add gradio probe demo

.gitignore

@@ -133,3 +133,6 @@ dmypy.json
 
 # Pyre type checker
 .pyre/
+
+# gradio
+flagged/

README.md

@@ -1,5 +1,11 @@
 # NLP FlashCards
 
+
+## DEMO
+
+View the demo at huggingface spaces:
+
+
 ## Dependencies
 
 Make sure you have the following tools installed:

app.py

@@ -0,0 +1,22 @@
+import gradio as gr
+import pandas as pd
+
+from query import default_probe, get_scores
+
+
+def spaces_probe(question: str):
+    answers, scores, context = default_probe(question)
+
+    answers_text = [answer.text for answer in answers]
+    d_scores, s_scores = get_scores(answers, scores, context)
+
+    formatted_result = pd.DataFrame(zip(answers_text, d_scores.tolist(), s_scores.tolist()), columns=[
+        "answer", "document score", "span score"])
+
+    formatted_result["position"] = formatted_result.index + 1
+
+    return formatted_result
+
+
+interface = gr.Interface(spaces_probe, inputs="text", outputs=["dataframe"])
+interface.launch()

main.py

@@ -13,7 +13,7 @@ from src.readers.dpr_reader import DprReader
 from src.retrievers.es_retriever import ESRetriever
 from src.retrievers.faiss_retriever import FaissRetriever
 from src.utils.log import get_logger
-from src.utils.preprocessing import result_to_reader_input
+from src.utils.preprocessing import context_to_reader_input
 
 logger = get_logger()
 
@@ -43,7 +43,7 @@ if __name__ == '__main__':
     example_a = questions_test["answer"][random_index]
 
     scores, result = retriever.retrieve(example_q)
-    reader_input = result_to_reader_input(result)
+    reader_input = context_to_reader_input(result)
 
     # Initialize reader
     reader = DprReader()

poetry.lock

@@ -29,6 +29,52 @@ python-versions = ">=3.6"
 [package.dependencies]
 frozenlist = ">=1.1.0"
 
+[[package]]
+name = "analytics-python"
+version = "1.4.0"
+description = "The hassle-free way to integrate analytics into any python application."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+backoff = "1.10.0"
+monotonic = ">=1.5"
+python-dateutil = ">2.1"
+requests = ">=2.7,<3.0"
+six = ">=1.5"
+
+[package.extras]
+test = ["mock (==2.0.0)", "pylint (==1.9.3)", "flake8 (==3.7.9)"]
+
+[[package]]
+name = "anyio"
+version = "3.5.0"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+category = "main"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+idna = ">=2.8"
+sniffio = ">=1.1"
+
+[package.extras]
+doc = ["packaging", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
+test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=6.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
+trio = ["trio (>=0.16)"]
+
+[[package]]
+name = "asgiref"
+version = "3.5.0"
+description = "ASGI specs, helper code, and adapters"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+tests = ["pytest", "pytest-asyncio", "mypy (>=0.800)"]
+
 [[package]]
 name = "async-timeout"
 version = "4.0.2"
@@ -63,6 +109,30 @@ python-versions = "*"
 pycodestyle = ">=2.8.0"
 toml = "*"
 
+[[package]]
+name = "backoff"
+version = "1.10.0"
+description = "Function decoration for backoff and retry"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "bcrypt"
+version = "3.2.0"
+description = "Modern password hashing for your software and your servers"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = ">=1.1"
+six = ">=1.4.1"
+
+[package.extras]
+tests = ["pytest (>=3.2.1,!=3.3.0)"]
+typecheck = ["mypy"]
+
 [[package]]
 name = "certifi"
 version = "2021.10.8"
@@ -71,6 +141,17 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "cffi"
+version = "1.15.0"
+description = "Foreign Function Interface for Python calling C code."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pycparser = "*"
+
 [[package]]
 name = "charset-normalizer"
 version = "2.0.12"
@@ -101,6 +182,33 @@ category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
+[[package]]
+name = "cryptography"
+version = "36.0.2"
+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = ">=1.12"
+
+[package.extras]
+docs = ["sphinx (>=1.6.5,!=1.8.0,!=3.1.0,!=3.1.1)", "sphinx-rtd-theme"]
+docstest = ["pyenchant (>=1.6.11)", "twine (>=1.12.0)", "sphinxcontrib-spelling (>=4.0.1)"]
+pep8test = ["black", "flake8", "flake8-import-order", "pep8-naming"]
+sdist = ["setuptools_rust (>=0.11.4)"]
+ssh = ["bcrypt (>=3.1.5)"]
+test = ["pytest (>=6.2.0)", "pytest-cov", "pytest-subtests", "pytest-xdist", "pretend", "iso8601", "pytz", "hypothesis (>=1.11.4,!=3.79.2)"]
+
+[[package]]
+name = "cycler"
+version = "0.11.0"
+description = "Composable style cycles"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "datasets"
 version = "1.18.4"
@@ -187,6 +295,32 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "fastapi"
+version = "0.75.0"
+description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
+category = "main"
+optional = false
+python-versions = ">=3.6.1"
+
+[package.dependencies]
+pydantic = ">=1.6.2,<1.7 || >1.7,<1.7.1 || >1.7.1,<1.7.2 || >1.7.2,<1.7.3 || >1.7.3,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0"
+starlette = "0.17.1"
+
+[package.extras]
+all = ["requests (>=2.24.0,<3.0.0)", "jinja2 (>=2.11.2,<4.0.0)", "python-multipart (>=0.0.5,<0.0.6)", "itsdangerous (>=1.1.0,<3.0.0)", "pyyaml (>=5.3.1,<6.0.0)", "ujson (>=4.0.1,<5.0.0)", "orjson (>=3.2.1,<4.0.0)", "email_validator (>=1.1.1,<2.0.0)", "uvicorn[standard] (>=0.12.0,<0.16.0)"]
+dev = ["python-jose[cryptography] (>=3.3.0,<4.0.0)", "passlib[bcrypt] (>=1.7.2,<2.0.0)", "autoflake (>=1.4.0,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "uvicorn[standard] (>=0.12.0,<0.16.0)"]
+doc = ["mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "mdx-include (>=1.4.1,<2.0.0)", "mkdocs-markdownextradata-plugin (>=0.1.7,<0.3.0)", "typer-cli (>=0.0.12,<0.0.13)", "pyyaml (>=5.3.1,<6.0.0)"]
+test = ["pytest (>=6.2.4,<7.0.0)", "pytest-cov (>=2.12.0,<4.0.0)", "mypy (==0.910)", "flake8 (>=3.8.3,<4.0.0)", "black (==21.9b0)", "isort (>=5.0.6,<6.0.0)", "requests (>=2.24.0,<3.0.0)", "httpx (>=0.14.0,<0.19.0)", "email_validator (>=1.1.1,<2.0.0)", "sqlalchemy (>=1.3.18,<1.5.0)", "peewee (>=3.13.3,<4.0.0)", "databases[sqlite] (>=0.3.2,<0.6.0)", "orjson (>=3.2.1,<4.0.0)", "ujson (>=4.0.1,<5.0.0)", "python-multipart (>=0.0.5,<0.0.6)", "flask (>=1.1.2,<3.0.0)", "anyio[trio] (>=3.2.1,<4.0.0)", "types-ujson (==0.1.1)", "types-orjson (==3.6.0)", "types-dataclasses (==0.1.7)"]
+
+[[package]]
+name = "ffmpy"
+version = "0.3.0"
+description = "A simple Python wrapper for ffmpeg"
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "filelock"
 version = "3.6.0"
@@ -212,6 +346,27 @@ mccabe = ">=0.6.0,<0.7.0"
 pycodestyle = ">=2.8.0,<2.9.0"
 pyflakes = ">=2.4.0,<2.5.0"
 
+[[package]]
+name = "fonttools"
+version = "4.31.2"
+description = "Tools to manipulate font files"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=14.0.0)", "xattr"]
+graphite = ["lz4 (>=1.7.4.2)"]
+interpolatable = ["scipy", "munkres"]
+lxml = ["lxml (>=4.0,<5)"]
+pathops = ["skia-pathops (>=0.5.0)"]
+plot = ["matplotlib"]
+symfont = ["sympy"]
+type1 = ["xattr"]
+ufo = ["fs (>=2.2.0,<3)"]
+unicode = ["unicodedata2 (>=14.0.0)"]
+woff = ["zopfli (>=0.1.4)", "brotlicffi (>=0.8.0)", "brotli (>=1.0.1)"]
+
 [[package]]
 name = "frozenlist"
 version = "1.3.0"
@@ -254,6 +409,40 @@ sftp = ["paramiko"]
 smb = ["smbprotocol"]
 ssh = ["paramiko"]
 
+[[package]]
+name = "gradio"
+version = "2.9.0"
+description = "Python library for easily interacting with trained machine learning models"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+aiohttp = "*"
+analytics-python = "*"
+fastapi = "*"
+ffmpy = "*"
+markdown-it-py = {version = "*", extras = ["linkify", "plugins"]}
+matplotlib = "*"
+numpy = "*"
+orjson = "*"
+pandas = "*"
+paramiko = "*"
+pillow = "*"
+pycryptodome = "*"
+pydub = "*"
+python-multipart = "*"
+requests = "*"
+uvicorn = "*"
+
+[[package]]
+name = "h11"
+version = "0.13.0"
+description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "huggingface-hub"
 version = "0.4.0"
@@ -286,6 +475,20 @@ category = "main"
 optional = false
 python-versions = ">=3.5"
 
+[[package]]
+name = "jinja2"
+version = "3.1.1"
+description = "A very fast and expressive template engine."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+MarkupSafe = ">=2.0"
+
+[package.extras]
+i18n = ["Babel (>=2.7)"]
+
 [[package]]
 name = "joblib"
 version = "1.1.0"
@@ -294,6 +497,81 @@ category = "main"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "kiwisolver"
+version = "1.4.2"
+description = "A fast implementation of the Cassowary constraint solver"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "linkify-it-py"
+version = "1.0.3"
+description = "Links recognition library with FULL unicode support."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+uc-micro-py = "*"
+
+[package.extras]
+benchmark = ["pytest", "pytest-benchmark"]
+dev = ["pre-commit", "isort", "flake8", "black"]
+doc = ["sphinx", "sphinx-book-theme", "myst-parser"]
+test = ["coverage", "pytest", "pytest-cov"]
+
+[[package]]
+name = "markdown-it-py"
+version = "2.0.1"
+description = "Python port of markdown-it. Markdown parsing, done right!"
+category = "main"
+optional = false
+python-versions = "~=3.6"
+
+[package.dependencies]
+attrs = ">=19,<22"
+linkify-it-py = {version = ">=1.0,<2.0", optional = true, markers = "extra == \"linkify\""}
+mdit-py-plugins = {version = "*", optional = true, markers = "extra == \"plugins\""}
+mdurl = ">=0.1,<1.0"
+
+[package.extras]
+benchmarking = ["psutil", "pytest", "pytest-benchmark (>=3.2,<4.0)"]
+code_style = ["pre-commit (==2.6)"]
+compare = ["commonmark (>=0.9.1,<0.10.0)", "markdown (>=3.2.2,<3.3.0)", "mistletoe-ebp (>=0.10.0,<0.11.0)", "mistune (>=0.8.4,<0.9.0)", "panflute (>=1.12,<2.0)"]
+linkify = ["linkify-it-py (>=1.0,<2.0)"]
+plugins = ["mdit-py-plugins"]
+rtd = ["myst-nb (==0.13.0a1)", "pyyaml", "sphinx (>=2,<4)", "sphinx-copybutton", "sphinx-panels (>=0.4.0,<0.5.0)", "sphinx-book-theme"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
+
+[[package]]
+name = "markupsafe"
+version = "2.1.1"
+description = "Safely add untrusted strings to HTML/XML markup."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "matplotlib"
+version = "3.5.1"
+description = "Python plotting package"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+cycler = ">=0.10"
+fonttools = ">=4.22.0"
+kiwisolver = ">=1.0.1"
+numpy = ">=1.17"
+packaging = ">=20.0"
+pillow = ">=6.2.0"
+pyparsing = ">=2.2.1"
+python-dateutil = ">=2.7"
+setuptools_scm = ">=4"
+
 [[package]]
 name = "mccabe"
 version = "0.6.1"
@@ -302,6 +580,38 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "mdit-py-plugins"
+version = "0.3.0"
+description = "Collection of plugins for markdown-it-py"
+category = "main"
+optional = false
+python-versions = "~=3.6"
+
+[package.dependencies]
+markdown-it-py = ">=1.0.0,<3.0.0"
+
+[package.extras]
+code_style = ["pre-commit (==2.6)"]
+rtd = ["myst-parser (>=0.14.0,<0.15.0)", "sphinx-book-theme (>=0.1.0,<0.2.0)"]
+testing = ["coverage", "pytest (>=3.6,<4)", "pytest-cov", "pytest-regressions"]
+
+[[package]]
+name = "mdurl"
+version = "0.1.0"
+description = "Markdown URL utilities"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "monotonic"
+version = "1.6"
+description = "An implementation of time.monotonic() for Python 2 & < 3.3"
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "multidict"
 version = "6.0.2"
@@ -355,6 +665,14 @@ category = "main"
 optional = false
 python-versions = ">=3.8"
 
+[[package]]
+name = "orjson"
+version = "3.6.7"
+description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "packaging"
 version = "21.3"
@@ -387,6 +705,34 @@ pytz = ">=2020.1"
 [package.extras]
 test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
 
+[[package]]
+name = "paramiko"
+version = "2.10.3"
+description = "SSH2 protocol library"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+bcrypt = ">=3.1.3"
+cryptography = ">=2.5"
+pynacl = ">=1.0.1"
+six = "*"
+
+[package.extras]
+all = ["pyasn1 (>=0.1.7)", "pynacl (>=1.0.1)", "bcrypt (>=3.1.3)", "invoke (>=1.3)", "gssapi (>=1.4.1)", "pywin32 (>=2.1.8)"]
+ed25519 = ["pynacl (>=1.0.1)", "bcrypt (>=3.1.3)"]
+gssapi = ["pyasn1 (>=0.1.7)", "gssapi (>=1.4.1)", "pywin32 (>=2.1.8)"]
+invoke = ["invoke (>=1.3)"]
+
+[[package]]
+name = "pillow"
+version = "9.0.1"
+description = "Python Imaging Library (Fork)"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "pyarrow"
 version = "7.0.0"
@@ -406,6 +752,45 @@ category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
+[[package]]
+name = "pycparser"
+version = "2.21"
+description = "C parser in Python"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "pycryptodome"
+version = "3.14.1"
+description = "Cryptographic library for Python"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "pydantic"
+version = "1.9.0"
+description = "Data validation and settings management using python 3.6 type hinting"
+category = "main"
+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 = "pydub"
+version = "0.25.1"
+description = "Manipulate audio with an simple and easy high level interface"
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "pyflakes"
 version = "2.4.0"
@@ -414,6 +799,21 @@ category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
+[[package]]
+name = "pynacl"
+version = "1.5.0"
+description = "Python binding to the Networking and Cryptography (NaCl) library"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = ">=1.4.1"
+
+[package.extras]
+docs = ["sphinx (>=1.6.5)", "sphinx-rtd-theme"]
+tests = ["pytest (>=3.2.1,!=3.3.0)", "hypothesis (>=3.27.0)"]
+
 [[package]]
 name = "pyparsing"
 version = "3.0.7"
@@ -447,6 +847,17 @@ python-versions = ">=3.5"
 [package.extras]
 cli = ["click (>=5.0)"]
 
+[[package]]
+name = "python-multipart"
+version = "0.0.5"
+description = "A streaming multipart parser for Python"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = ">=1.4.0"
+
 [[package]]
 name = "pytz"
 version = "2021.3"
@@ -519,6 +930,22 @@ regex = "*"
 six = "*"
 tqdm = "*"
 
+[[package]]
+name = "setuptools-scm"
+version = "6.4.2"
+description = "the blessed package to manage your versions by scm tags"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+packaging = ">=20.0"
+tomli = ">=1.0.0"
+
+[package.extras]
+test = ["pytest (>=6.2)", "virtualenv (>20)"]
+toml = ["setuptools (>=42)"]
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -527,6 +954,28 @@ category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 
+[[package]]
+name = "sniffio"
+version = "1.2.0"
+description = "Sniff out which async library your code is running under"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "starlette"
+version = "0.17.1"
+description = "The little ASGI library that shines."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+anyio = ">=3.0.0,<4"
+
+[package.extras]
+full = ["itsdangerous", "jinja2", "python-multipart", "pyyaml", "requests"]
+
 [[package]]
 name = "tokenizers"
 version = "0.11.6"
@@ -551,7 +1000,7 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 name = "tomli"
 version = "2.0.1"
 description = "A lil' TOML parser"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 
@@ -649,6 +1098,17 @@ category = "main"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "uc-micro-py"
+version = "1.0.1"
+description = "Micro subset of unicode data files for linkify-it-py projects."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+test = ["coverage", "pytest", "pytest-cov"]
+
 [[package]]
 name = "urllib3"
 version = "1.26.8"
@@ -662,6 +1122,22 @@ brotli = ["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 = "uvicorn"
+version = "0.17.6"
+description = "The lightning-fast ASGI server."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+asgiref = ">=3.4.0"
+click = ">=7.0"
+h11 = ">=0.8"
+
+[package.extras]
+standard = ["websockets (>=10.0)", "httptools (>=0.4.0)", "watchgod (>=0.6)", "python-dotenv (>=0.13)", "PyYAML (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "colorama (>=0.4)"]
+
 [[package]]
 name = "xxhash"
 version = "3.0.0"
@@ -685,7 +1161,7 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.8"
-content-hash = "7fadbb5aabac268ecd27c257e2c8f651d26896e78c9cc0ea7e61a8b6ec61c84c"
+content-hash = "f9cd67e84579566c7d72a536f9330ec56818e74e923f1772eb4f1621c4f9407f"
 
 [metadata.files]
 aiohttp = [
@@ -766,6 +1242,18 @@ aiosignal = [
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 ]
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+]
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+]
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+]
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 ]
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+]
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+    {file = "PyNaCl-1.5.0.tar.gz", hash = "sha256:8ac7448f09ab85811607bdd21ec2464495ac8b7c66d146bf545b0f08fb9220ba"},
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 pyparsing = [
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@@ -1130,6 +2043,9 @@ python-dotenv = [
     {file = "python-dotenv-0.19.2.tar.gz", hash = "sha256:a5de49a31e953b45ff2d2fd434bbc2670e8db5273606c1e737cc6b93eff3655f"},
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 ]
+python-multipart = [
+    {file = "python-multipart-0.0.5.tar.gz", hash = "sha256:f7bb5f611fc600d15fa47b3974c8aa16e93724513b49b5f95c81e6624c83fa43"},
+]
 pytz = [
     {file = "pytz-2021.3-py2.py3-none-any.whl", hash = "sha256:3672058bc3453457b622aab7a1c3bfd5ab0bdae451512f6cf25f64ed37f5b87c"},
     {file = "pytz-2021.3.tar.gz", hash = "sha256:acad2d8b20a1af07d4e4c9d2e9285c5ed9104354062f275f3fcd88dcef4f1326"},
@@ -1256,10 +2172,22 @@ responses = [
 sacremoses = [
     {file = "sacremoses-0.0.47-py2.py3-none-any.whl", hash = "sha256:7622c6e9fe12d45b7acf4528451bd054c1557c1f6779398f9cd9f28332d92a0b"},
 ]
+setuptools-scm = [
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+    {file = "setuptools_scm-6.4.2.tar.gz", hash = "sha256:6833ac65c6ed9711a4d5d2266f8024cfa07c533a0e55f4c12f6eff280a5a9e30"},
+]
 six = [
     {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
 ]
+sniffio = [
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+    {file = "sniffio-1.2.0.tar.gz", hash = "sha256:c4666eecec1d3f50960c6bdf61ab7bc350648da6c126e3cf6898d8cd4ddcd3de"},
+]
+starlette = [
+    {file = "starlette-0.17.1-py3-none-any.whl", hash = "sha256:26a18cbda5e6b651c964c12c88b36d9898481cd428ed6e063f5f29c418f73050"},
+    {file = "starlette-0.17.1.tar.gz", hash = "sha256:57eab3cc975a28af62f6faec94d355a410634940f10b30d68d31cb5ec1b44ae8"},
+]
 tokenizers = [
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@@ -1341,10 +2269,18 @@ typing-extensions = [
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 ]
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+    {file = "uc_micro_py-1.0.1-py3-none-any.whl", hash = "sha256:316cfb8b6862a0f1d03540f0ae6e7b033ff1fa0ddbe60c12cbe0d4cec846a69f"},
+]
 urllib3 = [
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 ]
+uvicorn = [
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+    {file = "uvicorn-0.17.6.tar.gz", hash = "sha256:5180f9d059611747d841a4a4c4ab675edf54c8489e97f96d0583ee90ac3bfc23"},
+]
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pyproject.toml

@@ -13,6 +13,8 @@ datasets = "^1.18.4"
 faiss-cpu = "^1.7.2"
 python-dotenv = "^0.19.2"
 elasticsearch = "^8.1.0"
+gradio = {extras = ["Jinja2"], version = "^2.9.0"}
+Jinja2 = "^3.1.1"
 
 [tool.poetry.dev-dependencies]
 flake8 = "^4.0.1"

query.py

@@ -2,7 +2,7 @@ import argparse
 import torch
 import transformers
 
-from typing import List
+from typing import List, cast
 from datasets import load_dataset, DatasetDict
 from dotenv import load_dotenv
 
@@ -10,7 +10,7 @@ from src.readers.dpr_reader import DprReader
 from src.retrievers.base_retriever import Retriever
 from src.retrievers.es_retriever import ESRetriever
 from src.retrievers.faiss_retriever import FaissRetriever
-from src.utils.preprocessing import result_to_reader_input
+from src.utils.preprocessing import context_to_reader_input
 from src.utils.log import get_logger
 
 
@@ -25,7 +25,7 @@ def print_name(contexts: dict, section: str, id: int):
         print(f"      {section}: {name}")
 
 
-def print_answers(answers: List[tuple], scores: List[float], contexts: dict):
+def get_scores(answers: List[tuple], scores: List[float], contexts: dict):
     # calculate answer scores
     sm = torch.nn.Softmax(dim=0)
     d_scores = sm(torch.Tensor(
@@ -33,6 +33,12 @@ def print_answers(answers: List[tuple], scores: List[float], contexts: dict):
     s_scores = sm(torch.Tensor(
         [pred.span_score for pred in answers]))
 
+    return d_scores, s_scores
+
+
+def print_answers(answers: List[tuple], scores: List[float], contexts: dict):
+    d_scores, s_scores = get_scores(answers, scores, contexts)
+
     for pos, answer in enumerate(answers):
         print(f"{pos + 1:>4}. {answer.text}")
         print(f"      {'-' * len(answer.text)}")
@@ -45,18 +51,32 @@ def print_answers(answers: List[tuple], scores: List[float], contexts: dict):
         print()
 
 
+def probe(query: str, retriever: Retriever, reader: DprReader, num_answers: int = 5):
+    scores, contexts = retriever.retrieve(query)
+    reader_input = context_to_reader_input(contexts)
+    answers = reader.read(query, reader_input, num_answers)
+
+    return answers, scores, contexts
+
+
+def default_probe(query: str):
+    # default probe is a probe that prints 5 answers with faiss
+    dataset = cast(DatasetDict, load_dataset("GroNLP/ik-nlp-22_slp"))
+    retriever = get_retriever("faiss", dataset)
+    reader = DprReader()
+
+    return probe(query, retriever, reader)
+
+
 def main(args: argparse.Namespace):
     # Initialize dataset
-    dataset = load_dataset("GroNLP/ik-nlp-22_slp")
+    dataset = cast(DatasetDict, load_dataset("GroNLP/ik-nlp-22_slp"))
 
     # Retrieve
     retriever = get_retriever(args.retriever, dataset)
-    scores, contexts = retriever.retrieve(args.query)
-
-    # Read
     reader = DprReader()
-    reader_input = result_to_reader_input(contexts)
-    answers = reader.read(args.query, reader_input, num_answers=args.top)
+    answers, scores, contexts = probe(
+        args.query, retriever, reader, args.num_answers)
 
     # Print output
     print_answers(answers, scores, contexts)

requirements.txt

@@ -0,0 +1,1114 @@
+aiohttp==3.8.1; python_version >= "3.7" \
+    --hash=sha256:1ed0b6477896559f17b9eaeb6d38e07f7f9ffe40b9f0f9627ae8b9926ae260a8 \
+    --hash=sha256:7dadf3c307b31e0e61689cbf9e06be7a867c563d5a63ce9dca578f956609abf8 \
+    --hash=sha256:a79004bb58748f31ae1cbe9fa891054baaa46fb106c2dc7af9f8e3304dc30316 \
+    --hash=sha256:12de6add4038df8f72fac606dff775791a60f113a725c960f2bab01d8b8e6b15 \
+    --hash=sha256:6f0d5f33feb5f69ddd57a4a4bd3d56c719a141080b445cbf18f238973c5c9923 \
+    --hash=sha256:eaba923151d9deea315be1f3e2b31cc39a6d1d2f682f942905951f4e40200922 \
+    --hash=sha256:099ebd2c37ac74cce10a3527d2b49af80243e2a4fa39e7bce41617fbc35fa3c1 \
+    --hash=sha256:2e5d962cf7e1d426aa0e528a7e198658cdc8aa4fe87f781d039ad75dcd52c516 \
+    --hash=sha256:fa0ffcace9b3aa34d205d8130f7873fcfefcb6a4dd3dd705b0dab69af6712642 \
+    --hash=sha256:61bfc23df345d8c9716d03717c2ed5e27374e0fe6f659ea64edcd27b4b044cf7 \
+    --hash=sha256:31560d268ff62143e92423ef183680b9829b1b482c011713ae941997921eebc8 \
+    --hash=sha256:01d7bdb774a9acc838e6b8f1d114f45303841b89b95984cbb7d80ea41172a9e3 \
+    --hash=sha256:97ef77eb6b044134c0b3a96e16abcb05ecce892965a2124c566af0fd60f717e2 \
+    --hash=sha256:c2aef4703f1f2ddc6df17519885dbfa3514929149d3ff900b73f45998f2532fa \
+    --hash=sha256:713ac174a629d39b7c6a3aa757b337599798da4c1157114a314e4e391cd28e32 \
+    --hash=sha256:473d93d4450880fe278696549f2e7aed8cd23708c3c1997981464475f32137db \
+    --hash=sha256:99b5eeae8e019e7aad8af8bb314fb908dd2e028b3cdaad87ec05095394cce632 \
+    --hash=sha256:3af642b43ce56c24d063325dd2cf20ee012d2b9ba4c3c008755a301aaea720ad \
+    --hash=sha256:c3630c3ef435c0a7c549ba170a0633a56e92629aeed0e707fec832dee313fb7a \
+    --hash=sha256:4a4a4e30bf1edcad13fb0804300557aedd07a92cabc74382fdd0ba6ca2661091 \
+    --hash=sha256:6f8b01295e26c68b3a1b90efb7a89029110d3a4139270b24fda961893216c440 \
+    --hash=sha256:a25fa703a527158aaf10dafd956f7d42ac6d30ec80e9a70846253dd13e2f067b \
+    --hash=sha256:5bfde62d1d2641a1f5173b8c8c2d96ceb4854f54a44c23102e2ccc7e02f003ec \
+    --hash=sha256:51467000f3647d519272392f484126aa716f747859794ac9924a7aafa86cd411 \
+    --hash=sha256:03a6d5349c9ee8f79ab3ff3694d6ce1cfc3ced1c9d36200cb8f08ba06bd3b782 \
+    --hash=sha256:102e487eeb82afac440581e5d7f8f44560b36cf0bdd11abc51a46c1cd88914d4 \
+    --hash=sha256:4aed991a28ea3ce320dc8ce655875e1e00a11bdd29fe9444dd4f88c30d558602 \
+    --hash=sha256:b0e20cddbd676ab8a64c774fefa0ad787cc506afd844de95da56060348021e96 \
+    --hash=sha256:37951ad2f4a6df6506750a23f7cbabad24c73c65f23f72e95897bb2cecbae676 \
+    --hash=sha256:5c23b1ad869653bc818e972b7a3a79852d0e494e9ab7e1a701a3decc49c20d51 \
+    --hash=sha256:15b09b06dae900777833fe7fc4b4aa426556ce95847a3e8d7548e2d19e34edb8 \
+    --hash=sha256:477c3ea0ba410b2b56b7efb072c36fa91b1e6fc331761798fa3f28bb224830dd \
+    --hash=sha256:2f2f69dca064926e79997f45b2f34e202b320fd3782f17a91941f7eb85502ee2 \
+    --hash=sha256:ef9612483cb35171d51d9173647eed5d0069eaa2ee812793a75373447d487aa4 \
+    --hash=sha256:6d69f36d445c45cda7b3b26afef2fc34ef5ac0cdc75584a87ef307ee3c8c6d00 \
+    --hash=sha256:55c3d1072704d27401c92339144d199d9de7b52627f724a949fc7d5fc56d8b93 \
+    --hash=sha256:b9d00268fcb9f66fbcc7cd9fe423741d90c75ee029a1d15c09b22d23253c0a44 \
+    --hash=sha256:07b05cd3305e8a73112103c834e91cd27ce5b4bd07850c4b4dbd1877d3f45be7 \
+    --hash=sha256:c34dc4958b232ef6188c4318cb7b2c2d80521c9a56c52449f8f93ab7bc2a8a1c \
+    --hash=sha256:d2f9b69293c33aaa53d923032fe227feac867f81682f002ce33ffae978f0a9a9 \
+    --hash=sha256:6ae828d3a003f03ae31915c31fa684b9890ea44c9c989056fea96e3d12a9fa17 \
+    --hash=sha256:0c7ebbbde809ff4e970824b2b6cb7e4222be6b95a296e46c03cf050878fc1785 \
+    --hash=sha256:8b7ef7cbd4fec9a1e811a5de813311ed4f7ac7d93e0fda233c9b3e1428f7dd7b \
+    --hash=sha256:c3d6a4d0619e09dcd61021debf7059955c2004fa29f48788a3dfaf9c9901a7cd \
+    --hash=sha256:718626a174e7e467f0558954f94af117b7d4695d48eb980146016afa4b580b2e \
+    --hash=sha256:589c72667a5febd36f1315aa6e5f56dd4aa4862df295cb51c769d16142ddd7cd \
+    --hash=sha256:2ed076098b171573161eb146afcb9129b5ff63308960aeca4b676d9d3c35e700 \
+    --hash=sha256:086f92daf51a032d062ec5f58af5ca6a44d082c35299c96376a41cbb33034675 \
+    --hash=sha256:11691cf4dc5b94236ccc609b70fec991234e7ef8d4c02dd0c9668d1e486f5abf \
+    --hash=sha256:31d1e1c0dbf19ebccbfd62eff461518dcb1e307b195e93bba60c965a4dcf1ba0 \
+    --hash=sha256:11a67c0d562e07067c4e86bffc1553f2cf5b664d6111c894671b2b8712f3aba5 \
+    --hash=sha256:bb01ba6b0d3f6c68b89fce7305080145d4877ad3acaed424bae4d4ee75faa950 \
+    --hash=sha256:44db35a9e15d6fe5c40d74952e803b1d96e964f683b5a78c3cc64eb177878155 \
+    --hash=sha256:844a9b460871ee0a0b0b68a64890dae9c415e513db0f4a7e3cab41a0f2fedf33 \
+    --hash=sha256:7d08744e9bae2ca9c382581f7dce1273fe3c9bae94ff572c3626e8da5b193c6a \
+    --hash=sha256:04d48b8ce6ab3cf2097b1855e1505181bdd05586ca275f2505514a6e274e8e75 \
+    --hash=sha256:f5315a2eb0239185af1bddb1abf472d877fede3cc8d143c6cddad37678293237 \
+    --hash=sha256:a996d01ca39b8dfe77440f3cd600825d05841088fd6bc0144cc6c2ec14cc5f74 \
+    --hash=sha256:13487abd2f761d4be7c8ff9080de2671e53fff69711d46de703c310c4c9317ca \
+    --hash=sha256:ea302f34477fda3f85560a06d9ebdc7fa41e82420e892fc50b577e35fc6a50b2 \
+    --hash=sha256:a2f635ce61a89c5732537a7896b6319a8fcfa23ba09bec36e1b1ac0ab31270d2 \
+    --hash=sha256:e999f2d0e12eea01caeecb17b653f3713d758f6dcc770417cf29ef08d3931421 \
+    --hash=sha256:0770e2806a30e744b4e21c9d73b7bee18a1cfa3c47991ee2e5a65b887c49d5cf \
+    --hash=sha256:d15367ce87c8e9e09b0f989bfd72dc641bcd04ba091c68cd305312d00962addd \
+    --hash=sha256:6c7cefb4b0640703eb1069835c02486669312bf2f12b48a748e0a7756d0de33d \
+    --hash=sha256:71927042ed6365a09a98a6377501af5c9f0a4d38083652bcd2281a06a5976724 \
+    --hash=sha256:28d490af82bc6b7ce53ff31337a18a10498303fe66f701ab65ef27e143c3b0ef \
+    --hash=sha256:b6613280ccedf24354406caf785db748bebbddcf31408b20c0b48cb86af76866 \
+    --hash=sha256:81e3d8c34c623ca4e36c46524a3530e99c0bc95ed068fd6e9b55cb721d408fb2 \
+    --hash=sha256:7187a76598bdb895af0adbd2fb7474d7f6025d170bc0a1130242da817ce9e7d1 \
+    --hash=sha256:1c182cb873bc91b411e184dab7a2b664d4fea2743df0e4d57402f7f3fa644bac \
+    --hash=sha256:fc5471e1a54de15ef71c1bc6ebe80d4dc681ea600e68bfd1cbce40427f0b7578
+aiosignal==1.2.0; python_version >= "3.6" \
+    --hash=sha256:26e62109036cd181df6e6ad646f91f0dcfd05fe16d0cb924138ff2ab75d64e3a \
+    --hash=sha256:78ed67db6c7b7ced4f98e495e572106d5c432a93e1ddd1bf475e1dc05f5b7df2
+analytics-python==1.4.0 \
+    --hash=sha256:a65141ab6e47db396f5bc5708b1db93ff9a99882d81fe808228afd5ebb6dfe5f \
+    --hash=sha256:3bff972beeb8a3f26607ccd9153484aa4f12eeeea4a693be685bf45aa66ddf99
+anyio==3.5.0; python_version >= "3.6" and python_full_version >= "3.6.2" \
+    --hash=sha256:b5fa16c5ff93fa1046f2eeb5bbff2dad4d3514d6cda61d02816dba34fa8c3c2e \
+    --hash=sha256:a0aeffe2fb1fdf374a8e4b471444f0f3ac4fb9f5a5b542b48824475e0042a5a6
+asgiref==3.5.0; python_version >= "3.7" \
+    --hash=sha256:88d59c13d634dcffe0510be048210188edd79aeccb6a6c9028cdad6f31d730a9 \
+    --hash=sha256:2f8abc20f7248433085eda803936d98992f1343ddb022065779f37c5da0181d0
+async-timeout==4.0.2; python_version >= "3.6" \
+    --hash=sha256:2163e1640ddb52b7a8c80d0a67a08587e5d245cc9c553a74a847056bc2976b15 \
+    --hash=sha256:8ca1e4fcf50d07413d66d1a5e416e42cfdf5851c981d679a09851a6853383b3c
+attrs==21.4.0; python_version >= "3.6" and python_full_version < "3.0.0" and python_version < "4.0" or python_full_version >= "3.5.0" and python_version >= "3.6" and python_version < "4.0" \
+    --hash=sha256:2d27e3784d7a565d36ab851fe94887c5eccd6a463168875832a1be79c82828b4 \
+    --hash=sha256:626ba8234211db98e869df76230a137c4c40a12d72445c45d5f5b716f076e2fd
+backoff==1.10.0; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" \
+    --hash=sha256:5e73e2cbe780e1915a204799dba0a01896f45f4385e636bcca7a0614d879d0cd \
+    --hash=sha256:b8fba021fac74055ac05eb7c7bfce4723aedde6cd0a504e5326bcb0bdd6d19a4
+bcrypt==3.2.0; python_version >= "3.6" \
+    --hash=sha256:b589229207630484aefe5899122fb938a5b017b0f4349f769b8c13e78d99a8fd \
+    --hash=sha256:c95d4cbebffafcdd28bd28bb4e25b31c50f6da605c81ffd9ad8a3d1b2ab7b1b6 \
+    --hash=sha256:63d4e3ff96188e5898779b6057878fecf3f11cfe6ec3b313ea09955d587ec7a7 \
+    --hash=sha256:cd1ea2ff3038509ea95f687256c46b79f5fc382ad0aa3664d200047546d511d1 \
+    --hash=sha256:cdcdcb3972027f83fe24a48b1e90ea4b584d35f1cc279d76de6fc4b13376239d \
+    --hash=sha256:a0584a92329210fcd75eb8a3250c5a941633f8bfaf2a18f81009b097732839b7 \
+    --hash=sha256:56e5da069a76470679f312a7d3d23deb3ac4519991a0361abc11da837087b61d \
+    --hash=sha256:a67fb841b35c28a59cebed05fbd3e80eea26e6d75851f0574a9273c80f3e9b55 \
+    --hash=sha256:81fec756feff5b6818ea7ab031205e1d323d8943d237303baca2c5f9c7846f34 \
+    --hash=sha256:5b93c1726e50a93a033c36e5ca7fdcd29a5c7395af50a6892f5d9e7c6cfbfb29
+certifi==2021.10.8; python_version >= "3.6" and python_version < "4" and python_full_version >= "3.6.0" \
+    --hash=sha256:d62a0163eb4c2344ac042ab2bdf75399a71a2d8c7d47eac2e2ee91b9d6339569 \
+    --hash=sha256:78884e7c1d4b00ce3cea67b44566851c4343c120abd683433ce934a68ea58872
+cffi==1.15.0; python_version >= "3.6" \
+    --hash=sha256:c2502a1a03b6312837279c8c1bd3ebedf6c12c4228ddbad40912d671ccc8a962 \
+    --hash=sha256:23cfe892bd5dd8941608f93348c0737e369e51c100d03718f108bf1add7bd6d0 \
+    --hash=sha256:41d45de54cd277a7878919867c0f08b0cf817605e4eb94093e7516505d3c8d14 \
+    --hash=sha256:4a306fa632e8f0928956a41fa8e1d6243c71e7eb59ffbd165fc0b41e316b2474 \
+    --hash=sha256:e7022a66d9b55e93e1a845d8c9eba2a1bebd4966cd8bfc25d9cd07d515b33fa6 \
+    --hash=sha256:14cd121ea63ecdae71efa69c15c5543a4b5fbcd0bbe2aad864baca0063cecf27 \
+    --hash=sha256:d4d692a89c5cf08a8557fdeb329b82e7bf609aadfaed6c0d79f5a449a3c7c023 \
+    --hash=sha256:0104fb5ae2391d46a4cb082abdd5c69ea4eab79d8d44eaaf79f1b1fd806ee4c2 \
+    --hash=sha256:91ec59c33514b7c7559a6acda53bbfe1b283949c34fe7440bcf917f96ac0723e \
+    --hash=sha256:f5c7150ad32ba43a07c4479f40241756145a1f03b43480e058cfd862bf5041c7 \
+    --hash=sha256:00c878c90cb53ccfaae6b8bc18ad05d2036553e6d9d1d9dbcf323bbe83854ca3 \
+    --hash=sha256:abb9a20a72ac4e0fdb50dae135ba5e77880518e742077ced47eb1499e29a443c \
+    --hash=sha256:a5263e363c27b653a90078143adb3d076c1a748ec9ecc78ea2fb916f9b861962 \
+    --hash=sha256:f54a64f8b0c8ff0b64d18aa76675262e1700f3995182267998c31ae974fbc382 \
+    --hash=sha256:c21c9e3896c23007803a875460fb786118f0cdd4434359577ea25eb556e34c55 \
+    --hash=sha256:5e069f72d497312b24fcc02073d70cb989045d1c91cbd53979366077959933e0 \
+    --hash=sha256:64d4ec9f448dfe041705426000cc13e34e6e5bb13736e9fd62e34a0b0c41566e \
+    --hash=sha256:2756c88cbb94231c7a147402476be2c4df2f6078099a6f4a480d239a8817ae39 \
+    --hash=sha256:3b96a311ac60a3f6be21d2572e46ce67f09abcf4d09344c49274eb9e0bf345fc \
+    --hash=sha256:75e4024375654472cc27e91cbe9eaa08567f7fbdf822638be2814ce059f58032 \
+    --hash=sha256:59888172256cac5629e60e72e86598027aca6bf01fa2465bdb676d37636573e8 \
+    --hash=sha256:27c219baf94952ae9d50ec19651a687b826792055353d07648a5695413e0c605 \
+    --hash=sha256:4958391dbd6249d7ad855b9ca88fae690783a6be9e86df65865058ed81fc860e \
+    --hash=sha256:f6f824dc3bce0edab5f427efcfb1d63ee75b6fcb7282900ccaf925be84efb0fc \
+    --hash=sha256:06c48159c1abed75c2e721b1715c379fa3200c7784271b3c46df01383b593636 \
+    --hash=sha256:c2051981a968d7de9dd2d7b87bcb9c939c74a34626a6e2f8181455dd49ed69e4 \
+    --hash=sha256:fd8a250edc26254fe5b33be00402e6d287f562b6a5b2152dec302fa15bb3e997 \
+    --hash=sha256:91d77d2a782be4274da750752bb1650a97bfd8f291022b379bb8e01c66b4e96b \
+    --hash=sha256:45db3a33139e9c8f7c09234b5784a5e33d31fd6907800b316decad50af323ff2 \
+    --hash=sha256:263cc3d821c4ab2213cbe8cd8b355a7f72a8324577dc865ef98487c1aeee2bc7 \
+    --hash=sha256:17771976e82e9f94976180f76468546834d22a7cc404b17c22df2a2c81db0c66 \
+    --hash=sha256:3415c89f9204ee60cd09b235810be700e993e343a408693e80ce7f6a40108029 \
+    --hash=sha256:4238e6dab5d6a8ba812de994bbb0a79bddbdf80994e4ce802b6f6f3142fcc880 \
+    --hash=sha256:0808014eb713677ec1292301ea4c81ad277b6cdf2fdd90fd540af98c0b101d20 \
+    --hash=sha256:57e9ac9ccc3101fac9d6014fba037473e4358ef4e89f8e181f8951a2c0162024 \
+    --hash=sha256:8b6c2ea03845c9f501ed1313e78de148cd3f6cad741a75d43a29b43da27f2e1e \
+    --hash=sha256:10dffb601ccfb65262a27233ac273d552ddc4d8ae1bf93b21c94b8511bffe728 \
+    --hash=sha256:786902fb9ba7433aae840e0ed609f45c7bcd4e225ebb9c753aa39725bb3e6ad6 \
+    --hash=sha256:da5db4e883f1ce37f55c667e5c0de439df76ac4cb55964655906306918e7363c \
+    --hash=sha256:181dee03b1170ff1969489acf1c26533710231c58f95534e3edac87fff06c443 \
+    --hash=sha256:45e8636704eacc432a206ac7345a5d3d2c62d95a507ec70d62f23cd91770482a \
+    --hash=sha256:31fb708d9d7c3f49a60f04cf5b119aeefe5644daba1cd2a0fe389b674fd1de37 \
+    --hash=sha256:6dc2737a3674b3e344847c8686cf29e500584ccad76204efea14f451d4cc669a \
+    --hash=sha256:74fdfdbfdc48d3f47148976f49fab3251e550a8720bebc99bf1483f5bfb5db3e \
+    --hash=sha256:ffaa5c925128e29efbde7301d8ecaf35c8c60ffbcd6a1ffd3a552177c8e5e796 \
+    --hash=sha256:3f7d084648d77af029acb79a0ff49a0ad7e9d09057a9bf46596dac9514dc07df \
+    --hash=sha256:ef1f279350da2c586a69d32fc8733092fd32cc8ac95139a00377841f59a3f8d8 \
+    --hash=sha256:2a23af14f408d53d5e6cd4e3d9a24ff9e05906ad574822a10563efcef137979a \
+    --hash=sha256:3773c4d81e6e818df2efbc7dd77325ca0dcb688116050fb2b3011218eda36139 \
+    --hash=sha256:920f0d66a896c2d99f0adbb391f990a84091179542c205fa53ce5787aff87954
+charset-normalizer==2.0.12; python_version >= "3.6" and python_full_version >= "3.6.0" and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0") \
+    --hash=sha256:2857e29ff0d34db842cd7ca3230549d1a697f96ee6d3fb071cfa6c7393832597 \
+    --hash=sha256:6881edbebdb17b39b4eaaa821b438bf6eddffb4468cf344f09f89def34a8b1df
+click==8.0.4; python_version >= "3.7" and python_full_version >= "3.6.0" \
+    --hash=sha256:6a7a62563bbfabfda3a38f3023a1db4a35978c0abd76f6c9605ecd6554d6d9b1 \
+    --hash=sha256:8458d7b1287c5fb128c90e23381cf99dcde74beaf6c7ff6384ce84d6fe090adb
+colorama==0.4.4; platform_system == "Windows" and python_full_version >= "3.6.0" and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.4.0") and python_version >= "3.7" \
+    --hash=sha256:9f47eda37229f68eee03b24b9748937c7dc3868f906e8ba69fbcbdd3bc5dc3e2 \
+    --hash=sha256:5941b2b48a20143d2267e95b1c2a7603ce057ee39fd88e7329b0c292aa16869b
+cryptography==36.0.2; python_version >= "3.6" \
+    --hash=sha256:4e2dddd38a5ba733be6a025a1475a9f45e4e41139d1321f412c6b360b19070b6 \
+    --hash=sha256:4881d09298cd0b669bb15b9cfe6166f16fc1277b4ed0d04a22f3d6430cb30f1d \
+    --hash=sha256:ea634401ca02367c1567f012317502ef3437522e2fc44a3ea1844de028fa4b84 \
+    --hash=sha256:7be666cc4599b415f320839e36367b273db8501127b38316f3b9f22f17a0b815 \
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+    --hash=sha256:c2c5250ff0d36fd58550252f54915776940e4e866f38f3a7866d92b32a654b86 \
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+    --hash=sha256:32db5cc49c73f39aac27574522cecd0a4bb7384e71198bc65a0d23f901e89bb7 \
+    --hash=sha256:d2b3d199647468d410994dbeb8cec5816fb74feb9368aedf300af709ef507e3e \
+    --hash=sha256:da73d095f8590ad437cd5e9faf6628a218aa7c387e1fdf67b888b47ba56a17f0 \
+    --hash=sha256:0a3bf09bb0b7a2c93ce7b98cb107e9170a90c51a0162a20af1c61c765b90e60b \
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+    --hash=sha256:82740818f2f240a5da8dfb8943b360e4f24022b093207160c77cadade47d7c85 \
+    --hash=sha256:1f64a62b3b75e4005df19d3b5235abd43fa6358d5516cfc43d87aeba8d08dd51 \
+    --hash=sha256:e167b6b710c7f7bc54e67ef593f8731e1f45aa35f8a8a7b72d6e42ec76afd4b3 \
+    --hash=sha256:70f8f4f7bb2ac9f340655cbac89d68c527af5bb4387522a8413e841e3e6628c9
+cycler==0.11.0; python_version >= "3.7" \
+    --hash=sha256:3a27e95f763a428a739d2add979fa7494c912a32c17c4c38c4d5f082cad165a3 \
+    --hash=sha256:9c87405839a19696e837b3b818fed3f5f69f16f1eec1a1ad77e043dcea9c772f
+datasets==1.18.4 \
+    --hash=sha256:e13695ad7aeda2af4430ac1a0b62def9c4b60bb4cc14dbaa240e6683cac50c49 \
+    --hash=sha256:8f28a7afc2f894c68cb017335a32812f443fe41bc59c089cbd15d7412d3f7f96
+dill==0.3.4; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.1.0" \
+    --hash=sha256:7e40e4a70304fd9ceab3535d36e58791d9c4a776b38ec7f7ec9afc8d3dca4d4f \
+    --hash=sha256:9f9734205146b2b353ab3fec9af0070237b6ddae78452af83d2fca84d739e675
+elastic-transport==8.1.0; python_version >= "3.6" and python_version < "4" \
+    --hash=sha256:769ee4c7b28d270cdbce71359973b88129ac312b13be95b4f7479e35c49d9455 \
+    --hash=sha256:0bb2ae3d13348e9e4587ca1f17cd813a528a7cc07f879505f56d69c81823b660
+elasticsearch==8.1.0; python_version >= "3.6" and python_version < "4" \
+    --hash=sha256:11e36565dfdf649b7911c2d3cb1f15b99267acfb7f82e94e7613c0323a9936e9 \
+    --hash=sha256:648d1c707a632279535356d2762cbc63ae728c4633211fe160f43f87a3e1cdcd
+faiss-cpu==1.7.2 \
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+    --hash=sha256:b7461f989d757917a3e6dc81eb171d0b563eb98d23ebaf7fc6684d0093ba267e \
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+    --hash=sha256:f98215a3c29e905e63fa5890e78c91e03f59d114d2f474d66c1105a78b140674 \
+    --hash=sha256:ea2ebf539bddb4a0ef3fa3aedabe2a0715a5009bb200e7b55faab81732a69b96 \
+    --hash=sha256:3ef5cceaebb10015956242beb7cd144097d9b351bdf7d266e940d97a4d00b6d8 \
+    --hash=sha256:53ff9b0ea102697c043620b95438fea70ecb875f8652fb9445a4fb01d7d86a0d \
+    --hash=sha256:15b77e3aa14544c0f2189c9cde7aa4e876586bd0c0d1c1b89b52a954d6752d2a \
+    --hash=sha256:a8a55bbd52c74de741df48732895c77baa3230fd9c7a01647ff420807b5e2273 \
+    --hash=sha256:9492c98990b1184de0edf5232e5ab8c2a1ceebc54d0fc30e3fac9d75a4914985
+fastapi==0.75.0; python_full_version >= "3.6.1" \
+    --hash=sha256:43d12891b78fc497a50623e9c7c24640c569489f060acd9ce2c4902080487a93 \
+    --hash=sha256:124774ce4cb3322841965f559669b233a0b8d343ea24fdd8b293253c077220d7
+ffmpy==0.3.0 \
+    --hash=sha256:757591581eee25b4a50ac9ffb9b58035a2794533db47e0512f53fb2d7b6f9adc
+filelock==3.6.0; python_version >= "3.7" and python_full_version >= "3.6.0" \
+    --hash=sha256:f8314284bfffbdcfa0ff3d7992b023d4c628ced6feb957351d4c48d059f56bc0 \
+    --hash=sha256:9cd540a9352e432c7246a48fe4e8712b10acb1df2ad1f30e8c070b82ae1fed85
+fonttools==4.31.2; python_version >= "3.7" \
+    --hash=sha256:2df636a3f402ef14593c6811dac0609563b8c374bd7850e76919eb51ea205426 \
+    --hash=sha256:236b29aee6b113e8f7bee28779c1230a86ad2aac9a74a31b0aedf57e7dfb62a4
+frozenlist==1.3.0; python_version >= "3.7" \
+    --hash=sha256:d2257aaba9660f78c7b1d8fea963b68f3feffb1a9d5d05a18401ca9eb3e8d0a3 \
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+    --hash=sha256:ce6f2ba0edb7b0c1d8976565298ad2deba6f8064d2bebb6ffce2ca896eb35b0b
+fsspec==2022.2.0; python_version >= "3.7" \
+    --hash=sha256:eb9c9d9aee49d23028deefffe53e87c55d3515512c63f57e893710301001449a \
+    --hash=sha256:20322c659538501f52f6caa73b08b2ff570b7e8ea30a86559721d090e473ad5c
+gradio==2.9.0 \
+    --hash=sha256:02c3604d8c662dc35a60e75f55c3de175f8e2c30bf868c39e82f8c20a608d80b \
+    --hash=sha256:2cfbde23425c97959291d88ceae55e3d83e1a32915a0e9f7032c8c81bd4f5b63
+h11==0.13.0; python_version >= "3.7" \
+    --hash=sha256:8ddd78563b633ca55346c8cd41ec0af27d3c79931828beffb46ce70a379e7442 \
+    --hash=sha256:70813c1135087a248a4d38cc0e1a0181ffab2188141a93eaf567940c3957ff06
+huggingface-hub==0.4.0; python_full_version >= "3.6.0" \
+    --hash=sha256:808021af1ce1111104973ae54d81738eaf40be6d1e82fc6bdedb82f81c6206e7 \
+    --hash=sha256:f0e3389f8988eb7781b17de520ae7fd0aa50d9823534e3ae55344d943a88ac87
+idna==3.3; python_version >= "3.6" and python_full_version >= "3.6.2" and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0") \
+    --hash=sha256:84d9dd047ffa80596e0f246e2eab0b391788b0503584e8945f2368256d2735ff \
+    --hash=sha256:9d643ff0a55b762d5cdb124b8eaa99c66322e2157b69160bc32796e824360e6d
+jinja2==3.1.1; python_version >= "3.7" \
+    --hash=sha256:539835f51a74a69f41b848a9645dbdc35b4f20a3b601e2d9a7e22947b15ff119 \
+    --hash=sha256:640bed4bb501cbd17194b3cace1dc2126f5b619cf068a726b98192a0fde74ae9
+joblib==1.1.0; python_version >= "3.6" and python_full_version >= "3.6.0" \
+    --hash=sha256:f21f109b3c7ff9d95f8387f752d0d9c34a02aa2f7060c2135f465da0e5160ff6 \
+    --hash=sha256:4158fcecd13733f8be669be0683b96ebdbbd38d23559f54dca7205aea1bf1e35
+kiwisolver==1.4.2; python_version >= "3.7" \
+    --hash=sha256:6e395ece147f0692ca7cdb05a028d31b83b72c369f7b4a2c1798f4b96af1e3d8 \
+    --hash=sha256:0b7f50a1a25361da3440f07c58cd1d79957c2244209e4f166990e770256b6b0b \
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+    --hash=sha256:a007b1638e148c3cfb6bf0bdc4f82776cef0ac487191d093cdc316905e504071 \
+    --hash=sha256:07a017cfa00c9890011628eab2503bee5872f27144936a52eaab449be5eaf032 \
+    --hash=sha256:c207fff63adcdf5a485969131dc70e4b194327666b7e8a87a97fbc4fd80a53b2 \
+    --hash=sha256:373ba9d1d061c76462d74e7de1c0c8e267e9791ee8cfefcf6b0b2495762c370c \
+    --hash=sha256:bfba7c6d5d7c9099ba21f84662b037a0ffd4a5e6b26ac07d19e423e6fdf965a9 \
+    --hash=sha256:19d9bad105dfb34eb539c97b132057a4e709919ec4dd883ece5838bcbf262b80 \
+    --hash=sha256:de989b195c3d636ba000ee4281cd03bb1234635b124bf4cd89eeee9ca8fcb09d \
+    --hash=sha256:7c40b7bbece294ae3a87c1bc2abff0ff9beef41d14188cda94ada7bcea99b0fb \
+    --hash=sha256:d16cce709ebfadc91278a1c005e3c17dd5f71f5098bfae1035149785ea6e9c68 \
+    --hash=sha256:a2c34a93e1d2aa35fbf1485e5010337c72c6791407d03aa5f4eed920343dd360 \
+    --hash=sha256:feba80698173761cddd814fa22e88b0661e98cb810f9f986c54aa34d281e4937 \
+    --hash=sha256:23b616fdc3c74c9fe01d76ce0d1ce872d2d396d8fa8e4899398ad64fb5aa214a \
+    --hash=sha256:4bae31803d708f6f15fd98be6a6ac0b6958fcf68fda3c77a048a4f9073704aae \
+    --hash=sha256:5ff3bd75f38e4c43f1f470f2df7a4d430b821c4ce22be384e1459cb57d6bb013
+multiprocess==0.70.12.2 \
+    --hash=sha256:35d41e410ca2a32977a483ae1f40f86b193b45cecf85567c2fae402fb8bf172e \
+    --hash=sha256:9a02237eae21975155c816883479f72e239d16823a6bc063173d59acec9bcf41 \
+    --hash=sha256:f12a939cd2f01d0a900e7ef2aaee3c351a49fd2297d7f760b537af22727561b8 \
+    --hash=sha256:be3ad3eaf204abc646d85e70e41244f66d88200628a0ab867c8fc206b97cedbf \
+    --hash=sha256:c85ffc38c50c5a4f32f3f3c1a284725b7b5040188f254eba6e572c53d3da525b \
+    --hash=sha256:a9f58945edb234591684c0a181b744a3231643814ef3a8f47cea9a2073b4b2bb \
+    --hash=sha256:0e0a5ae4bd84e4c22baddf824d3b8168214f8c1cce51e2cb080421cb1f7b04d1 \
+    --hash=sha256:916a314a1e0f3454033d59672ba6181fa45948ab1091d68cdd479258576e7b27 \
+    --hash=sha256:b3f866f7d9c7acc1a9cb1b6063a29f5cb140ff545b35b71fd4bfdac6f19d75fa \
+    --hash=sha256:6aa67e805e50b6e9dfc56dd0f0c85ac3409e6791d4ec5405c5f9bc0a47d745a4 \
+    --hash=sha256:85941e650c277af44fc82e3e97faacb920e5ce3615238b540cbad4012d6f60e9 \
+    --hash=sha256:6f812a1d3f198b7cacd63983f60e2dc1338bd4450893f90c435067b5a3127e6f \
+    --hash=sha256:206bb9b97b73f87fec1ed15a19f8762950256aa84225450abc7150d02855a083
+numpy==1.22.3; python_version >= "3.8" \
+    --hash=sha256:92bfa69cfbdf7dfc3040978ad09a48091143cffb778ec3b03fa170c494118d75 \
+    --hash=sha256:8251ed96f38b47b4295b1ae51631de7ffa8260b5b087808ef09a39a9d66c97ab \
+    --hash=sha256:48a3aecd3b997bf452a2dedb11f4e79bc5bfd21a1d4cc760e703c31d57c84b3e \
+    --hash=sha256:a3bae1a2ed00e90b3ba5f7bd0a7c7999b55d609e0c54ceb2b076a25e345fa9f4 \
+    --hash=sha256:08d9b008d0156c70dc392bb3ab3abb6e7a711383c3247b410b39962263576cd4 \
+    --hash=sha256:201b4d0552831f7250a08d3b38de0d989d6f6e4658b709a02a73c524ccc6ffce \
+    --hash=sha256:f8c1f39caad2c896bc0018f699882b345b2a63708008be29b1f355ebf6f933fe \
+    --hash=sha256:568dfd16224abddafb1cbcce2ff14f522abe037268514dd7e42c6776a1c3f8e5 \
+    --hash=sha256:3ca688e1b9b95d80250bca34b11a05e389b1420d00e87a0d12dc45f131f704a1 \
+    --hash=sha256:e7927a589df200c5e23c57970bafbd0cd322459aa7b1ff73b7c2e84d6e3eae62 \
+    --hash=sha256:07a8c89a04997625236c5ecb7afe35a02af3896c8aa01890a849913a2309c676 \
+    --hash=sha256:2c10a93606e0b4b95c9b04b77dc349b398fdfbda382d2a39ba5a822f669a0123 \
+    --hash=sha256:fade0d4f4d292b6f39951b6836d7a3c7ef5b2347f3c420cd9820a1d90d794802 \
+    --hash=sha256:5bfb1bb598e8229c2d5d48db1860bcf4311337864ea3efdbe1171fb0c5da515d \
+    --hash=sha256:97098b95aa4e418529099c26558eeb8486e66bd1e53a6b606d684d0c3616b168 \
+    --hash=sha256:fdf3c08bce27132395d3c3ba1503cac12e17282358cb4bddc25cc46b0aca07aa \
+    --hash=sha256:639b54cdf6aa4f82fe37ebf70401bbb74b8508fddcf4797f9fe59615b8c5813a \
+    --hash=sha256:c34ea7e9d13a70bf2ab64a2532fe149a9aced424cd05a2c4ba662fd989e3e45f \
+    --hash=sha256:dbc7601a3b7472d559dc7b933b18b4b66f9aa7452c120e87dfb33d02008c8a18
+orjson==3.6.7; python_version >= "3.7" \
+    --hash=sha256:93188a9d6eb566419ad48befa202dfe7cd7a161756444b99c4ec77faea9352a4 \
+    --hash=sha256:82515226ecb77689a029061552b5df1802b75d861780c401e96ca6bc8495f775 \
+    --hash=sha256:3af57ffab7848aaec6ba6b9e9b41331250b57bf696f9d502bacdc71a0ebab0ba \
+    --hash=sha256:a7297504d1142e7efa236ffc53f056d73934a993a08646dbcee89fc4308a8fcf \
+    --hash=sha256:5a50cde0dbbde255ce751fd1bca39d00ecd878ba0903c0480961b31984f2fab7 \
+    --hash=sha256:d21f9a2d1c30e58070f93988db4cad154b9009fafbde238b52c1c760e3607fbe \
+    --hash=sha256:e152464c4606b49398afd911777decebcf9749cc8810c5b4199039e1afb0991e \
+    --hash=sha256:0a65f3c403f38b0117c6dd8e76e85a7bd51fcd92f06c5598dfeddbc44697d3e5 \
+    --hash=sha256:6c47cfca18e41f7f37b08ff3e7abf5ada2d0f27b5ade934f05be5fc5bb956e9d \
+    --hash=sha256:63185af814c243fad7a72441e5f98120c9ecddf2675befa486d669fb65539e9b \
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+    --hash=sha256:612d242493afeeb2068bc72ff2544aa3b1e627578fcf92edee9daebb5893ffea \
+    --hash=sha256:539cdc5067db38db27985e257772d073cd2eb9462d0a41bde96da4e4e60bd99b \
+    --hash=sha256:6d103b721bbc4f5703f62b3882e638c0b65fcdd48622531c7ffd45047ef8e87c \
+    --hash=sha256:cb10a20f80e95102dd35dfbc3a22531661b44a09b55236b012a446955846b023 \
+    --hash=sha256:bb68d0da349cf8a68971a48ad179434f75256159fe8b0715275d9b49fa23b7a3 \
+    --hash=sha256:4a2c7d0a236aaeab7f69c17b7ab4c078874e817da1bfbb9827cb8c73058b3050 \
+    --hash=sha256:3be045ca3b96119f592904cf34b962969ce97bd7843cbfca084009f6c8d2f268 \
+    --hash=sha256:bd765c06c359d8a814b90f948538f957fa8a1f55ad1aaffcdc5771996aaea061 \
+    --hash=sha256:7dd9e1e46c0776eee9e0649e3ae9584ea368d96851bcaeba18e217fa5d755283 \
+    --hash=sha256:c4b4f20a1e3df7e7c83717aff0ef4ab69e42ce2fb1f5234682f618153c458406 \
+    --hash=sha256:7107a5673fd0b05adbb58bf71c1578fc84d662d29c096eb6d998982c8635c221 \
+    --hash=sha256:a08b6940dd9a98ccf09785890112a0f81eadb4f35b51b9a80736d1725437e22c \
+    --hash=sha256:f5d1648e5a9d1070f3628a69a7c6c17634dbb0caf22f2085eca6910f7427bf1f \
+    --hash=sha256:e6201494e8dff2ce7fd21da4e3f6dfca1a3fed38f9dcefc972f552f6596a7621 \
+    --hash=sha256:70d0386abe02879ebaead2f9632dd2acb71000b4721fd8c1a2fb8c031a38d4d5 \
+    --hash=sha256:d9a3288861bfd26f3511fb4081561ca768674612bac59513cb9081bb61fcc87f \
+    --hash=sha256:a4bb62b11289b7620eead2f25695212e9ac77fcfba76f050fa8a540fb5c32401
+packaging==21.3; python_version >= "3.7" and python_full_version >= "3.6.0" \
+    --hash=sha256:ef103e05f519cdc783ae24ea4e2e0f508a9c99b2d4969652eed6a2e1ea5bd522 \
+    --hash=sha256:dd47c42927d89ab911e606518907cc2d3a1f38bbd026385970643f9c5b8ecfeb
+pandas==1.4.1; python_version >= "3.8" \
+    --hash=sha256:3dfb32ed50122fe8c5e7f2b8d97387edd742cc78f9ec36f007ee126cd3720907 \
+    --hash=sha256:0259cd11e7e6125aaea3af823b80444f3adad6149ff4c97fef760093598b3e34 \
+    --hash=sha256:96e9ece5759f9b47ae43794b6359bbc54805d76e573b161ae770c1ea59393106 \
+    --hash=sha256:508c99debccd15790d526ce6b1624b97a5e1e4ca5b871319fb0ebfd46b8f4dad \
+    --hash=sha256:e6a7bbbb7950063bfc942f8794bc3e31697c020a14f1cd8905fc1d28ec674a01 \
+    --hash=sha256:c614001129b2a5add5e3677c3a213a9e6fd376204cb8d17c04e84ff7dfc02a73 \
+    --hash=sha256:4e1176f45981c8ccc8161bc036916c004ca51037a7ed73f2d2a9857e6dbe654f \
+    --hash=sha256:bbb15ad79050e8b8d39ec40dd96a30cd09b886a2ae8848d0df1abba4d5502a67 \
+    --hash=sha256:6d6ad1da00c7cc7d8dd1559a6ba59ba3973be6b15722d49738b2be0977eb8a0c \
+    --hash=sha256:358b0bc98a5ff067132d23bf7a2242ee95db9ea5b7bbc401cf79205f11502fd3 \
+    --hash=sha256:6105af6533f8b63a43ea9f08a2ede04e8f43e49daef0209ab0d30352bcf08bee \
+    --hash=sha256:04dd15d9db538470900c851498e532ef28d4e56bfe72c9523acb32042de43dfb \
+    --hash=sha256:1b384516dbb4e6aae30e3464c2e77c563da5980440fbdfbd0968e3942f8f9d70 \
+    --hash=sha256:f02e85e6d832be37d7f16cf6ac8bb26b519ace3e5f3235564a91c7f658ab2a43 \
+    --hash=sha256:0b1a13f647e4209ed7dbb5da3497891d0045da9785327530ab696417ef478f84 \
+    --hash=sha256:19f7c632436b1b4f84615c3b127bbd7bc603db95e3d4332ed259dc815c9aaa26 \
+    --hash=sha256:7ea47ba1d6f359680130bd29af497333be6110de8f4c35b9211eec5a5a9630fa \
+    --hash=sha256:2e5a7a1e0ecaac652326af627a3eca84886da9e667d68286866d4e33f6547caf \
+    --hash=sha256:1d85d5f6be66dfd6d1d8d13b9535e342a2214260f1852654b19fa4d7b8d1218b \
+    --hash=sha256:3129a35d9dad1d80c234dd78f8f03141b914395d23f97cf92a366dcd19f8f8bf \
+    --hash=sha256:8db93ec98ac7cb5f8ac1420c10f5e3c43533153f253fe7fb6d891cf5aa2b80d2
+paramiko==2.10.3 \
+    --hash=sha256:ac6593479f2b47a9422eca076b22cff9f795495e6733a64723efc75dd8c92101 \
+    --hash=sha256:ddb1977853aef82804b35d72a0e597b244fa326c404c350bd00c5b01dbfee71a
+pillow==9.0.1; python_version >= "3.7" \
+    --hash=sha256:a5d24e1d674dd9d72c66ad3ea9131322819ff86250b30dc5821cbafcfa0b96b4 \
+    --hash=sha256:2632d0f846b7c7600edf53c48f8f9f1e13e62f66a6dbc15191029d950bfed976 \
+    --hash=sha256:b9618823bd237c0d2575283f2939655f54d51b4527ec3972907a927acbcc5bfc \
+    --hash=sha256:9bfdb82cdfeccec50aad441afc332faf8606dfa5e8efd18a6692b5d6e79f00fd \
+    --hash=sha256:5100b45a4638e3c00e4d2320d3193bdabb2d75e79793af7c3eb139e4f569f16f \
+    --hash=sha256:528a2a692c65dd5cafc130de286030af251d2ee0483a5bf50c9348aefe834e8a \
+    --hash=sha256:0f29d831e2151e0b7b39981756d201f7108d3d215896212ffe2e992d06bfe049 \
+    --hash=sha256:855c583f268edde09474b081e3ddcd5cf3b20c12f26e0d434e1386cc5d318e7a \
+    --hash=sha256:d9d7942b624b04b895cb95af03a23407f17646815495ce4547f0e60e0b06f58e \
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+    --hash=sha256:1c3c33ac69cf059bbb9d1a71eeaba76781b450bc307e2291f8a4764d779a6b28 \
+    --hash=sha256:12875d118f21cf35604176872447cdb57b07126750a33748bac15e77f90f1f9c \
+    --hash=sha256:514ceac913076feefbeaf89771fd6febde78b0c4c1b23aaeab082c41c694e81b \
+    --hash=sha256:d3c5c79ab7dfce6d88f1ba639b77e77a17ea33a01b07b99840d6ed08031cb2a7 \
+    --hash=sha256:718856856ba31f14f13ba885ff13874be7fefc53984d2832458f12c38205f7f7 \
+    --hash=sha256:f25ed6e28ddf50de7e7ea99d7a976d6a9c415f03adcaac9c41ff6ff41b6d86ac \
+    --hash=sha256:011233e0c42a4a7836498e98c1acf5e744c96a67dd5032a6f666cc1fb97eab97 \
+    --hash=sha256:253e8a302a96df6927310a9d44e6103055e8fb96a6822f8b7f514bb7ef77de56 \
+    --hash=sha256:6295f6763749b89c994fcb6d8a7f7ce03c3992e695f89f00b741b4580b199b7e \
+    --hash=sha256:a9f44cd7e162ac6191491d7249cceb02b8116b0f7e847ee33f739d7cb1ea1f70 \
+    --hash=sha256:6c8bc8238a7dfdaf7a75f5ec5a663f4173f8c367e5a39f87e720495e1eed75fa
+pyarrow==7.0.0; python_version >= "3.7" \
+    --hash=sha256:0f15213f380539c9640cb2413dc677b55e70f04c9e98cfc2e1d8b36c770e1036 \
+    --hash=sha256:29c4e3b3be0b94d07ff4921a5e410fc690a3a066a850a302fc504de5fc638495 \
+    --hash=sha256:8a9bfc8a016bcb8f9a8536d2fa14a890b340bc7a236275cd60fd4fb8b93ff405 \
+    --hash=sha256:49d431ed644a3e8f53ae2bbf4b514743570b495b5829548db51610534b6eeee7 \
+    --hash=sha256:aa6442a321c1e49480b3d436f7d631c895048a16df572cf71c23c6b53c45ed66 \
+    --hash=sha256:f6b01a23cb401750092c6f7c4dcae67cd8fd6b99ae710e26f654f23508f25f25 \
+    --hash=sha256:0f10928745c6ff66e121552731409803bed86c66ac79c64c90438b053b5242c5 \
+    --hash=sha256:759090caa1474cafb5e68c93a9bd6cb45d8bb8e4f2cad2f1a0cc9439bae8ae88 \
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+    --hash=sha256:040dce5345603e4e621bcf4f3b21f18d557852e7b15307e559bb14c8951c8714 \
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+    --hash=sha256:e7fecd5d5604f47e003f50887a42aee06cb8b7bf8e8bf7dc543a22331d9ba832 \
+    --hash=sha256:1f2d00b892fe865e43346acb78761ba268f8bb1cbdba588816590abcb780ee3d \
+    --hash=sha256:f439f7d77201681fd31391d189aa6b1322d27c9311a8f2fce7d23972471b02b6 \
+    --hash=sha256:3e06b0e29ce1e32f219c670c6b31c33d25a5b8e29c7828f873373aab78bf30a5 \
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+    --hash=sha256:702c5a9f960b56d03569eaaca2c1a05e8728f05ea1a2138ef64234aa53cd5884 \
+    --hash=sha256:c7313038203df77ec4092d6363dbc0945071caa72635f365f2b1ae0dd7469865 \
+    --hash=sha256:e87d1f7dc7a0b2ecaeb0c7a883a85710f5b5626d4134454f905571c04bc73d5a \
+    --hash=sha256:ba69488ae25c7fde1a2ae9ea29daf04d676de8960ffd6f82e1e13ca945bb5861 \
+    --hash=sha256:11a591f11d2697c751261c9d57e6e5b0d38fdc7f0cc57f4fd6edc657da7737df \
+    --hash=sha256:6183c700877852dc0f8a76d4c0c2ffd803ba459e2b4a452e355c2d58d48cf39f \
+    --hash=sha256:d1748154714b543e6ae8452a68d4af85caf5298296a7e5d4d00f1b3021838ac6 \
+    --hash=sha256:fcc8f934c7847a88f13ec35feecffb61fe63bb7a3078bd98dd353762e969ce60 \
+    --hash=sha256:759f59ac77b84878dbd54d06cf6df74ff781b8e7cf9313eeffbb5ec97b94385c \
+    --hash=sha256:3d3e3f93ac2993df9c5e1922eab7bdea047b9da918a74e52145399bc1f0099a3 \
+    --hash=sha256:306120af554e7e137895254a3b4741fad682875a5f6403509cd276de3fe5b844 \
+    --hash=sha256:087769dac6e567d58d59b94c4f866b3356c00d3db5b261387ece47e7324c2150 \
+    --hash=sha256:da656cad3c23a2ebb6a307ab01d35fce22f7850059cffafcb90d12590f8f4f38
+pycparser==2.21; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.4.0" and python_version >= "3.6" \
+    --hash=sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9 \
+    --hash=sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206
+pycryptodome==3.14.1; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" \
+    --hash=sha256:75a3a364fee153e77ed889c957f6f94ec6d234b82e7195b117180dcc9fc16f96 \
+    --hash=sha256:aae395f79fa549fb1f6e3dc85cf277f0351e15a22e6547250056c7f0c990d6a5 \
+    --hash=sha256:f403a3e297a59d94121cb3ee4b1cf41f844332940a62d71f9e4a009cc3533493 \
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+    --hash=sha256:69f05aaa90c99ac2f2af72d8d7f185f729721ad7c4be89e9e3d0ab101b0ee875 \
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+    --hash=sha256:f572a3ff7b6029dd9b904d6be4e0ce9e309dcb847b03e3ac8698d9d23bb36525 \
+    --hash=sha256:9924248d6920b59c260adcae3ee231cd5af404ac706ad30aa4cd87051bf09c50 \
+    --hash=sha256:e0c04c41e9ade19fbc0eff6aacea40b831bfcb2c91c266137bcdfd0d7b2f33ba \
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+    --hash=sha256:7fb90a5000cc9c9ff34b4d99f7f039e9c3477700e309ff234eafca7b7471afc0 \
+    --hash=sha256:e04e40a7f8c1669195536a37979dd87da2c32dbdc73d6fe35f0077b0c17c803b
+pydantic==1.9.0; python_full_version >= "3.6.1" \
+    --hash=sha256:cb23bcc093697cdea2708baae4f9ba0e972960a835af22560f6ae4e7e47d33f5 \
+    --hash=sha256:1d5278bd9f0eee04a44c712982343103bba63507480bfd2fc2790fa70cd64cf4 \
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+    --hash=sha256:bbbc94d0c94dd80b3340fc4f04fd4d701f4b038ebad72c39693c794fd3bc2d9d \
+    --hash=sha256:e0896200b6a40197405af18828da49f067c2fa1f821491bc8f5bde241ef3f7d7 \
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+    --hash=sha256:815ddebb2792efd4bba5488bc8fde09c29e8ca3227d27cf1c6990fc830fd292b \
+    --hash=sha256:6c5b77947b9e85a54848343928b597b4f74fc364b70926b3c4441ff52620640c \
+    --hash=sha256:4c68c3bc88dbda2a6805e9a142ce84782d3930f8fdd9655430d8576315ad97ce \
+    --hash=sha256:5a79330f8571faf71bf93667d3ee054609816f10a259a109a0738dac983b23c3 \
+    --hash=sha256:f5a64b64ddf4c99fe201ac2724daada8595ada0d102ab96d019c1555c2d6441d \
+    --hash=sha256:a733965f1a2b4090a5238d40d983dcd78f3ecea221c7af1497b845a9709c1721 \
+    --hash=sha256:2cc6a4cb8a118ffec2ca5fcb47afbacb4f16d0ab8b7350ddea5e8ef7bcc53a16 \
+    --hash=sha256:085ca1de245782e9b46cefcf99deecc67d418737a1fd3f6a4f511344b613a5b3 \
+    --hash=sha256:742645059757a56ecd886faf4ed2441b9c0cd406079c2b4bee51bcc3fbcd510a
+pydub==0.25.1 \
+    --hash=sha256:65617e33033874b59d87db603aa1ed450633288aefead953b30bded59cb599a6 \
+    --hash=sha256:980a33ce9949cab2a569606b65674d748ecbca4f0796887fd6f46173a7b0d30f
+pynacl==1.5.0; python_version >= "3.6" \
+    --hash=sha256:401002a4aaa07c9414132aaed7f6836ff98f59277a234704ff66878c2ee4a0d1 \
+    --hash=sha256:52cb72a79269189d4e0dc537556f4740f7f0a9ec41c1322598799b0bdad4ef92 \
+    --hash=sha256:a36d4a9dda1f19ce6e03c9a784a2921a4b726b02e1c736600ca9c22029474394 \
+    --hash=sha256:0c84947a22519e013607c9be43706dd42513f9e6ae5d39d3613ca1e142fba44d \
+    --hash=sha256:06b8f6fa7f5de8d5d2f7573fe8c863c051225a27b61e6860fd047b1775807858 \
+    --hash=sha256:a422368fc821589c228f4c49438a368831cb5bbc0eab5ebe1d7fac9dded6567b \
+    --hash=sha256:61f642bf2378713e2c2e1de73444a3778e5f0a38be6fee0fe532fe30060282ff \
+    --hash=sha256:e46dae94e34b085175f8abb3b0aaa7da40767865ac82c928eeb9e57e1ea8a543 \
+    --hash=sha256:20f42270d27e1b6a29f54032090b972d97f0a1b0948cc52392041ef7831fee93 \
+    --hash=sha256:8ac7448f09ab85811607bdd21ec2464495ac8b7c66d146bf545b0f08fb9220ba
+pyparsing==3.0.7; python_version >= "3.7" and python_full_version >= "3.6.0" \
+    --hash=sha256:a6c06a88f252e6c322f65faf8f418b16213b51bdfaece0524c1c1bc30c63c484 \
+    --hash=sha256:18ee9022775d270c55187733956460083db60b37d0d0fb357445f3094eed3eea
+python-dateutil==2.8.2; python_version >= "3.8" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.8" \
+    --hash=sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86 \
+    --hash=sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9
+python-dotenv==0.19.2; python_version >= "3.5" \
+    --hash=sha256:a5de49a31e953b45ff2d2fd434bbc2670e8db5273606c1e737cc6b93eff3655f \
+    --hash=sha256:32b2bdc1873fd3a3c346da1c6db83d0053c3c62f28f1f38516070c4c8971b1d3
+python-multipart==0.0.5 \
+    --hash=sha256:f7bb5f611fc600d15fa47b3974c8aa16e93724513b49b5f95c81e6624c83fa43
+pytz==2021.3; python_version >= "3.8" \
+    --hash=sha256:3672058bc3453457b622aab7a1c3bfd5ab0bdae451512f6cf25f64ed37f5b87c \
+    --hash=sha256:acad2d8b20a1af07d4e4c9d2e9285c5ed9104354062f275f3fcd88dcef4f1326
+pyyaml==6.0; python_version >= "3.6" and python_full_version >= "3.6.0" \
+    --hash=sha256:d4db7c7aef085872ef65a8fd7d6d09a14ae91f691dec3e87ee5ee0539d516f53 \
+    --hash=sha256:9df7ed3b3d2e0ecfe09e14741b857df43adb5a3ddadc919a2d94fbdf78fea53c \
+    --hash=sha256:77f396e6ef4c73fdc33a9157446466f1cff553d979bd00ecb64385760c6babdc \
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+    --hash=sha256:1e4747bc279b4f613a09eb64bba2ba602d8a6664c6ce6396a4d0cd413a50ce07 \
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+    --hash=sha256:68fb519c14306fec9720a2a5b45bc9f0c8d1b9c72adf45c37baedfcd949c35a2
+regex==2022.3.2; python_version >= "3.6" and python_full_version >= "3.6.0" \
+    --hash=sha256:ab69b4fe09e296261377d209068d52402fb85ef89dc78a9ac4a29a895f4e24a7 \
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+    --hash=sha256:f22fa1e554c9ddfd16e6e41ac79759e17be9e492b3587efa038054674760e72d \
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+    --hash=sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254 \
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+    --hash=sha256:1a9462dcc3347a79b1f1c0271fbe79e844580bb598bafa1ed208b94da3cdcd42
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+    --hash=sha256:b7cdf4ea79433043ddfe2c82210208f26f7962c0cfbe3bacb05ee879a7fdb596 \
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+    --hash=sha256:000ca7f471a233c2251c6c7023ee85305721bfdf18621ebff4fd17a8653427ed \
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+    --hash=sha256:5180f9d059611747d841a4a4c4ab675edf54c8489e97f96d0583ee90ac3bfc23
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+    --hash=sha256:6493dd938b360235da81b1c79d8cd048c4f11977e1159b4e744c54f98d3a7bb4 \
+    --hash=sha256:fb9eca32f9b4acc7149db2c86f8108167b9929b7da1887d4287a90cfdb3ea53a \
+    --hash=sha256:f4125e70e4e1d79992d81de837a0586aa0241665dbc5ce01b9c89330ed5cbb66 \
+    --hash=sha256:583bea142569485bdb0c5900e804058c16edba1850b74519688c22bc546e6175 \
+    --hash=sha256:4f3adf2891acc18abacd15113e9cbbefd30e5f4ecaae32c23e5486fc09c76ea5 \
+    --hash=sha256:ed65a2671d380ae05262ce1e4ccc2b63f3c30506d207bf6fae8cd72be0ad65d4 \
+    --hash=sha256:c604b3dcac9d37e3fceaa11884927024953260cc4224d9b89400d16e6cf34021 \
+    --hash=sha256:1c6fc59e182506496544bc6d426bcf6077066ed1b40cfcd937f707cc06c7ef50 \
+    --hash=sha256:5628375dbb76d33b93b44854a6c5433e2a78115e03ea2ae1bb74a34ab012a43f \
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+    --hash=sha256:9fa2100fb68b163e99370561c9e29ed37b9153fe99443600bea28829150eb0e4 \
+    --hash=sha256:891d7651431a055f76fe2c8f86c593c3dede8ec5b10ca55e8ff5c9fdceb55f0b \
+    --hash=sha256:197c32d7b62be02957ca31aa69febadf9c5a34ef953053ea16e2c72465bc450f \
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+    --hash=sha256:4258ef78f5a7d1f9c595846134c7d81a868c74942051453258eb383498662d4d \
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+    --hash=sha256:da4d91e28418469b29eed8635c08af28b588e51cd04288bed1ba1cf60f2d91f6 \
+    --hash=sha256:48aab36169b0c00e586cb4eb2814ab8bfed686933126019906f917ff9a78c99e \
+    --hash=sha256:0b0d522570c9ccea6203b3d96ac7f0cfc1d29e613640475d513be432545c48cc \
+    --hash=sha256:d6054434ddb060685e86e7457f52d188b0886834baaa532f9f78b4f2b53cfd9b \
+    --hash=sha256:cbf546ca5f5903ceeb46d9e6abf81f3a64edb95bb7dbe0f75283eec93a7eb2a0 \
+    --hash=sha256:22704f23f23ccbe892cee3e7568c67f07ac25beaa2d1cff183274005d9d39149 \
+    --hash=sha256:83198e223bcc4b2418b5282ac930e444738c2a33859dee4e570b25c8433d83a2 \
+    --hash=sha256:3bcd4cd9b22293ea1c08822518fbb6d933c2960d66662d468a1945a45cace194 \
+    --hash=sha256:f5dd4c37da3408d56ae942dc103f4ae3b43510daa4f5accd0a411fc6e914f10a \
+    --hash=sha256:485f172abc03f78afd4f38dbdbb5665f59c5487126fa4c3181c6582cda4de03b \
+    --hash=sha256:035248b3d7ab6deb7b247278494d293b9faccfa853078319d25e2926f566b2f8 \
+    --hash=sha256:b30ae90c0cfd10ffe852c6b0f263253782eea74a8189d5f2440f6595c1e8047e \
+    --hash=sha256:8fd203d8a3c013e679722047ef4f061f690c6cff49380622444bca4c30f3bf23 \
+    --hash=sha256:6d60059aaef12a01c0cc24f1d7aaaab7933ae9f4b7adfd9ebbd37dc7ceac1745 \
+    --hash=sha256:676c97bf7cc298b65eec0368c2cb5611d87a8e876930843311ca728f69292752 \
+    --hash=sha256:2245c6e20e96e3f8fdfb61ad6bc5cde6ce8a1c2b93aa4a32a27bba7ab3aeaf12 \
+    --hash=sha256:2ae926a52d020085a2d7f69d0e2155cbf819ae409f2e5dbb345dd40a6462de32 \
+    --hash=sha256:0a2efdcb811be3edc520b78364c11a1e54f5d8e5db895a9ff2bcdd4a7ffa36a5 \
+    --hash=sha256:885b3a851980056707ab99a2c19c35dfe2c2ba5f602066dbfcd8af45ea855760 \
+    --hash=sha256:30b2d97aaf11fb122023f6b44ebb97c6955e9e00d7461a96415ca030b5ceb9c7
+yarl==1.7.2; python_version >= "3.6" \
+    --hash=sha256:f2a8508f7350512434e41065684076f640ecce176d262a7d54f0da41d99c5a95 \
+    --hash=sha256:da6df107b9ccfe52d3a48165e48d72db0eca3e3029b5b8cb4fe6ee3cb870ba8b \
+    --hash=sha256:a1d0894f238763717bdcfea74558c94e3bc34aeacd3351d769460c1a586a8b05 \
+    --hash=sha256:dfe4b95b7e00c6635a72e2d00b478e8a28bfb122dc76349a06e20792eb53a523 \
+    --hash=sha256:c145ab54702334c42237a6c6c4cc08703b6aa9b94e2f227ceb3d477d20c36c63 \
+    --hash=sha256:1ca56f002eaf7998b5fcf73b2421790da9d2586331805f38acd9997743114e98 \
+    --hash=sha256:1d3d5ad8ea96bd6d643d80c7b8d5977b4e2fb1bab6c9da7322616fd26203d125 \
+    --hash=sha256:167ab7f64e409e9bdd99333fe8c67b5574a1f0495dcfd905bc7454e766729b9e \
+    --hash=sha256:95a1873b6c0dd1c437fb3bb4a4aaa699a48c218ac7ca1e74b0bee0ab16c7d60d \
+    --hash=sha256:6152224d0a1eb254f97df3997d79dadd8bb2c1a02ef283dbb34b97d4f8492d23 \
+    --hash=sha256:5bb7d54b8f61ba6eee541fba4b83d22b8a046b4ef4d8eb7f15a7e35db2e1e245 \
+    --hash=sha256:9c1f083e7e71b2dd01f7cd7434a5f88c15213194df38bc29b388ccdf1492b739 \
+    --hash=sha256:f44477ae29025d8ea87ec308539f95963ffdc31a82f42ca9deecf2d505242e72 \
+    --hash=sha256:cff3ba513db55cc6a35076f32c4cdc27032bd075c9faef31fec749e64b45d26c \
+    --hash=sha256:c9c6d927e098c2d360695f2e9d38870b2e92e0919be07dbe339aefa32a090265 \
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+    --hash=sha256:c01a89a44bb672c38f42b49cdb0ad667b116d731b3f4c896f72302ff77d71656 \
+    --hash=sha256:c19324a1c5399b602f3b6e7db9478e5b1adf5cf58901996fc973fe4fccd73eed \
+    --hash=sha256:3abddf0b8e41445426d29f955b24aeecc83fa1072be1be4e0d194134a7d9baee \
+    --hash=sha256:6a1a9fe17621af43e9b9fcea8bd088ba682c8192d744b386ee3c47b56eaabb2c \
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+    --hash=sha256:bf19725fec28452474d9887a128e98dd67eee7b7d52e932e6949c532d820dc3b \
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+    --hash=sha256:ac10bbac36cd89eac19f4e51c032ba6b412b3892b685076f4acd2de18ca990aa \
+    --hash=sha256:aa32aaa97d8b2ed4e54dc65d241a0da1c627454950f7d7b1f95b13985afd6c5d \
+    --hash=sha256:87f6e082bce21464857ba58b569370e7b547d239ca22248be68ea5d6b51464a1 \
+    --hash=sha256:ac35ccde589ab6a1870a484ed136d49a26bcd06b6a1c6397b1967ca13ceb3913 \
+    --hash=sha256:a467a431a0817a292121c13cbe637348b546e6ef47ca14a790aa2fa8cc93df63 \
+    --hash=sha256:6ab0c3274d0a846840bf6c27d2c60ba771a12e4d7586bf550eefc2df0b56b3b4 \
+    --hash=sha256:d260d4dc495c05d6600264a197d9d6f7fc9347f21d2594926202fd08cf89a8ba \
+    --hash=sha256:fc4dd8b01a8112809e6b636b00f487846956402834a7fd59d46d4f4267181c41 \
+    --hash=sha256:c1164a2eac148d85bbdd23e07dfcc930f2e633220f3eb3c3e2a25f6148c2819e \
+    --hash=sha256:67e94028817defe5e705079b10a8438b8cb56e7115fa01640e9c0bb3edf67332 \
+    --hash=sha256:89ccbf58e6a0ab89d487c92a490cb5660d06c3a47ca08872859672f9c511fc52 \
+    --hash=sha256:8cce6f9fa3df25f55521fbb5c7e4a736683148bcc0c75b21863789e5185f9185 \
+    --hash=sha256:211fcd65c58bf250fb994b53bc45a442ddc9f441f6fec53e65de8cba48ded986 \
+    --hash=sha256:c10ea1e80a697cf7d80d1ed414b5cb8f1eec07d618f54637067ae3c0334133c4 \
+    --hash=sha256:52690eb521d690ab041c3919666bea13ab9fbff80d615ec16fa81a297131276b \
+    --hash=sha256:695ba021a9e04418507fa930d5f0704edbce47076bdcfeeaba1c83683e5649d1 \
+    --hash=sha256:c17965ff3706beedafd458c452bf15bac693ecd146a60a06a214614dc097a271 \
+    --hash=sha256:fce78593346c014d0d986b7ebc80d782b7f5e19843ca798ed62f8e3ba8728576 \
+    --hash=sha256:c2a1ac41a6aa980db03d098a5531f13985edcb451bcd9d00670b03129922cd0d \
+    --hash=sha256:39d5493c5ecd75c8093fa7700a2fb5c94fe28c839c8e40144b7ab7ccba6938c8 \
+    --hash=sha256:1eb6480ef366d75b54c68164094a6a560c247370a68c02dddb11f20c4c6d3c9d \
+    --hash=sha256:5ba63585a89c9885f18331a55d25fe81dc2d82b71311ff8bd378fc8004202ff6 \
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+    --hash=sha256:c0910c6b6c31359d2f6184828888c983d54d09d581a4a23547a35f1d0b9484b1 \
+    --hash=sha256:6feca8b6bfb9eef6ee057628e71e1734caf520a907b6ec0d62839e8293e945c0 \
+    --hash=sha256:8300401dc88cad23f5b4e4c1226f44a5aa696436a4026e456fe0e5d2f7f486e6 \
+    --hash=sha256:788713c2896f426a4e166b11f4ec538b5736294ebf7d5f654ae445fd44270832 \
+    --hash=sha256:fd547ec596d90c8676e369dd8a581a21227fe9b4ad37d0dc7feb4ccf544c2d59 \
+    --hash=sha256:737e401cd0c493f7e3dd4db72aca11cfe069531c9761b8ea474926936b3c57c8 \
+    --hash=sha256:baf81561f2972fb895e7844882898bda1eef4b07b5b385bcd308d2098f1a767b \
+    --hash=sha256:ede3b46cdb719c794427dcce9d8beb4abe8b9aa1e97526cc20de9bd6583ad1ef \
+    --hash=sha256:cc8b7a7254c0fc3187d43d6cb54b5032d2365efd1df0cd1749c0c4df5f0ad45f \
+    --hash=sha256:580c1f15500e137a8c37053e4cbf6058944d4c114701fa59944607505c2fe3a0 \
+    --hash=sha256:3ec1d9a0d7780416e657f1e405ba35ec1ba453a4f1511eb8b9fbab81cb8b3ce1 \
+    --hash=sha256:3bf8cfe8856708ede6a73907bf0501f2dc4e104085e070a41f5d88e7faf237f3 \
+    --hash=sha256:1be4bbb3d27a4e9aa5f3df2ab61e3701ce8fcbd3e9846dbce7c033a7e8136746 \
+    --hash=sha256:534b047277a9a19d858cde163aba93f3e1677d5acd92f7d10ace419d478540de \
+    --hash=sha256:c6ddcd80d79c96eb19c354d9dca95291589c5954099836b7c8d29278a7ec0bda \
+    --hash=sha256:9bfcd43c65fbb339dc7086b5315750efa42a34eefad0256ba114cd8ad3896f4b \
+    --hash=sha256:f64394bd7ceef1237cc604b5a89bf748c95982a84bcd3c4bbeb40f685c810794 \
+    --hash=sha256:044daf3012e43d4b3538562da94a88fb12a6490652dbc29fb19adfa02cf72eac \
+    --hash=sha256:368bcf400247318382cc150aaa632582d0780b28ee6053cd80268c7e72796dec \
+    --hash=sha256:bab827163113177aee910adb1f48ff7af31ee0289f434f7e22d10baf624a6dfe \
+    --hash=sha256:0cba38120db72123db7c58322fa69e3c0efa933040ffb586c3a87c063ec7cae8 \
+    --hash=sha256:59218fef177296451b23214c91ea3aba7858b4ae3306dde120224cfe0f7a6ee8 \
+    --hash=sha256:1edc172dcca3f11b38a9d5c7505c83c1913c0addc99cd28e993efeaafdfaa18d \
+    --hash=sha256:797c2c412b04403d2da075fb93c123df35239cd7b4cc4e0cd9e5839b73f52c58 \
+    --hash=sha256:45399b46d60c253327a460e99856752009fcee5f5d3c80b2f7c0cae1c38d56dd

src/utils/preprocessing.py

@@ -1,7 +1,7 @@
 from typing import Dict, List
 
 
-def result_to_reader_input(result: Dict[str, List[str]]) \
+def context_to_reader_input(result: Dict[str, List[str]]) \
         -> Dict[str, List[str]]:
     """Takes the output of the retriever and turns it into a format the reader
     understands.
@@ -51,4 +51,4 @@ def remove_formulas(ds):
     average = sum(len(word) for word in words) / len(words)
     if average <= 3.5:
         ds['text'] = ''
-    return ds
+    return ds