Updated model: 384 splits, 13.71 epochs, min_loss: 1.0487, min_ppl: 2.854

.gitignore

@@ -0,0 +1,131 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+.DS_Store
+release.py

best-lm.pt

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8c89c32c97671b2dd8128ad456b72f15a85ab049028aab1cb3f0165bfece949e
+oid sha256:97f21a52b9e264f8df9cafbf70d3f2a5a901e3348486b8d29088f90e18008f47
 size 22791455

loss.txt

@@ -373,3 +373,12 @@
 | end of split  37 / 28 | epoch  13 | time: 3790.99s | valid loss 1.0489 | valid ppl 2.8545 | learning rate 5.0000
 | end of split  38 / 28 | epoch  13 | time: 3794.98s | valid loss 1.0490 | valid ppl 2.8547 | learning rate 5.0000
 | end of split  39 / 28 | epoch  13 | time: 3794.00s | valid loss 1.0490 | valid ppl 2.8547 | learning rate 5.0000
+| end of split  40 / 28 | epoch  13 | time: 3781.45s | valid loss 1.0490 | valid ppl 2.8547 | learning rate 5.0000
+| end of split  41 / 28 | epoch  13 | time: 1101.74s | valid loss 1.0489 | valid ppl 2.8546 | learning rate 5.0000
+| end of split  42 / 28 | epoch  13 | time: 3800.72s | valid loss 1.0489 | valid ppl 2.8546 | learning rate 5.0000
+| end of split  43 / 28 | epoch  13 | time: 3797.95s | valid loss 1.0489 | valid ppl 2.8544 | learning rate 5.0000
+| end of split  44 / 28 | epoch  13 | time: 3801.59s | valid loss 1.0489 | valid ppl 2.8544 | learning rate 5.0000
+| end of split  45 / 28 | epoch  13 | time: 3798.16s | valid loss 1.0488 | valid ppl 2.8542 | learning rate 5.0000
+| end of split  46 / 28 | epoch  13 | time: 3838.78s | valid loss 1.0488 | valid ppl 2.8542 | learning rate 5.0000
+| end of split  47 / 28 | epoch  13 | time: 3839.26s | valid loss 1.0487 | valid ppl 2.8540 | learning rate 5.0000
+| end of split  48 / 28 | epoch  13 | time: 3795.07s | valid loss 1.0487 | valid ppl 2.8540 | learning rate 5.0000