Update dependencies and scripts

2 files changed, 527 insertions, 449 deletions

diff --git a/poetry.lock b/poetry.lock
index 192c077..5050335 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,6 +1,6 @@
 [[package]]
 name = "absl-py"
-version = "0.14.0"
+version = "0.15.0"
 description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
 category = "main"
 optional = false
@@ -38,7 +38,7 @@ python-versions = "*"
 
 [[package]]
 name = "anyio"
-version = "3.3.2"
+version = "3.3.4"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 category = "dev"
 optional = false
@@ -208,7 +208,7 @@ python-versions = "~=3.5"
 
 [[package]]
 name = "certifi"
-version = "2021.5.30"
+version = "2021.10.8"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
@@ -216,7 +216,7 @@ python-versions = "*"
 
 [[package]]
 name = "cffi"
-version = "1.14.6"
+version = "1.15.0"
 description = "Foreign Function Interface for Python calling C code."
 category = "dev"
 optional = false
@@ -235,7 +235,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [[package]]
 name = "charset-normalizer"
-version = "2.0.6"
+version = "2.0.7"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "main"
 optional = false
@@ -299,7 +299,7 @@ six = "*"
 
 [[package]]
 name = "darglint"
-version = "1.8.0"
+version = "1.8.1"
 description = "A utility for ensuring Google-style docstrings stay up to date with the source code."
 category = "dev"
 optional = false
@@ -307,7 +307,7 @@ python-versions = ">=3.6,<4.0"
 
 [[package]]
 name = "debugpy"
-version = "1.4.3"
+version = "1.5.1"
 description = "An implementation of the Debug Adapter Protocol for Python"
 category = "dev"
 optional = false
@@ -395,14 +395,14 @@ pyflakes = ">=2.3.0,<2.4.0"
 
 [[package]]
 name = "flake8-annotations"
-version = "2.6.2"
+version = "2.7.0"
 description = "Flake8 Type Annotation Checks"
 category = "dev"
 optional = false
-python-versions = ">=3.6.1,<4.0.0"
+python-versions = ">=3.6.2,<4.0.0"
 
 [package.dependencies]
-flake8 = ">=3.7,<4.0"
+flake8 = ">=3.7,<5.0"
 
 [[package]]
 name = "flake8-bandit"
@@ -482,7 +482,7 @@ flake8 = "*"
 
 [[package]]
 name = "fsspec"
-version = "2021.9.0"
+version = "2021.10.1"
 description = "File-system specification"
 category = "main"
 optional = false
@@ -524,14 +524,14 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "gitdb"
-version = "4.0.7"
+version = "4.0.8"
 description = "Git Object Database"
 category = "dev"
 optional = false
-python-versions = ">=3.4"
+python-versions = ">=3.6"
 
 [package.dependencies]
-smmap = ">=3.0.1,<5"
+smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
@@ -547,20 +547,19 @@ typing-extensions = {version = ">=3.7.4.3", markers = "python_version < \"3.10\"
 
 [[package]]
 name = "google-auth"
-version = "1.35.0"
+version = "2.3.0"
 description = "Google Authentication Library"
 category = "main"
 optional = false
-python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
+python-versions = ">= 3.6"
 
 [package.dependencies]
 cachetools = ">=2.0.0,<5.0"
 pyasn1-modules = ">=0.2.1"
-rsa = {version = ">=3.1.4,<5", markers = "python_version >= \"3.6\""}
-six = ">=1.9.0"
+rsa = ">=3.1.4,<5"
 
 [package.extras]
-aiohttp = ["requests (>=2.20.0,<3.0.0dev)", "aiohttp (>=3.6.2,<4.0.0dev)"]
+aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)", "requests (>=2.20.0,<3.0.0dev)"]
 pyopenssl = ["pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 
@@ -603,7 +602,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "h5py"
-version = "3.4.0"
+version = "3.5.0"
 description = "Read and write HDF5 files from Python"
 category = "main"
 optional = false
@@ -626,7 +625,7 @@ omegaconf = ">=2.1.0,<2.2.0"
 
 [[package]]
 name = "idna"
-version = "3.2"
+version = "3.3"
 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "main"
 optional = false
@@ -634,7 +633,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "ipykernel"
-version = "6.4.1"
+version = "6.4.2"
 description = "IPython Kernel for Jupyter"
 category = "dev"
 optional = false
@@ -730,7 +729,7 @@ testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<6.0.0)"]
 
 [[package]]
 name = "jinja2"
-version = "3.0.1"
+version = "3.0.2"
 description = "A very fast and expressive template engine."
 category = "dev"
 optional = false
@@ -744,7 +743,7 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "joblib"
-version = "1.0.1"
+version = "1.1.0"
 description = "Lightweight pipelining with Python functions"
 category = "main"
 optional = false
@@ -763,7 +762,7 @@ dev = ["hypothesis"]
 
 [[package]]
 name = "jsonschema"
-version = "4.0.1"
+version = "4.1.2"
 description = "An implementation of JSON Schema validation for Python"
 category = "dev"
 optional = false
@@ -779,7 +778,7 @@ format_nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jupyter-client"
-version = "7.0.5"
+version = "7.0.6"
 description = "Jupyter protocol implementation and client libraries"
 category = "dev"
 optional = false
@@ -812,7 +811,7 @@ traitlets = "*"
 
 [[package]]
 name = "jupyter-server"
-version = "1.11.0"
+version = "1.11.1"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 category = "dev"
 optional = false
@@ -841,7 +840,7 @@ test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-mock", "requests", "
 
 [[package]]
 name = "jupyterlab"
-version = "3.1.14"
+version = "3.2.1"
 description = "JupyterLab computational environment"
 category = "dev"
 optional = false
@@ -1004,7 +1003,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "multidict"
-version = "5.1.0"
+version = "5.2.0"
 description = "multidict implementation"
 category = "main"
 optional = false
@@ -1036,8 +1035,8 @@ python-versions = "*"
 
 [[package]]
 name = "nbclassic"
-version = "0.3.2"
-description = "Jupyter Notebook as a Jupyter Server Extension."
+version = "0.3.3"
+description = "Jupyter Notebook as a Jupyter Server extension."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
@@ -1126,7 +1125,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "nltk"
-version = "3.6.3"
+version = "3.6.5"
 description = "Natural Language Toolkit"
 category = "main"
 optional = false
@@ -1135,11 +1134,11 @@ python-versions = ">=3.6"
 [package.dependencies]
 click = "*"
 joblib = "*"
-regex = "*"
+regex = ">=2021.8.3"
 tqdm = "*"
 
 [package.extras]
-all = ["gensim (<4.0.0)", "numpy", "pyparsing", "scikit-learn", "scipy", "twython", "python-crfsuite", "requests", "matplotlib"]
+all = ["numpy", "python-crfsuite", "matplotlib", "twython", "requests", "scikit-learn", "gensim (<4.0.0)", "pyparsing", "scipy"]
 corenlp = ["requests"]
 machine_learning = ["gensim (<4.0.0)", "numpy", "python-crfsuite", "scikit-learn", "scipy"]
 plot = ["matplotlib"]
@@ -1148,7 +1147,7 @@ twitter = ["twython"]
 
 [[package]]
 name = "notebook"
-version = "6.4.4"
+version = "6.4.5"
 description = "A web-based notebook environment for interactive computing"
 category = "dev"
 optional = false
@@ -1295,7 +1294,7 @@ python-versions = "*"
 
 [[package]]
 name = "pillow"
-version = "8.3.2"
+version = "8.4.0"
 description = "Python Imaging Library (Fork)"
 category = "main"
 optional = false
@@ -1339,7 +1338,7 @@ test = ["pytest (>=2.7.3)", "pytest-cov", "coveralls", "futures", "pytest-benchm
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.20"
+version = "3.0.21"
 description = "Library for building powerful interactive command lines in Python"
 category = "dev"
 optional = false
@@ -1350,11 +1349,11 @@ wcwidth = "*"
 
 [[package]]
 name = "protobuf"
-version = "3.18.0"
+version = "3.19.0"
 description = "Protocol Buffers"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.5"
 
 [[package]]
 name = "psutil"
@@ -1458,11 +1457,14 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "pyparsing"
-version = "2.4.7"
+version = "3.0.0"
 description = "Python parsing module"
 category = "main"
 optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+python-versions = ">=3.6"
+
+[package.extras]
+diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pyrsistent"
@@ -1568,7 +1570,7 @@ test = ["coverage (>5.2.0)", "codecov (>=2.1)", "pytest (>=6.0)", "check-manifes
 
 [[package]]
 name = "pytz"
-version = "2021.1"
+version = "2021.3"
 description = "World timezone definitions, modern and historical"
 category = "dev"
 optional = false
@@ -1576,7 +1578,7 @@ python-versions = "*"
 
 [[package]]
 name = "pywin32"
-version = "301"
+version = "302"
 description = "Python for Window Extensions"
 category = "dev"
 optional = false
@@ -1592,11 +1594,11 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "pyyaml"
-version = "5.4.1"
+version = "6.0"
 description = "YAML parser and emitter for Python"
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "pyzmq"
@@ -1612,7 +1614,7 @@ py = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "regex"
-version = "2021.9.24"
+version = "2021.10.23"
 description = "Alternative regular expression module, to replace re."
 category = "main"
 optional = false
@@ -1767,11 +1769,11 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "smmap"
-version = "4.0.0"
+version = "5.0.0"
 description = "A pure Python implementation of a sliding window memory map manager"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 
 [[package]]
 name = "sniffio"
@@ -1791,7 +1793,7 @@ python-versions = "*"
 
 [[package]]
 name = "stevedore"
-version = "3.4.0"
+version = "3.5.0"
 description = "Manage dynamic plugins for Python applications"
 category = "dev"
 optional = false
@@ -1810,7 +1812,7 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*, <4"
 
 [[package]]
 name = "tensorboard"
-version = "2.6.0"
+version = "2.7.0"
 description = "TensorBoard lets you watch Tensors Flow"
 category = "main"
 optional = false
@@ -1818,7 +1820,7 @@ python-versions = ">=3.6"
 
 [package.dependencies]
 absl-py = ">=0.4"
-google-auth = ">=1.6.3,<2"
+google-auth = ">=1.6.3,<3"
 google-auth-oauthlib = ">=0.4.1,<0.5"
 grpcio = ">=1.24.3"
 markdown = ">=2.6.8"
@@ -1890,7 +1892,7 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "torch"
-version = "1.9.1"
+version = "1.10.0"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
 category = "main"
 optional = false
@@ -1925,7 +1927,7 @@ image = ["scipy", "torchvision", "torch-fidelity"]
 
 [[package]]
 name = "torchvision"
-version = "0.10.1"
+version = "0.11.1"
 description = "image and video datasets and models for torch deep learning"
 category = "main"
 optional = false
@@ -1933,8 +1935,8 @@ python-versions = "*"
 
 [package.dependencies]
 numpy = "*"
-pillow = ">=5.3.0"
-torch = "1.9.1"
+pillow = ">=5.3.0,<8.3.0 || >8.3.0"
+torch = "1.10.0"
 
 [package.extras]
 scipy = ["scipy"]
@@ -1984,7 +1986,7 @@ python-versions = "*"
 
 [[package]]
 name = "typeguard"
-version = "2.12.1"
+version = "2.13.0"
 description = "Run-time type checker for Python"
 category = "dev"
 optional = false
@@ -2017,7 +2019,7 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "wandb"
-version = "0.12.3"
+version = "0.12.5"
 description = "A CLI and library for interacting with the Weights and Biases API."
 category = "dev"
 optional = false
@@ -2044,10 +2046,10 @@ yaspin = ">=1.0.0"
 [package.extras]
 aws = ["boto3"]
 gcp = ["google-cloud-storage"]
-grpc = ["grpcio (==1.27.2)"]
 kubeflow = ["kubernetes", "minio", "google-cloud-storage", "sh"]
 launch = ["jupyter-repo2docker", "nbconvert", "chardet", "iso8601", "typing-extensions", "yaspin"]
 media = ["numpy", "moviepy", "pillow", "bokeh", "soundfile", "plotly"]
+service = ["grpcio (>=1.27.2)", "setproctitle"]
 sweeps = ["numpy (>=1.15,<1.21)", "scipy (>=1.5.4)", "pyyaml", "scikit-learn (==0.24.1)", "jsonschema (>=3.2.0)", "jsonref (>=0.2)", "pydantic (>=1.8.2)"]
 
 [[package]]
@@ -2080,7 +2082,7 @@ test = ["websockets"]
 
 [[package]]
 name = "werkzeug"
-version = "2.0.1"
+version = "2.0.2"
 description = "The comprehensive WSGI web application library."
 category = "main"
 optional = false
@@ -2113,7 +2115,7 @@ dev = ["pytest (>=4.6.2)", "black (>=19.3b0)"]
 
 [[package]]
 name = "yarl"
-version = "1.6.3"
+version = "1.7.0"
 description = "Yet another URL library"
 category = "main"
 optional = false
@@ -2137,12 +2139,12 @@ termcolor = ">=1.1.0,<2.0.0"
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.9"
-content-hash = "36353c45d8dae888096e4bff901be287c14fc1387295075516da8315a659edf9"
+content-hash = "73faebf834de3377f402b297eb8fca6634a08b5edde3893c10ecc879cd0e83ec"
 
 [metadata.files]
 absl-py = [
-    {file = "absl-py-0.14.0.tar.gz", hash = "sha256:7675ddb70ffd0e37a2e69322f8f2cd37b19e03a27f43420bea5850597ded9504"},
-    {file = "absl_py-0.14.0-py3-none-any.whl", hash = "sha256:81409f8c5c1601f47d57eaa548a8516a967ab45a43ef75e5dfceab2ab4b69143"},
+    {file = "absl-py-0.15.0.tar.gz", hash = "sha256:72d782fbeafba66ba3e525d46bccac949b9a174dbf66233e50ece09ee688dc81"},
+    {file = "absl_py-0.15.0-py3-none-any.whl", hash = "sha256:ea907384af023a7e681368bedb896159ab100c7db593efbbd5cde22af11270cd"},
 ]
 aiohttp = [
     {file = "aiohttp-3.7.4.post0-cp36-cp36m-macosx_10_14_x86_64.whl", hash = "sha256:3cf75f7cdc2397ed4442594b935a11ed5569961333d49b7539ea741be2cc79d5"},
@@ -2187,8 +2189,8 @@ antlr4-python3-runtime = [
     {file = "antlr4-python3-runtime-4.8.tar.gz", hash = "sha256:15793f5d0512a372b4e7d2284058ad32ce7dd27126b105fb0b2245130445db33"},
 ]
 anyio = [
-    {file = "anyio-3.3.2-py3-none-any.whl", hash = "sha256:c32da314c510b34a862f5afeaf8a446ffed2c2fde21583e654bd71ecfb5b744b"},
-    {file = "anyio-3.3.2.tar.gz", hash = "sha256:0b993a2ef6c1dc456815c2b5ca2819f382f20af98087cc2090a4afed3a501436"},
+    {file = "anyio-3.3.4-py3-none-any.whl", hash = "sha256:4fd09a25ab7fa01d34512b7249e366cd10358cdafc95022c7ff8c8f8a5026d66"},
+    {file = "anyio-3.3.4.tar.gz", hash = "sha256:67da67b5b21f96b9d3d65daa6ea99f5d5282cb09f50eb4456f8fb51dffefc3ff"},
 ]
 appdirs = [
     {file = "appdirs-1.4.4-py2.py3-none-any.whl", hash = "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"},
@@ -2256,63 +2258,68 @@ cachetools = [
     {file = "cachetools-4.2.4.tar.gz", hash = "sha256:89ea6f1b638d5a73a4f9226be57ac5e4f399d22770b92355f92dcb0f7f001693"},
 ]
 certifi = [
-    {file = "certifi-2021.5.30-py2.py3-none-any.whl", hash = "sha256:50b1e4f8446b06f41be7dd6338db18e0990601dce795c2b1686458aa7e8fa7d8"},
-    {file = "certifi-2021.5.30.tar.gz", hash = "sha256:2bbf76fd432960138b3ef6dda3dde0544f27cbf8546c458e60baf371917ba9ee"},
+    {file = "certifi-2021.10.8-py2.py3-none-any.whl", hash = "sha256:d62a0163eb4c2344ac042ab2bdf75399a71a2d8c7d47eac2e2ee91b9d6339569"},
+    {file = "certifi-2021.10.8.tar.gz", hash = "sha256:78884e7c1d4b00ce3cea67b44566851c4343c120abd683433ce934a68ea58872"},
 ]
 cffi = [
-    {file = "cffi-1.14.6-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:22b9c3c320171c108e903d61a3723b51e37aaa8c81255b5e7ce102775bd01e2c"},
-    {file = "cffi-1.14.6-cp27-cp27m-manylinux1_i686.whl", hash = "sha256:f0c5d1acbfca6ebdd6b1e3eded8d261affb6ddcf2186205518f1428b8569bb99"},
-    {file = "cffi-1.14.6-cp27-cp27m-manylinux1_x86_64.whl", hash = "sha256:99f27fefe34c37ba9875f224a8f36e31d744d8083e00f520f133cab79ad5e819"},
-    {file = "cffi-1.14.6-cp27-cp27m-win32.whl", hash = "sha256:55af55e32ae468e9946f741a5d51f9896da6b9bf0bbdd326843fec05c730eb20"},
-    {file = "cffi-1.14.6-cp27-cp27m-win_amd64.whl", hash = "sha256:7bcac9a2b4fdbed2c16fa5681356d7121ecabf041f18d97ed5b8e0dd38a80224"},
-    {file = "cffi-1.14.6-cp27-cp27mu-manylinux1_i686.whl", hash = "sha256:ed38b924ce794e505647f7c331b22a693bee1538fdf46b0222c4717b42f744e7"},
-    {file = "cffi-1.14.6-cp27-cp27mu-manylinux1_x86_64.whl", hash = "sha256:e22dcb48709fc51a7b58a927391b23ab37eb3737a98ac4338e2448bef8559b33"},
-    {file = "cffi-1.14.6-cp35-cp35m-macosx_10_9_x86_64.whl", hash = "sha256:aedb15f0a5a5949ecb129a82b72b19df97bbbca024081ed2ef88bd5c0a610534"},
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-    {file = "cffi-1.14.6-cp35-cp35m-win32.whl", hash = "sha256:f0010c6f9d1a4011e429109fda55a225921e3206e7f62a0c22a35344bfd13cca"},
-    {file = "cffi-1.14.6-cp35-cp35m-win_amd64.whl", hash = "sha256:57e555a9feb4a8460415f1aac331a2dc833b1115284f7ded7278b54afc5bd218"},
-    {file = "cffi-1.14.6-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:e8c6a99be100371dbb046880e7a282152aa5d6127ae01783e37662ef73850d8f"},
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+    {file = "yarl-1.7.0.tar.gz", hash = "sha256:8e7ebaf62e19c2feb097ffb7c94deb0f0c9fab52590784c8cd679d30ab009162"},
 ]
 yaspin = [
     {file = "yaspin-2.1.0-py3-none-any.whl", hash = "sha256:d574cbfaf0a349df466c91f7f81b22460ae5ebb15ecb8bf9411d6049923aee8d"},
diff --git a/pyproject.toml b/pyproject.toml
index c081a9e..a93d670 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -32,8 +32,8 @@ editdistance = "^0.5.3"
 torchmetrics = "^0.4.1"
 hydra-core = "^1.1.0"
 attr = "^0.3.1"
-torch = "^1.9.0"
-torchvision = "^0.10.0"
+torch = "^1.10.0"
+torchvision = "^0.11.1"
 
 [tool.poetry.dev-dependencies]
 pytest = "^5.4.2"
@@ -63,13 +63,13 @@ fail_under = 50
 
 [tool.poetry.scripts]
 download-emnist = "text_recognizer.data.emnist:download_emnist"
-download-nltk = "text_recognizer.data.sentence_generator:load_nltk_brown_corpus"
+download-nltk = "text_recognizer.data.utils.sentence_generator:load_nltk_brown_corpus"
 generate-emnist-lines = "text_recognizer.data.emnist_lines:generate_emnist_lines"
 download-iam = "text_recognizer.data.iam:download_iam"
 generate-iam-lines = "text_recognizer.data.iam_lines:generate_iam_lines"
-extract-iam-text = "text_recognizer.data.iam_preprocessor:cli"
-make-wordpieces = "text_recognizer.data.make_wordpieces:cli"
-build-transitions = "text_recognizer.data.build_transitions:cli"
+extract-iam-text = "text_recognizer.data.utils.iam_preprocessor:cli"
+make-wordpieces = "text_recognizer.data.utils.make_wordpieces:cli"
+build-transitions = "text_recognizer.data.utils.build_transitions:cli"
 generate-iam-paragraphs = "text_recognizer.data.iam_paragraphs:create_iam_paragraphs"
 generate-iam-synthetic-paragraphs = "text_recognizer.data.iam_synthetic_paragraphs:create_synthetic_iam_paragraphs"
 show-iam-extended-info = "text_recognizer.data.iam_extended_paragraphs:show_dataset_info"