94f02f0d786cd53014cf9b3b3951d42e0080d8a9498d30"},
+    {file = "beautifulsoup4-4.11.1.tar.gz", hash = "sha256:ad9aa55b65ef2808eb405f46cf74df7fcb7044d5cbc26487f96eb2ef2e436693"},
+]
+
+[package.dependencies]
+soupsieve = ">1.2"
+
+[package.extras]
+html5lib = ["html5lib"]
+lxml = ["lxml"]
+
 [[package]]
 name = "black"
 version = "23.1a1"
@@ -261,6 +292,59 @@ d = ["aiohttp (>=3.7.4)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
+name = "blis"
+version = "0.7.9"
+description = "The Blis BLAS-like linear algebra library, as a self-contained C-extension."
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "blis-0.7.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b3ea73707a7938304c08363a0b990600e579bfb52dece7c674eafac4bf2df9f7"},
+    {file = "blis-0.7.9-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e85993364cae82707bfe7e637bee64ec96e232af31301e5c81a351778cb394b9"},
+    {file = "blis-0.7.9-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d205a7e69523e2bacdd67ea906b82b84034067e0de83b33bd83eb96b9e844ae3"},
+    {file = "blis-0.7.9-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b9737035636452fb6d08e7ab79e5a9904be18a0736868a129179cd9f9ab59825"},
+    {file = "blis-0.7.9-cp310-cp310-win_amd64.whl", hash = "sha256:d3882b4f44a33367812b5e287c0690027092830ffb1cce124b02f64e761819a4"},
+    {file = "blis-0.7.9-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:3dbb44311029263a6f65ed55a35f970aeb1d20b18bfac4c025de5aadf7889a8c"},
+    {file = "blis-0.7.9-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:6fd5941bd5a21082b19d1dd0f6d62cd35609c25eb769aa3457d9877ef2ce37a9"},
+    {file = "blis-0.7.9-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:97ad55e9ef36e4ff06b35802d0cf7bfc56f9697c6bc9427f59c90956bb98377d"},
+    {file = "blis-0.7.9-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f7b6315d7b1ac5546bc0350f5f8d7cc064438d23db19a5c21aaa6ae7d93c1ab5"},
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+    {file = "blis-0.7.9-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d4eb70a79562a211bd2e6b6db63f1e2eed32c0ab3e9ef921d86f657ae8375845"},
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+    {file = "blis-0.7.9-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4d5755ef37a573647be62684ca1545698879d07321f1e5b89a4fd669ce355eb0"},
+    {file = "blis-0.7.9-cp38-cp38-win_amd64.whl", hash = "sha256:b8a1fcd2eb267301ab13e1e4209c165d172cdf9c0c9e08186a9e234bf91daa16"},
+    {file = "blis-0.7.9-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:8275f6b6eee714b85f00bf882720f508ed6a60974bcde489715d37fd35529da8"},
+    {file = "blis-0.7.9-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:7417667c221e29fe8662c3b2ff9bc201c6a5214bbb5eb6cc290484868802258d"},
+    {file = "blis-0.7.9-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b5f4691bf62013eccc167c38a85c09a0bf0c6e3e80d4c2229cdf2668c1124eb0"},
+    {file = "blis-0.7.9-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f5cec812ee47b29107eb36af9b457be7191163eab65d61775ed63538232c59d5"},
+    {file = "blis-0.7.9-cp39-cp39-win_amd64.whl", hash = "sha256:d81c3f627d33545fc25c9dcb5fee66c476d89288a27d63ac16ea63453401ffd5"},
+    {file = "blis-0.7.9.tar.gz", hash = "sha256:29ef4c25007785a90ffc2f0ab3d3bd3b75cd2d7856a9a482b7d0dac8d511a09d"},
+]
+
+[package.dependencies]
+numpy = ">=1.15.0"
+
+[[package]]
+name = "catalogue"
+version = "2.0.8"
+description = "Super lightweight function registries for your library"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "catalogue-2.0.8-py3-none-any.whl", hash = "sha256:2d786e229d8d202b4f8a2a059858e45a2331201d831e39746732daa704b99f69"},
+    {file = "catalogue-2.0.8.tar.gz", hash = "sha256:b325c77659208bfb6af1b0d93b1a1aa4112e1bb29a4c5ced816758a722f0e388"},
+]
+
 [[package]]
 name = "certifi"
 version = "2022.12.7"
@@ -342,6 +426,36 @@ files = [
 [package.extras]
 test = ["flake8 (==3.7.8)", "hypothesis (==3.55.3)"]
 
+[[package]]
+name = "confection"
+version = "0.0.3"
+description = "The sweetest config system for Python"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "confection-0.0.3-py3-none-any.whl", hash = "sha256:51af839c1240430421da2b248541ebc95f9d0ee385bcafa768b8acdbd2b0111d"},
+    {file = "confection-0.0.3.tar.gz", hash = "sha256:4fec47190057c43c9acbecb8b1b87a9bf31c469caa0d6888a5b9384432fdba5a"},
+]
+
+[package.dependencies]
+pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<1.11.0"
+srsly = ">=2.4.0,<3.0.0"
+
+[[package]]
+name = "contractions"
+version = "0.1.73"
+description = "Fixes contractions such as `you're` to you `are`"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "contractions-0.1.73-py2.py3-none-any.whl", hash = "sha256:398cee3b69c37307a50dce4930d961a0f42b48fdae9562df73bed5683008d3bc"},
+]
+
+[package.dependencies]
+textsearch = ">=0.0.21"
+
 [[package]]
 name = "coverage"
 version = "7.0.1"
@@ -424,6 +538,44 @@ files = [
 [package.dependencies]
 coverage = "*"
 
+[[package]]
+name = "cymem"
+version = "2.0.7"
+description = "Manage calls to calloc/free through Cython"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "cymem-2.0.7-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4981fc9182cc1fe54bfedf5f73bfec3ce0c27582d9be71e130c46e35958beef0"},
+    {file = "cymem-2.0.7-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:42aedfd2e77aa0518a24a2a60a2147308903abc8b13c84504af58539c39e52a3"},
+    {file = "cymem-2.0.7-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c183257dc5ab237b664f64156c743e788f562417c74ea58c5a3939fe2d48d6f6"},
+    {file = "cymem-2.0.7-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d18250f97eeb13af2e8b19d3cefe4bf743b963d93320b0a2e729771410fd8cf4"},
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+    {file = "cymem-2.0.7-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4f359cab9f16e25b3098f816c40acbf1697a3b614a8d02c56e6ebcb9c89a06b3"},
+    {file = "cymem-2.0.7-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f165d7bce55d6730930e29d8294569788aa127f1be8d1642d9550ed96223cb37"},
+    {file = "cymem-2.0.7-cp39-cp39-win_amd64.whl", hash = "sha256:59a09cf0e71b1b88bfa0de544b801585d81d06ea123c1725e7c5da05b7ca0d20"},
+    {file = "cymem-2.0.7.tar.gz", hash = "sha256:e6034badb5dd4e10344211c81f16505a55553a7164adc314c75bd80cf07e57a8"},
+]
+
 [[package]]
 name = "darglint"
 version = "1.8.1"
@@ -875,7 +1027,7 @@ requirements-deprecated-finder = ["pip-api", "pipreqs"]
 name = "jinja2"
 version = "3.1.2"
 description = "A very fast and expressive template engine."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -889,6 +1041,33 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
+name = "joblib"
+version = "1.2.0"
+description = "Lightweight pipelining with Python functions"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "joblib-1.2.0-py3-none-any.whl", hash = "sha256:091138ed78f800342968c523bdde947e7a305b8594b910a0fea2ab83c3c6d385"},
+    {file = "joblib-1.2.0.tar.gz", hash = "sha256:e1cee4a79e4af22881164f218d4311f60074197fb707e082e803b61f6d137018"},
+]
+
+[[package]]
+name = "langcodes"
+version = "3.3.0"
+description = "Tools for labeling human languages with IETF language tags"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "langcodes-3.3.0-py3-none-any.whl", hash = "sha256:4d89fc9acb6e9c8fdef70bcdf376113a3db09b67285d9e1d534de6d8818e7e69"},
+    {file = "langcodes-3.3.0.tar.gz", hash = "sha256:794d07d5a28781231ac335a1561b8442f8648ca07cd518310aeb45d6f0807ef6"},
+]
+
+[package.extras]
+data = ["language-data (>=1.1,<2.0)"]
+
 [[package]]
 name = "lazy-object-proxy"
 version = "1.8.0"
@@ -937,7 +1116,7 @@ testing = ["coverage", "pyyaml"]
 name = "markupsafe"
 version = "2.1.1"
 description = "Safely add untrusted strings to HTML/XML markup."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1146,6 +1325,44 @@ files = [
 [package.dependencies]
 dill = ">=0.3.6"
 
+[[package]]
+name = "murmurhash"
+version = "1.0.9"
+description = "Cython bindings for MurmurHash"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
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+
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 version = "0.991"
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 ]
 
+[[package]]
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+version = "3.8"
+description = "Natural Language Toolkit"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
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+
+[package.dependencies]
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+regex = ">=2021.8.3"
+tqdm = "*"
+
+[package.extras]
+all = ["matplotlib", "numpy", "pyparsing", "python-crfsuite", "requests", "scikit-learn", "scipy", "twython"]
+corenlp = ["requests"]
+machine-learning = ["numpy", "python-crfsuite", "scikit-learn", "scipy"]
+plot = ["matplotlib"]
+tgrep = ["pyparsing"]
+twitter = ["twython"]
+
 [[package]]
 name = "nodeenv"
 version = "1.7.0"
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+[[package]]
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+category = "main"
+optional = false
+python-versions = ">= 3.6"
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+
+[package.extras]
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+azure = ["azure-storage-blob"]
+gcs = ["google-cloud-storage (>=1.26.0,<2.0.0)"]
+s3 = ["boto3"]
+test = ["mock", "pytest", "pytest-coverage", "typer-cli"]
+
 [[package]]
 name = "pbr"
 version = "5.11.0"
@@ -1493,7 +1759,7 @@ tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "pa
 name = "platformdirs"
 version = "2.6.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1540,6 +1806,48 @@ nodeenv = ">=0.11.1"
 pyyaml = ">=5.1"
 virtualenv = ">=20.10.0"
 
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 version = "5.9.4"
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+python-versions = "*"
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+
+[package.dependencies]
+catalogue = ">=2.0.3,<2.1.0"
+
 [[package]]
 name = "stevedore"
 version = "4.1.1"
@@ -2217,6 +2892,110 @@ files = [
 [package.dependencies]
 pbr = ">=2.0.0,<2.1.0 || >2.1.0"
 
+[[package]]
+name = "textsearch"
+version = "0.0.24"
+description = "Find strings/words in text; convenience and C speed"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
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+]
+
+[package.dependencies]
+anyascii = "*"
+pyahocorasick = "*"
+
+[[package]]
+name = "thinc"
+version = "8.1.6"
+description = "A refreshing functional take on deep learning, compatible with your favorite libraries"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
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+confection = ">=0.0.1,<1.0.0"
+cymem = ">=2.0.2,<2.1.0"
+murmurhash = ">=1.0.2,<1.1.0"
+numpy = ">=1.15.0"
+packaging = ">=20.0"
+preshed = ">=3.0.2,<3.1.0"
+pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<1.11.0"
+setuptools = "*"
+srsly = ">=2.4.0,<3.0.0"
+wasabi = ">=0.8.1,<1.2.0"
+
+[package.extras]
+cuda = ["cupy (>=5.0.0b4)"]
+cuda-autodetect = ["cupy-wheel (>=11.0.0)"]
+cuda100 = ["cupy-cuda100 (>=5.0.0b4)"]
+cuda101 = ["cupy-cuda101 (>=5.0.0b4)"]
+cuda102 = ["cupy-cuda102 (>=5.0.0b4)"]
+cuda110 = ["cupy-cuda110 (>=5.0.0b4)"]
+cuda111 = ["cupy-cuda111 (>=5.0.0b4)"]
+cuda112 = ["cupy-cuda112 (>=5.0.0b4)"]
+cuda113 = ["cupy-cuda113 (>=5.0.0b4)"]
+cuda114 = ["cupy-cuda114 (>=5.0.0b4)"]
+cuda115 = ["cupy-cuda115 (>=5.0.0b4)"]
+cuda116 = ["cupy-cuda116 (>=5.0.0b4)"]
+cuda117 = ["cupy-cuda117 (>=5.0.0b4)"]
+cuda11x = ["cupy-cuda11x (>=11.0.0)"]
+cuda80 = ["cupy-cuda80 (>=5.0.0b4)"]
+cuda90 = ["cupy-cuda90 (>=5.0.0b4)"]
+cuda91 = ["cupy-cuda91 (>=5.0.0b4)"]
+cuda92 = ["cupy-cuda92 (>=5.0.0b4)"]
+datasets = ["ml-datasets (>=0.2.0,<0.3.0)"]
+mxnet = ["mxnet (>=1.5.1,<1.6.0)"]
+tensorflow = ["tensorflow (>=2.0.0,<2.6.0)"]
+torch = ["torch (>=1.6.0)"]
+
+[[package]]
+name = "threadpoolctl"
+version = "3.1.0"
+description = "threadpoolctl"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "threadpoolctl-3.1.0-py3-none-any.whl", hash = "sha256:8b99adda265feb6773280df41eece7b2e6561b772d21ffd52e372f999024907b"},
+    {file = "threadpoolctl-3.1.0.tar.gz", hash = "sha256:a335baacfaa4400ae1f0d8e3a58d6674d2f8828e3716bb2802c44955ad391380"},
+]
+
 [[package]]
 name = "timm"
 version = "0.6.12"
@@ -2529,6 +3308,36 @@ files = [
     {file = "typing_extensions-4.4.0.tar.gz", hash = "sha256:1511434bb92bf8dd198c12b1cc812e800d4181cfcb867674e0f8279cc93087aa"},
 ]
 
+[[package]]
+name = "uritools"
+version = "4.0.0"
+description = "URI parsing, classification and composition"
+category = "main"
+optional = false
+python-versions = "~=3.7"
+files = [
+    {file = "uritools-4.0.0-py3-none-any.whl", hash = "sha256:9a5a1495c55072093216f79931ca45fd81b59208aa64caae50ab68333514f97e"},
+    {file = "uritools-4.0.0.tar.gz", hash = "sha256:420d94c1ff4bf90c678fca9c17b8314243bbcaa992c400a95e327f7f622e1edf"},
+]
+
+[[package]]
+name = "urlextract"
+version = "1.8.0"
+description = "Collects and extracts URLs from given text."
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "urlextract-1.8.0-py3-none-any.whl", hash = "sha256:98b38aca4a555116e8b46e5a134b9e4e54e351b8e37169d2857730d1d0ce42c7"},
+    {file = "urlextract-1.8.0.tar.gz", hash = "sha256:3573f6b812814efe06ca46e91e82d984edaa3cd07daaaaa296a467ad9881a037"},
+]
+
+[package.dependencies]
+filelock = "*"
+idna = "*"
+platformdirs = "*"
+uritools = "*"
+
 [[package]]
 name = "urllib3"
 version = "1.26.13"
@@ -2567,6 +3376,18 @@ platformdirs = ">=2.4,<3"
 docs = ["proselint (>=0.13)", "sphinx (>=5.3)", "sphinx-argparse (>=0.3.2)", "sphinx-rtd-theme (>=1)", "towncrier (>=22.8)"]
 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 = "wasabi"
+version = "0.10.1"
+description = "A lightweight console printing and formatting toolkit"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "wasabi-0.10.1-py3-none-any.whl", hash = "sha256:fe862cc24034fbc9f04717cd312ab884f71f51a8ecabebc3449b751c2a649d83"},
+    {file = "wasabi-0.10.1.tar.gz", hash = "sha256:c8e372781be19272942382b14d99314d175518d7822057cb7a97010c4259d249"},
+]
+
 [[package]]
 name = "watchdog"
 version = "2.2.0"
@@ -2893,4 +3714,4 @@ testing = ["flake8 (<5)", "func-timeout", "jaraco.functools", "jaraco.itertools"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "e8eeff06f176dabc6da74969404d8ec8983b9db6d11c6c7ff34ee151bae422e9"
+content-hash = "1176d6ed37e6dbd675b086a6eae2e8ad214ac12291285c1e46700f6600d5f0bf"

pyproject.toml

@@ -4,8 +4,8 @@ requires = ["poetry_core>=1.0.0"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry]
-name = "internet-ml"
-version = "0.1.0"
+name = "internet_ml"
+version = "0.1.1"
 description = "Internet-ML: Allowing ML to connect to the internet"
 readme = "./.github/README.md"
 authors = ["Thamognya Kodi <contact@thamognya.com>"]
@@ -32,7 +32,6 @@ classifiers = [
 
 [tool.poetry.dependencies]
 python = "^3.10"
-
 typer = {extras = ["all"], version = "^0.4.0"}
 rich = "^10.14.0"
 tokenizers = "^0.13.2"
@@ -48,6 +47,12 @@ torchaudio = "^0.13.1"
 python-dotenv = "^0.21.0"
 requests = "^2.28.1"
 types-requests = "^2.28.11.7"
+contractions = "^0.1.73"
+urlextract = "^1.8.0"
+scikit-learn = "^1.2.0"
+spacy = "^3.4.4"
+nltk = "^3.8"
+beautifulsoup4 = "^4.11.1"
 
 [tool.poetry.group.dev.dependencies]
 bandit = "^1.7.4"