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+Metadata-Version: 2.4
+Name: safetensors
+Version: 0.8.0
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Intended Audience :: Developers
+Classifier: Intended Audience :: Education
+Classifier: Intended Audience :: Science/Research
+Classifier: License :: OSI Approved :: Apache Software License
+Classifier: Operating System :: OS Independent
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: 3.14
+Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
+Classifier: Typing :: Typed
+Requires-Dist: safetensors[torch] ; extra == 'all'
+Requires-Dist: safetensors[numpy] ; extra == 'all'
+Requires-Dist: safetensors[jax] ; extra == 'all'
+Requires-Dist: safetensors[paddlepaddle] ; extra == 'all'
+Requires-Dist: safetensors[convert] ; extra == 'all'
+Requires-Dist: safetensors[quality] ; extra == 'all'
+Requires-Dist: safetensors[testing] ; extra == 'all'
+Requires-Dist: safetensors[torch] ; extra == 'convert'
+Requires-Dist: huggingface-hub>=1.4 ; extra == 'convert'
+Requires-Dist: safetensors[all] ; extra == 'dev'
+Requires-Dist: safetensors[pinned-tf] ; extra == 'dev'
+Requires-Dist: safetensors[numpy] ; extra == 'jax'
+Requires-Dist: flax>=0.6.3 ; extra == 'jax'
+Requires-Dist: jax>=0.3.25 ; extra == 'jax'
+Requires-Dist: jaxlib>=0.3.25 ; extra == 'jax'
+Requires-Dist: mlx>=0.0.9 ; extra == 'mlx'
+Requires-Dist: numpy>=1.24.6 ; extra == 'numpy'
+Requires-Dist: safetensors[numpy] ; extra == 'paddlepaddle'
+Requires-Dist: paddlepaddle>=2.4.1 ; extra == 'paddlepaddle'
+Requires-Dist: safetensors[numpy] ; extra == 'pinned-tf'
+Requires-Dist: tensorflow==2.18.0 ; extra == 'pinned-tf'
+Requires-Dist: ruff ; extra == 'quality'
+Requires-Dist: safetensors[numpy] ; extra == 'tensorflow'
+Requires-Dist: tensorflow>=2.11.0 ; extra == 'tensorflow'
+Requires-Dist: safetensors[numpy] ; extra == 'testing'
+Requires-Dist: h5py>=3.7.0 ; extra == 'testing'
+Requires-Dist: setuptools-rust>=1.12.0 ; extra == 'testing'
+Requires-Dist: pytest>=9.0 ; extra == 'testing'
+Requires-Dist: pytest-benchmark>=5.2 ; extra == 'testing'
+Requires-Dist: hypothesis>=6.70.2 ; extra == 'testing'
+Requires-Dist: fsspec>=2024.6.0 ; extra == 'testing'
+Requires-Dist: s3fs>=2024.6.0 ; extra == 'testing'
+Requires-Dist: safetensors[numpy] ; extra == 'tf-nightly'
+Requires-Dist: tf-nightly ; extra == 'tf-nightly'
+Requires-Dist: safetensors[numpy] ; extra == 'torch'
+Requires-Dist: torch>=2.4 ; extra == 'torch'
+Provides-Extra: all
+Provides-Extra: convert
+Provides-Extra: dev
+Provides-Extra: jax
+Provides-Extra: mlx
+Provides-Extra: numpy
+Provides-Extra: paddlepaddle
+Provides-Extra: pinned-tf
+Provides-Extra: quality
+Provides-Extra: tensorflow
+Provides-Extra: testing
+Provides-Extra: tf-nightly
+Provides-Extra: torch
+License-File: LICENSE
+Author-email: Nicolas Patry <patry.nicolas@protonmail.com>, Luc Georges <luc@huggingface.co>, Daniël De Kok <daniel.dekok@huggingface.co>
+Requires-Python: >=3.10
+Description-Content-Type: text/markdown; charset=UTF-8; variant=GFM
+Project-URL: Homepage, https://github.com/huggingface/safetensors
+Project-URL: Source, https://github.com/huggingface/safetensors
+
+## Installation
+
+```
+pip install safetensors
+```
+
+
+## Usage
+
+### Numpy
+
+```python
+from safetensors.numpy import save_file, load_file
+import numpy as np
+
+tensors = {
+   "a": np.zeros((2, 2)),
+   "b": np.zeros((2, 3), dtype=np.uint8)
+}
+
+save_file(tensors, "./model.safetensors")
+
+
+# Now loading
+loaded = load_file("./model.safetensors")
+```
+
+### Torch
+
+```python
+from safetensors.torch import save_file, load_file
+import torch
+
+tensors = {
+   "a": torch.zeros((2, 2)),
+   "b": torch.zeros((2, 3), dtype=torch.uint8)
+}
+
+save_file(tensors, "./model.safetensors")
+
+
+# Now loading
+loaded = load_file("./model.safetensors")
+```
+
+### Developing
+
+```
+# inside ./safetensors/bindings/python
+pip install .[dev]
+```
+Should be enough to install this library locally.
+
+### Testing
+
+```
+# inside ./safetensors/bindings/python
+pip install .[dev]
+pytest -sv tests/
+```
+
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+Metadata-Version: 2.4
+Name: SQLAlchemy
+Version: 2.0.51
+Summary: Database Abstraction Library
+Home-page: https://www.sqlalchemy.org
+Author: Mike Bayer
+Author-email: mike_mp@zzzcomputing.com
+License: MIT
+Project-URL: Documentation, https://docs.sqlalchemy.org
+Project-URL: Issue Tracker, https://github.com/sqlalchemy/sqlalchemy/
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Intended Audience :: Developers
+Classifier: Operating System :: OS Independent
+Classifier: Programming Language :: Python
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.7
+Classifier: Programming Language :: Python :: 3.8
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
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+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: Implementation :: CPython
+Classifier: Programming Language :: Python :: Implementation :: PyPy
+Classifier: Topic :: Database :: Front-Ends
+Requires-Python: >=3.7
+Description-Content-Type: text/x-rst
+License-File: LICENSE
+Requires-Dist: importlib-metadata; python_version < "3.8"
+Requires-Dist: greenlet>=1; platform_machine == "aarch64" or (platform_machine == "ppc64le" or (platform_machine == "x86_64" or (platform_machine == "amd64" or (platform_machine == "AMD64" or (platform_machine == "win32" or platform_machine == "WIN32")))))
+Requires-Dist: typing-extensions>=4.6.0
+Provides-Extra: asyncio
+Requires-Dist: greenlet>=1; extra == "asyncio"
+Provides-Extra: mypy
+Requires-Dist: mypy>=0.910; extra == "mypy"
+Provides-Extra: mssql
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+Requires-Dist: pyodbc; extra == "mssql-pyodbc"
+Provides-Extra: mysql
+Requires-Dist: mysqlclient>=1.4.0; extra == "mysql"
+Provides-Extra: mysql-connector
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+Requires-Dist: mariadb!=1.1.10,!=1.1.2,!=1.1.5,>=1.0.1; extra == "mariadb-connector"
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+Provides-Extra: postgresql
+Requires-Dist: psycopg2>=2.7; extra == "postgresql"
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+Provides-Extra: postgresql-psycopg2binary
+Requires-Dist: psycopg2-binary; extra == "postgresql-psycopg2binary"
+Provides-Extra: postgresql-psycopg2cffi
+Requires-Dist: psycopg2cffi; extra == "postgresql-psycopg2cffi"
+Provides-Extra: postgresql-psycopg
+Requires-Dist: psycopg>=3.0.7; extra == "postgresql-psycopg"
+Provides-Extra: postgresql-psycopgbinary
+Requires-Dist: psycopg[binary]>=3.0.7; extra == "postgresql-psycopgbinary"
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+Requires-Dist: greenlet>=1; extra == "aiomysql"
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+Provides-Extra: aioodbc
+Requires-Dist: greenlet>=1; extra == "aioodbc"
+Requires-Dist: aioodbc; extra == "aioodbc"
+Provides-Extra: asyncmy
+Requires-Dist: greenlet>=1; extra == "asyncmy"
+Requires-Dist: asyncmy!=0.2.4,!=0.2.6,>=0.2.3; extra == "asyncmy"
+Provides-Extra: aiosqlite
+Requires-Dist: greenlet>=1; extra == "aiosqlite"
+Requires-Dist: aiosqlite; extra == "aiosqlite"
+Requires-Dist: typing_extensions!=3.10.0.1; extra == "aiosqlite"
+Provides-Extra: sqlcipher
+Requires-Dist: sqlcipher3_binary; extra == "sqlcipher"
+Dynamic: license-file
+
+SQLAlchemy
+==========
+
+|PyPI| |Python| |Downloads|
+
+.. |PyPI| image:: https://img.shields.io/pypi/v/sqlalchemy
+    :target: https://pypi.org/project/sqlalchemy
+    :alt: PyPI
+
+.. |Python| image:: https://img.shields.io/pypi/pyversions/sqlalchemy
+    :target: https://pypi.org/project/sqlalchemy
+    :alt: PyPI - Python Version
+
+.. |Downloads| image:: https://static.pepy.tech/badge/sqlalchemy/month
+    :target: https://pepy.tech/project/sqlalchemy
+    :alt: PyPI - Downloads
+
+
+The Python SQL Toolkit and Object Relational Mapper
+
+Introduction
+-------------
+
+SQLAlchemy is the Python SQL toolkit and Object Relational Mapper
+that gives application developers the full power and
+flexibility of SQL. SQLAlchemy provides a full suite
+of well known enterprise-level persistence patterns,
+designed for efficient and high-performing database
+access, adapted into a simple and Pythonic domain
+language.
+
+Major SQLAlchemy features include:
+
+* An industrial strength ORM, built
+  from the core on the identity map, unit of work,
+  and data mapper patterns.   These patterns
+  allow transparent persistence of objects
+  using a declarative configuration system.
+  Domain models
+  can be constructed and manipulated naturally,
+  and changes are synchronized with the
+  current transaction automatically.
+* A relationally-oriented query system, exposing
+  the full range of SQL's capabilities
+  explicitly, including joins, subqueries,
+  correlation, and most everything else,
+  in terms of the object model.
+  Writing queries with the ORM uses the same
+  techniques of relational composition you use
+  when writing SQL.  While you can drop into
+  literal SQL at any time, it's virtually never
+  needed.
+* A comprehensive and flexible system
+  of eager loading for related collections and objects.
+  Collections are cached within a session,
+  and can be loaded on individual access, all
+  at once using joins, or by query per collection
+  across the full result set.
+* A Core SQL construction system and DBAPI
+  interaction layer.  The SQLAlchemy Core is
+  separate from the ORM and is a full database
+  abstraction layer in its own right, and includes
+  an extensible Python-based SQL expression
+  language, schema metadata, connection pooling,
+  type coercion, and custom types.
+* All primary and foreign key constraints are
+  assumed to be composite and natural.  Surrogate
+  integer primary keys are of course still the
+  norm, but SQLAlchemy never assumes or hardcodes
+  to this model.
+* Database introspection and generation.  Database
+  schemas can be "reflected" in one step into
+  Python structures representing database metadata;
+  those same structures can then generate
+  CREATE statements right back out - all within
+  the Core, independent of the ORM.
+
+SQLAlchemy's philosophy:
+
+* SQL databases behave less and less like object
+  collections the more size and performance start to
+  matter; object collections behave less and less like
+  tables and rows the more abstraction starts to matter.
+  SQLAlchemy aims to accommodate both of these
+  principles.
+* An ORM doesn't need to hide the "R".   A relational
+  database provides rich, set-based functionality
+  that should be fully exposed.   SQLAlchemy's
+  ORM provides an open-ended set of patterns
+  that allow a developer to construct a custom
+  mediation layer between a domain model and
+  a relational schema, turning the so-called
+  "object relational impedance" issue into
+  a distant memory.
+* The developer, in all cases, makes all decisions
+  regarding the design, structure, and naming conventions
+  of both the object model as well as the relational
+  schema.   SQLAlchemy only provides the means
+  to automate the execution of these decisions.
+* With SQLAlchemy, there's no such thing as
+  "the ORM generated a bad query" - you
+  retain full control over the structure of
+  queries, including how joins are organized,
+  how subqueries and correlation is used, what
+  columns are requested.  Everything SQLAlchemy
+  does is ultimately the result of a developer-initiated 
+  decision.
+* Don't use an ORM if the problem doesn't need one.
+  SQLAlchemy consists of a Core and separate ORM
+  component.   The Core offers a full SQL expression
+  language that allows Pythonic construction
+  of SQL constructs that render directly to SQL
+  strings for a target database, returning
+  result sets that are essentially enhanced DBAPI
+  cursors.
+* Transactions should be the norm.  With SQLAlchemy's
+  ORM, nothing goes to permanent storage until
+  commit() is called.  SQLAlchemy encourages applications
+  to create a consistent means of delineating
+  the start and end of a series of operations.
+* Never render a literal value in a SQL statement.
+  Bound parameters are used to the greatest degree
+  possible, allowing query optimizers to cache
+  query plans effectively and making SQL injection
+  attacks a non-issue.
+
+Documentation
+-------------
+
+Latest documentation is at:
+
+https://www.sqlalchemy.org/docs/
+
+Installation / Requirements
+---------------------------
+
+Full documentation for installation is at
+`Installation <https://www.sqlalchemy.org/docs/intro.html#installation>`_.
+
+Getting Help / Development / Bug reporting
+------------------------------------------
+
+Please refer to the `SQLAlchemy Community Guide <https://www.sqlalchemy.org/support.html>`_.
+
+Code of Conduct
+---------------
+
+Above all, SQLAlchemy places great emphasis on polite, thoughtful, and
+constructive communication between users and developers.
+Please see our current Code of Conduct at
+`Code of Conduct <https://www.sqlalchemy.org/codeofconduct.html>`_.
+
+License
+-------
+
+SQLAlchemy is distributed under the `MIT license
+<https://www.opensource.org/licenses/mit-license.php>`_.
+
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+Version: 3.5.4
+Summary: Lightweight in-process concurrent programming
+Author-email: Alexey Borzenkov <snaury@gmail.com>
+Maintainer-email: Jason Madden <jason@seecoresoftware.com>
+License-Expression: MIT AND PSF-2.0
+Project-URL: Homepage, https://greenlet.readthedocs.io
+Project-URL: Documentation, https://greenlet.readthedocs.io
+Project-URL: Repository, https://github.com/python-greenlet/greenlet
+Project-URL: Issues, https://github.com/python-greenlet/greenlet/issues
+Project-URL: Changelog, https://greenlet.readthedocs.io/en/latest/changes.html
+Keywords: greenlet,coroutine,concurrency,threads,cooperative
+Classifier: Development Status :: 5 - Production/Stable
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+Requires-Python: >=3.10
+Description-Content-Type: text/x-rst
+License-File: LICENSE
+License-File: LICENSE.PSF
+Provides-Extra: docs
+Requires-Dist: Sphinx; extra == "docs"
+Requires-Dist: furo; extra == "docs"
+Provides-Extra: test
+Requires-Dist: objgraph; extra == "test"
+Requires-Dist: psutil; extra == "test"
+Requires-Dist: setuptools; extra == "test"
+Dynamic: license-file
+
+.. This file is included into docs/history.rst
+
+
+Greenlets are lightweight coroutines for in-process concurrent
+programming.
+
+The "greenlet" package is a spin-off of `Stackless`_, a version of
+CPython that supports micro-threads called "tasklets". Tasklets run
+pseudo-concurrently (typically in a single or a few OS-level threads)
+and are synchronized with data exchanges on "channels".
+
+A "greenlet", on the other hand, is a still more primitive notion of
+micro-thread with no implicit scheduling; coroutines, in other words.
+This is useful when you want to control exactly when your code runs.
+You can build custom scheduled micro-threads on top of greenlet;
+however, it seems that greenlets are useful on their own as a way to
+make advanced control flow structures. For example, we can recreate
+generators; the difference with Python's own generators is that our
+generators can call nested functions and the nested functions can
+yield values too. (Additionally, you don't need a "yield" keyword. See
+the example in `test_generator.py
+<https://github.com/python-greenlet/greenlet/blob/adca19bf1f287b3395896a8f41f3f4fd1797fdc7/src/greenlet/tests/test_generator.py#L1>`_).
+
+Greenlets are provided as a C extension module for the regular unmodified
+interpreter.
+
+.. _`Stackless`: http://www.stackless.com
+
+
+Who is using Greenlet?
+======================
+
+There are several libraries that use Greenlet as a more flexible
+alternative to Python's built in coroutine support:
+
+ - `Concurrence`_
+ - `Eventlet`_
+ - `Gevent`_
+
+.. _Concurrence: http://opensource.hyves.org/concurrence/
+.. _Eventlet: http://eventlet.net/
+.. _Gevent: http://www.gevent.org/
+
+Getting Greenlet
+================
+
+The easiest way to get Greenlet is to install it with pip::
+
+  pip install greenlet
+
+
+Source code archives and binary distributions are available on the
+python package index at https://pypi.org/project/greenlet
+
+The source code repository is hosted on github:
+https://github.com/python-greenlet/greenlet
+
+Documentation is available on readthedocs.org:
+https://greenlet.readthedocs.io
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+Metadata-Version: 2.4
+Name: pip
+Version: 26.1.2
+Summary: The PyPA recommended tool for installing Python packages.
+Author-email: The pip developers <distutils-sig@python.org>
+Requires-Python: >=3.10
+Description-Content-Type: text/x-rst
+License-Expression: MIT
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Intended Audience :: Developers
+Classifier: Topic :: Software Development :: Build Tools
+Classifier: Programming Language :: Python
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3 :: Only
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: 3.14
+Classifier: Programming Language :: Python :: Implementation :: CPython
+Classifier: Programming Language :: Python :: Implementation :: PyPy
+License-File: AUTHORS.txt
+License-File: LICENSE.txt
+License-File: src/pip/_vendor/cachecontrol/LICENSE.txt
+License-File: src/pip/_vendor/certifi/LICENSE
+License-File: src/pip/_vendor/distlib/LICENSE.txt
+License-File: src/pip/_vendor/distro/LICENSE
+License-File: src/pip/_vendor/idna/LICENSE.md
+License-File: src/pip/_vendor/msgpack/COPYING
+License-File: src/pip/_vendor/packaging/LICENSE
+License-File: src/pip/_vendor/packaging/LICENSE.APACHE
+License-File: src/pip/_vendor/packaging/LICENSE.BSD
+License-File: src/pip/_vendor/pkg_resources/LICENSE
+License-File: src/pip/_vendor/platformdirs/LICENSE
+License-File: src/pip/_vendor/pygments/LICENSE
+License-File: src/pip/_vendor/pyproject_hooks/LICENSE
+License-File: src/pip/_vendor/requests/LICENSE
+License-File: src/pip/_vendor/resolvelib/LICENSE
+License-File: src/pip/_vendor/rich/LICENSE
+License-File: src/pip/_vendor/tomli/LICENSE
+License-File: src/pip/_vendor/tomli_w/LICENSE
+License-File: src/pip/_vendor/truststore/LICENSE
+License-File: src/pip/_vendor/urllib3/LICENSE.txt
+Project-URL: Changelog, https://pip.pypa.io/en/stable/news/
+Project-URL: Documentation, https://pip.pypa.io
+Project-URL: Homepage, https://pip.pypa.io/
+Project-URL: Source, https://github.com/pypa/pip
+
+pip - The Python Package Installer
+==================================
+
+.. |pypi-version| image:: https://img.shields.io/pypi/v/pip.svg
+   :target: https://pypi.org/project/pip/
+   :alt: PyPI
+
+.. |python-versions| image:: https://img.shields.io/pypi/pyversions/pip
+   :target: https://pypi.org/project/pip
+   :alt: PyPI - Python Version
+
+.. |docs-badge| image:: https://readthedocs.org/projects/pip/badge/?version=latest
+   :target: https://pip.pypa.io/en/latest
+   :alt: Documentation
+
+|pypi-version| |python-versions| |docs-badge|
+
+pip is the `package installer`_ for Python. You can use pip to install packages from the `Python Package Index`_ and other indexes.
+
+Please take a look at our documentation for how to install and use pip:
+
+* `Installation`_
+* `Usage`_
+
+We release updates regularly, with a new version every 3 months. Find more details in our documentation:
+
+* `Release notes`_
+* `Release process`_
+
+If you find bugs, need help, or want to talk to the developers, please use our mailing lists or chat rooms:
+
+* `Issue tracking`_
+* `Discourse channel`_
+* `User IRC`_
+
+If you want to get involved, head over to GitHub to get the source code, look at our development documentation and feel free to jump on the developer mailing lists and chat rooms:
+
+* `GitHub page`_
+* `Development documentation`_
+* `Development IRC`_
+
+Code of Conduct
+---------------
+
+Everyone interacting in the pip project's codebases, issue trackers, chat
+rooms, and mailing lists is expected to follow the `PSF Code of Conduct`_.
+
+.. _package installer: https://packaging.python.org/guides/tool-recommendations/
+.. _Python Package Index: https://pypi.org
+.. _Installation: https://pip.pypa.io/en/stable/installation/
+.. _Usage: https://pip.pypa.io/en/stable/
+.. _Release notes: https://pip.pypa.io/en/stable/news.html
+.. _Release process: https://pip.pypa.io/en/latest/development/release-process/
+.. _GitHub page: https://github.com/pypa/pip
+.. _Development documentation: https://pip.pypa.io/en/latest/development
+.. _Issue tracking: https://github.com/pypa/pip/issues
+.. _Discourse channel: https://discuss.python.org/c/packaging
+.. _User IRC: https://kiwiirc.com/nextclient/#ircs://irc.libera.chat:+6697/pypa
+.. _Development IRC: https://kiwiirc.com/nextclient/#ircs://irc.libera.chat:+6697/pypa-dev
+.. _PSF Code of Conduct: https://github.com/pypa/.github/blob/main/CODE_OF_CONDUCT.md
+
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+Metadata-Version: 2.1
+Name: et_xmlfile
+Version: 2.0.0
+Summary: An implementation of lxml.xmlfile for the standard library
+Home-page: https://foss.heptapod.net/openpyxl/et_xmlfile
+Author: See AUTHORS.txt
+Author-email: charlie.clark@clark-consulting.eu
+License: MIT
+Project-URL: Documentation, https://openpyxl.pages.heptapod.net/et_xmlfile/
+Project-URL: Source, https://foss.heptapod.net/openpyxl/et_xmlfile
+Project-URL: Tracker, https://foss.heptapod.net/openpyxl/et_xmfile/-/issues
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Operating System :: MacOS :: MacOS X
+Classifier: Operating System :: Microsoft :: Windows
+Classifier: Operating System :: POSIX
+Classifier: License :: OSI Approved :: MIT License
+Classifier: Programming Language :: Python
+Classifier: Programming Language :: Python :: 3.8
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Requires-Python: >=3.8
+License-File: LICENCE.python
+License-File: LICENCE.rst
+License-File: AUTHORS.txt
+
+.. image:: https://foss.heptapod.net/openpyxl/et_xmlfile/badges/branch/default/coverage.svg
+    :target: https://coveralls.io/bitbucket/openpyxl/et_xmlfile?branch=default
+    :alt: coverage status
+
+et_xmfile
+=========
+
+XML can use lots of memory, and et_xmlfile is a low memory library for creating large XML files
+And, although the standard library already includes an incremental parser, `iterparse` it has no equivalent when writing XML. Once an element has been added to the tree, it is written to
+the file or stream and the memory is then cleared.
+
+This module is based upon the `xmlfile module from lxml <http://lxml.de/api.html#incremental-xml-generation>`_ with the aim of allowing code to be developed that will work with both libraries.
+It was developed initially for the openpyxl project, but is now a standalone module.
+
+The code was written by Elias Rabel as part of the `Python Düsseldorf <http://pyddf.de>`_ openpyxl sprint in September 2014.
+
+Proper support for incremental writing was provided by Daniel Hillier in 2024
+
+Note on performance
+-------------------
+
+The code was not developed with performance in mind, but turned out to be faster than the existing SAX-based implementation but is generally slower than lxml's xmlfile.
+There is one area where an optimisation for lxml may negatively affect the performance of et_xmfile and that is when using the `.element()` method on the xmlfile context manager. It is, therefore, recommended simply to create Elements write these directly, as in the sample code.
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+Author: Hugging Face, Inc.
+Author-email: julien@huggingface.co
+License: Apache-2.0
+Keywords: model-hub machine-learning models natural-language-processing deep-learning pytorch pretrained-models
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+Classifier: Intended Audience :: Education
+Classifier: Intended Audience :: Science/Research
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+Requires-Dist: authlib>=1.3.2; extra == "dev"
+Requires-Dist: fastapi; extra == "dev"
+Requires-Dist: httpx; extra == "dev"
+Requires-Dist: itsdangerous; extra == "dev"
+Requires-Dist: jedi; extra == "dev"
+Requires-Dist: Jinja2; extra == "dev"
+Requires-Dist: pytest>=8.4.2; extra == "dev"
+Requires-Dist: pytest-cov; extra == "dev"
+Requires-Dist: pytest-env; extra == "dev"
+Requires-Dist: pytest-xdist; extra == "dev"
+Requires-Dist: pytest-vcr; extra == "dev"
+Requires-Dist: pytest-asyncio; extra == "dev"
+Requires-Dist: pytest-rerunfailures<16.0; extra == "dev"
+Requires-Dist: pytest-mock; extra == "dev"
+Requires-Dist: urllib3<2.0; extra == "dev"
+Requires-Dist: soundfile; extra == "dev"
+Requires-Dist: Pillow; extra == "dev"
+Requires-Dist: numpy; extra == "dev"
+Requires-Dist: duckdb; extra == "dev"
+Requires-Dist: fastapi; extra == "dev"
+Requires-Dist: ruff>=0.9.0; extra == "dev"
+Requires-Dist: mypy==1.15.0; extra == "dev"
+Requires-Dist: libcst>=1.4.0; extra == "dev"
+Requires-Dist: ty; extra == "dev"
+Requires-Dist: typing-extensions>=4.8.0; extra == "dev"
+Requires-Dist: types-PyYAML; extra == "dev"
+Requires-Dist: types-simplejson; extra == "dev"
+Requires-Dist: types-toml; extra == "dev"
+Requires-Dist: types-tqdm; extra == "dev"
+Requires-Dist: types-urllib3; extra == "dev"
+Dynamic: author
+Dynamic: author-email
+Dynamic: classifier
+Dynamic: description
+Dynamic: description-content-type
+Dynamic: home-page
+Dynamic: keywords
+Dynamic: license
+Dynamic: license-file
+Dynamic: provides-extra
+Dynamic: requires-dist
+Dynamic: requires-python
+Dynamic: summary
+
+<p align="center">
+  <picture>
+    <source media="(prefers-color-scheme: dark)" srcset="https://huggingface.co/datasets/huggingface/documentation-images/raw/main/huggingface_hub-dark.svg">
+    <source media="(prefers-color-scheme: light)" srcset="https://huggingface.co/datasets/huggingface/documentation-images/raw/main/huggingface_hub.svg">
+    <img alt="huggingface_hub library logo" src="https://huggingface.co/datasets/huggingface/documentation-images/raw/main/huggingface_hub.svg" width="352" height="59" style="max-width: 100%">
+  </picture>
+  <br/>
+  <br/>
+</p> 
+
+<p align="center">
+    <i>The official CLI and Python client for the Hugging Face Hub.</i>
+    <br/>
+    <a href="#what-is-huggingface_hub">About</a>
+    ·
+    <a href="https://huggingface.co/docs/huggingface_hub">Documentation</a>
+    ·
+    <a href="https://huggingface.co/docs/huggingface_hub/en/installation">Install</a>
+    ·
+    <a href="https://huggingface.co/docs/huggingface_hub/en/guides/cli">CLI Guide</a>
+    ·
+    <a href="https://github.com/huggingface/huggingface_hub/blob/main/CONTRIBUTING.md">Contributing</a>
+</p>
+
+<p align="center">
+    <a href="https://huggingface.co/docs/huggingface_hub/en/index"><img alt="Documentation" src="https://img.shields.io/website/http/huggingface.co/docs/huggingface_hub/index.svg?down_color=red&down_message=offline&up_message=online&label=doc"></a>
+    <a href="https://github.com/huggingface/huggingface_hub/releases"><img alt="GitHub release" src="https://img.shields.io/github/release/huggingface/huggingface_hub.svg"></a>
+    <a href="https://github.com/huggingface/huggingface_hub"><img alt="PyPi version" src="https://img.shields.io/pypi/pyversions/huggingface_hub.svg"></a>
+    <a href="https://pypi.org/project/huggingface-hub"><img alt="PyPI - Downloads" src="https://img.shields.io/pypi/dm/huggingface_hub"></a>
+    <a href="https://codecov.io/gh/huggingface/huggingface_hub"><img alt="Code coverage" src="https://codecov.io/gh/huggingface/huggingface_hub/branch/main/graph/badge.svg?token=RXP95LE2XL"></a>
+</p>
+
+<h4 align="center">
+    <p>
+        <b>English</b> |
+        <a href="https://github.com/huggingface/huggingface_hub/blob/main/i18n/README_de.md">Deutsch</a> |
+        <a href="https://github.com/huggingface/huggingface_hub/blob/main/i18n/README_fr.md">Français</a> |
+        <a href="https://github.com/huggingface/huggingface_hub/blob/main/i18n/README_hi.md">हिंदी</a> |
+        <a href="https://github.com/huggingface/huggingface_hub/blob/main/i18n/README_ko.md">한국어</a> |
+        <a href="https://github.com/huggingface/huggingface_hub/blob/main/i18n/README_cn.md">中文 (简体)</a> |
+        <a href="https://github.com/huggingface/huggingface_hub/blob/main/i18n/README_kn.md">ಕನ್ನಡ</a>
+    </p>
+</h4>
+
+## Quick start
+
+Install the [`hf` CLI](https://huggingface.co/docs/huggingface_hub/en/guides/cli) with the standalone installer:
+
+```bash
+# On macOS and Linux.
+curl -LsSf https://hf.co/cli/install.sh | bash
+```
+
+```powershell
+# On Windows.
+powershell -ExecutionPolicy ByPass -c "irm https://hf.co/cli/install.ps1 | iex"
+```
+
+Log in, then start working with the Hub:
+
+```bash
+# Log in (use --token $HF_TOKEN in non-interactive environments)
+hf auth login
+
+# Find models served by Inference Providers
+hf models ls --warm
+
+# Download a model
+hf download Qwen/Qwen3-0.6B
+
+# Upload files to your own repo
+hf upload username/my-cool-model ./model.safetensors
+
+# Sync a local folder to a storage bucket
+hf buckets sync ./checkpoints hf://buckets/username/my-bucket
+
+# Run a job on Hugging Face infrastructure
+hf jobs run python:3.12 python -c "print('Hello from the cloud!')"
+
+# Discover everything else
+hf --help
+```
+
+The Hub uses tokens to authenticate applications (see [docs](https://huggingface.co/docs/hub/security-tokens)). Check out the [CLI guide](https://huggingface.co/docs/huggingface_hub/en/guides/cli) for a tour of the main features.
+
+## What is `huggingface_hub`?
+
+The `huggingface_hub` library allows you to interact with the [Hugging Face Hub](https://huggingface.co/), a platform democratizing open-source Machine Learning for creators and collaborators. Discover pre-trained models and datasets for your projects, play with the thousands of machine learning apps hosted on the Hub, or create and share your own models, datasets and demos with the community. Everything ships in one package with two interfaces: the [`hf` CLI](https://huggingface.co/docs/huggingface_hub/en/guides/cli) for your terminal and the `huggingface_hub` library for Python — both designed to work well for humans and AI agents. Use them to:
+
+- [Download files](https://huggingface.co/docs/huggingface_hub/en/guides/download) from the Hub.
+- [Upload files](https://huggingface.co/docs/huggingface_hub/en/guides/upload) to the Hub.
+- [Manage your repositories](https://huggingface.co/docs/huggingface_hub/en/guides/repository).
+- [Run Inference](https://huggingface.co/docs/huggingface_hub/en/guides/inference) on deployed models.
+- [Run Jobs](https://huggingface.co/docs/huggingface_hub/en/guides/jobs) on Hugging Face infrastructure.
+- [Search](https://huggingface.co/docs/huggingface_hub/en/guides/search) for models, datasets and Spaces.
+- [Share Model Cards](https://huggingface.co/docs/huggingface_hub/en/guides/model-cards) to document your models.
+- [Engage with the community](https://huggingface.co/docs/huggingface_hub/en/guides/community) through PRs and comments.
+- Do all of the above from the terminal with the [`hf` CLI](https://huggingface.co/docs/huggingface_hub/en/guides/cli).
+
+## Built for humans and AI agents
+
+The `hf` CLI is designed for people and coding agents alike: the same commands adapt their output when run by an agent. If you use Claude Code, Codex, Cursor, or another coding agent, install the `hf` CLI Skill — a command reference generated from your installed CLI:
+
+```bash
+# for Codex, Cursor, OpenCode, Pi and other agents that load skills from `.agents/skills`
+hf skills add
+# includes the above + Claude Code
+hf skills add --claude
+```
+
+Learn more in the [Hugging Face CLI for AI agents guide](https://huggingface.co/docs/hub/agents-cli) and the [announcement blog post](https://huggingface.co/blog/hf-cli-for-agents).
+
+## Use the Python library
+
+Install the `huggingface_hub` package with [pip](https://pypi.org/project/huggingface-hub/) (this also installs the `hf` CLI):
+
+```bash
+pip install huggingface_hub
+```
+
+We recommend using [`uv`](https://docs.astral.sh/uv/) for a fast and reliable install:
+
+```bash
+uv pip install huggingface_hub
+```
+
+In order to keep the package minimal by default, `huggingface_hub` comes with optional dependencies useful for some use cases. For example, if you want to use the MCP module, run:
+
+```bash
+pip install "huggingface_hub[mcp]"
+```
+
+To learn more about installation and optional dependencies, check out the [installation guide](https://huggingface.co/docs/huggingface_hub/en/installation).
+
+### Download files
+
+Download a single file
+
+```py
+from huggingface_hub import hf_hub_download
+
+hf_hub_download(repo_id="zai-org/GLM-5.2", filename="config.json")
+```
+
+Or an entire repository
+
+```py
+from huggingface_hub import snapshot_download
+
+snapshot_download("sentence-transformers/all-MiniLM-L6-v2")
+```
+
+Files will be downloaded in a local cache folder. More details in [this guide](https://huggingface.co/docs/huggingface_hub/en/guides/manage-cache).
+
+### Create a repository
+
+```py
+from huggingface_hub import create_repo
+
+create_repo(repo_id="super-cool-model")
+```
+
+### Upload files
+
+Upload a single file
+
+```py
+from huggingface_hub import upload_file
+
+upload_file(
+    path_or_fileobj="/home/lysandre/dummy-test/README.md",
+    path_in_repo="README.md",
+    repo_id="lysandre/test-model",
+)
+```
+
+Or an entire folder
+
+```py
+from huggingface_hub import upload_folder
+
+upload_folder(
+    folder_path="/path/to/local/space",
+    repo_id="username/my-cool-space",
+    repo_type="space",
+)
+```
+
+More details in the [upload guide](https://huggingface.co/docs/huggingface_hub/en/guides/upload).
+
+## Integrating with the Hub.
+
+We're partnering with cool open source ML libraries to provide free model hosting and versioning. You can find the existing integrations [here](https://huggingface.co/docs/hub/libraries).
+
+The advantages are:
+
+- Free model or dataset hosting for libraries and their users.
+- Built-in file versioning, even with very large files, made possible by [Xet](https://huggingface.co/docs/hub/xet/index), the Hub's chunk-deduplicated storage backend.
+- In-browser widgets to play with the uploaded models.
+- Anyone can upload a new model for your library, they just need to add the corresponding tag for the model to be discoverable.
+- Fast downloads! We use Cloudfront (a CDN) to geo-replicate downloads so they're blazing fast from anywhere on the globe.
+- Usage stats and more features to come.
+
+If you would like to integrate your library, feel free to open an issue to begin the discussion. We wrote a [step-by-step guide](https://huggingface.co/docs/hub/adding-a-library) with ❤️ showing how to do this integration.
+
+## Contributions (feature requests, bugs, etc.) are super welcome 💙💚💛💜🧡❤️
+
+Everyone is welcome to contribute, and we value everybody's contribution. Code is not the only way to help the community.
+Answering questions, helping others, reaching out and improving the documentations are immensely valuable to the community.
+We wrote a [contribution guide](https://github.com/huggingface/huggingface_hub/blob/main/CONTRIBUTING.md) to summarize
+how to get started to contribute to this repository.
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@@ -0,0 +1,94 @@
+Metadata-Version: 2.1
+Name: contourpy
+Version: 1.3.3
+Summary: Python library for calculating contours of 2D quadrilateral grids
+Author-Email: Ian Thomas <ianthomas23@gmail.com>
+License: BSD 3-Clause License
+         
+         Copyright (c) 2021-2025, ContourPy Developers.
+         All rights reserved.
+         
+         Redistribution and use in source and binary forms, with or without
+         modification, are permitted provided that the following conditions are met:
+         
+         1. Redistributions of source code must retain the above copyright notice, this
+            list of conditions and the following disclaimer.
+         
+         2. Redistributions in binary form must reproduce the above copyright notice,
+            this list of conditions and the following disclaimer in the documentation
+            and/or other materials provided with the distribution.
+         
+         3. Neither the name of the copyright holder nor the names of its
+            contributors may be used to endorse or promote products derived from
+            this software without specific prior written permission.
+         
+         THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+         AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+         IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+         DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
+         FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+         DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+         SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+         CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+         OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+         OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+         
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Intended Audience :: Developers
+Classifier: Intended Audience :: Science/Research
+Classifier: License :: OSI Approved :: BSD License
+Classifier: Programming Language :: C++
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: 3.14
+Classifier: Topic :: Scientific/Engineering :: Information Analysis
+Classifier: Topic :: Scientific/Engineering :: Mathematics
+Classifier: Topic :: Scientific/Engineering :: Visualization
+Project-URL: Homepage, https://github.com/contourpy/contourpy
+Project-URL: Changelog, https://contourpy.readthedocs.io/en/latest/changelog.html
+Project-URL: Documentation, https://contourpy.readthedocs.io
+Project-URL: Repository, https://github.com/contourpy/contourpy
+Requires-Python: >=3.11
+Requires-Dist: numpy>=1.25
+Provides-Extra: docs
+Requires-Dist: furo; extra == "docs"
+Requires-Dist: sphinx>=7.2; extra == "docs"
+Requires-Dist: sphinx-copybutton; extra == "docs"
+Provides-Extra: bokeh
+Requires-Dist: bokeh; extra == "bokeh"
+Requires-Dist: selenium; extra == "bokeh"
+Provides-Extra: mypy
+Requires-Dist: contourpy[bokeh,docs]; extra == "mypy"
+Requires-Dist: bokeh; extra == "mypy"
+Requires-Dist: docutils-stubs; extra == "mypy"
+Requires-Dist: mypy==1.17.0; extra == "mypy"
+Requires-Dist: types-Pillow; extra == "mypy"
+Provides-Extra: test
+Requires-Dist: contourpy[test-no-images]; extra == "test"
+Requires-Dist: matplotlib; extra == "test"
+Requires-Dist: Pillow; extra == "test"
+Provides-Extra: test-no-images
+Requires-Dist: pytest; extra == "test-no-images"
+Requires-Dist: pytest-cov; extra == "test-no-images"
+Requires-Dist: pytest-rerunfailures; extra == "test-no-images"
+Requires-Dist: pytest-xdist; extra == "test-no-images"
+Requires-Dist: wurlitzer; extra == "test-no-images"
+Description-Content-Type: text/markdown
+
+<img alt="ContourPy" src="https://raw.githubusercontent.com/contourpy/contourpy/main/docs/_static/contourpy_logo_horiz.svg" height="90">
+
+ContourPy is a Python library for calculating contours of 2D quadrilateral grids.  It is written in C++11 and wrapped using pybind11.
+
+It contains the 2005 and 2014 algorithms used in Matplotlib as well as a newer algorithm that includes more features and is available in both serial and multithreaded versions.  It provides an easy way for Python libraries to use contouring algorithms without having to include Matplotlib as a dependency.
+
+  * **Documentation**: https://contourpy.readthedocs.io
+  * **Source code**: https://github.com/contourpy/contourpy
+
+| | |
+| --- | --- |
+| Latest release | [![PyPI version](https://img.shields.io/pypi/v/contourpy.svg?label=pypi&color=fdae61)](https://pypi.python.org/pypi/contourpy) [![conda-forge version](https://img.shields.io/conda/v/conda-forge/contourpy.svg?label=conda-forge&color=a6d96a)](https://anaconda.org/conda-forge/contourpy) |
+| Downloads | [![PyPi downloads](https://img.shields.io/pypi/dm/contourpy?label=pypi&style=flat&color=fdae61)](https://pepy.tech/project/contourpy) |
+| Python version | [![Platforms](https://img.shields.io/pypi/pyversions/contourpy?color=fdae61)](https://pypi.org/project/contourpy/) |
+| Coverage | [![Codecov](https://img.shields.io/codecov/c/gh/contourpy/contourpy?color=fdae61&label=codecov)](https://app.codecov.io/gh/contourpy/contourpy) |
diff --git a/.gitattributes b/.gitattributes
index bed0738c7eeb449bca98b5d2f33c89a1ee56349a..55018b916c57a1c0d6475ff6fd5cd8ba6fd5e04c 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -58,3 +58,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
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+.cache/pip/http-v2/d/3/2/9/d/d329d269473dcb26bc2fcf82e354619e8463ba8855d5a3b77637c124.body filter=lfs diff=lfs merge=lfs -text
+.cache/pip/http-v2/d/a/8/1/4/da8145136a84a44f3223fc3ee57fc18e4604ae09f030d21a21c2ecb5.body filter=lfs diff=lfs merge=lfs -text
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_001.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_001.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f3182f5af75554b7fef478c486c32170fb76076
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_001.json
@@ -0,0 +1,3926 @@
+{
+  "base_splits": {
+    "test": [
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0106_B.png",
+        "image_rel_path": "all_images/BUSI_0106_B.png",
+        "mask_rel_path": "all_masks/BUSI_0106_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0046_B.png",
+        "image_rel_path": "all_images/BUSI_0046_B.png",
+        "mask_rel_path": "all_masks/BUSI_0046_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0398_B.png",
+        "image_rel_path": "all_images/BUSI_0398_B.png",
+        "mask_rel_path": "all_masks/BUSI_0398_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0328_B.png",
+        "image_rel_path": "all_images/BUSI_0328_B.png",
+        "mask_rel_path": "all_masks/BUSI_0328_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0146_M.png",
+        "image_rel_path": "all_images/BUSI_0146_M.png",
+        "mask_rel_path": "all_masks/BUSI_0146_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0047_B.png",
+        "image_rel_path": "all_images/BUSI_0047_B.png",
+        "mask_rel_path": "all_masks/BUSI_0047_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0130_B.png",
+        "image_rel_path": "all_images/BUSI_0130_B.png",
+        "mask_rel_path": "all_masks/BUSI_0130_B.png"
+      },
+      {
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+        "mask_rel_path": "all_masks/BUSI_0364_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0231_B.png",
+        "image_rel_path": "all_images/BUSI_0231_B.png",
+        "mask_rel_path": "all_masks/BUSI_0231_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0025_M.png",
+        "image_rel_path": "all_images/BUSI_0025_M.png",
+        "mask_rel_path": "all_masks/BUSI_0025_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0139_B.png",
+        "image_rel_path": "all_images/BUSI_0139_B.png",
+        "mask_rel_path": "all_masks/BUSI_0139_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0274_B.png",
+        "image_rel_path": "all_images/BUSI_0274_B.png",
+        "mask_rel_path": "all_masks/BUSI_0274_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0207_B.png",
+        "image_rel_path": "all_images/BUSI_0207_B.png",
+        "mask_rel_path": "all_masks/BUSI_0207_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0055_M.png",
+        "image_rel_path": "all_images/BUSI_0055_M.png",
+        "mask_rel_path": "all_masks/BUSI_0055_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0243_B.png",
+        "image_rel_path": "all_images/BUSI_0243_B.png",
+        "mask_rel_path": "all_masks/BUSI_0243_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0195_B.png",
+        "image_rel_path": "all_images/BUSI_0195_B.png",
+        "mask_rel_path": "all_masks/BUSI_0195_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0159_B.png",
+        "image_rel_path": "all_images/BUSI_0159_B.png",
+        "mask_rel_path": "all_masks/BUSI_0159_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0427_B.png",
+        "image_rel_path": "all_images/BUSI_0427_B.png",
+        "mask_rel_path": "all_masks/BUSI_0427_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0161_B.png",
+        "image_rel_path": "all_images/BUSI_0161_B.png",
+        "mask_rel_path": "all_masks/BUSI_0161_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0125_M.png",
+        "image_rel_path": "all_images/BUSI_0125_M.png",
+        "mask_rel_path": "all_masks/BUSI_0125_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0172_B.png",
+        "image_rel_path": "all_images/BUSI_0172_B.png",
+        "mask_rel_path": "all_masks/BUSI_0172_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0035_M.png",
+        "image_rel_path": "all_images/BUSI_0035_M.png",
+        "mask_rel_path": "all_masks/BUSI_0035_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0013_B.png",
+        "image_rel_path": "all_images/BUSI_0013_B.png",
+        "mask_rel_path": "all_masks/BUSI_0013_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0180_B.png",
+        "image_rel_path": "all_images/BUSI_0180_B.png",
+        "mask_rel_path": "all_masks/BUSI_0180_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0033_B.png",
+        "image_rel_path": "all_images/BUSI_0033_B.png",
+        "mask_rel_path": "all_masks/BUSI_0033_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0083_B.png",
+        "image_rel_path": "all_images/BUSI_0083_B.png",
+        "mask_rel_path": "all_masks/BUSI_0083_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0051_B.png",
+        "image_rel_path": "all_images/BUSI_0051_B.png",
+        "mask_rel_path": "all_masks/BUSI_0051_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0188_B.png",
+        "image_rel_path": "all_images/BUSI_0188_B.png",
+        "mask_rel_path": "all_masks/BUSI_0188_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0059_M.png",
+        "image_rel_path": "all_images/BUSI_0059_M.png",
+        "mask_rel_path": "all_masks/BUSI_0059_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0168_M.png",
+        "image_rel_path": "all_images/BUSI_0168_M.png",
+        "mask_rel_path": "all_masks/BUSI_0168_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0102_B.png",
+        "image_rel_path": "all_images/BUSI_0102_B.png",
+        "mask_rel_path": "all_masks/BUSI_0102_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0078_M.png",
+        "image_rel_path": "all_images/BUSI_0078_M.png",
+        "mask_rel_path": "all_masks/BUSI_0078_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0105_M.png",
+        "image_rel_path": "all_images/BUSI_0105_M.png",
+        "mask_rel_path": "all_masks/BUSI_0105_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0140_B.png",
+        "image_rel_path": "all_images/BUSI_0140_B.png",
+        "mask_rel_path": "all_masks/BUSI_0140_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0229_B.png",
+        "image_rel_path": "all_images/BUSI_0229_B.png",
+        "mask_rel_path": "all_masks/BUSI_0229_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0127_B.png",
+        "image_rel_path": "all_images/BUSI_0127_B.png",
+        "mask_rel_path": "all_masks/BUSI_0127_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0075_B.png",
+        "image_rel_path": "all_images/BUSI_0075_B.png",
+        "mask_rel_path": "all_masks/BUSI_0075_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0380_B.png",
+        "image_rel_path": "all_images/BUSI_0380_B.png",
+        "mask_rel_path": "all_masks/BUSI_0380_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0039_B.png",
+        "image_rel_path": "all_images/BUSI_0039_B.png",
+        "mask_rel_path": "all_masks/BUSI_0039_B.png"
+      }
+    ]
+  },
+  "class_distributions": {
+    "test": {
+      "benign": 44,
+      "malignant": 21
+    },
+    "train": {
+      "benign": 349,
+      "malignant": 168
+    },
+    "val": {
+      "benign": 44,
+      "malignant": 21
+    }
+  },
+  "config_fingerprint": "9415609347b50f70a216a6776be1ba58d81085e2559e98dd9d15eb56741aca39",
+  "counts": {
+    "test": 65,
+    "train": 517,
+    "val": 65
+  },
+  "dataset_fingerprint": "a379fab5541bccd18cd70c1e29b2ac8be20d4c5325a1f20c14abe05ee239dafb",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_split_policy": "stratified",
+  "experiment_name": "stratified_holdout_v1",
+  "percent_sampling_mode": "incremental",
+  "phase_count": 10,
+  "phase_index": 1,
+  "phase_partition_seed": 723450912,
+  "phase_test_fold_index": 1,
+  "phase_val_fold_index": 2,
+  "split_generation_mode": "fixed_stratified_phases_8_1_1",
+  "split_repeat_index": 1,
+  "split_seed": 723450912,
+  "split_type": "80_10_10"
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_002.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_002.json
new file mode 100644
index 0000000000000000000000000000000000000000..3f35cfd6ba3bc847d86e659c34adf32daa941720
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_002.json
@@ -0,0 +1,3926 @@
+{
+  "base_splits": {
+    "test": [
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0195_B.png",
+        "image_rel_path": "all_images/BUSI_0195_B.png",
+        "mask_rel_path": "all_masks/BUSI_0195_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0122_M.png",
+        "image_rel_path": "all_images/BUSI_0122_M.png",
+        "mask_rel_path": "all_masks/BUSI_0122_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0188_B.png",
+        "image_rel_path": "all_images/BUSI_0188_B.png",
+        "mask_rel_path": "all_masks/BUSI_0188_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0125_M.png",
+        "image_rel_path": "all_images/BUSI_0125_M.png",
+        "mask_rel_path": "all_masks/BUSI_0125_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0092_M.png",
+        "image_rel_path": "all_images/BUSI_0092_M.png",
+        "mask_rel_path": "all_masks/BUSI_0092_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0083_B.png",
+        "image_rel_path": "all_images/BUSI_0083_B.png",
+        "mask_rel_path": "all_masks/BUSI_0083_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0075_B.png",
+        "image_rel_path": "all_images/BUSI_0075_B.png",
+        "mask_rel_path": "all_masks/BUSI_0075_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0274_B.png",
+        "image_rel_path": "all_images/BUSI_0274_B.png",
+        "mask_rel_path": "all_masks/BUSI_0274_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0159_B.png",
+        "image_rel_path": "all_images/BUSI_0159_B.png",
+        "mask_rel_path": "all_masks/BUSI_0159_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0078_M.png",
+        "image_rel_path": "all_images/BUSI_0078_M.png",
+        "mask_rel_path": "all_masks/BUSI_0078_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0002_B.png",
+        "image_rel_path": "all_images/BUSI_0002_B.png",
+        "mask_rel_path": "all_masks/BUSI_0002_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0393_B.png",
+        "image_rel_path": "all_images/BUSI_0393_B.png",
+        "mask_rel_path": "all_masks/BUSI_0393_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0168_M.png",
+        "image_rel_path": "all_images/BUSI_0168_M.png",
+        "mask_rel_path": "all_masks/BUSI_0168_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0096_B.png",
+        "image_rel_path": "all_images/BUSI_0096_B.png",
+        "mask_rel_path": "all_masks/BUSI_0096_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0059_M.png",
+        "image_rel_path": "all_images/BUSI_0059_M.png",
+        "mask_rel_path": "all_masks/BUSI_0059_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0055_M.png",
+        "image_rel_path": "all_images/BUSI_0055_M.png",
+        "mask_rel_path": "all_masks/BUSI_0055_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0118_M.png",
+        "image_rel_path": "all_images/BUSI_0118_M.png",
+        "mask_rel_path": "all_masks/BUSI_0118_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0124_M.png",
+        "image_rel_path": "all_images/BUSI_0124_M.png",
+        "mask_rel_path": "all_masks/BUSI_0124_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0389_B.png",
+        "image_rel_path": "all_images/BUSI_0389_B.png",
+        "mask_rel_path": "all_masks/BUSI_0389_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0180_B.png",
+        "image_rel_path": "all_images/BUSI_0180_B.png",
+        "mask_rel_path": "all_masks/BUSI_0180_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0139_B.png",
+        "image_rel_path": "all_images/BUSI_0139_B.png",
+        "mask_rel_path": "all_masks/BUSI_0139_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0161_B.png",
+        "image_rel_path": "all_images/BUSI_0161_B.png",
+        "mask_rel_path": "all_masks/BUSI_0161_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0153_B.png",
+        "image_rel_path": "all_images/BUSI_0153_B.png",
+        "mask_rel_path": "all_masks/BUSI_0153_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0229_B.png",
+        "image_rel_path": "all_images/BUSI_0229_B.png",
+        "mask_rel_path": "all_masks/BUSI_0229_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0039_B.png",
+        "image_rel_path": "all_images/BUSI_0039_B.png",
+        "mask_rel_path": "all_masks/BUSI_0039_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0415_B.png",
+        "image_rel_path": "all_images/BUSI_0415_B.png",
+        "mask_rel_path": "all_masks/BUSI_0415_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0268_B.png",
+        "image_rel_path": "all_images/BUSI_0268_B.png",
+        "mask_rel_path": "all_masks/BUSI_0268_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0102_B.png",
+        "image_rel_path": "all_images/BUSI_0102_B.png",
+        "mask_rel_path": "all_masks/BUSI_0102_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0320_B.png",
+        "image_rel_path": "all_images/BUSI_0320_B.png",
+        "mask_rel_path": "all_masks/BUSI_0320_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0058_M.png",
+        "image_rel_path": "all_images/BUSI_0058_M.png",
+        "mask_rel_path": "all_masks/BUSI_0058_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0272_B.png",
+        "image_rel_path": "all_images/BUSI_0272_B.png",
+        "mask_rel_path": "all_masks/BUSI_0272_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0061_M.png",
+        "image_rel_path": "all_images/BUSI_0061_M.png",
+        "mask_rel_path": "all_masks/BUSI_0061_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0013_B.png",
+        "image_rel_path": "all_images/BUSI_0013_B.png",
+        "mask_rel_path": "all_masks/BUSI_0013_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0180_M.png",
+        "image_rel_path": "all_images/BUSI_0180_M.png",
+        "mask_rel_path": "all_masks/BUSI_0180_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0296_B.png",
+        "image_rel_path": "all_images/BUSI_0296_B.png",
+        "mask_rel_path": "all_masks/BUSI_0296_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0169_B.png",
+        "image_rel_path": "all_images/BUSI_0169_B.png",
+        "mask_rel_path": "all_masks/BUSI_0169_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0085_B.png",
+        "image_rel_path": "all_images/BUSI_0085_B.png",
+        "mask_rel_path": "all_masks/BUSI_0085_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0033_B.png",
+        "image_rel_path": "all_images/BUSI_0033_B.png",
+        "mask_rel_path": "all_masks/BUSI_0033_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0051_B.png",
+        "image_rel_path": "all_images/BUSI_0051_B.png",
+        "mask_rel_path": "all_masks/BUSI_0051_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0292_B.png",
+        "image_rel_path": "all_images/BUSI_0292_B.png",
+        "mask_rel_path": "all_masks/BUSI_0292_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0172_B.png",
+        "image_rel_path": "all_images/BUSI_0172_B.png",
+        "mask_rel_path": "all_masks/BUSI_0172_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0387_B.png",
+        "image_rel_path": "all_images/BUSI_0387_B.png",
+        "mask_rel_path": "all_masks/BUSI_0387_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0127_B.png",
+        "image_rel_path": "all_images/BUSI_0127_B.png",
+        "mask_rel_path": "all_masks/BUSI_0127_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0025_M.png",
+        "image_rel_path": "all_images/BUSI_0025_M.png",
+        "mask_rel_path": "all_masks/BUSI_0025_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0265_B.png",
+        "image_rel_path": "all_images/BUSI_0265_B.png",
+        "mask_rel_path": "all_masks/BUSI_0265_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0140_B.png",
+        "image_rel_path": "all_images/BUSI_0140_B.png",
+        "mask_rel_path": "all_masks/BUSI_0140_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0157_M.png",
+        "image_rel_path": "all_images/BUSI_0157_M.png",
+        "mask_rel_path": "all_masks/BUSI_0157_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0140_M.png",
+        "image_rel_path": "all_images/BUSI_0140_M.png",
+        "mask_rel_path": "all_masks/BUSI_0140_M.png"
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+        "filename": "BUSI_0392_B.png",
+        "image_rel_path": "all_images/BUSI_0392_B.png",
+        "mask_rel_path": "all_masks/BUSI_0392_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0007_B.png",
+        "image_rel_path": "all_images/BUSI_0007_B.png",
+        "mask_rel_path": "all_masks/BUSI_0007_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0008_B.png",
+        "image_rel_path": "all_images/BUSI_0008_B.png",
+        "mask_rel_path": "all_masks/BUSI_0008_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0239_B.png",
+        "image_rel_path": "all_images/BUSI_0239_B.png",
+        "mask_rel_path": "all_masks/BUSI_0239_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0112_M.png",
+        "image_rel_path": "all_images/BUSI_0112_M.png",
+        "mask_rel_path": "all_masks/BUSI_0112_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0299_B.png",
+        "image_rel_path": "all_images/BUSI_0299_B.png",
+        "mask_rel_path": "all_masks/BUSI_0299_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0247_B.png",
+        "image_rel_path": "all_images/BUSI_0247_B.png",
+        "mask_rel_path": "all_masks/BUSI_0247_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0189_B.png",
+        "image_rel_path": "all_images/BUSI_0189_B.png",
+        "mask_rel_path": "all_masks/BUSI_0189_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0078_B.png",
+        "image_rel_path": "all_images/BUSI_0078_B.png",
+        "mask_rel_path": "all_masks/BUSI_0078_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0356_B.png",
+        "image_rel_path": "all_images/BUSI_0356_B.png",
+        "mask_rel_path": "all_masks/BUSI_0356_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0313_B.png",
+        "image_rel_path": "all_images/BUSI_0313_B.png",
+        "mask_rel_path": "all_masks/BUSI_0313_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0282_B.png",
+        "image_rel_path": "all_images/BUSI_0282_B.png",
+        "mask_rel_path": "all_masks/BUSI_0282_B.png"
+      }
+    ],
+    "val": [
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0042_B.png",
+        "image_rel_path": "all_images/BUSI_0042_B.png",
+        "mask_rel_path": "all_masks/BUSI_0042_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0046_M.png",
+        "image_rel_path": "all_images/BUSI_0046_M.png",
+        "mask_rel_path": "all_masks/BUSI_0046_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0001_B.png",
+        "image_rel_path": "all_images/BUSI_0001_B.png",
+        "mask_rel_path": "all_masks/BUSI_0001_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0067_M.png",
+        "image_rel_path": "all_images/BUSI_0067_M.png",
+        "mask_rel_path": "all_masks/BUSI_0067_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0001_M.png",
+        "image_rel_path": "all_images/BUSI_0001_M.png",
+        "mask_rel_path": "all_masks/BUSI_0001_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0142_B.png",
+        "image_rel_path": "all_images/BUSI_0142_B.png",
+        "mask_rel_path": "all_masks/BUSI_0142_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0343_B.png",
+        "image_rel_path": "all_images/BUSI_0343_B.png",
+        "mask_rel_path": "all_masks/BUSI_0343_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0084_B.png",
+        "image_rel_path": "all_images/BUSI_0084_B.png",
+        "mask_rel_path": "all_masks/BUSI_0084_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0044_B.png",
+        "image_rel_path": "all_images/BUSI_0044_B.png",
+        "mask_rel_path": "all_masks/BUSI_0044_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0369_B.png",
+        "image_rel_path": "all_images/BUSI_0369_B.png",
+        "mask_rel_path": "all_masks/BUSI_0369_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0305_B.png",
+        "image_rel_path": "all_images/BUSI_0305_B.png",
+        "mask_rel_path": "all_masks/BUSI_0305_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0045_B.png",
+        "image_rel_path": "all_images/BUSI_0045_B.png",
+        "mask_rel_path": "all_masks/BUSI_0045_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0197_M.png",
+        "image_rel_path": "all_images/BUSI_0197_M.png",
+        "mask_rel_path": "all_masks/BUSI_0197_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0117_M.png",
+        "image_rel_path": "all_images/BUSI_0117_M.png",
+        "mask_rel_path": "all_masks/BUSI_0117_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0277_B.png",
+        "image_rel_path": "all_images/BUSI_0277_B.png",
+        "mask_rel_path": "all_masks/BUSI_0277_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0132_M.png",
+        "image_rel_path": "all_images/BUSI_0132_M.png",
+        "mask_rel_path": "all_masks/BUSI_0132_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0020_M.png",
+        "image_rel_path": "all_images/BUSI_0020_M.png",
+        "mask_rel_path": "all_masks/BUSI_0020_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0246_B.png",
+        "image_rel_path": "all_images/BUSI_0246_B.png",
+        "mask_rel_path": "all_masks/BUSI_0246_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0399_B.png",
+        "image_rel_path": "all_images/BUSI_0399_B.png",
+        "mask_rel_path": "all_masks/BUSI_0399_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0400_B.png",
+        "image_rel_path": "all_images/BUSI_0400_B.png",
+        "mask_rel_path": "all_masks/BUSI_0400_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0321_B.png",
+        "image_rel_path": "all_images/BUSI_0321_B.png",
+        "mask_rel_path": "all_masks/BUSI_0321_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0086_B.png",
+        "image_rel_path": "all_images/BUSI_0086_B.png",
+        "mask_rel_path": "all_masks/BUSI_0086_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0004_M.png",
+        "image_rel_path": "all_images/BUSI_0004_M.png",
+        "mask_rel_path": "all_masks/BUSI_0004_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0126_M.png",
+        "image_rel_path": "all_images/BUSI_0126_M.png",
+        "mask_rel_path": "all_masks/BUSI_0126_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0209_M.png",
+        "image_rel_path": "all_images/BUSI_0209_M.png",
+        "mask_rel_path": "all_masks/BUSI_0209_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0142_M.png",
+        "image_rel_path": "all_images/BUSI_0142_M.png",
+        "mask_rel_path": "all_masks/BUSI_0142_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0143_B.png",
+        "image_rel_path": "all_images/BUSI_0143_B.png",
+        "mask_rel_path": "all_masks/BUSI_0143_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0101_M.png",
+        "image_rel_path": "all_images/BUSI_0101_M.png",
+        "mask_rel_path": "all_masks/BUSI_0101_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0123_B.png",
+        "image_rel_path": "all_images/BUSI_0123_B.png",
+        "mask_rel_path": "all_masks/BUSI_0123_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0160_B.png",
+        "image_rel_path": "all_images/BUSI_0160_B.png",
+        "mask_rel_path": "all_masks/BUSI_0160_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0294_B.png",
+        "image_rel_path": "all_images/BUSI_0294_B.png",
+        "mask_rel_path": "all_masks/BUSI_0294_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0260_B.png",
+        "image_rel_path": "all_images/BUSI_0260_B.png",
+        "mask_rel_path": "all_masks/BUSI_0260_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0058_B.png",
+        "image_rel_path": "all_images/BUSI_0058_B.png",
+        "mask_rel_path": "all_masks/BUSI_0058_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0230_B.png",
+        "image_rel_path": "all_images/BUSI_0230_B.png",
+        "mask_rel_path": "all_masks/BUSI_0230_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0007_M.png",
+        "image_rel_path": "all_images/BUSI_0007_M.png",
+        "mask_rel_path": "all_masks/BUSI_0007_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0014_B.png",
+        "image_rel_path": "all_images/BUSI_0014_B.png",
+        "mask_rel_path": "all_masks/BUSI_0014_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0161_M.png",
+        "image_rel_path": "all_images/BUSI_0161_M.png",
+        "mask_rel_path": "all_masks/BUSI_0161_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0255_B.png",
+        "image_rel_path": "all_images/BUSI_0255_B.png",
+        "mask_rel_path": "all_masks/BUSI_0255_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0429_B.png",
+        "image_rel_path": "all_images/BUSI_0429_B.png",
+        "mask_rel_path": "all_masks/BUSI_0429_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0206_M.png",
+        "image_rel_path": "all_images/BUSI_0206_M.png",
+        "mask_rel_path": "all_masks/BUSI_0206_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0395_B.png",
+        "image_rel_path": "all_images/BUSI_0395_B.png",
+        "mask_rel_path": "all_masks/BUSI_0395_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0033_M.png",
+        "image_rel_path": "all_images/BUSI_0033_M.png",
+        "mask_rel_path": "all_masks/BUSI_0033_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0090_M.png",
+        "image_rel_path": "all_images/BUSI_0090_M.png",
+        "mask_rel_path": "all_masks/BUSI_0090_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0250_B.png",
+        "image_rel_path": "all_images/BUSI_0250_B.png",
+        "mask_rel_path": "all_masks/BUSI_0250_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0175_B.png",
+        "image_rel_path": "all_images/BUSI_0175_B.png",
+        "mask_rel_path": "all_masks/BUSI_0175_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0396_B.png",
+        "image_rel_path": "all_images/BUSI_0396_B.png",
+        "mask_rel_path": "all_masks/BUSI_0396_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0136_B.png",
+        "image_rel_path": "all_images/BUSI_0136_B.png",
+        "mask_rel_path": "all_masks/BUSI_0136_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0297_B.png",
+        "image_rel_path": "all_images/BUSI_0297_B.png",
+        "mask_rel_path": "all_masks/BUSI_0297_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0031_B.png",
+        "image_rel_path": "all_images/BUSI_0031_B.png",
+        "mask_rel_path": "all_masks/BUSI_0031_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0344_B.png",
+        "image_rel_path": "all_images/BUSI_0344_B.png",
+        "mask_rel_path": "all_masks/BUSI_0344_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0280_B.png",
+        "image_rel_path": "all_images/BUSI_0280_B.png",
+        "mask_rel_path": "all_masks/BUSI_0280_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0029_B.png",
+        "image_rel_path": "all_images/BUSI_0029_B.png",
+        "mask_rel_path": "all_masks/BUSI_0029_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0367_B.png",
+        "image_rel_path": "all_images/BUSI_0367_B.png",
+        "mask_rel_path": "all_masks/BUSI_0367_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0334_B.png",
+        "image_rel_path": "all_images/BUSI_0334_B.png",
+        "mask_rel_path": "all_masks/BUSI_0334_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0177_M.png",
+        "image_rel_path": "all_images/BUSI_0177_M.png",
+        "mask_rel_path": "all_masks/BUSI_0177_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0207_M.png",
+        "image_rel_path": "all_images/BUSI_0207_M.png",
+        "mask_rel_path": "all_masks/BUSI_0207_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0164_B.png",
+        "image_rel_path": "all_images/BUSI_0164_B.png",
+        "mask_rel_path": "all_masks/BUSI_0164_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0148_B.png",
+        "image_rel_path": "all_images/BUSI_0148_B.png",
+        "mask_rel_path": "all_masks/BUSI_0148_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0290_B.png",
+        "image_rel_path": "all_images/BUSI_0290_B.png",
+        "mask_rel_path": "all_masks/BUSI_0290_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0361_B.png",
+        "image_rel_path": "all_images/BUSI_0361_B.png",
+        "mask_rel_path": "all_masks/BUSI_0361_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0050_M.png",
+        "image_rel_path": "all_images/BUSI_0050_M.png",
+        "mask_rel_path": "all_masks/BUSI_0050_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0174_M.png",
+        "image_rel_path": "all_images/BUSI_0174_M.png",
+        "mask_rel_path": "all_masks/BUSI_0174_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0030_B.png",
+        "image_rel_path": "all_images/BUSI_0030_B.png",
+        "mask_rel_path": "all_masks/BUSI_0030_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0385_B.png",
+        "image_rel_path": "all_images/BUSI_0385_B.png",
+        "mask_rel_path": "all_masks/BUSI_0385_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0066_B.png",
+        "image_rel_path": "all_images/BUSI_0066_B.png",
+        "mask_rel_path": "all_masks/BUSI_0066_B.png"
+      }
+    ]
+  },
+  "class_distributions": {
+    "test": {
+      "benign": 44,
+      "malignant": 21
+    },
+    "train": {
+      "benign": 349,
+      "malignant": 168
+    },
+    "val": {
+      "benign": 44,
+      "malignant": 21
+    }
+  },
+  "config_fingerprint": "9415609347b50f70a216a6776be1ba58d81085e2559e98dd9d15eb56741aca39",
+  "counts": {
+    "test": 65,
+    "train": 517,
+    "val": 65
+  },
+  "dataset_fingerprint": "a379fab5541bccd18cd70c1e29b2ac8be20d4c5325a1f20c14abe05ee239dafb",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_split_policy": "stratified",
+  "experiment_name": "stratified_holdout_v1",
+  "percent_sampling_mode": "incremental",
+  "phase_count": 10,
+  "phase_index": 2,
+  "phase_partition_seed": 723450912,
+  "phase_test_fold_index": 2,
+  "phase_val_fold_index": 3,
+  "split_generation_mode": "fixed_stratified_phases_8_1_1",
+  "split_repeat_index": 2,
+  "split_seed": 723450912,
+  "split_type": "80_10_10"
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_003.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_003.json
new file mode 100644
index 0000000000000000000000000000000000000000..cfa2ddcaa28e9b6243691e0db35bf66a86b3fc1f
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_003.json
@@ -0,0 +1,3926 @@
+{
+  "base_splits": {
+    "test": [
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0090_M.png",
+        "image_rel_path": "all_images/BUSI_0090_M.png",
+        "mask_rel_path": "all_masks/BUSI_0090_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0369_B.png",
+        "image_rel_path": "all_images/BUSI_0369_B.png",
+        "mask_rel_path": "all_masks/BUSI_0369_B.png"
+      },
+      {
+        "class_label": "malignant",
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+        "class_label": "benign",
+        "filename": "BUSI_0349_B.png",
+        "image_rel_path": "all_images/BUSI_0349_B.png",
+        "mask_rel_path": "all_masks/BUSI_0349_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0135_B.png",
+        "image_rel_path": "all_images/BUSI_0135_B.png",
+        "mask_rel_path": "all_masks/BUSI_0135_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0057_M.png",
+        "image_rel_path": "all_images/BUSI_0057_M.png",
+        "mask_rel_path": "all_masks/BUSI_0057_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0299_B.png",
+        "image_rel_path": "all_images/BUSI_0299_B.png",
+        "mask_rel_path": "all_masks/BUSI_0299_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0295_B.png",
+        "image_rel_path": "all_images/BUSI_0295_B.png",
+        "mask_rel_path": "all_masks/BUSI_0295_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0109_B.png",
+        "image_rel_path": "all_images/BUSI_0109_B.png",
+        "mask_rel_path": "all_masks/BUSI_0109_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0208_B.png",
+        "image_rel_path": "all_images/BUSI_0208_B.png",
+        "mask_rel_path": "all_masks/BUSI_0208_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0087_M.png",
+        "image_rel_path": "all_images/BUSI_0087_M.png",
+        "mask_rel_path": "all_masks/BUSI_0087_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0347_B.png",
+        "image_rel_path": "all_images/BUSI_0347_B.png",
+        "mask_rel_path": "all_masks/BUSI_0347_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0181_M.png",
+        "image_rel_path": "all_images/BUSI_0181_M.png",
+        "mask_rel_path": "all_masks/BUSI_0181_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0323_B.png",
+        "image_rel_path": "all_images/BUSI_0323_B.png",
+        "mask_rel_path": "all_masks/BUSI_0323_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0329_B.png",
+        "image_rel_path": "all_images/BUSI_0329_B.png",
+        "mask_rel_path": "all_masks/BUSI_0329_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0138_B.png",
+        "image_rel_path": "all_images/BUSI_0138_B.png",
+        "mask_rel_path": "all_masks/BUSI_0138_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0060_B.png",
+        "image_rel_path": "all_images/BUSI_0060_B.png",
+        "mask_rel_path": "all_masks/BUSI_0060_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0169_M.png",
+        "image_rel_path": "all_images/BUSI_0169_M.png",
+        "mask_rel_path": "all_masks/BUSI_0169_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0074_B.png",
+        "image_rel_path": "all_images/BUSI_0074_B.png",
+        "mask_rel_path": "all_masks/BUSI_0074_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0003_M.png",
+        "image_rel_path": "all_images/BUSI_0003_M.png",
+        "mask_rel_path": "all_masks/BUSI_0003_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0127_M.png",
+        "image_rel_path": "all_images/BUSI_0127_M.png",
+        "mask_rel_path": "all_masks/BUSI_0127_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0368_B.png",
+        "image_rel_path": "all_images/BUSI_0368_B.png",
+        "mask_rel_path": "all_masks/BUSI_0368_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0010_B.png",
+        "image_rel_path": "all_images/BUSI_0010_B.png",
+        "mask_rel_path": "all_masks/BUSI_0010_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0017_M.png",
+        "image_rel_path": "all_images/BUSI_0017_M.png",
+        "mask_rel_path": "all_masks/BUSI_0017_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0094_B.png",
+        "image_rel_path": "all_images/BUSI_0094_B.png",
+        "mask_rel_path": "all_masks/BUSI_0094_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0027_B.png",
+        "image_rel_path": "all_images/BUSI_0027_B.png",
+        "mask_rel_path": "all_masks/BUSI_0027_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0428_B.png",
+        "image_rel_path": "all_images/BUSI_0428_B.png",
+        "mask_rel_path": "all_masks/BUSI_0428_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0017_B.png",
+        "image_rel_path": "all_images/BUSI_0017_B.png",
+        "mask_rel_path": "all_masks/BUSI_0017_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0171_B.png",
+        "image_rel_path": "all_images/BUSI_0171_B.png",
+        "mask_rel_path": "all_masks/BUSI_0171_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0225_B.png",
+        "image_rel_path": "all_images/BUSI_0225_B.png",
+        "mask_rel_path": "all_masks/BUSI_0225_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0279_B.png",
+        "image_rel_path": "all_images/BUSI_0279_B.png",
+        "mask_rel_path": "all_masks/BUSI_0279_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0106_M.png",
+        "image_rel_path": "all_images/BUSI_0106_M.png",
+        "mask_rel_path": "all_masks/BUSI_0106_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0202_B.png",
+        "image_rel_path": "all_images/BUSI_0202_B.png",
+        "mask_rel_path": "all_masks/BUSI_0202_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0114_B.png",
+        "image_rel_path": "all_images/BUSI_0114_B.png",
+        "mask_rel_path": "all_masks/BUSI_0114_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0404_B.png",
+        "image_rel_path": "all_images/BUSI_0404_B.png",
+        "mask_rel_path": "all_masks/BUSI_0404_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0167_B.png",
+        "image_rel_path": "all_images/BUSI_0167_B.png",
+        "mask_rel_path": "all_masks/BUSI_0167_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0060_M.png",
+        "image_rel_path": "all_images/BUSI_0060_M.png",
+        "mask_rel_path": "all_masks/BUSI_0060_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0133_M.png",
+        "image_rel_path": "all_images/BUSI_0133_M.png",
+        "mask_rel_path": "all_masks/BUSI_0133_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0151_B.png",
+        "image_rel_path": "all_images/BUSI_0151_B.png",
+        "mask_rel_path": "all_masks/BUSI_0151_B.png"
+      }
+    ]
+  },
+  "class_distributions": {
+    "test": {
+      "benign": 44,
+      "malignant": 21
+    },
+    "train": {
+      "benign": 349,
+      "malignant": 168
+    },
+    "val": {
+      "benign": 44,
+      "malignant": 21
+    }
+  },
+  "config_fingerprint": "9415609347b50f70a216a6776be1ba58d81085e2559e98dd9d15eb56741aca39",
+  "counts": {
+    "test": 65,
+    "train": 517,
+    "val": 65
+  },
+  "dataset_fingerprint": "a379fab5541bccd18cd70c1e29b2ac8be20d4c5325a1f20c14abe05ee239dafb",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_split_policy": "stratified",
+  "experiment_name": "stratified_holdout_v1",
+  "percent_sampling_mode": "incremental",
+  "phase_count": 10,
+  "phase_index": 3,
+  "phase_partition_seed": 723450912,
+  "phase_test_fold_index": 3,
+  "phase_val_fold_index": 4,
+  "split_generation_mode": "fixed_stratified_phases_8_1_1",
+  "split_repeat_index": 3,
+  "split_seed": 723450912,
+  "split_type": "80_10_10"
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_004.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_004.json
new file mode 100644
index 0000000000000000000000000000000000000000..7c9232be05b349ce408dee40d90eb195d74cee6e
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_004.json
@@ -0,0 +1,3926 @@
+{
+  "base_splits": {
+    "test": [
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0150_B.png",
+        "image_rel_path": "all_images/BUSI_0150_B.png",
+        "mask_rel_path": "all_masks/BUSI_0150_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0010_B.png",
+        "image_rel_path": "all_images/BUSI_0010_B.png",
+        "mask_rel_path": "all_masks/BUSI_0010_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0323_B.png",
+        "image_rel_path": "all_images/BUSI_0323_B.png",
+        "mask_rel_path": "all_masks/BUSI_0323_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0017_M.png",
+        "image_rel_path": "all_images/BUSI_0017_M.png",
+        "mask_rel_path": "all_masks/BUSI_0017_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0109_B.png",
+        "image_rel_path": "all_images/BUSI_0109_B.png",
+        "mask_rel_path": "all_masks/BUSI_0109_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0202_B.png",
+        "image_rel_path": "all_images/BUSI_0202_B.png",
+        "mask_rel_path": "all_masks/BUSI_0202_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0404_B.png",
+        "image_rel_path": "all_images/BUSI_0404_B.png",
+        "mask_rel_path": "all_masks/BUSI_0404_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0196_B.png",
+        "image_rel_path": "all_images/BUSI_0196_B.png",
+        "mask_rel_path": "all_masks/BUSI_0196_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0281_B.png",
+        "image_rel_path": "all_images/BUSI_0281_B.png",
+        "mask_rel_path": "all_masks/BUSI_0281_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0181_M.png",
+        "image_rel_path": "all_images/BUSI_0181_M.png",
+        "mask_rel_path": "all_masks/BUSI_0181_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0039_M.png",
+        "image_rel_path": "all_images/BUSI_0039_M.png",
+        "mask_rel_path": "all_masks/BUSI_0039_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0279_B.png",
+        "image_rel_path": "all_images/BUSI_0279_B.png",
+        "mask_rel_path": "all_masks/BUSI_0279_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0103_B.png",
+        "image_rel_path": "all_images/BUSI_0103_B.png",
+        "mask_rel_path": "all_masks/BUSI_0103_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0138_B.png",
+        "image_rel_path": "all_images/BUSI_0138_B.png",
+        "mask_rel_path": "all_masks/BUSI_0138_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0003_M.png",
+        "image_rel_path": "all_images/BUSI_0003_M.png",
+        "mask_rel_path": "all_masks/BUSI_0003_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0078_B.png",
+        "image_rel_path": "all_images/BUSI_0078_B.png",
+        "mask_rel_path": "all_masks/BUSI_0078_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0183_M.png",
+        "image_rel_path": "all_images/BUSI_0183_M.png",
+        "mask_rel_path": "all_masks/BUSI_0183_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0028_M.png",
+        "image_rel_path": "all_images/BUSI_0028_M.png",
+        "mask_rel_path": "all_masks/BUSI_0028_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0359_B.png",
+        "image_rel_path": "all_images/BUSI_0359_B.png",
+        "mask_rel_path": "all_masks/BUSI_0359_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0029_M.png",
+        "image_rel_path": "all_images/BUSI_0029_M.png",
+        "mask_rel_path": "all_masks/BUSI_0029_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0145_B.png",
+        "image_rel_path": "all_images/BUSI_0145_B.png",
+        "mask_rel_path": "all_masks/BUSI_0145_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0295_B.png",
+        "image_rel_path": "all_images/BUSI_0295_B.png",
+        "mask_rel_path": "all_masks/BUSI_0295_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0080_M.png",
+        "image_rel_path": "all_images/BUSI_0080_M.png",
+        "mask_rel_path": "all_masks/BUSI_0080_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0167_B.png",
+        "image_rel_path": "all_images/BUSI_0167_B.png",
+        "mask_rel_path": "all_masks/BUSI_0167_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0060_B.png",
+        "image_rel_path": "all_images/BUSI_0060_B.png",
+        "mask_rel_path": "all_masks/BUSI_0060_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0087_M.png",
+        "image_rel_path": "all_images/BUSI_0087_M.png",
+        "mask_rel_path": "all_masks/BUSI_0087_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0349_B.png",
+        "image_rel_path": "all_images/BUSI_0349_B.png",
+        "mask_rel_path": "all_masks/BUSI_0349_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0017_B.png",
+        "image_rel_path": "all_images/BUSI_0017_B.png",
+        "mask_rel_path": "all_masks/BUSI_0017_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0105_B.png",
+        "image_rel_path": "all_images/BUSI_0105_B.png",
+        "mask_rel_path": "all_masks/BUSI_0105_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0135_B.png",
+        "image_rel_path": "all_images/BUSI_0135_B.png",
+        "mask_rel_path": "all_masks/BUSI_0135_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0106_M.png",
+        "image_rel_path": "all_images/BUSI_0106_M.png",
+        "mask_rel_path": "all_masks/BUSI_0106_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0431_B.png",
+        "image_rel_path": "all_images/BUSI_0431_B.png",
+        "mask_rel_path": "all_masks/BUSI_0431_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0329_B.png",
+        "image_rel_path": "all_images/BUSI_0329_B.png",
+        "mask_rel_path": "all_masks/BUSI_0329_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0127_M.png",
+        "image_rel_path": "all_images/BUSI_0127_M.png",
+        "mask_rel_path": "all_masks/BUSI_0127_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0027_B.png",
+        "image_rel_path": "all_images/BUSI_0027_B.png",
+        "mask_rel_path": "all_masks/BUSI_0027_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0154_M.png",
+        "image_rel_path": "all_images/BUSI_0154_M.png",
+        "mask_rel_path": "all_masks/BUSI_0154_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0363_B.png",
+        "image_rel_path": "all_images/BUSI_0363_B.png",
+        "mask_rel_path": "all_masks/BUSI_0363_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0094_B.png",
+        "image_rel_path": "all_images/BUSI_0094_B.png",
+        "mask_rel_path": "all_masks/BUSI_0094_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0114_B.png",
+        "image_rel_path": "all_images/BUSI_0114_B.png",
+        "mask_rel_path": "all_masks/BUSI_0114_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0121_B.png",
+        "image_rel_path": "all_images/BUSI_0121_B.png",
+        "mask_rel_path": "all_masks/BUSI_0121_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0080_B.png",
+        "image_rel_path": "all_images/BUSI_0080_B.png",
+        "mask_rel_path": "all_masks/BUSI_0080_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0009_B.png",
+        "image_rel_path": "all_images/BUSI_0009_B.png",
+        "mask_rel_path": "all_masks/BUSI_0009_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0107_B.png",
+        "image_rel_path": "all_images/BUSI_0107_B.png",
+        "mask_rel_path": "all_masks/BUSI_0107_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0133_M.png",
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+        "image_rel_path": "all_images/BUSI_0040_B.png",
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+        "image_rel_path": "all_images/BUSI_0018_B.png",
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+        "image_rel_path": "all_images/BUSI_0007_M.png",
+        "mask_rel_path": "all_masks/BUSI_0007_M.png"
+      },
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+        "filename": "BUSI_0110_M.png",
+        "image_rel_path": "all_images/BUSI_0110_M.png",
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+        "mask_rel_path": "all_masks/BUSI_0155_B.png"
+      },
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+        "filename": "BUSI_0243_B.png",
+        "image_rel_path": "all_images/BUSI_0243_B.png",
+        "mask_rel_path": "all_masks/BUSI_0243_B.png"
+      },
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+        "image_rel_path": "all_images/BUSI_0199_B.png",
+        "mask_rel_path": "all_masks/BUSI_0199_B.png"
+      },
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+        "mask_rel_path": "all_masks/BUSI_0050_B.png"
+      },
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+        "filename": "BUSI_0035_B.png",
+        "image_rel_path": "all_images/BUSI_0035_B.png",
+        "mask_rel_path": "all_masks/BUSI_0035_B.png"
+      },
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+      },
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+        "image_rel_path": "all_images/BUSI_0355_B.png",
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+        "mask_rel_path": "all_masks/BUSI_0318_B.png"
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+        "mask_rel_path": "all_masks/BUSI_0253_B.png"
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+        "mask_rel_path": "all_masks/BUSI_0208_M.png"
+      },
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+        "class_label": "benign",
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+        "image_rel_path": "all_images/BUSI_0350_B.png",
+        "mask_rel_path": "all_masks/BUSI_0350_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0031_M.png",
+        "image_rel_path": "all_images/BUSI_0031_M.png",
+        "mask_rel_path": "all_masks/BUSI_0031_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0346_B.png",
+        "image_rel_path": "all_images/BUSI_0346_B.png",
+        "mask_rel_path": "all_masks/BUSI_0346_B.png"
+      },
+      {
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+        "image_rel_path": "all_images/BUSI_0219_B.png",
+        "mask_rel_path": "all_masks/BUSI_0219_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0237_B.png",
+        "image_rel_path": "all_images/BUSI_0237_B.png",
+        "mask_rel_path": "all_masks/BUSI_0237_B.png"
+      },
+      {
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+        "image_rel_path": "all_images/BUSI_0129_B.png",
+        "mask_rel_path": "all_masks/BUSI_0129_B.png"
+      },
+      {
+        "class_label": "benign",
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+        "mask_rel_path": "all_masks/BUSI_0198_B.png"
+      },
+      {
+        "class_label": "benign",
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+        "image_rel_path": "all_images/BUSI_0110_B.png",
+        "mask_rel_path": "all_masks/BUSI_0110_B.png"
+      },
+      {
+        "class_label": "malignant",
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+        "image_rel_path": "all_images/BUSI_0019_M.png",
+        "mask_rel_path": "all_masks/BUSI_0019_M.png"
+      },
+      {
+        "class_label": "benign",
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+        "image_rel_path": "all_images/BUSI_0264_B.png",
+        "mask_rel_path": "all_masks/BUSI_0264_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0145_M.png",
+        "image_rel_path": "all_images/BUSI_0145_M.png",
+        "mask_rel_path": "all_masks/BUSI_0145_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0259_B.png",
+        "image_rel_path": "all_images/BUSI_0259_B.png",
+        "mask_rel_path": "all_masks/BUSI_0259_B.png"
+      },
+      {
+        "class_label": "benign",
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+        "image_rel_path": "all_images/BUSI_0423_B.png",
+        "mask_rel_path": "all_masks/BUSI_0423_B.png"
+      },
+      {
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+        "image_rel_path": "all_images/BUSI_0437_B.png",
+        "mask_rel_path": "all_masks/BUSI_0437_B.png"
+      },
+      {
+        "class_label": "benign",
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+        "image_rel_path": "all_images/BUSI_0007_B.png",
+        "mask_rel_path": "all_masks/BUSI_0007_B.png"
+      },
+      {
+        "class_label": "benign",
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+        "image_rel_path": "all_images/BUSI_0156_B.png",
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+      },
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+        "mask_rel_path": "all_masks/BUSI_0162_B.png"
+      },
+      {
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+        "image_rel_path": "all_images/BUSI_0111_M.png",
+        "mask_rel_path": "all_masks/BUSI_0111_M.png"
+      },
+      {
+        "class_label": "malignant",
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+        "image_rel_path": "all_images/BUSI_0065_M.png",
+        "mask_rel_path": "all_masks/BUSI_0065_M.png"
+      },
+      {
+        "class_label": "benign",
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+        "image_rel_path": "all_images/BUSI_0194_B.png",
+        "mask_rel_path": "all_masks/BUSI_0194_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0220_B.png",
+        "image_rel_path": "all_images/BUSI_0220_B.png",
+        "mask_rel_path": "all_masks/BUSI_0220_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0291_B.png",
+        "image_rel_path": "all_images/BUSI_0291_B.png",
+        "mask_rel_path": "all_masks/BUSI_0291_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0044_M.png",
+        "image_rel_path": "all_images/BUSI_0044_M.png",
+        "mask_rel_path": "all_masks/BUSI_0044_M.png"
+      },
+      {
+        "class_label": "malignant",
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+        "image_rel_path": "all_images/BUSI_0136_M.png",
+        "mask_rel_path": "all_masks/BUSI_0136_M.png"
+      },
+      {
+        "class_label": "malignant",
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+        "image_rel_path": "all_images/BUSI_0123_M.png",
+        "mask_rel_path": "all_masks/BUSI_0123_M.png"
+      },
+      {
+        "class_label": "benign",
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+        "image_rel_path": "all_images/BUSI_0184_B.png",
+        "mask_rel_path": "all_masks/BUSI_0184_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0070_B.png",
+        "image_rel_path": "all_images/BUSI_0070_B.png",
+        "mask_rel_path": "all_masks/BUSI_0070_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0335_B.png",
+        "image_rel_path": "all_images/BUSI_0335_B.png",
+        "mask_rel_path": "all_masks/BUSI_0335_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0012_M.png",
+        "image_rel_path": "all_images/BUSI_0012_M.png",
+        "mask_rel_path": "all_masks/BUSI_0012_M.png"
+      },
+      {
+        "class_label": "malignant",
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+        "image_rel_path": "all_images/BUSI_0195_M.png",
+        "mask_rel_path": "all_masks/BUSI_0195_M.png"
+      },
+      {
+        "class_label": "benign",
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+        "image_rel_path": "all_images/BUSI_0433_B.png",
+        "mask_rel_path": "all_masks/BUSI_0433_B.png"
+      },
+      {
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+        "filename": "BUSI_0022_B.png",
+        "image_rel_path": "all_images/BUSI_0022_B.png",
+        "mask_rel_path": "all_masks/BUSI_0022_B.png"
+      },
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+        "filename": "BUSI_0072_B.png",
+        "image_rel_path": "all_images/BUSI_0072_B.png",
+        "mask_rel_path": "all_masks/BUSI_0072_B.png"
+      },
+      {
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+        "image_rel_path": "all_images/BUSI_0134_M.png",
+        "mask_rel_path": "all_masks/BUSI_0134_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0096_M.png",
+        "image_rel_path": "all_images/BUSI_0096_M.png",
+        "mask_rel_path": "all_masks/BUSI_0096_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0251_B.png",
+        "image_rel_path": "all_images/BUSI_0251_B.png",
+        "mask_rel_path": "all_masks/BUSI_0251_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0213_B.png",
+        "image_rel_path": "all_images/BUSI_0213_B.png",
+        "mask_rel_path": "all_masks/BUSI_0213_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0144_M.png",
+        "image_rel_path": "all_images/BUSI_0144_M.png",
+        "mask_rel_path": "all_masks/BUSI_0144_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0285_B.png",
+        "image_rel_path": "all_images/BUSI_0285_B.png",
+        "mask_rel_path": "all_masks/BUSI_0285_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0193_B.png",
+        "image_rel_path": "all_images/BUSI_0193_B.png",
+        "mask_rel_path": "all_masks/BUSI_0193_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0224_B.png",
+        "image_rel_path": "all_images/BUSI_0224_B.png",
+        "mask_rel_path": "all_masks/BUSI_0224_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0059_B.png",
+        "image_rel_path": "all_images/BUSI_0059_B.png",
+        "mask_rel_path": "all_masks/BUSI_0059_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0003_B.png",
+        "image_rel_path": "all_images/BUSI_0003_B.png",
+        "mask_rel_path": "all_masks/BUSI_0003_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0239_B.png",
+        "image_rel_path": "all_images/BUSI_0239_B.png",
+        "mask_rel_path": "all_masks/BUSI_0239_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0269_B.png",
+        "image_rel_path": "all_images/BUSI_0269_B.png",
+        "mask_rel_path": "all_masks/BUSI_0269_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0418_B.png",
+        "image_rel_path": "all_images/BUSI_0418_B.png",
+        "mask_rel_path": "all_masks/BUSI_0418_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0360_B.png",
+        "image_rel_path": "all_images/BUSI_0360_B.png",
+        "mask_rel_path": "all_masks/BUSI_0360_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0143_M.png",
+        "image_rel_path": "all_images/BUSI_0143_M.png",
+        "mask_rel_path": "all_masks/BUSI_0143_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0011_B.png",
+        "image_rel_path": "all_images/BUSI_0011_B.png",
+        "mask_rel_path": "all_masks/BUSI_0011_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0372_B.png",
+        "image_rel_path": "all_images/BUSI_0372_B.png",
+        "mask_rel_path": "all_masks/BUSI_0372_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0008_M.png",
+        "image_rel_path": "all_images/BUSI_0008_M.png",
+        "mask_rel_path": "all_masks/BUSI_0008_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0097_M.png",
+        "image_rel_path": "all_images/BUSI_0097_M.png",
+        "mask_rel_path": "all_masks/BUSI_0097_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0120_B.png",
+        "image_rel_path": "all_images/BUSI_0120_B.png",
+        "mask_rel_path": "all_masks/BUSI_0120_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0115_M.png",
+        "image_rel_path": "all_images/BUSI_0115_M.png",
+        "mask_rel_path": "all_masks/BUSI_0115_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0045_M.png",
+        "image_rel_path": "all_images/BUSI_0045_M.png",
+        "mask_rel_path": "all_masks/BUSI_0045_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0015_B.png",
+        "image_rel_path": "all_images/BUSI_0015_B.png",
+        "mask_rel_path": "all_masks/BUSI_0015_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0036_B.png",
+        "image_rel_path": "all_images/BUSI_0036_B.png",
+        "mask_rel_path": "all_masks/BUSI_0036_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0086_M.png",
+        "image_rel_path": "all_images/BUSI_0086_M.png",
+        "mask_rel_path": "all_masks/BUSI_0086_M.png"
+      }
+    ]
+  },
+  "class_distributions": {
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+      "malignant": 21
+    },
+    "train": {
+      "benign": 349,
+      "malignant": 168
+    },
+    "val": {
+      "benign": 44,
+      "malignant": 21
+    }
+  },
+  "config_fingerprint": "9415609347b50f70a216a6776be1ba58d81085e2559e98dd9d15eb56741aca39",
+  "counts": {
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+    "train": 517,
+    "val": 65
+  },
+  "dataset_fingerprint": "a379fab5541bccd18cd70c1e29b2ac8be20d4c5325a1f20c14abe05ee239dafb",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_split_policy": "stratified",
+  "experiment_name": "stratified_holdout_v1",
+  "percent_sampling_mode": "incremental",
+  "phase_count": 10,
+  "phase_index": 4,
+  "phase_partition_seed": 723450912,
+  "phase_test_fold_index": 4,
+  "phase_val_fold_index": 5,
+  "split_generation_mode": "fixed_stratified_phases_8_1_1",
+  "split_repeat_index": 4,
+  "split_seed": 723450912,
+  "split_type": "80_10_10"
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_005.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_005.json
new file mode 100644
index 0000000000000000000000000000000000000000..1ca4b3b20b88ec7ff31bfcd6811236434edcd585
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_005.json
@@ -0,0 +1,3926 @@
+{
+  "base_splits": {
+    "test": [
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0264_B.png",
+        "image_rel_path": "all_images/BUSI_0264_B.png",
+        "mask_rel_path": "all_masks/BUSI_0264_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0072_B.png",
+        "image_rel_path": "all_images/BUSI_0072_B.png",
+        "mask_rel_path": "all_masks/BUSI_0072_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0219_B.png",
+        "image_rel_path": "all_images/BUSI_0219_B.png",
+        "mask_rel_path": "all_masks/BUSI_0219_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0291_B.png",
+        "image_rel_path": "all_images/BUSI_0291_B.png",
+        "mask_rel_path": "all_masks/BUSI_0291_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0220_B.png",
+        "image_rel_path": "all_images/BUSI_0220_B.png",
+        "mask_rel_path": "all_masks/BUSI_0220_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0224_B.png",
+        "image_rel_path": "all_images/BUSI_0224_B.png",
+        "mask_rel_path": "all_masks/BUSI_0224_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0253_B.png",
+        "image_rel_path": "all_images/BUSI_0253_B.png",
+        "mask_rel_path": "all_masks/BUSI_0253_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0360_B.png",
+        "image_rel_path": "all_images/BUSI_0360_B.png",
+        "mask_rel_path": "all_masks/BUSI_0360_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0195_M.png",
+        "image_rel_path": "all_images/BUSI_0195_M.png",
+        "mask_rel_path": "all_masks/BUSI_0195_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0145_M.png",
+        "image_rel_path": "all_images/BUSI_0145_M.png",
+        "mask_rel_path": "all_masks/BUSI_0145_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0213_B.png",
+        "image_rel_path": "all_images/BUSI_0213_B.png",
+        "mask_rel_path": "all_masks/BUSI_0213_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0156_B.png",
+        "image_rel_path": "all_images/BUSI_0156_B.png",
+        "mask_rel_path": "all_masks/BUSI_0156_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0007_B.png",
+        "image_rel_path": "all_images/BUSI_0007_B.png",
+        "mask_rel_path": "all_masks/BUSI_0007_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0059_B.png",
+        "image_rel_path": "all_images/BUSI_0059_B.png",
+        "mask_rel_path": "all_masks/BUSI_0059_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0065_M.png",
+        "image_rel_path": "all_images/BUSI_0065_M.png",
+        "mask_rel_path": "all_masks/BUSI_0065_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0115_M.png",
+        "image_rel_path": "all_images/BUSI_0115_M.png",
+        "mask_rel_path": "all_masks/BUSI_0115_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0008_M.png",
+        "image_rel_path": "all_images/BUSI_0008_M.png",
+        "mask_rel_path": "all_masks/BUSI_0008_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0011_B.png",
+        "image_rel_path": "all_images/BUSI_0011_B.png",
+        "mask_rel_path": "all_masks/BUSI_0011_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0372_B.png",
+        "image_rel_path": "all_images/BUSI_0372_B.png",
+        "mask_rel_path": "all_masks/BUSI_0372_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0198_B.png",
+        "image_rel_path": "all_images/BUSI_0198_B.png",
+        "mask_rel_path": "all_masks/BUSI_0198_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0110_B.png",
+        "image_rel_path": "all_images/BUSI_0110_B.png",
+        "mask_rel_path": "all_masks/BUSI_0110_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0355_B.png",
+        "image_rel_path": "all_images/BUSI_0355_B.png",
+        "mask_rel_path": "all_masks/BUSI_0355_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0070_B.png",
+        "image_rel_path": "all_images/BUSI_0070_B.png",
+        "mask_rel_path": "all_masks/BUSI_0070_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0096_M.png",
+        "image_rel_path": "all_images/BUSI_0096_M.png",
+        "mask_rel_path": "all_masks/BUSI_0096_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0335_B.png",
+        "image_rel_path": "all_images/BUSI_0335_B.png",
+        "mask_rel_path": "all_masks/BUSI_0335_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0097_M.png",
+        "image_rel_path": "all_images/BUSI_0097_M.png",
+        "mask_rel_path": "all_masks/BUSI_0097_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0012_M.png",
+        "image_rel_path": "all_images/BUSI_0012_M.png",
+        "mask_rel_path": "all_masks/BUSI_0012_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0239_B.png",
+        "image_rel_path": "all_images/BUSI_0239_B.png",
+        "mask_rel_path": "all_masks/BUSI_0239_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0269_B.png",
+        "image_rel_path": "all_images/BUSI_0269_B.png",
+        "mask_rel_path": "all_masks/BUSI_0269_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0259_B.png",
+        "image_rel_path": "all_images/BUSI_0259_B.png",
+        "mask_rel_path": "all_masks/BUSI_0259_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0015_B.png",
+        "image_rel_path": "all_images/BUSI_0015_B.png",
+        "mask_rel_path": "all_masks/BUSI_0015_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0045_M.png",
+        "image_rel_path": "all_images/BUSI_0045_M.png",
+        "mask_rel_path": "all_masks/BUSI_0045_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0120_B.png",
+        "image_rel_path": "all_images/BUSI_0120_B.png",
+        "mask_rel_path": "all_masks/BUSI_0120_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0043_M.png",
+        "image_rel_path": "all_images/BUSI_0043_M.png",
+        "mask_rel_path": "all_masks/BUSI_0043_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0136_M.png",
+        "image_rel_path": "all_images/BUSI_0136_M.png",
+        "mask_rel_path": "all_masks/BUSI_0136_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0129_B.png",
+        "image_rel_path": "all_images/BUSI_0129_B.png",
+        "mask_rel_path": "all_masks/BUSI_0129_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0022_B.png",
+        "image_rel_path": "all_images/BUSI_0022_B.png",
+        "mask_rel_path": "all_masks/BUSI_0022_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0437_B.png",
+        "image_rel_path": "all_images/BUSI_0437_B.png",
+        "mask_rel_path": "all_masks/BUSI_0437_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0162_B.png",
+        "image_rel_path": "all_images/BUSI_0162_B.png",
+        "mask_rel_path": "all_masks/BUSI_0162_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0134_M.png",
+        "image_rel_path": "all_images/BUSI_0134_M.png",
+        "mask_rel_path": "all_masks/BUSI_0134_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0346_B.png",
+        "image_rel_path": "all_images/BUSI_0346_B.png",
+        "mask_rel_path": "all_masks/BUSI_0346_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0184_B.png",
+        "image_rel_path": "all_images/BUSI_0184_B.png",
+        "mask_rel_path": "all_masks/BUSI_0184_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0031_M.png",
+        "image_rel_path": "all_images/BUSI_0031_M.png",
+        "mask_rel_path": "all_masks/BUSI_0031_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0433_B.png",
+        "image_rel_path": "all_images/BUSI_0433_B.png",
+        "mask_rel_path": "all_masks/BUSI_0433_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0111_M.png",
+        "image_rel_path": "all_images/BUSI_0111_M.png",
+        "mask_rel_path": "all_masks/BUSI_0111_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0318_B.png",
+        "image_rel_path": "all_images/BUSI_0318_B.png",
+        "mask_rel_path": "all_masks/BUSI_0318_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0194_B.png",
+        "image_rel_path": "all_images/BUSI_0194_B.png",
+        "mask_rel_path": "all_masks/BUSI_0194_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0003_B.png",
+        "image_rel_path": "all_images/BUSI_0003_B.png",
+        "mask_rel_path": "all_masks/BUSI_0003_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0251_B.png",
+        "image_rel_path": "all_images/BUSI_0251_B.png",
+        "mask_rel_path": "all_masks/BUSI_0251_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0285_B.png",
+        "image_rel_path": "all_images/BUSI_0285_B.png",
+        "mask_rel_path": "all_masks/BUSI_0285_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0350_B.png",
+        "image_rel_path": "all_images/BUSI_0350_B.png",
+        "mask_rel_path": "all_masks/BUSI_0350_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0086_M.png",
+        "image_rel_path": "all_images/BUSI_0086_M.png",
+        "mask_rel_path": "all_masks/BUSI_0086_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0143_M.png",
+        "image_rel_path": "all_images/BUSI_0143_M.png",
+        "mask_rel_path": "all_masks/BUSI_0143_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0418_B.png",
+        "image_rel_path": "all_images/BUSI_0418_B.png",
+        "mask_rel_path": "all_masks/BUSI_0418_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0212_B.png",
+        "image_rel_path": "all_images/BUSI_0212_B.png",
+        "mask_rel_path": "all_masks/BUSI_0212_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0036_B.png",
+        "image_rel_path": "all_images/BUSI_0036_B.png",
+        "mask_rel_path": "all_masks/BUSI_0036_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0237_B.png",
+        "image_rel_path": "all_images/BUSI_0237_B.png",
+        "mask_rel_path": "all_masks/BUSI_0237_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0019_M.png",
+        "image_rel_path": "all_images/BUSI_0019_M.png",
+        "mask_rel_path": "all_masks/BUSI_0019_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0258_B.png",
+        "image_rel_path": "all_images/BUSI_0258_B.png",
+        "mask_rel_path": "all_masks/BUSI_0258_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0044_M.png",
+        "image_rel_path": "all_images/BUSI_0044_M.png",
+        "mask_rel_path": "all_masks/BUSI_0044_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0208_M.png",
+        "image_rel_path": "all_images/BUSI_0208_M.png",
+        "mask_rel_path": "all_masks/BUSI_0208_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0123_M.png",
+        "image_rel_path": "all_images/BUSI_0123_M.png",
+        "mask_rel_path": "all_masks/BUSI_0123_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0193_B.png",
+        "image_rel_path": "all_images/BUSI_0193_B.png",
+        "mask_rel_path": "all_masks/BUSI_0193_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0423_B.png",
+        "image_rel_path": "all_images/BUSI_0423_B.png",
+        "mask_rel_path": "all_masks/BUSI_0423_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0144_M.png",
+        "image_rel_path": "all_images/BUSI_0144_M.png",
+        "mask_rel_path": "all_masks/BUSI_0144_M.png"
+      }
+    ],
+    "train": [
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0356_B.png",
+        "image_rel_path": "all_images/BUSI_0356_B.png",
+        "mask_rel_path": "all_masks/BUSI_0356_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0410_B.png",
+        "image_rel_path": "all_images/BUSI_0410_B.png",
+        "mask_rel_path": "all_masks/BUSI_0410_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0078_B.png",
+        "image_rel_path": "all_images/BUSI_0078_B.png",
+        "mask_rel_path": "all_masks/BUSI_0078_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0199_M.png",
+        "image_rel_path": "all_images/BUSI_0199_M.png",
+        "mask_rel_path": "all_masks/BUSI_0199_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0028_B.png",
+        "image_rel_path": "all_images/BUSI_0028_B.png",
+        "mask_rel_path": "all_masks/BUSI_0028_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0359_B.png",
+        "image_rel_path": "all_images/BUSI_0359_B.png",
+        "mask_rel_path": "all_masks/BUSI_0359_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0077_B.png",
+        "image_rel_path": "all_images/BUSI_0077_B.png",
+        "mask_rel_path": "all_masks/BUSI_0077_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0305_B.png",
+        "image_rel_path": "all_images/BUSI_0305_B.png",
+        "mask_rel_path": "all_masks/BUSI_0305_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0174_M.png",
+        "image_rel_path": "all_images/BUSI_0174_M.png",
+        "mask_rel_path": "all_masks/BUSI_0174_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0020_M.png",
+        "image_rel_path": "all_images/BUSI_0020_M.png",
+        "mask_rel_path": "all_masks/BUSI_0020_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0409_B.png",
+        "image_rel_path": "all_images/BUSI_0409_B.png",
+        "mask_rel_path": "all_masks/BUSI_0409_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0103_M.png",
+        "image_rel_path": "all_images/BUSI_0103_M.png",
+        "mask_rel_path": "all_masks/BUSI_0103_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0014_B.png",
+        "image_rel_path": "all_images/BUSI_0014_B.png",
+        "mask_rel_path": "all_masks/BUSI_0014_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0048_B.png",
+        "image_rel_path": "all_images/BUSI_0048_B.png",
+        "mask_rel_path": "all_masks/BUSI_0048_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0028_M.png",
+        "image_rel_path": "all_images/BUSI_0028_M.png",
+        "mask_rel_path": "all_masks/BUSI_0028_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0343_B.png",
+        "image_rel_path": "all_images/BUSI_0343_B.png",
+        "mask_rel_path": "all_masks/BUSI_0343_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0040_B.png",
+        "image_rel_path": "all_images/BUSI_0040_B.png",
+        "mask_rel_path": "all_masks/BUSI_0040_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0160_M.png",
+        "image_rel_path": "all_images/BUSI_0160_M.png",
+        "mask_rel_path": "all_masks/BUSI_0160_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0026_M.png",
+        "image_rel_path": "all_images/BUSI_0026_M.png",
+        "mask_rel_path": "all_masks/BUSI_0026_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0242_B.png",
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+        "filename": "BUSI_0101_B.png",
+        "image_rel_path": "all_images/BUSI_0101_B.png",
+        "mask_rel_path": "all_masks/BUSI_0101_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0326_B.png",
+        "image_rel_path": "all_images/BUSI_0326_B.png",
+        "mask_rel_path": "all_masks/BUSI_0326_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0091_M.png",
+        "image_rel_path": "all_images/BUSI_0091_M.png",
+        "mask_rel_path": "all_masks/BUSI_0091_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0104_B.png",
+        "image_rel_path": "all_images/BUSI_0104_B.png",
+        "mask_rel_path": "all_masks/BUSI_0104_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0009_M.png",
+        "image_rel_path": "all_images/BUSI_0009_M.png",
+        "mask_rel_path": "all_masks/BUSI_0009_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0095_B.png",
+        "image_rel_path": "all_images/BUSI_0095_B.png",
+        "mask_rel_path": "all_masks/BUSI_0095_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0413_B.png",
+        "image_rel_path": "all_images/BUSI_0413_B.png",
+        "mask_rel_path": "all_masks/BUSI_0413_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0187_B.png",
+        "image_rel_path": "all_images/BUSI_0187_B.png",
+        "mask_rel_path": "all_masks/BUSI_0187_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0113_M.png",
+        "image_rel_path": "all_images/BUSI_0113_M.png",
+        "mask_rel_path": "all_masks/BUSI_0113_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0099_B.png",
+        "image_rel_path": "all_images/BUSI_0099_B.png",
+        "mask_rel_path": "all_masks/BUSI_0099_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0275_B.png",
+        "image_rel_path": "all_images/BUSI_0275_B.png",
+        "mask_rel_path": "all_masks/BUSI_0275_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0122_B.png",
+        "image_rel_path": "all_images/BUSI_0122_B.png",
+        "mask_rel_path": "all_masks/BUSI_0122_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0098_B.png",
+        "image_rel_path": "all_images/BUSI_0098_B.png",
+        "mask_rel_path": "all_masks/BUSI_0098_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0411_B.png",
+        "image_rel_path": "all_images/BUSI_0411_B.png",
+        "mask_rel_path": "all_masks/BUSI_0411_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0210_M.png",
+        "image_rel_path": "all_images/BUSI_0210_M.png",
+        "mask_rel_path": "all_masks/BUSI_0210_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0267_B.png",
+        "image_rel_path": "all_images/BUSI_0267_B.png",
+        "mask_rel_path": "all_masks/BUSI_0267_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0179_M.png",
+        "image_rel_path": "all_images/BUSI_0179_M.png",
+        "mask_rel_path": "all_masks/BUSI_0179_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0166_B.png",
+        "image_rel_path": "all_images/BUSI_0166_B.png",
+        "mask_rel_path": "all_masks/BUSI_0166_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0083_M.png",
+        "image_rel_path": "all_images/BUSI_0083_M.png",
+        "mask_rel_path": "all_masks/BUSI_0083_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0216_B.png",
+        "image_rel_path": "all_images/BUSI_0216_B.png",
+        "mask_rel_path": "all_masks/BUSI_0216_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0073_B.png",
+        "image_rel_path": "all_images/BUSI_0073_B.png",
+        "mask_rel_path": "all_masks/BUSI_0073_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0209_B.png",
+        "image_rel_path": "all_images/BUSI_0209_B.png",
+        "mask_rel_path": "all_masks/BUSI_0209_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0111_B.png",
+        "image_rel_path": "all_images/BUSI_0111_B.png",
+        "mask_rel_path": "all_masks/BUSI_0111_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0394_B.png",
+        "image_rel_path": "all_images/BUSI_0394_B.png",
+        "mask_rel_path": "all_masks/BUSI_0394_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0401_B.png",
+        "image_rel_path": "all_images/BUSI_0401_B.png",
+        "mask_rel_path": "all_masks/BUSI_0401_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0331_B.png",
+        "image_rel_path": "all_images/BUSI_0331_B.png",
+        "mask_rel_path": "all_masks/BUSI_0331_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0173_M.png",
+        "image_rel_path": "all_images/BUSI_0173_M.png",
+        "mask_rel_path": "all_masks/BUSI_0173_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0178_B.png",
+        "image_rel_path": "all_images/BUSI_0178_B.png",
+        "mask_rel_path": "all_masks/BUSI_0178_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0193_M.png",
+        "image_rel_path": "all_images/BUSI_0193_M.png",
+        "mask_rel_path": "all_masks/BUSI_0193_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0330_B.png",
+        "image_rel_path": "all_images/BUSI_0330_B.png",
+        "mask_rel_path": "all_masks/BUSI_0330_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0082_B.png",
+        "image_rel_path": "all_images/BUSI_0082_B.png",
+        "mask_rel_path": "all_masks/BUSI_0082_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0204_B.png",
+        "image_rel_path": "all_images/BUSI_0204_B.png",
+        "mask_rel_path": "all_masks/BUSI_0204_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0076_M.png",
+        "image_rel_path": "all_images/BUSI_0076_M.png",
+        "mask_rel_path": "all_masks/BUSI_0076_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0094_M.png",
+        "image_rel_path": "all_images/BUSI_0094_M.png",
+        "mask_rel_path": "all_masks/BUSI_0094_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0108_M.png",
+        "image_rel_path": "all_images/BUSI_0108_M.png",
+        "mask_rel_path": "all_masks/BUSI_0108_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0133_B.png",
+        "image_rel_path": "all_images/BUSI_0133_B.png",
+        "mask_rel_path": "all_masks/BUSI_0133_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0155_B.png",
+        "image_rel_path": "all_images/BUSI_0155_B.png",
+        "mask_rel_path": "all_masks/BUSI_0155_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0353_B.png",
+        "image_rel_path": "all_images/BUSI_0353_B.png",
+        "mask_rel_path": "all_masks/BUSI_0353_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0414_B.png",
+        "image_rel_path": "all_images/BUSI_0414_B.png",
+        "mask_rel_path": "all_masks/BUSI_0414_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0168_B.png",
+        "image_rel_path": "all_images/BUSI_0168_B.png",
+        "mask_rel_path": "all_masks/BUSI_0168_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0040_M.png",
+        "image_rel_path": "all_images/BUSI_0040_M.png",
+        "mask_rel_path": "all_masks/BUSI_0040_M.png"
+      }
+    ]
+  },
+  "class_distributions": {
+    "test": {
+      "benign": 44,
+      "malignant": 21
+    },
+    "train": {
+      "benign": 349,
+      "malignant": 168
+    },
+    "val": {
+      "benign": 44,
+      "malignant": 21
+    }
+  },
+  "config_fingerprint": "9415609347b50f70a216a6776be1ba58d81085e2559e98dd9d15eb56741aca39",
+  "counts": {
+    "test": 65,
+    "train": 517,
+    "val": 65
+  },
+  "dataset_fingerprint": "a379fab5541bccd18cd70c1e29b2ac8be20d4c5325a1f20c14abe05ee239dafb",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_split_policy": "stratified",
+  "experiment_name": "stratified_holdout_v1",
+  "percent_sampling_mode": "incremental",
+  "phase_count": 10,
+  "phase_index": 5,
+  "phase_partition_seed": 723450912,
+  "phase_test_fold_index": 5,
+  "phase_val_fold_index": 6,
+  "split_generation_mode": "fixed_stratified_phases_8_1_1",
+  "split_repeat_index": 5,
+  "split_seed": 723450912,
+  "split_type": "80_10_10"
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_006.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_006.json
new file mode 100644
index 0000000000000000000000000000000000000000..fcd6d4e61f1782afe1af5d80f17f88f9a7ea3cdb
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_006.json
@@ -0,0 +1,3926 @@
+{
+  "base_splits": {
+    "test": [
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0210_M.png",
+        "image_rel_path": "all_images/BUSI_0210_M.png",
+        "mask_rel_path": "all_masks/BUSI_0210_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0178_B.png",
+        "image_rel_path": "all_images/BUSI_0178_B.png",
+        "mask_rel_path": "all_masks/BUSI_0178_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0075_M.png",
+        "image_rel_path": "all_images/BUSI_0075_M.png",
+        "mask_rel_path": "all_masks/BUSI_0075_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0073_B.png",
+        "image_rel_path": "all_images/BUSI_0073_B.png",
+        "mask_rel_path": "all_masks/BUSI_0073_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0091_M.png",
+        "image_rel_path": "all_images/BUSI_0091_M.png",
+        "mask_rel_path": "all_masks/BUSI_0091_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0056_M.png",
+        "image_rel_path": "all_images/BUSI_0056_M.png",
+        "mask_rel_path": "all_masks/BUSI_0056_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0082_B.png",
+        "image_rel_path": "all_images/BUSI_0082_B.png",
+        "mask_rel_path": "all_masks/BUSI_0082_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0216_B.png",
+        "image_rel_path": "all_images/BUSI_0216_B.png",
+        "mask_rel_path": "all_masks/BUSI_0216_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0353_B.png",
+        "image_rel_path": "all_images/BUSI_0353_B.png",
+        "mask_rel_path": "all_masks/BUSI_0353_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0052_B.png",
+        "image_rel_path": "all_images/BUSI_0052_B.png",
+        "mask_rel_path": "all_masks/BUSI_0052_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0038_B.png",
+        "image_rel_path": "all_images/BUSI_0038_B.png",
+        "mask_rel_path": "all_masks/BUSI_0038_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0402_B.png",
+        "image_rel_path": "all_images/BUSI_0402_B.png",
+        "mask_rel_path": "all_masks/BUSI_0402_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0331_B.png",
+        "image_rel_path": "all_images/BUSI_0331_B.png",
+        "mask_rel_path": "all_masks/BUSI_0331_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0173_M.png",
+        "image_rel_path": "all_images/BUSI_0173_M.png",
+        "mask_rel_path": "all_masks/BUSI_0173_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0430_B.png",
+        "image_rel_path": "all_images/BUSI_0430_B.png",
+        "mask_rel_path": "all_masks/BUSI_0430_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0016_M.png",
+        "image_rel_path": "all_images/BUSI_0016_M.png",
+        "mask_rel_path": "all_masks/BUSI_0016_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0263_B.png",
+        "image_rel_path": "all_images/BUSI_0263_B.png",
+        "mask_rel_path": "all_masks/BUSI_0263_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0166_B.png",
+        "image_rel_path": "all_images/BUSI_0166_B.png",
+        "mask_rel_path": "all_masks/BUSI_0166_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0168_B.png",
+        "image_rel_path": "all_images/BUSI_0168_B.png",
+        "mask_rel_path": "all_masks/BUSI_0168_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0113_M.png",
+        "image_rel_path": "all_images/BUSI_0113_M.png",
+        "mask_rel_path": "all_masks/BUSI_0113_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0214_B.png",
+        "image_rel_path": "all_images/BUSI_0214_B.png",
+        "mask_rel_path": "all_masks/BUSI_0214_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0111_B.png",
+        "image_rel_path": "all_images/BUSI_0111_B.png",
+        "mask_rel_path": "all_masks/BUSI_0111_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0094_M.png",
+        "image_rel_path": "all_images/BUSI_0094_M.png",
+        "mask_rel_path": "all_masks/BUSI_0094_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0112_B.png",
+        "image_rel_path": "all_images/BUSI_0112_B.png",
+        "mask_rel_path": "all_masks/BUSI_0112_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0275_B.png",
+        "image_rel_path": "all_images/BUSI_0275_B.png",
+        "mask_rel_path": "all_masks/BUSI_0275_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0205_M.png",
+        "image_rel_path": "all_images/BUSI_0205_M.png",
+        "mask_rel_path": "all_masks/BUSI_0205_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0267_B.png",
+        "image_rel_path": "all_images/BUSI_0267_B.png",
+        "mask_rel_path": "all_masks/BUSI_0267_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0187_B.png",
+        "image_rel_path": "all_images/BUSI_0187_B.png",
+        "mask_rel_path": "all_masks/BUSI_0187_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0133_B.png",
+        "image_rel_path": "all_images/BUSI_0133_B.png",
+        "mask_rel_path": "all_masks/BUSI_0133_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0411_B.png",
+        "image_rel_path": "all_images/BUSI_0411_B.png",
+        "mask_rel_path": "all_masks/BUSI_0411_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0098_B.png",
+        "image_rel_path": "all_images/BUSI_0098_B.png",
+        "mask_rel_path": "all_masks/BUSI_0098_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0062_B.png",
+        "image_rel_path": "all_images/BUSI_0062_B.png",
+        "mask_rel_path": "all_masks/BUSI_0062_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0095_B.png",
+        "image_rel_path": "all_images/BUSI_0095_B.png",
+        "mask_rel_path": "all_masks/BUSI_0095_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0256_B.png",
+        "image_rel_path": "all_images/BUSI_0256_B.png",
+        "mask_rel_path": "all_masks/BUSI_0256_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0193_M.png",
+        "image_rel_path": "all_images/BUSI_0193_M.png",
+        "mask_rel_path": "all_masks/BUSI_0193_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0053_M.png",
+        "image_rel_path": "all_images/BUSI_0053_M.png",
+        "mask_rel_path": "all_masks/BUSI_0053_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0076_M.png",
+        "image_rel_path": "all_images/BUSI_0076_M.png",
+        "mask_rel_path": "all_masks/BUSI_0076_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0330_B.png",
+        "image_rel_path": "all_images/BUSI_0330_B.png",
+        "mask_rel_path": "all_masks/BUSI_0330_B.png"
+      },
+      {
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+    "test": {
+      "benign": 44,
+      "malignant": 21
+    },
+    "train": {
+      "benign": 349,
+      "malignant": 168
+    },
+    "val": {
+      "benign": 44,
+      "malignant": 21
+    }
+  },
+  "config_fingerprint": "9415609347b50f70a216a6776be1ba58d81085e2559e98dd9d15eb56741aca39",
+  "counts": {
+    "test": 65,
+    "train": 517,
+    "val": 65
+  },
+  "dataset_fingerprint": "a379fab5541bccd18cd70c1e29b2ac8be20d4c5325a1f20c14abe05ee239dafb",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_split_policy": "stratified",
+  "experiment_name": "stratified_holdout_v1",
+  "percent_sampling_mode": "incremental",
+  "phase_count": 10,
+  "phase_index": 6,
+  "phase_partition_seed": 723450912,
+  "phase_test_fold_index": 6,
+  "phase_val_fold_index": 7,
+  "split_generation_mode": "fixed_stratified_phases_8_1_1",
+  "split_repeat_index": 6,
+  "split_seed": 723450912,
+  "split_type": "80_10_10"
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_007.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_007.json
new file mode 100644
index 0000000000000000000000000000000000000000..179a0f6025cf75cd30f8516d21ef573e1b514e86
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_007.json
@@ -0,0 +1,3926 @@
+{
+  "base_splits": {
+    "test": [
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0131_M.png",
+        "image_rel_path": "all_images/BUSI_0131_M.png",
+        "mask_rel_path": "all_masks/BUSI_0131_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0262_B.png",
+        "image_rel_path": "all_images/BUSI_0262_B.png",
+        "mask_rel_path": "all_masks/BUSI_0262_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0384_B.png",
+        "image_rel_path": "all_images/BUSI_0384_B.png",
+        "mask_rel_path": "all_masks/BUSI_0384_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0035_B.png",
+        "image_rel_path": "all_images/BUSI_0035_B.png",
+        "mask_rel_path": "all_masks/BUSI_0035_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0014_M.png",
+        "image_rel_path": "all_images/BUSI_0014_M.png",
+        "mask_rel_path": "all_masks/BUSI_0014_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0037_M.png",
+        "image_rel_path": "all_images/BUSI_0037_M.png",
+        "mask_rel_path": "all_masks/BUSI_0037_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0345_B.png",
+        "image_rel_path": "all_images/BUSI_0345_B.png",
+        "mask_rel_path": "all_masks/BUSI_0345_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0152_B.png",
+        "image_rel_path": "all_images/BUSI_0152_B.png",
+        "mask_rel_path": "all_masks/BUSI_0152_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0236_B.png",
+        "image_rel_path": "all_images/BUSI_0236_B.png",
+        "mask_rel_path": "all_masks/BUSI_0236_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0298_B.png",
+        "image_rel_path": "all_images/BUSI_0298_B.png",
+        "mask_rel_path": "all_masks/BUSI_0298_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0062_M.png",
+        "image_rel_path": "all_images/BUSI_0062_M.png",
+        "mask_rel_path": "all_masks/BUSI_0062_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0027_M.png",
+        "image_rel_path": "all_images/BUSI_0027_M.png",
+        "mask_rel_path": "all_masks/BUSI_0027_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0128_B.png",
+        "image_rel_path": "all_images/BUSI_0128_B.png",
+        "mask_rel_path": "all_masks/BUSI_0128_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0426_B.png",
+        "image_rel_path": "all_images/BUSI_0426_B.png",
+        "mask_rel_path": "all_masks/BUSI_0426_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0242_B.png",
+        "image_rel_path": "all_images/BUSI_0242_B.png",
+        "mask_rel_path": "all_masks/BUSI_0242_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0089_M.png",
+        "image_rel_path": "all_images/BUSI_0089_M.png",
+        "mask_rel_path": "all_masks/BUSI_0089_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0088_B.png",
+        "image_rel_path": "all_images/BUSI_0088_B.png",
+        "mask_rel_path": "all_masks/BUSI_0088_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0164_M.png",
+        "image_rel_path": "all_images/BUSI_0164_M.png",
+        "mask_rel_path": "all_masks/BUSI_0164_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0165_B.png",
+        "image_rel_path": "all_images/BUSI_0165_B.png",
+        "mask_rel_path": "all_masks/BUSI_0165_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0028_B.png",
+        "image_rel_path": "all_images/BUSI_0028_B.png",
+        "mask_rel_path": "all_masks/BUSI_0028_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0024_B.png",
+        "image_rel_path": "all_images/BUSI_0024_B.png",
+        "mask_rel_path": "all_masks/BUSI_0024_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0166_M.png",
+        "image_rel_path": "all_images/BUSI_0166_M.png",
+        "mask_rel_path": "all_masks/BUSI_0166_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0116_M.png",
+        "image_rel_path": "all_images/BUSI_0116_M.png",
+        "mask_rel_path": "all_masks/BUSI_0116_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0376_B.png",
+        "image_rel_path": "all_images/BUSI_0376_B.png",
+        "mask_rel_path": "all_masks/BUSI_0376_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0293_B.png",
+        "image_rel_path": "all_images/BUSI_0293_B.png",
+        "mask_rel_path": "all_masks/BUSI_0293_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0257_B.png",
+        "image_rel_path": "all_images/BUSI_0257_B.png",
+        "mask_rel_path": "all_masks/BUSI_0257_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0266_B.png",
+        "image_rel_path": "all_images/BUSI_0266_B.png",
+        "mask_rel_path": "all_masks/BUSI_0266_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0311_B.png",
+        "image_rel_path": "all_images/BUSI_0311_B.png",
+        "mask_rel_path": "all_masks/BUSI_0311_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0288_B.png",
+        "image_rel_path": "all_images/BUSI_0288_B.png",
+        "mask_rel_path": "all_masks/BUSI_0288_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0026_B.png",
+        "image_rel_path": "all_images/BUSI_0026_B.png",
+        "mask_rel_path": "all_masks/BUSI_0026_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0362_B.png",
+        "image_rel_path": "all_images/BUSI_0362_B.png",
+        "mask_rel_path": "all_masks/BUSI_0362_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0025_B.png",
+        "image_rel_path": "all_images/BUSI_0025_B.png",
+        "mask_rel_path": "all_masks/BUSI_0025_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0245_B.png",
+        "image_rel_path": "all_images/BUSI_0245_B.png",
+        "mask_rel_path": "all_masks/BUSI_0245_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0408_B.png",
+        "image_rel_path": "all_images/BUSI_0408_B.png",
+        "mask_rel_path": "all_masks/BUSI_0408_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0215_B.png",
+        "image_rel_path": "all_images/BUSI_0215_B.png",
+        "mask_rel_path": "all_masks/BUSI_0215_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0066_M.png",
+        "image_rel_path": "all_images/BUSI_0066_M.png",
+        "mask_rel_path": "all_masks/BUSI_0066_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0386_B.png",
+        "image_rel_path": "all_images/BUSI_0386_B.png",
+        "mask_rel_path": "all_masks/BUSI_0386_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0021_M.png",
+        "image_rel_path": "all_images/BUSI_0021_M.png",
+        "mask_rel_path": "all_masks/BUSI_0021_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0412_B.png",
+        "image_rel_path": "all_images/BUSI_0412_B.png",
+        "mask_rel_path": "all_masks/BUSI_0412_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0422_B.png",
+        "image_rel_path": "all_images/BUSI_0422_B.png",
+        "mask_rel_path": "all_masks/BUSI_0422_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0093_B.png",
+        "image_rel_path": "all_images/BUSI_0093_B.png",
+        "mask_rel_path": "all_masks/BUSI_0093_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0200_B.png",
+        "image_rel_path": "all_images/BUSI_0200_B.png",
+        "mask_rel_path": "all_masks/BUSI_0200_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0182_B.png",
+        "image_rel_path": "all_images/BUSI_0182_B.png",
+        "mask_rel_path": "all_masks/BUSI_0182_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0310_B.png",
+        "image_rel_path": "all_images/BUSI_0310_B.png",
+        "mask_rel_path": "all_masks/BUSI_0310_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0278_B.png",
+        "image_rel_path": "all_images/BUSI_0278_B.png",
+        "mask_rel_path": "all_masks/BUSI_0278_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0397_B.png",
+        "image_rel_path": "all_images/BUSI_0397_B.png",
+        "mask_rel_path": "all_masks/BUSI_0397_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0150_M.png",
+        "image_rel_path": "all_images/BUSI_0150_M.png",
+        "mask_rel_path": "all_masks/BUSI_0150_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0194_M.png",
+        "image_rel_path": "all_images/BUSI_0194_M.png",
+        "mask_rel_path": "all_masks/BUSI_0194_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0375_B.png",
+        "image_rel_path": "all_images/BUSI_0375_B.png",
+        "mask_rel_path": "all_masks/BUSI_0375_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0041_B.png",
+        "image_rel_path": "all_images/BUSI_0041_B.png",
+        "mask_rel_path": "all_masks/BUSI_0041_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0040_B.png",
+        "image_rel_path": "all_images/BUSI_0040_B.png",
+        "mask_rel_path": "all_masks/BUSI_0040_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0043_B.png",
+        "image_rel_path": "all_images/BUSI_0043_B.png",
+        "mask_rel_path": "all_masks/BUSI_0043_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0034_B.png",
+        "image_rel_path": "all_images/BUSI_0034_B.png",
+        "mask_rel_path": "all_masks/BUSI_0034_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0149_M.png",
+        "image_rel_path": "all_images/BUSI_0149_M.png",
+        "mask_rel_path": "all_masks/BUSI_0149_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0056_B.png",
+        "image_rel_path": "all_images/BUSI_0056_B.png",
+        "mask_rel_path": "all_masks/BUSI_0056_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0095_M.png",
+        "image_rel_path": "all_images/BUSI_0095_M.png",
+        "mask_rel_path": "all_masks/BUSI_0095_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0202_M.png",
+        "image_rel_path": "all_images/BUSI_0202_M.png",
+        "mask_rel_path": "all_masks/BUSI_0202_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0183_B.png",
+        "image_rel_path": "all_images/BUSI_0183_B.png",
+        "mask_rel_path": "all_masks/BUSI_0183_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0139_M.png",
+        "image_rel_path": "all_images/BUSI_0139_M.png",
+        "mask_rel_path": "all_masks/BUSI_0139_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0129_M.png",
+        "image_rel_path": "all_images/BUSI_0129_M.png",
+        "mask_rel_path": "all_masks/BUSI_0129_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0141_M.png",
+        "image_rel_path": "all_images/BUSI_0141_M.png",
+        "mask_rel_path": "all_masks/BUSI_0141_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0032_B.png",
+        "image_rel_path": "all_images/BUSI_0032_B.png",
+        "mask_rel_path": "all_masks/BUSI_0032_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0151_M.png",
+        "image_rel_path": "all_images/BUSI_0151_M.png",
+        "mask_rel_path": "all_masks/BUSI_0151_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0008_B.png",
+        "image_rel_path": "all_images/BUSI_0008_B.png",
+        "mask_rel_path": "all_masks/BUSI_0008_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0175_M.png",
+        "image_rel_path": "all_images/BUSI_0175_M.png",
+        "mask_rel_path": "all_masks/BUSI_0175_M.png"
+      }
+    ],
+    "train": [
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0168_B.png",
+        "image_rel_path": "all_images/BUSI_0168_B.png",
+        "mask_rel_path": "all_masks/BUSI_0168_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0228_B.png",
+        "image_rel_path": "all_images/BUSI_0228_B.png",
+        "mask_rel_path": "all_masks/BUSI_0228_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0050_M.png",
+        "image_rel_path": "all_images/BUSI_0050_M.png",
+        "mask_rel_path": "all_masks/BUSI_0050_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0321_B.png",
+        "image_rel_path": "all_images/BUSI_0321_B.png",
+        "mask_rel_path": "all_masks/BUSI_0321_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0163_M.png",
+        "image_rel_path": "all_images/BUSI_0163_M.png",
+        "mask_rel_path": "all_masks/BUSI_0163_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0043_M.png",
+        "image_rel_path": "all_images/BUSI_0043_M.png",
+        "mask_rel_path": "all_masks/BUSI_0043_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0078_M.png",
+        "image_rel_path": "all_images/BUSI_0078_M.png",
+        "mask_rel_path": "all_masks/BUSI_0078_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0027_B.png",
+        "image_rel_path": "all_images/BUSI_0027_B.png",
+        "mask_rel_path": "all_masks/BUSI_0027_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0270_B.png",
+        "image_rel_path": "all_images/BUSI_0270_B.png",
+        "mask_rel_path": "all_masks/BUSI_0270_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0015_M.png",
+        "image_rel_path": "all_images/BUSI_0015_M.png",
+        "mask_rel_path": "all_masks/BUSI_0015_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0083_B.png",
+        "image_rel_path": "all_images/BUSI_0083_B.png",
+        "mask_rel_path": "all_masks/BUSI_0083_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0142_M.png",
+        "image_rel_path": "all_images/BUSI_0142_M.png",
+        "mask_rel_path": "all_masks/BUSI_0142_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0224_B.png",
+        "image_rel_path": "all_images/BUSI_0224_B.png",
+        "mask_rel_path": "all_masks/BUSI_0224_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0393_B.png",
+        "image_rel_path": "all_images/BUSI_0393_B.png",
+        "mask_rel_path": "all_masks/BUSI_0393_B.png"
+      },
+      {
+        "class_label": "benign",
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+        "class_label": "benign",
+        "filename": "BUSI_0254_B.png",
+        "image_rel_path": "all_images/BUSI_0254_B.png",
+        "mask_rel_path": "all_masks/BUSI_0254_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0130_M.png",
+        "image_rel_path": "all_images/BUSI_0130_M.png",
+        "mask_rel_path": "all_masks/BUSI_0130_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0079_B.png",
+        "image_rel_path": "all_images/BUSI_0079_B.png",
+        "mask_rel_path": "all_masks/BUSI_0079_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0019_B.png",
+        "image_rel_path": "all_images/BUSI_0019_B.png",
+        "mask_rel_path": "all_masks/BUSI_0019_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0104_M.png",
+        "image_rel_path": "all_images/BUSI_0104_M.png",
+        "mask_rel_path": "all_masks/BUSI_0104_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0191_B.png",
+        "image_rel_path": "all_images/BUSI_0191_B.png",
+        "mask_rel_path": "all_masks/BUSI_0191_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0192_M.png",
+        "image_rel_path": "all_images/BUSI_0192_M.png",
+        "mask_rel_path": "all_masks/BUSI_0192_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0144_B.png",
+        "image_rel_path": "all_images/BUSI_0144_B.png",
+        "mask_rel_path": "all_masks/BUSI_0144_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0324_B.png",
+        "image_rel_path": "all_images/BUSI_0324_B.png",
+        "mask_rel_path": "all_masks/BUSI_0324_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0420_B.png",
+        "image_rel_path": "all_images/BUSI_0420_B.png",
+        "mask_rel_path": "all_masks/BUSI_0420_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0132_B.png",
+        "image_rel_path": "all_images/BUSI_0132_B.png",
+        "mask_rel_path": "all_masks/BUSI_0132_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0190_B.png",
+        "image_rel_path": "all_images/BUSI_0190_B.png",
+        "mask_rel_path": "all_masks/BUSI_0190_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0304_B.png",
+        "image_rel_path": "all_images/BUSI_0304_B.png",
+        "mask_rel_path": "all_masks/BUSI_0304_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0057_B.png",
+        "image_rel_path": "all_images/BUSI_0057_B.png",
+        "mask_rel_path": "all_masks/BUSI_0057_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0110_M.png",
+        "image_rel_path": "all_images/BUSI_0110_M.png",
+        "mask_rel_path": "all_masks/BUSI_0110_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0282_B.png",
+        "image_rel_path": "all_images/BUSI_0282_B.png",
+        "mask_rel_path": "all_masks/BUSI_0282_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0316_B.png",
+        "image_rel_path": "all_images/BUSI_0316_B.png",
+        "mask_rel_path": "all_masks/BUSI_0316_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0026_M.png",
+        "image_rel_path": "all_images/BUSI_0026_M.png",
+        "mask_rel_path": "all_masks/BUSI_0026_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0137_B.png",
+        "image_rel_path": "all_images/BUSI_0137_B.png",
+        "mask_rel_path": "all_masks/BUSI_0137_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0351_B.png",
+        "image_rel_path": "all_images/BUSI_0351_B.png",
+        "mask_rel_path": "all_masks/BUSI_0351_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0165_M.png",
+        "image_rel_path": "all_images/BUSI_0165_M.png",
+        "mask_rel_path": "all_masks/BUSI_0165_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0131_B.png",
+        "image_rel_path": "all_images/BUSI_0131_B.png",
+        "mask_rel_path": "all_masks/BUSI_0131_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0371_B.png",
+        "image_rel_path": "all_images/BUSI_0371_B.png",
+        "mask_rel_path": "all_masks/BUSI_0371_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0308_B.png",
+        "image_rel_path": "all_images/BUSI_0308_B.png",
+        "mask_rel_path": "all_masks/BUSI_0308_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0218_B.png",
+        "image_rel_path": "all_images/BUSI_0218_B.png",
+        "mask_rel_path": "all_masks/BUSI_0218_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0381_B.png",
+        "image_rel_path": "all_images/BUSI_0381_B.png",
+        "mask_rel_path": "all_masks/BUSI_0381_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0012_B.png",
+        "image_rel_path": "all_images/BUSI_0012_B.png",
+        "mask_rel_path": "all_masks/BUSI_0012_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0185_M.png",
+        "image_rel_path": "all_images/BUSI_0185_M.png",
+        "mask_rel_path": "all_masks/BUSI_0185_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0315_B.png",
+        "image_rel_path": "all_images/BUSI_0315_B.png",
+        "mask_rel_path": "all_masks/BUSI_0315_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0125_B.png",
+        "image_rel_path": "all_images/BUSI_0125_B.png",
+        "mask_rel_path": "all_masks/BUSI_0125_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0319_B.png",
+        "image_rel_path": "all_images/BUSI_0319_B.png",
+        "mask_rel_path": "all_masks/BUSI_0319_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0206_B.png",
+        "image_rel_path": "all_images/BUSI_0206_B.png",
+        "mask_rel_path": "all_masks/BUSI_0206_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0022_M.png",
+        "image_rel_path": "all_images/BUSI_0022_M.png",
+        "mask_rel_path": "all_masks/BUSI_0022_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0023_M.png",
+        "image_rel_path": "all_images/BUSI_0023_M.png",
+        "mask_rel_path": "all_masks/BUSI_0023_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0221_B.png",
+        "image_rel_path": "all_images/BUSI_0221_B.png",
+        "mask_rel_path": "all_masks/BUSI_0221_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0005_M.png",
+        "image_rel_path": "all_images/BUSI_0005_M.png",
+        "mask_rel_path": "all_masks/BUSI_0005_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0082_M.png",
+        "image_rel_path": "all_images/BUSI_0082_M.png",
+        "mask_rel_path": "all_masks/BUSI_0082_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0244_B.png",
+        "image_rel_path": "all_images/BUSI_0244_B.png",
+        "mask_rel_path": "all_masks/BUSI_0244_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0382_B.png",
+        "image_rel_path": "all_images/BUSI_0382_B.png",
+        "mask_rel_path": "all_masks/BUSI_0382_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0048_M.png",
+        "image_rel_path": "all_images/BUSI_0048_M.png",
+        "mask_rel_path": "all_masks/BUSI_0048_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0248_B.png",
+        "image_rel_path": "all_images/BUSI_0248_B.png",
+        "mask_rel_path": "all_masks/BUSI_0248_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0063_M.png",
+        "image_rel_path": "all_images/BUSI_0063_M.png",
+        "mask_rel_path": "all_masks/BUSI_0063_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0081_M.png",
+        "image_rel_path": "all_images/BUSI_0081_M.png",
+        "mask_rel_path": "all_masks/BUSI_0081_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0383_B.png",
+        "image_rel_path": "all_images/BUSI_0383_B.png",
+        "mask_rel_path": "all_masks/BUSI_0383_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0050_B.png",
+        "image_rel_path": "all_images/BUSI_0050_B.png",
+        "mask_rel_path": "all_masks/BUSI_0050_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0174_B.png",
+        "image_rel_path": "all_images/BUSI_0174_B.png",
+        "mask_rel_path": "all_masks/BUSI_0174_B.png"
+      }
+    ]
+  },
+  "class_distributions": {
+    "test": {
+      "benign": 44,
+      "malignant": 21
+    },
+    "train": {
+      "benign": 350,
+      "malignant": 168
+    },
+    "val": {
+      "benign": 43,
+      "malignant": 21
+    }
+  },
+  "config_fingerprint": "9415609347b50f70a216a6776be1ba58d81085e2559e98dd9d15eb56741aca39",
+  "counts": {
+    "test": 65,
+    "train": 518,
+    "val": 64
+  },
+  "dataset_fingerprint": "a379fab5541bccd18cd70c1e29b2ac8be20d4c5325a1f20c14abe05ee239dafb",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_split_policy": "stratified",
+  "experiment_name": "stratified_holdout_v1",
+  "percent_sampling_mode": "incremental",
+  "phase_count": 10,
+  "phase_index": 7,
+  "phase_partition_seed": 723450912,
+  "phase_test_fold_index": 7,
+  "phase_val_fold_index": 8,
+  "split_generation_mode": "fixed_stratified_phases_8_1_1",
+  "split_repeat_index": 7,
+  "split_seed": 723450912,
+  "split_type": "80_10_10"
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_008.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_008.json
new file mode 100644
index 0000000000000000000000000000000000000000..2bb4408e2c4ba7a70b73bd915899fcb4f4ba4114
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_008.json
@@ -0,0 +1,3926 @@
+{
+  "base_splits": {
+    "test": [
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0352_B.png",
+        "image_rel_path": "all_images/BUSI_0352_B.png",
+        "mask_rel_path": "all_masks/BUSI_0352_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0181_B.png",
+        "image_rel_path": "all_images/BUSI_0181_B.png",
+        "mask_rel_path": "all_masks/BUSI_0181_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0005_M.png",
+        "image_rel_path": "all_images/BUSI_0005_M.png",
+        "mask_rel_path": "all_masks/BUSI_0005_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0218_B.png",
+        "image_rel_path": "all_images/BUSI_0218_B.png",
+        "mask_rel_path": "all_masks/BUSI_0218_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0190_B.png",
+        "image_rel_path": "all_images/BUSI_0190_B.png",
+        "mask_rel_path": "all_masks/BUSI_0190_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0178_M.png",
+        "image_rel_path": "all_images/BUSI_0178_M.png",
+        "mask_rel_path": "all_masks/BUSI_0178_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0271_B.png",
+        "image_rel_path": "all_images/BUSI_0271_B.png",
+        "mask_rel_path": "all_masks/BUSI_0271_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0153_M.png",
+        "image_rel_path": "all_images/BUSI_0153_M.png",
+        "mask_rel_path": "all_masks/BUSI_0153_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0416_B.png",
+        "image_rel_path": "all_images/BUSI_0416_B.png",
+        "mask_rel_path": "all_masks/BUSI_0416_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0356_B.png",
+        "image_rel_path": "all_images/BUSI_0356_B.png",
+        "mask_rel_path": "all_masks/BUSI_0356_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0063_M.png",
+        "image_rel_path": "all_images/BUSI_0063_M.png",
+        "mask_rel_path": "all_masks/BUSI_0063_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0023_M.png",
+        "image_rel_path": "all_images/BUSI_0023_M.png",
+        "mask_rel_path": "all_masks/BUSI_0023_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0146_B.png",
+        "image_rel_path": "all_images/BUSI_0146_B.png",
+        "mask_rel_path": "all_masks/BUSI_0146_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0381_B.png",
+        "image_rel_path": "all_images/BUSI_0381_B.png",
+        "mask_rel_path": "all_masks/BUSI_0381_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0137_B.png",
+        "image_rel_path": "all_images/BUSI_0137_B.png",
+        "mask_rel_path": "all_masks/BUSI_0137_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0130_M.png",
+        "image_rel_path": "all_images/BUSI_0130_M.png",
+        "mask_rel_path": "all_masks/BUSI_0130_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0197_B.png",
+        "image_rel_path": "all_images/BUSI_0197_B.png",
+        "mask_rel_path": "all_masks/BUSI_0197_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0201_M.png",
+        "image_rel_path": "all_images/BUSI_0201_M.png",
+        "mask_rel_path": "all_masks/BUSI_0201_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0235_B.png",
+        "image_rel_path": "all_images/BUSI_0235_B.png",
+        "mask_rel_path": "all_masks/BUSI_0235_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0104_M.png",
+        "image_rel_path": "all_images/BUSI_0104_M.png",
+        "mask_rel_path": "all_masks/BUSI_0104_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0131_B.png",
+        "image_rel_path": "all_images/BUSI_0131_B.png",
+        "mask_rel_path": "all_masks/BUSI_0131_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0351_B.png",
+        "image_rel_path": "all_images/BUSI_0351_B.png",
+        "mask_rel_path": "all_masks/BUSI_0351_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0319_B.png",
+        "image_rel_path": "all_images/BUSI_0319_B.png",
+        "mask_rel_path": "all_masks/BUSI_0319_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0165_M.png",
+        "image_rel_path": "all_images/BUSI_0165_M.png",
+        "mask_rel_path": "all_masks/BUSI_0165_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0405_B.png",
+        "image_rel_path": "all_images/BUSI_0405_B.png",
+        "mask_rel_path": "all_masks/BUSI_0405_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0191_B.png",
+        "image_rel_path": "all_images/BUSI_0191_B.png",
+        "mask_rel_path": "all_masks/BUSI_0191_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0382_B.png",
+        "image_rel_path": "all_images/BUSI_0382_B.png",
+        "mask_rel_path": "all_masks/BUSI_0382_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0079_B.png",
+        "image_rel_path": "all_images/BUSI_0079_B.png",
+        "mask_rel_path": "all_masks/BUSI_0079_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0026_M.png",
+        "image_rel_path": "all_images/BUSI_0026_M.png",
+        "mask_rel_path": "all_masks/BUSI_0026_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0282_B.png",
+        "image_rel_path": "all_images/BUSI_0282_B.png",
+        "mask_rel_path": "all_masks/BUSI_0282_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0022_M.png",
+        "image_rel_path": "all_images/BUSI_0022_M.png",
+        "mask_rel_path": "all_masks/BUSI_0022_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0021_B.png",
+        "image_rel_path": "all_images/BUSI_0021_B.png",
+        "mask_rel_path": "all_masks/BUSI_0021_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0074_M.png",
+        "image_rel_path": "all_images/BUSI_0074_M.png",
+        "mask_rel_path": "all_masks/BUSI_0074_M.png"
+      },
+      {
+        "class_label": "benign",
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+      {
+        "class_label": "benign",
+        "filename": "BUSI_0340_B.png",
+        "image_rel_path": "all_images/BUSI_0340_B.png",
+        "mask_rel_path": "all_masks/BUSI_0340_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0228_B.png",
+        "image_rel_path": "all_images/BUSI_0228_B.png",
+        "mask_rel_path": "all_masks/BUSI_0228_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0076_B.png",
+        "image_rel_path": "all_images/BUSI_0076_B.png",
+        "mask_rel_path": "all_masks/BUSI_0076_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0113_B.png",
+        "image_rel_path": "all_images/BUSI_0113_B.png",
+        "mask_rel_path": "all_masks/BUSI_0113_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0234_B.png",
+        "image_rel_path": "all_images/BUSI_0234_B.png",
+        "mask_rel_path": "all_masks/BUSI_0234_B.png"
+      }
+    ]
+  },
+  "class_distributions": {
+    "test": {
+      "benign": 43,
+      "malignant": 21
+    },
+    "train": {
+      "benign": 351,
+      "malignant": 168
+    },
+    "val": {
+      "benign": 43,
+      "malignant": 21
+    }
+  },
+  "config_fingerprint": "9415609347b50f70a216a6776be1ba58d81085e2559e98dd9d15eb56741aca39",
+  "counts": {
+    "test": 64,
+    "train": 519,
+    "val": 64
+  },
+  "dataset_fingerprint": "a379fab5541bccd18cd70c1e29b2ac8be20d4c5325a1f20c14abe05ee239dafb",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_split_policy": "stratified",
+  "experiment_name": "stratified_holdout_v1",
+  "percent_sampling_mode": "incremental",
+  "phase_count": 10,
+  "phase_index": 8,
+  "phase_partition_seed": 723450912,
+  "phase_test_fold_index": 8,
+  "phase_val_fold_index": 9,
+  "split_generation_mode": "fixed_stratified_phases_8_1_1",
+  "split_repeat_index": 8,
+  "split_seed": 723450912,
+  "split_type": "80_10_10"
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_009.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_009.json
new file mode 100644
index 0000000000000000000000000000000000000000..46fcce489510fc6366954a9958ddd10de520fb22
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_009.json
@@ -0,0 +1,3926 @@
+{
+  "base_splits": {
+    "test": [
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0121_M.png",
+        "image_rel_path": "all_images/BUSI_0121_M.png",
+        "mask_rel_path": "all_masks/BUSI_0121_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0032_M.png",
+        "image_rel_path": "all_images/BUSI_0032_M.png",
+        "mask_rel_path": "all_masks/BUSI_0032_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0312_B.png",
+        "image_rel_path": "all_images/BUSI_0312_B.png",
+        "mask_rel_path": "all_masks/BUSI_0312_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0103_M.png",
+        "image_rel_path": "all_images/BUSI_0103_M.png",
+        "mask_rel_path": "all_masks/BUSI_0103_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0390_B.png",
+        "image_rel_path": "all_images/BUSI_0390_B.png",
+        "mask_rel_path": "all_masks/BUSI_0390_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0113_B.png",
+        "image_rel_path": "all_images/BUSI_0113_B.png",
+        "mask_rel_path": "all_masks/BUSI_0113_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0073_M.png",
+        "image_rel_path": "all_images/BUSI_0073_M.png",
+        "mask_rel_path": "all_masks/BUSI_0073_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0377_B.png",
+        "image_rel_path": "all_images/BUSI_0377_B.png",
+        "mask_rel_path": "all_masks/BUSI_0377_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0126_B.png",
+        "image_rel_path": "all_images/BUSI_0126_B.png",
+        "mask_rel_path": "all_masks/BUSI_0126_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0160_M.png",
+        "image_rel_path": "all_images/BUSI_0160_M.png",
+        "mask_rel_path": "all_masks/BUSI_0160_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0340_B.png",
+        "image_rel_path": "all_images/BUSI_0340_B.png",
+        "mask_rel_path": "all_masks/BUSI_0340_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0076_B.png",
+        "image_rel_path": "all_images/BUSI_0076_B.png",
+        "mask_rel_path": "all_masks/BUSI_0076_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0425_B.png",
+        "image_rel_path": "all_images/BUSI_0425_B.png",
+        "mask_rel_path": "all_masks/BUSI_0425_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0049_B.png",
+        "image_rel_path": "all_images/BUSI_0049_B.png",
+        "mask_rel_path": "all_masks/BUSI_0049_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0190_M.png",
+        "image_rel_path": "all_images/BUSI_0190_M.png",
+        "mask_rel_path": "all_masks/BUSI_0190_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0118_B.png",
+        "image_rel_path": "all_images/BUSI_0118_B.png",
+        "mask_rel_path": "all_masks/BUSI_0118_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0210_B.png",
+        "image_rel_path": "all_images/BUSI_0210_B.png",
+        "mask_rel_path": "all_masks/BUSI_0210_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0354_B.png",
+        "image_rel_path": "all_images/BUSI_0354_B.png",
+        "mask_rel_path": "all_masks/BUSI_0354_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0093_M.png",
+        "image_rel_path": "all_images/BUSI_0093_M.png",
+        "mask_rel_path": "all_masks/BUSI_0093_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0189_B.png",
+        "image_rel_path": "all_images/BUSI_0189_B.png",
+        "mask_rel_path": "all_masks/BUSI_0189_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0365_B.png",
+        "image_rel_path": "all_images/BUSI_0365_B.png",
+        "mask_rel_path": "all_masks/BUSI_0365_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0424_B.png",
+        "image_rel_path": "all_images/BUSI_0424_B.png",
+        "mask_rel_path": "all_masks/BUSI_0424_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0077_B.png",
+        "image_rel_path": "all_images/BUSI_0077_B.png",
+        "mask_rel_path": "all_masks/BUSI_0077_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0286_B.png",
+        "image_rel_path": "all_images/BUSI_0286_B.png",
+        "mask_rel_path": "all_masks/BUSI_0286_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0069_M.png",
+        "image_rel_path": "all_images/BUSI_0069_M.png",
+        "mask_rel_path": "all_masks/BUSI_0069_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0341_B.png",
+        "image_rel_path": "all_images/BUSI_0341_B.png",
+        "mask_rel_path": "all_masks/BUSI_0341_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0203_M.png",
+        "image_rel_path": "all_images/BUSI_0203_M.png",
+        "mask_rel_path": "all_masks/BUSI_0203_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0157_B.png",
+        "image_rel_path": "all_images/BUSI_0157_B.png",
+        "mask_rel_path": "all_masks/BUSI_0157_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0092_B.png",
+        "image_rel_path": "all_images/BUSI_0092_B.png",
+        "mask_rel_path": "all_masks/BUSI_0092_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0138_M.png",
+        "image_rel_path": "all_images/BUSI_0138_M.png",
+        "mask_rel_path": "all_masks/BUSI_0138_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0284_B.png",
+        "image_rel_path": "all_images/BUSI_0284_B.png",
+        "mask_rel_path": "all_masks/BUSI_0284_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0162_M.png",
+        "image_rel_path": "all_images/BUSI_0162_M.png",
+        "mask_rel_path": "all_masks/BUSI_0162_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0098_M.png",
+        "image_rel_path": "all_images/BUSI_0098_M.png",
+        "mask_rel_path": "all_masks/BUSI_0098_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0309_B.png",
+        "image_rel_path": "all_images/BUSI_0309_B.png",
+        "mask_rel_path": "all_masks/BUSI_0309_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0199_B.png",
+        "image_rel_path": "all_images/BUSI_0199_B.png",
+        "mask_rel_path": "all_masks/BUSI_0199_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0016_B.png",
+        "image_rel_path": "all_images/BUSI_0016_B.png",
+        "mask_rel_path": "all_masks/BUSI_0016_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0148_M.png",
+        "image_rel_path": "all_images/BUSI_0148_M.png",
+        "mask_rel_path": "all_masks/BUSI_0148_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0322_B.png",
+        "image_rel_path": "all_images/BUSI_0322_B.png",
+        "mask_rel_path": "all_masks/BUSI_0322_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0223_B.png",
+        "image_rel_path": "all_images/BUSI_0223_B.png",
+        "mask_rel_path": "all_masks/BUSI_0223_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0116_B.png",
+        "image_rel_path": "all_images/BUSI_0116_B.png",
+        "mask_rel_path": "all_masks/BUSI_0116_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0325_B.png",
+        "image_rel_path": "all_images/BUSI_0325_B.png",
+        "mask_rel_path": "all_masks/BUSI_0325_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0055_B.png",
+        "image_rel_path": "all_images/BUSI_0055_B.png",
+        "mask_rel_path": "all_masks/BUSI_0055_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0061_B.png",
+        "image_rel_path": "all_images/BUSI_0061_B.png",
+        "mask_rel_path": "all_masks/BUSI_0061_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0163_B.png",
+        "image_rel_path": "all_images/BUSI_0163_B.png",
+        "mask_rel_path": "all_masks/BUSI_0163_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0159_M.png",
+        "image_rel_path": "all_images/BUSI_0159_M.png",
+        "mask_rel_path": "all_masks/BUSI_0159_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0198_M.png",
+        "image_rel_path": "all_images/BUSI_0198_M.png",
+        "mask_rel_path": "all_masks/BUSI_0198_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0234_B.png",
+        "image_rel_path": "all_images/BUSI_0234_B.png",
+        "mask_rel_path": "all_masks/BUSI_0234_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0100_M.png",
+        "image_rel_path": "all_images/BUSI_0100_M.png",
+        "mask_rel_path": "all_masks/BUSI_0100_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0063_B.png",
+        "image_rel_path": "all_images/BUSI_0063_B.png",
+        "mask_rel_path": "all_masks/BUSI_0063_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0247_B.png",
+        "image_rel_path": "all_images/BUSI_0247_B.png",
+        "mask_rel_path": "all_masks/BUSI_0247_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0137_M.png",
+        "image_rel_path": "all_images/BUSI_0137_M.png",
+        "mask_rel_path": "all_masks/BUSI_0137_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0228_B.png",
+        "image_rel_path": "all_images/BUSI_0228_B.png",
+        "mask_rel_path": "all_masks/BUSI_0228_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0300_B.png",
+        "image_rel_path": "all_images/BUSI_0300_B.png",
+        "mask_rel_path": "all_masks/BUSI_0300_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0211_B.png",
+        "image_rel_path": "all_images/BUSI_0211_B.png",
+        "mask_rel_path": "all_masks/BUSI_0211_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0081_B.png",
+        "image_rel_path": "all_images/BUSI_0081_B.png",
+        "mask_rel_path": "all_masks/BUSI_0081_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0156_M.png",
+        "image_rel_path": "all_images/BUSI_0156_M.png",
+        "mask_rel_path": "all_masks/BUSI_0156_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0010_M.png",
+        "image_rel_path": "all_images/BUSI_0010_M.png",
+        "mask_rel_path": "all_masks/BUSI_0010_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0006_M.png",
+        "image_rel_path": "all_images/BUSI_0006_M.png",
+        "mask_rel_path": "all_masks/BUSI_0006_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0203_B.png",
+        "image_rel_path": "all_images/BUSI_0203_B.png",
+        "mask_rel_path": "all_masks/BUSI_0203_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0226_B.png",
+        "image_rel_path": "all_images/BUSI_0226_B.png",
+        "mask_rel_path": "all_masks/BUSI_0226_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0054_M.png",
+        "image_rel_path": "all_images/BUSI_0054_M.png",
+        "mask_rel_path": "all_masks/BUSI_0054_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0432_B.png",
+        "image_rel_path": "all_images/BUSI_0432_B.png",
+        "mask_rel_path": "all_masks/BUSI_0432_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0342_B.png",
+        "image_rel_path": "all_images/BUSI_0342_B.png",
+        "mask_rel_path": "all_masks/BUSI_0342_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0069_B.png",
+        "image_rel_path": "all_images/BUSI_0069_B.png",
+        "mask_rel_path": "all_masks/BUSI_0069_B.png"
+      }
+    ],
+    "train": [
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0158_M.png",
+        "image_rel_path": "all_images/BUSI_0158_M.png",
+        "mask_rel_path": "all_masks/BUSI_0158_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0187_B.png",
+        "image_rel_path": "all_images/BUSI_0187_B.png",
+        "mask_rel_path": "all_masks/BUSI_0187_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0063_M.png",
+        "image_rel_path": "all_images/BUSI_0063_M.png",
+        "mask_rel_path": "all_masks/BUSI_0063_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0117_M.png",
+        "image_rel_path": "all_images/BUSI_0117_M.png",
+        "mask_rel_path": "all_masks/BUSI_0117_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0084_M.png",
+        "image_rel_path": "all_images/BUSI_0084_M.png",
+        "mask_rel_path": "all_masks/BUSI_0084_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0060_M.png",
+        "image_rel_path": "all_images/BUSI_0060_M.png",
+        "mask_rel_path": "all_masks/BUSI_0060_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0398_B.png",
+        "image_rel_path": "all_images/BUSI_0398_B.png",
+        "mask_rel_path": "all_masks/BUSI_0398_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0163_M.png",
+        "image_rel_path": "all_images/BUSI_0163_M.png",
+        "mask_rel_path": "all_masks/BUSI_0163_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0308_B.png",
+        "image_rel_path": "all_images/BUSI_0308_B.png",
+        "mask_rel_path": "all_masks/BUSI_0308_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0013_M.png",
+        "image_rel_path": "all_images/BUSI_0013_M.png",
+        "mask_rel_path": "all_masks/BUSI_0013_M.png"
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+        "filename": "BUSI_0241_B.png",
+        "image_rel_path": "all_images/BUSI_0241_B.png",
+        "mask_rel_path": "all_masks/BUSI_0241_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0114_M.png",
+        "image_rel_path": "all_images/BUSI_0114_M.png",
+        "mask_rel_path": "all_masks/BUSI_0114_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0409_B.png",
+        "image_rel_path": "all_images/BUSI_0409_B.png",
+        "mask_rel_path": "all_masks/BUSI_0409_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0233_B.png",
+        "image_rel_path": "all_images/BUSI_0233_B.png",
+        "mask_rel_path": "all_masks/BUSI_0233_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0077_M.png",
+        "image_rel_path": "all_images/BUSI_0077_M.png",
+        "mask_rel_path": "all_masks/BUSI_0077_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0184_M.png",
+        "image_rel_path": "all_images/BUSI_0184_M.png",
+        "mask_rel_path": "all_masks/BUSI_0184_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0176_M.png",
+        "image_rel_path": "all_images/BUSI_0176_M.png",
+        "mask_rel_path": "all_masks/BUSI_0176_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0204_M.png",
+        "image_rel_path": "all_images/BUSI_0204_M.png",
+        "mask_rel_path": "all_masks/BUSI_0204_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0158_B.png",
+        "image_rel_path": "all_images/BUSI_0158_B.png",
+        "mask_rel_path": "all_masks/BUSI_0158_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0088_M.png",
+        "image_rel_path": "all_images/BUSI_0088_M.png",
+        "mask_rel_path": "all_masks/BUSI_0088_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0366_B.png",
+        "image_rel_path": "all_images/BUSI_0366_B.png",
+        "mask_rel_path": "all_masks/BUSI_0366_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0173_B.png",
+        "image_rel_path": "all_images/BUSI_0173_B.png",
+        "mask_rel_path": "all_masks/BUSI_0173_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0015_M.png",
+        "image_rel_path": "all_images/BUSI_0015_M.png",
+        "mask_rel_path": "all_masks/BUSI_0015_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0176_B.png",
+        "image_rel_path": "all_images/BUSI_0176_B.png",
+        "mask_rel_path": "all_masks/BUSI_0176_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0419_B.png",
+        "image_rel_path": "all_images/BUSI_0419_B.png",
+        "mask_rel_path": "all_masks/BUSI_0419_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0370_B.png",
+        "image_rel_path": "all_images/BUSI_0370_B.png",
+        "mask_rel_path": "all_masks/BUSI_0370_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0303_B.png",
+        "image_rel_path": "all_images/BUSI_0303_B.png",
+        "mask_rel_path": "all_masks/BUSI_0303_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0200_M.png",
+        "image_rel_path": "all_images/BUSI_0200_M.png",
+        "mask_rel_path": "all_masks/BUSI_0200_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0179_B.png",
+        "image_rel_path": "all_images/BUSI_0179_B.png",
+        "mask_rel_path": "all_masks/BUSI_0179_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0373_B.png",
+        "image_rel_path": "all_images/BUSI_0373_B.png",
+        "mask_rel_path": "all_masks/BUSI_0373_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0379_B.png",
+        "image_rel_path": "all_images/BUSI_0379_B.png",
+        "mask_rel_path": "all_masks/BUSI_0379_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0306_B.png",
+        "image_rel_path": "all_images/BUSI_0306_B.png",
+        "mask_rel_path": "all_masks/BUSI_0306_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0410_B.png",
+        "image_rel_path": "all_images/BUSI_0410_B.png",
+        "mask_rel_path": "all_masks/BUSI_0410_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0067_B.png",
+        "image_rel_path": "all_images/BUSI_0067_B.png",
+        "mask_rel_path": "all_masks/BUSI_0067_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0102_M.png",
+        "image_rel_path": "all_images/BUSI_0102_M.png",
+        "mask_rel_path": "all_masks/BUSI_0102_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0005_B.png",
+        "image_rel_path": "all_images/BUSI_0005_B.png",
+        "mask_rel_path": "all_masks/BUSI_0005_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0020_B.png",
+        "image_rel_path": "all_images/BUSI_0020_B.png",
+        "mask_rel_path": "all_masks/BUSI_0020_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0172_M.png",
+        "image_rel_path": "all_images/BUSI_0172_M.png",
+        "mask_rel_path": "all_masks/BUSI_0172_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0071_B.png",
+        "image_rel_path": "all_images/BUSI_0071_B.png",
+        "mask_rel_path": "all_masks/BUSI_0071_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0407_B.png",
+        "image_rel_path": "all_images/BUSI_0407_B.png",
+        "mask_rel_path": "all_masks/BUSI_0407_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0068_B.png",
+        "image_rel_path": "all_images/BUSI_0068_B.png",
+        "mask_rel_path": "all_masks/BUSI_0068_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0434_B.png",
+        "image_rel_path": "all_images/BUSI_0434_B.png",
+        "mask_rel_path": "all_masks/BUSI_0434_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0089_B.png",
+        "image_rel_path": "all_images/BUSI_0089_B.png",
+        "mask_rel_path": "all_masks/BUSI_0089_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0030_M.png",
+        "image_rel_path": "all_images/BUSI_0030_M.png",
+        "mask_rel_path": "all_masks/BUSI_0030_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0018_M.png",
+        "image_rel_path": "all_images/BUSI_0018_M.png",
+        "mask_rel_path": "all_masks/BUSI_0018_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0348_B.png",
+        "image_rel_path": "all_images/BUSI_0348_B.png",
+        "mask_rel_path": "all_masks/BUSI_0348_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0301_B.png",
+        "image_rel_path": "all_images/BUSI_0301_B.png",
+        "mask_rel_path": "all_masks/BUSI_0301_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0112_M.png",
+        "image_rel_path": "all_images/BUSI_0112_M.png",
+        "mask_rel_path": "all_masks/BUSI_0112_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0087_B.png",
+        "image_rel_path": "all_images/BUSI_0087_B.png",
+        "mask_rel_path": "all_masks/BUSI_0087_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0392_B.png",
+        "image_rel_path": "all_images/BUSI_0392_B.png",
+        "mask_rel_path": "all_masks/BUSI_0392_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0289_B.png",
+        "image_rel_path": "all_images/BUSI_0289_B.png",
+        "mask_rel_path": "all_masks/BUSI_0289_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0018_B.png",
+        "image_rel_path": "all_images/BUSI_0018_B.png",
+        "mask_rel_path": "all_masks/BUSI_0018_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0115_B.png",
+        "image_rel_path": "all_images/BUSI_0115_B.png",
+        "mask_rel_path": "all_masks/BUSI_0115_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0006_B.png",
+        "image_rel_path": "all_images/BUSI_0006_B.png",
+        "mask_rel_path": "all_masks/BUSI_0006_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0072_M.png",
+        "image_rel_path": "all_images/BUSI_0072_M.png",
+        "mask_rel_path": "all_masks/BUSI_0072_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0002_M.png",
+        "image_rel_path": "all_images/BUSI_0002_M.png",
+        "mask_rel_path": "all_masks/BUSI_0002_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0302_B.png",
+        "image_rel_path": "all_images/BUSI_0302_B.png",
+        "mask_rel_path": "all_masks/BUSI_0302_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0185_B.png",
+        "image_rel_path": "all_images/BUSI_0185_B.png",
+        "mask_rel_path": "all_masks/BUSI_0185_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0187_M.png",
+        "image_rel_path": "all_images/BUSI_0187_M.png",
+        "mask_rel_path": "all_masks/BUSI_0187_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0097_B.png",
+        "image_rel_path": "all_images/BUSI_0097_B.png",
+        "mask_rel_path": "all_masks/BUSI_0097_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0261_B.png",
+        "image_rel_path": "all_images/BUSI_0261_B.png",
+        "mask_rel_path": "all_masks/BUSI_0261_B.png"
+      }
+    ]
+  },
+  "class_distributions": {
+    "test": {
+      "benign": 43,
+      "malignant": 21
+    },
+    "train": {
+      "benign": 351,
+      "malignant": 168
+    },
+    "val": {
+      "benign": 43,
+      "malignant": 21
+    }
+  },
+  "config_fingerprint": "9415609347b50f70a216a6776be1ba58d81085e2559e98dd9d15eb56741aca39",
+  "counts": {
+    "test": 64,
+    "train": 519,
+    "val": 64
+  },
+  "dataset_fingerprint": "a379fab5541bccd18cd70c1e29b2ac8be20d4c5325a1f20c14abe05ee239dafb",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_split_policy": "stratified",
+  "experiment_name": "stratified_holdout_v1",
+  "percent_sampling_mode": "incremental",
+  "phase_count": 10,
+  "phase_index": 9,
+  "phase_partition_seed": 723450912,
+  "phase_test_fold_index": 9,
+  "phase_val_fold_index": 10,
+  "split_generation_mode": "fixed_stratified_phases_8_1_1",
+  "split_repeat_index": 9,
+  "split_seed": 723450912,
+  "split_type": "80_10_10"
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_010.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_010.json
new file mode 100644
index 0000000000000000000000000000000000000000..e7491f44c8da400ff3216f2fd26f92b4c16ddf78
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_010.json
@@ -0,0 +1,3926 @@
+{
+  "base_splits": {
+    "test": [
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0006_B.png",
+        "image_rel_path": "all_images/BUSI_0006_B.png",
+        "mask_rel_path": "all_masks/BUSI_0006_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0077_M.png",
+        "image_rel_path": "all_images/BUSI_0077_M.png",
+        "mask_rel_path": "all_masks/BUSI_0077_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0071_B.png",
+        "image_rel_path": "all_images/BUSI_0071_B.png",
+        "mask_rel_path": "all_masks/BUSI_0071_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0338_B.png",
+        "image_rel_path": "all_images/BUSI_0338_B.png",
+        "mask_rel_path": "all_masks/BUSI_0338_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0089_B.png",
+        "image_rel_path": "all_images/BUSI_0089_B.png",
+        "mask_rel_path": "all_masks/BUSI_0089_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0276_B.png",
+        "image_rel_path": "all_images/BUSI_0276_B.png",
+        "mask_rel_path": "all_masks/BUSI_0276_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0241_B.png",
+        "image_rel_path": "all_images/BUSI_0241_B.png",
+        "mask_rel_path": "all_masks/BUSI_0241_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0303_B.png",
+        "image_rel_path": "all_images/BUSI_0303_B.png",
+        "mask_rel_path": "all_masks/BUSI_0303_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0015_M.png",
+        "image_rel_path": "all_images/BUSI_0015_M.png",
+        "mask_rel_path": "all_masks/BUSI_0015_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0115_B.png",
+        "image_rel_path": "all_images/BUSI_0115_B.png",
+        "mask_rel_path": "all_masks/BUSI_0115_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0187_M.png",
+        "image_rel_path": "all_images/BUSI_0187_M.png",
+        "mask_rel_path": "all_masks/BUSI_0187_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0117_B.png",
+        "image_rel_path": "all_images/BUSI_0117_B.png",
+        "mask_rel_path": "all_masks/BUSI_0117_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0366_B.png",
+        "image_rel_path": "all_images/BUSI_0366_B.png",
+        "mask_rel_path": "all_masks/BUSI_0366_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0171_M.png",
+        "image_rel_path": "all_images/BUSI_0171_M.png",
+        "mask_rel_path": "all_masks/BUSI_0171_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0176_M.png",
+        "image_rel_path": "all_images/BUSI_0176_M.png",
+        "mask_rel_path": "all_masks/BUSI_0176_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0030_M.png",
+        "image_rel_path": "all_images/BUSI_0030_M.png",
+        "mask_rel_path": "all_masks/BUSI_0030_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0120_M.png",
+        "image_rel_path": "all_images/BUSI_0120_M.png",
+        "mask_rel_path": "all_masks/BUSI_0120_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0204_M.png",
+        "image_rel_path": "all_images/BUSI_0204_M.png",
+        "mask_rel_path": "all_masks/BUSI_0204_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0388_B.png",
+        "image_rel_path": "all_images/BUSI_0388_B.png",
+        "mask_rel_path": "all_masks/BUSI_0388_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0409_B.png",
+        "image_rel_path": "all_images/BUSI_0409_B.png",
+        "mask_rel_path": "all_masks/BUSI_0409_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0172_M.png",
+        "image_rel_path": "all_images/BUSI_0172_M.png",
+        "mask_rel_path": "all_masks/BUSI_0172_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0185_B.png",
+        "image_rel_path": "all_images/BUSI_0185_B.png",
+        "mask_rel_path": "all_masks/BUSI_0185_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0301_B.png",
+        "image_rel_path": "all_images/BUSI_0301_B.png",
+        "mask_rel_path": "all_masks/BUSI_0301_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0018_B.png",
+        "image_rel_path": "all_images/BUSI_0018_B.png",
+        "mask_rel_path": "all_masks/BUSI_0018_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0233_B.png",
+        "image_rel_path": "all_images/BUSI_0233_B.png",
+        "mask_rel_path": "all_masks/BUSI_0233_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0419_B.png",
+        "image_rel_path": "all_images/BUSI_0419_B.png",
+        "mask_rel_path": "all_masks/BUSI_0419_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0336_B.png",
+        "image_rel_path": "all_images/BUSI_0336_B.png",
+        "mask_rel_path": "all_masks/BUSI_0336_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0373_B.png",
+        "image_rel_path": "all_images/BUSI_0373_B.png",
+        "mask_rel_path": "all_masks/BUSI_0373_B.png"
+      },
+      {
+        "class_label": "malignant",
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+        "class_label": "benign",
+        "filename": "BUSI_0249_B.png",
+        "image_rel_path": "all_images/BUSI_0249_B.png",
+        "mask_rel_path": "all_masks/BUSI_0249_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0070_M.png",
+        "image_rel_path": "all_images/BUSI_0070_M.png",
+        "mask_rel_path": "all_masks/BUSI_0070_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0158_M.png",
+        "image_rel_path": "all_images/BUSI_0158_M.png",
+        "mask_rel_path": "all_masks/BUSI_0158_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0232_B.png",
+        "image_rel_path": "all_images/BUSI_0232_B.png",
+        "mask_rel_path": "all_masks/BUSI_0232_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0147_B.png",
+        "image_rel_path": "all_images/BUSI_0147_B.png",
+        "mask_rel_path": "all_masks/BUSI_0147_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0051_M.png",
+        "image_rel_path": "all_images/BUSI_0051_M.png",
+        "mask_rel_path": "all_masks/BUSI_0051_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0090_B.png",
+        "image_rel_path": "all_images/BUSI_0090_B.png",
+        "mask_rel_path": "all_masks/BUSI_0090_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0130_B.png",
+        "image_rel_path": "all_images/BUSI_0130_B.png",
+        "mask_rel_path": "all_masks/BUSI_0130_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0435_B.png",
+        "image_rel_path": "all_images/BUSI_0435_B.png",
+        "mask_rel_path": "all_masks/BUSI_0435_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0134_B.png",
+        "image_rel_path": "all_images/BUSI_0134_B.png",
+        "mask_rel_path": "all_masks/BUSI_0134_B.png"
+      }
+    ]
+  },
+  "class_distributions": {
+    "test": {
+      "benign": 43,
+      "malignant": 21
+    },
+    "train": {
+      "benign": 350,
+      "malignant": 168
+    },
+    "val": {
+      "benign": 44,
+      "malignant": 21
+    }
+  },
+  "config_fingerprint": "9415609347b50f70a216a6776be1ba58d81085e2559e98dd9d15eb56741aca39",
+  "counts": {
+    "test": 64,
+    "train": 518,
+    "val": 65
+  },
+  "dataset_fingerprint": "a379fab5541bccd18cd70c1e29b2ac8be20d4c5325a1f20c14abe05ee239dafb",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_split_policy": "stratified",
+  "experiment_name": "stratified_holdout_v1",
+  "percent_sampling_mode": "incremental",
+  "phase_count": 10,
+  "phase_index": 10,
+  "phase_partition_seed": 723450912,
+  "phase_test_fold_index": 10,
+  "phase_val_fold_index": 1,
+  "split_generation_mode": "fixed_stratified_phases_8_1_1",
+  "split_repeat_index": 10,
+  "split_seed": 723450912,
+  "split_type": "80_10_10"
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_001_pct_100_repeat_01.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_001_pct_100_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..6c998fd3e1ec356dbcae5c338ef309d8cb4caa79
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_001_pct_100_repeat_01.json
@@ -0,0 +1,7041 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0345_B.png",
+      "image_rel_path": "all_images/BUSI_0345_B.png",
+      "mask_rel_path": "all_masks/BUSI_0345_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0103_M.png",
+      "image_rel_path": "all_images/BUSI_0103_M.png",
+      "mask_rel_path": "all_masks/BUSI_0103_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0100_M.png",
+      "image_rel_path": "all_images/BUSI_0100_M.png",
+      "mask_rel_path": "all_masks/BUSI_0100_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0071_B.png",
+      "image_rel_path": "all_images/BUSI_0071_B.png",
+      "mask_rel_path": "all_masks/BUSI_0071_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0094_B.png",
+      "image_rel_path": "all_images/BUSI_0094_B.png",
+      "mask_rel_path": "all_masks/BUSI_0094_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0355_B.png",
+      "image_rel_path": "all_images/BUSI_0355_B.png",
+      "mask_rel_path": "all_masks/BUSI_0355_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0437_B.png",
+      "image_rel_path": "all_images/BUSI_0437_B.png",
+      "mask_rel_path": "all_masks/BUSI_0437_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0130_M.png",
+      "image_rel_path": "all_images/BUSI_0130_M.png",
+      "mask_rel_path": "all_masks/BUSI_0130_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0177_M.png",
+      "image_rel_path": "all_images/BUSI_0177_M.png",
+      "mask_rel_path": "all_masks/BUSI_0177_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0167_M.png",
+      "image_rel_path": "all_images/BUSI_0167_M.png",
+      "mask_rel_path": "all_masks/BUSI_0167_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0295_B.png",
+      "image_rel_path": "all_images/BUSI_0295_B.png",
+      "mask_rel_path": "all_masks/BUSI_0295_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0026_M.png",
+      "image_rel_path": "all_images/BUSI_0026_M.png",
+      "mask_rel_path": "all_masks/BUSI_0026_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0379_B.png",
+      "image_rel_path": "all_images/BUSI_0379_B.png",
+      "mask_rel_path": "all_masks/BUSI_0379_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0353_B.png",
+      "image_rel_path": "all_images/BUSI_0353_B.png",
+      "mask_rel_path": "all_masks/BUSI_0353_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0142_M.png",
+      "image_rel_path": "all_images/BUSI_0142_M.png",
+      "mask_rel_path": "all_masks/BUSI_0142_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0338_B.png",
+      "image_rel_path": "all_images/BUSI_0338_B.png",
+      "mask_rel_path": "all_masks/BUSI_0338_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0072_B.png",
+      "image_rel_path": "all_images/BUSI_0072_B.png",
+      "mask_rel_path": "all_masks/BUSI_0072_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0312_B.png",
+      "image_rel_path": "all_images/BUSI_0312_B.png",
+      "mask_rel_path": "all_masks/BUSI_0312_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0208_M.png",
+      "image_rel_path": "all_images/BUSI_0208_M.png",
+      "mask_rel_path": "all_masks/BUSI_0208_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0097_B.png",
+      "image_rel_path": "all_images/BUSI_0097_B.png",
+      "mask_rel_path": "all_masks/BUSI_0097_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0213_B.png",
+      "image_rel_path": "all_images/BUSI_0213_B.png",
+      "mask_rel_path": "all_masks/BUSI_0213_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0157_B.png",
+      "image_rel_path": "all_images/BUSI_0157_B.png",
+      "mask_rel_path": "all_masks/BUSI_0157_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0017_M.png",
+      "image_rel_path": "all_images/BUSI_0017_M.png",
+      "mask_rel_path": "all_masks/BUSI_0017_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0132_M.png",
+      "image_rel_path": "all_images/BUSI_0132_M.png",
+      "mask_rel_path": "all_masks/BUSI_0132_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0097_M.png",
+      "image_rel_path": "all_images/BUSI_0097_M.png",
+      "mask_rel_path": "all_masks/BUSI_0097_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0378_B.png",
+      "image_rel_path": "all_images/BUSI_0378_B.png",
+      "mask_rel_path": "all_masks/BUSI_0378_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0430_B.png",
+      "image_rel_path": "all_images/BUSI_0430_B.png",
+      "mask_rel_path": "all_masks/BUSI_0430_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0077_M.png",
+      "image_rel_path": "all_images/BUSI_0077_M.png",
+      "mask_rel_path": "all_masks/BUSI_0077_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0365_B.png",
+      "image_rel_path": "all_images/BUSI_0365_B.png",
+      "mask_rel_path": "all_masks/BUSI_0365_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0190_B.png",
+      "image_rel_path": "all_images/BUSI_0190_B.png",
+      "mask_rel_path": "all_masks/BUSI_0190_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0021_B.png",
+      "image_rel_path": "all_images/BUSI_0021_B.png",
+      "mask_rel_path": "all_masks/BUSI_0021_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0034_M.png",
+      "image_rel_path": "all_images/BUSI_0034_M.png",
+      "mask_rel_path": "all_masks/BUSI_0034_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0070_B.png",
+      "image_rel_path": "all_images/BUSI_0070_B.png",
+      "mask_rel_path": "all_masks/BUSI_0070_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0267_B.png",
+      "image_rel_path": "all_images/BUSI_0267_B.png",
+      "mask_rel_path": "all_masks/BUSI_0267_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0301_B.png",
+      "image_rel_path": "all_images/BUSI_0301_B.png",
+      "mask_rel_path": "all_masks/BUSI_0301_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0209_B.png",
+      "image_rel_path": "all_images/BUSI_0209_B.png",
+      "mask_rel_path": "all_masks/BUSI_0209_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0080_B.png",
+      "image_rel_path": "all_images/BUSI_0080_B.png",
+      "mask_rel_path": "all_masks/BUSI_0080_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0212_B.png",
+      "image_rel_path": "all_images/BUSI_0212_B.png",
+      "mask_rel_path": "all_masks/BUSI_0212_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0371_B.png",
+      "image_rel_path": "all_images/BUSI_0371_B.png",
+      "mask_rel_path": "all_masks/BUSI_0371_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0417_B.png",
+      "image_rel_path": "all_images/BUSI_0417_B.png",
+      "mask_rel_path": "all_masks/BUSI_0417_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0166_B.png",
+      "image_rel_path": "all_images/BUSI_0166_B.png",
+      "mask_rel_path": "all_masks/BUSI_0166_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0306_B.png",
+      "image_rel_path": "all_images/BUSI_0306_B.png",
+      "mask_rel_path": "all_masks/BUSI_0306_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0181_B.png",
+      "image_rel_path": "all_images/BUSI_0181_B.png",
+      "mask_rel_path": "all_masks/BUSI_0181_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0174_B.png",
+      "image_rel_path": "all_images/BUSI_0174_B.png",
+      "mask_rel_path": "all_masks/BUSI_0174_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0014_B.png",
+      "image_rel_path": "all_images/BUSI_0014_B.png",
+      "mask_rel_path": "all_masks/BUSI_0014_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0336_B.png",
+      "image_rel_path": "all_images/BUSI_0336_B.png",
+      "mask_rel_path": "all_masks/BUSI_0336_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0223_B.png",
+      "image_rel_path": "all_images/BUSI_0223_B.png",
+      "mask_rel_path": "all_masks/BUSI_0223_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0074_B.png",
+      "image_rel_path": "all_images/BUSI_0074_B.png",
+      "mask_rel_path": "all_masks/BUSI_0074_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0065_M.png",
+      "image_rel_path": "all_images/BUSI_0065_M.png",
+      "mask_rel_path": "all_masks/BUSI_0065_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0326_B.png",
+      "image_rel_path": "all_images/BUSI_0326_B.png",
+      "mask_rel_path": "all_masks/BUSI_0326_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0294_B.png",
+      "image_rel_path": "all_images/BUSI_0294_B.png",
+      "mask_rel_path": "all_masks/BUSI_0294_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0356_B.png",
+      "image_rel_path": "all_images/BUSI_0356_B.png",
+      "mask_rel_path": "all_masks/BUSI_0356_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0187_B.png",
+      "image_rel_path": "all_images/BUSI_0187_B.png",
+      "mask_rel_path": "all_masks/BUSI_0187_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0407_B.png",
+      "image_rel_path": "all_images/BUSI_0407_B.png",
+      "mask_rel_path": "all_masks/BUSI_0407_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0113_M.png",
+      "image_rel_path": "all_images/BUSI_0113_M.png",
+      "mask_rel_path": "all_masks/BUSI_0113_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0068_M.png",
+      "image_rel_path": "all_images/BUSI_0068_M.png",
+      "mask_rel_path": "all_masks/BUSI_0068_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0136_B.png",
+      "image_rel_path": "all_images/BUSI_0136_B.png",
+      "mask_rel_path": "all_masks/BUSI_0136_B.png"
+    },
+    {
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+      "filename": "BUSI_0393_B.png",
+      "image_rel_path": "all_images/BUSI_0393_B.png",
+      "mask_rel_path": "all_masks/BUSI_0393_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0096_B.png",
+      "image_rel_path": "all_images/BUSI_0096_B.png",
+      "mask_rel_path": "all_masks/BUSI_0096_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0002_B.png",
+      "image_rel_path": "all_images/BUSI_0002_B.png",
+      "mask_rel_path": "all_masks/BUSI_0002_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0084_M.png",
+      "image_rel_path": "all_images/BUSI_0084_M.png",
+      "mask_rel_path": "all_masks/BUSI_0084_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0124_M.png",
+      "image_rel_path": "all_images/BUSI_0124_M.png",
+      "mask_rel_path": "all_masks/BUSI_0124_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0154_B.png",
+      "image_rel_path": "all_images/BUSI_0154_B.png",
+      "mask_rel_path": "all_masks/BUSI_0154_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0292_B.png",
+      "image_rel_path": "all_images/BUSI_0292_B.png",
+      "mask_rel_path": "all_masks/BUSI_0292_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0268_B.png",
+      "image_rel_path": "all_images/BUSI_0268_B.png",
+      "mask_rel_path": "all_masks/BUSI_0268_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0415_B.png",
+      "image_rel_path": "all_images/BUSI_0415_B.png",
+      "mask_rel_path": "all_masks/BUSI_0415_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0201_B.png",
+      "image_rel_path": "all_images/BUSI_0201_B.png",
+      "mask_rel_path": "all_masks/BUSI_0201_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0222_B.png",
+      "image_rel_path": "all_images/BUSI_0222_B.png",
+      "mask_rel_path": "all_masks/BUSI_0222_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0169_B.png",
+      "image_rel_path": "all_images/BUSI_0169_B.png",
+      "mask_rel_path": "all_masks/BUSI_0169_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0188_M.png",
+      "image_rel_path": "all_images/BUSI_0188_M.png",
+      "mask_rel_path": "all_masks/BUSI_0188_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0140_M.png",
+      "image_rel_path": "all_images/BUSI_0140_M.png",
+      "mask_rel_path": "all_masks/BUSI_0140_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0296_B.png",
+      "image_rel_path": "all_images/BUSI_0296_B.png",
+      "mask_rel_path": "all_masks/BUSI_0296_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0058_M.png",
+      "image_rel_path": "all_images/BUSI_0058_M.png",
+      "mask_rel_path": "all_masks/BUSI_0058_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0085_B.png",
+      "image_rel_path": "all_images/BUSI_0085_B.png",
+      "mask_rel_path": "all_masks/BUSI_0085_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0387_B.png",
+      "image_rel_path": "all_images/BUSI_0387_B.png",
+      "mask_rel_path": "all_masks/BUSI_0387_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0061_M.png",
+      "image_rel_path": "all_images/BUSI_0061_M.png",
+      "mask_rel_path": "all_masks/BUSI_0061_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0157_M.png",
+      "image_rel_path": "all_images/BUSI_0157_M.png",
+      "mask_rel_path": "all_masks/BUSI_0157_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0180_M.png",
+      "image_rel_path": "all_images/BUSI_0180_M.png",
+      "mask_rel_path": "all_masks/BUSI_0180_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0389_B.png",
+      "image_rel_path": "all_images/BUSI_0389_B.png",
+      "mask_rel_path": "all_masks/BUSI_0389_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0122_M.png",
+      "image_rel_path": "all_images/BUSI_0122_M.png",
+      "mask_rel_path": "all_masks/BUSI_0122_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0272_B.png",
+      "image_rel_path": "all_images/BUSI_0272_B.png",
+      "mask_rel_path": "all_masks/BUSI_0272_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0265_B.png",
+      "image_rel_path": "all_images/BUSI_0265_B.png",
+      "mask_rel_path": "all_masks/BUSI_0265_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0364_B.png",
+      "image_rel_path": "all_images/BUSI_0364_B.png",
+      "mask_rel_path": "all_masks/BUSI_0364_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0231_B.png",
+      "image_rel_path": "all_images/BUSI_0231_B.png",
+      "mask_rel_path": "all_masks/BUSI_0231_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0025_M.png",
+      "image_rel_path": "all_images/BUSI_0025_M.png",
+      "mask_rel_path": "all_masks/BUSI_0025_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0139_B.png",
+      "image_rel_path": "all_images/BUSI_0139_B.png",
+      "mask_rel_path": "all_masks/BUSI_0139_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0274_B.png",
+      "image_rel_path": "all_images/BUSI_0274_B.png",
+      "mask_rel_path": "all_masks/BUSI_0274_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0055_M.png",
+      "image_rel_path": "all_images/BUSI_0055_M.png",
+      "mask_rel_path": "all_masks/BUSI_0055_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0243_B.png",
+      "image_rel_path": "all_images/BUSI_0243_B.png",
+      "mask_rel_path": "all_masks/BUSI_0243_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0195_B.png",
+      "image_rel_path": "all_images/BUSI_0195_B.png",
+      "mask_rel_path": "all_masks/BUSI_0195_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0159_B.png",
+      "image_rel_path": "all_images/BUSI_0159_B.png",
+      "mask_rel_path": "all_masks/BUSI_0159_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0427_B.png",
+      "image_rel_path": "all_images/BUSI_0427_B.png",
+      "mask_rel_path": "all_masks/BUSI_0427_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0161_B.png",
+      "image_rel_path": "all_images/BUSI_0161_B.png",
+      "mask_rel_path": "all_masks/BUSI_0161_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0125_M.png",
+      "image_rel_path": "all_images/BUSI_0125_M.png",
+      "mask_rel_path": "all_masks/BUSI_0125_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0172_B.png",
+      "image_rel_path": "all_images/BUSI_0172_B.png",
+      "mask_rel_path": "all_masks/BUSI_0172_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0035_M.png",
+      "image_rel_path": "all_images/BUSI_0035_M.png",
+      "mask_rel_path": "all_masks/BUSI_0035_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0013_B.png",
+      "image_rel_path": "all_images/BUSI_0013_B.png",
+      "mask_rel_path": "all_masks/BUSI_0013_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0180_B.png",
+      "image_rel_path": "all_images/BUSI_0180_B.png",
+      "mask_rel_path": "all_masks/BUSI_0180_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0033_B.png",
+      "image_rel_path": "all_images/BUSI_0033_B.png",
+      "mask_rel_path": "all_masks/BUSI_0033_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0083_B.png",
+      "image_rel_path": "all_images/BUSI_0083_B.png",
+      "mask_rel_path": "all_masks/BUSI_0083_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0051_B.png",
+      "image_rel_path": "all_images/BUSI_0051_B.png",
+      "mask_rel_path": "all_masks/BUSI_0051_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0188_B.png",
+      "image_rel_path": "all_images/BUSI_0188_B.png",
+      "mask_rel_path": "all_masks/BUSI_0188_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0059_M.png",
+      "image_rel_path": "all_images/BUSI_0059_M.png",
+      "mask_rel_path": "all_masks/BUSI_0059_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0168_M.png",
+      "image_rel_path": "all_images/BUSI_0168_M.png",
+      "mask_rel_path": "all_masks/BUSI_0168_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0102_B.png",
+      "image_rel_path": "all_images/BUSI_0102_B.png",
+      "mask_rel_path": "all_masks/BUSI_0102_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0105_M.png",
+      "image_rel_path": "all_images/BUSI_0105_M.png",
+      "mask_rel_path": "all_masks/BUSI_0105_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0140_B.png",
+      "image_rel_path": "all_images/BUSI_0140_B.png",
+      "mask_rel_path": "all_masks/BUSI_0140_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0229_B.png",
+      "image_rel_path": "all_images/BUSI_0229_B.png",
+      "mask_rel_path": "all_masks/BUSI_0229_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0127_B.png",
+      "image_rel_path": "all_images/BUSI_0127_B.png",
+      "mask_rel_path": "all_masks/BUSI_0127_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0380_B.png",
+      "image_rel_path": "all_images/BUSI_0380_B.png",
+      "mask_rel_path": "all_masks/BUSI_0380_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0039_B.png",
+      "image_rel_path": "all_images/BUSI_0039_B.png",
+      "mask_rel_path": "all_masks/BUSI_0039_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_002_pct_100_repeat_01.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_002_pct_100_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..1f08d65d88245314bfc231f8feedfdcaea043f6a
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_002_pct_100_repeat_01.json
@@ -0,0 +1,7041 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0040_B.png",
+      "image_rel_path": "all_images/BUSI_0040_B.png",
+      "mask_rel_path": "all_masks/BUSI_0040_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0077_B.png",
+      "image_rel_path": "all_images/BUSI_0077_B.png",
+      "mask_rel_path": "all_masks/BUSI_0077_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0249_B.png",
+      "image_rel_path": "all_images/BUSI_0249_B.png",
+      "mask_rel_path": "all_masks/BUSI_0249_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0077_M.png",
+      "image_rel_path": "all_images/BUSI_0077_M.png",
+      "mask_rel_path": "all_masks/BUSI_0077_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0060_M.png",
+      "image_rel_path": "all_images/BUSI_0060_M.png",
+      "mask_rel_path": "all_masks/BUSI_0060_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0317_B.png",
+      "image_rel_path": "all_images/BUSI_0317_B.png",
+      "mask_rel_path": "all_masks/BUSI_0317_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0220_B.png",
+      "image_rel_path": "all_images/BUSI_0220_B.png",
+      "mask_rel_path": "all_masks/BUSI_0220_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0388_B.png",
+      "image_rel_path": "all_images/BUSI_0388_B.png",
+      "mask_rel_path": "all_masks/BUSI_0388_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0105_B.png",
+      "image_rel_path": "all_images/BUSI_0105_B.png",
+      "mask_rel_path": "all_masks/BUSI_0105_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0202_M.png",
+      "image_rel_path": "all_images/BUSI_0202_M.png",
+      "mask_rel_path": "all_masks/BUSI_0202_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0021_M.png",
+      "image_rel_path": "all_images/BUSI_0021_M.png",
+      "mask_rel_path": "all_masks/BUSI_0021_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0194_B.png",
+      "image_rel_path": "all_images/BUSI_0194_B.png",
+      "mask_rel_path": "all_masks/BUSI_0194_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0355_B.png",
+      "image_rel_path": "all_images/BUSI_0355_B.png",
+      "mask_rel_path": "all_masks/BUSI_0355_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0156_B.png",
+      "image_rel_path": "all_images/BUSI_0156_B.png",
+      "mask_rel_path": "all_masks/BUSI_0156_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0335_B.png",
+      "image_rel_path": "all_images/BUSI_0335_B.png",
+      "mask_rel_path": "all_masks/BUSI_0335_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0397_B.png",
+      "image_rel_path": "all_images/BUSI_0397_B.png",
+      "mask_rel_path": "all_masks/BUSI_0397_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0104_B.png",
+      "image_rel_path": "all_images/BUSI_0104_B.png",
+      "mask_rel_path": "all_masks/BUSI_0104_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0194_M.png",
+      "image_rel_path": "all_images/BUSI_0194_M.png",
+      "mask_rel_path": "all_masks/BUSI_0194_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0353_B.png",
+      "image_rel_path": "all_images/BUSI_0353_B.png",
+      "mask_rel_path": "all_masks/BUSI_0353_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0047_B.png",
+      "image_rel_path": "all_images/BUSI_0047_B.png",
+      "mask_rel_path": "all_masks/BUSI_0047_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0368_B.png",
+      "image_rel_path": "all_images/BUSI_0368_B.png",
+      "mask_rel_path": "all_masks/BUSI_0368_B.png"
+    },
+    {
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+      "filename": "BUSI_0029_B.png",
+      "image_rel_path": "all_images/BUSI_0029_B.png",
+      "mask_rel_path": "all_masks/BUSI_0029_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0367_B.png",
+      "image_rel_path": "all_images/BUSI_0367_B.png",
+      "mask_rel_path": "all_masks/BUSI_0367_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0334_B.png",
+      "image_rel_path": "all_images/BUSI_0334_B.png",
+      "mask_rel_path": "all_masks/BUSI_0334_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0177_M.png",
+      "image_rel_path": "all_images/BUSI_0177_M.png",
+      "mask_rel_path": "all_masks/BUSI_0177_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0207_M.png",
+      "image_rel_path": "all_images/BUSI_0207_M.png",
+      "mask_rel_path": "all_masks/BUSI_0207_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0164_B.png",
+      "image_rel_path": "all_images/BUSI_0164_B.png",
+      "mask_rel_path": "all_masks/BUSI_0164_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0148_B.png",
+      "image_rel_path": "all_images/BUSI_0148_B.png",
+      "mask_rel_path": "all_masks/BUSI_0148_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0361_B.png",
+      "image_rel_path": "all_images/BUSI_0361_B.png",
+      "mask_rel_path": "all_masks/BUSI_0361_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0174_M.png",
+      "image_rel_path": "all_images/BUSI_0174_M.png",
+      "mask_rel_path": "all_masks/BUSI_0174_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0030_B.png",
+      "image_rel_path": "all_images/BUSI_0030_B.png",
+      "mask_rel_path": "all_masks/BUSI_0030_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0385_B.png",
+      "image_rel_path": "all_images/BUSI_0385_B.png",
+      "mask_rel_path": "all_masks/BUSI_0385_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0066_B.png",
+      "image_rel_path": "all_images/BUSI_0066_B.png",
+      "mask_rel_path": "all_masks/BUSI_0066_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_003_pct_100_repeat_01.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_003_pct_100_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..cbd640130e2b5f40903c8c29f95ec62f21d81e1f
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_003_pct_100_repeat_01.json
@@ -0,0 +1,7041 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0102_B.png",
+      "image_rel_path": "all_images/BUSI_0102_B.png",
+      "mask_rel_path": "all_masks/BUSI_0102_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0022_B.png",
+      "image_rel_path": "all_images/BUSI_0022_B.png",
+      "mask_rel_path": "all_masks/BUSI_0022_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0269_B.png",
+      "image_rel_path": "all_images/BUSI_0269_B.png",
+      "mask_rel_path": "all_masks/BUSI_0269_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0401_B.png",
+      "image_rel_path": "all_images/BUSI_0401_B.png",
+      "mask_rel_path": "all_masks/BUSI_0401_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0296_B.png",
+      "image_rel_path": "all_images/BUSI_0296_B.png",
+      "mask_rel_path": "all_masks/BUSI_0296_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0135_M.png",
+      "image_rel_path": "all_images/BUSI_0135_M.png",
+      "mask_rel_path": "all_masks/BUSI_0135_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0187_B.png",
+      "image_rel_path": "all_images/BUSI_0187_B.png",
+      "mask_rel_path": "all_masks/BUSI_0187_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0093_B.png",
+      "image_rel_path": "all_images/BUSI_0093_B.png",
+      "mask_rel_path": "all_masks/BUSI_0093_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0175_M.png",
+      "image_rel_path": "all_images/BUSI_0175_M.png",
+      "mask_rel_path": "all_masks/BUSI_0175_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0189_M.png",
+      "image_rel_path": "all_images/BUSI_0189_M.png",
+      "mask_rel_path": "all_masks/BUSI_0189_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0008_B.png",
+      "image_rel_path": "all_images/BUSI_0008_B.png",
+      "mask_rel_path": "all_masks/BUSI_0008_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0356_B.png",
+      "image_rel_path": "all_images/BUSI_0356_B.png",
+      "mask_rel_path": "all_masks/BUSI_0356_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0370_B.png",
+      "image_rel_path": "all_images/BUSI_0370_B.png",
+      "mask_rel_path": "all_masks/BUSI_0370_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0264_B.png",
+      "image_rel_path": "all_images/BUSI_0264_B.png",
+      "mask_rel_path": "all_masks/BUSI_0264_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0089_M.png",
+      "image_rel_path": "all_images/BUSI_0089_M.png",
+      "mask_rel_path": "all_masks/BUSI_0089_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0177_B.png",
+      "image_rel_path": "all_images/BUSI_0177_B.png",
+      "mask_rel_path": "all_masks/BUSI_0177_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0178_B.png",
+      "image_rel_path": "all_images/BUSI_0178_B.png",
+      "mask_rel_path": "all_masks/BUSI_0178_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0206_B.png",
+      "image_rel_path": "all_images/BUSI_0206_B.png",
+      "mask_rel_path": "all_masks/BUSI_0206_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0097_B.png",
+      "image_rel_path": "all_images/BUSI_0097_B.png",
+      "mask_rel_path": "all_masks/BUSI_0097_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0192_M.png",
+      "image_rel_path": "all_images/BUSI_0192_M.png",
+      "mask_rel_path": "all_masks/BUSI_0192_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0203_M.png",
+      "image_rel_path": "all_images/BUSI_0203_M.png",
+      "mask_rel_path": "all_masks/BUSI_0203_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0298_B.png",
+      "image_rel_path": "all_images/BUSI_0298_B.png",
+      "mask_rel_path": "all_masks/BUSI_0298_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0210_M.png",
+      "image_rel_path": "all_images/BUSI_0210_M.png",
+      "mask_rel_path": "all_masks/BUSI_0210_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0271_B.png",
+      "image_rel_path": "all_images/BUSI_0271_B.png",
+      "mask_rel_path": "all_masks/BUSI_0271_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0163_B.png",
+      "image_rel_path": "all_images/BUSI_0163_B.png",
+      "mask_rel_path": "all_masks/BUSI_0163_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0168_M.png",
+      "image_rel_path": "all_images/BUSI_0168_M.png",
+      "mask_rel_path": "all_masks/BUSI_0168_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0426_B.png",
+      "image_rel_path": "all_images/BUSI_0426_B.png",
+      "mask_rel_path": "all_masks/BUSI_0426_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0146_M.png",
+      "image_rel_path": "all_images/BUSI_0146_M.png",
+      "mask_rel_path": "all_masks/BUSI_0146_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0284_B.png",
+      "image_rel_path": "all_images/BUSI_0284_B.png",
+      "mask_rel_path": "all_masks/BUSI_0284_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0415_B.png",
+      "image_rel_path": "all_images/BUSI_0415_B.png",
+      "mask_rel_path": "all_masks/BUSI_0415_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0331_B.png",
+      "image_rel_path": "all_images/BUSI_0331_B.png",
+      "mask_rel_path": "all_masks/BUSI_0331_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0095_M.png",
+      "image_rel_path": "all_images/BUSI_0095_M.png",
+      "mask_rel_path": "all_masks/BUSI_0095_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0134_M.png",
+      "image_rel_path": "all_images/BUSI_0134_M.png",
+      "mask_rel_path": "all_masks/BUSI_0134_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0326_B.png",
+      "image_rel_path": "all_images/BUSI_0326_B.png",
+      "mask_rel_path": "all_masks/BUSI_0326_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0004_B.png",
+      "image_rel_path": "all_images/BUSI_0004_B.png",
+      "mask_rel_path": "all_masks/BUSI_0004_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0064_B.png",
+      "image_rel_path": "all_images/BUSI_0064_B.png",
+      "mask_rel_path": "all_masks/BUSI_0064_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0214_B.png",
+      "image_rel_path": "all_images/BUSI_0214_B.png",
+      "mask_rel_path": "all_masks/BUSI_0214_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0163_M.png",
+      "image_rel_path": "all_images/BUSI_0163_M.png",
+      "mask_rel_path": "all_masks/BUSI_0163_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0188_B.png",
+      "image_rel_path": "all_images/BUSI_0188_B.png",
+      "mask_rel_path": "all_masks/BUSI_0188_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0005_B.png",
+      "image_rel_path": "all_images/BUSI_0005_B.png",
+      "mask_rel_path": "all_masks/BUSI_0005_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0274_B.png",
+      "image_rel_path": "all_images/BUSI_0274_B.png",
+      "mask_rel_path": "all_masks/BUSI_0274_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0235_B.png",
+      "image_rel_path": "all_images/BUSI_0235_B.png",
+      "mask_rel_path": "all_masks/BUSI_0235_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0155_B.png",
+      "image_rel_path": "all_images/BUSI_0155_B.png",
+      "mask_rel_path": "all_masks/BUSI_0155_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0364_B.png",
+      "image_rel_path": "all_images/BUSI_0364_B.png",
+      "mask_rel_path": "all_masks/BUSI_0364_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0237_B.png",
+      "image_rel_path": "all_images/BUSI_0237_B.png",
+      "mask_rel_path": "all_masks/BUSI_0237_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0058_M.png",
+      "image_rel_path": "all_images/BUSI_0058_M.png",
+      "mask_rel_path": "all_masks/BUSI_0058_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0098_B.png",
+      "image_rel_path": "all_images/BUSI_0098_B.png",
+      "mask_rel_path": "all_masks/BUSI_0098_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0247_B.png",
+      "image_rel_path": "all_images/BUSI_0247_B.png",
+      "mask_rel_path": "all_masks/BUSI_0247_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0042_M.png",
+      "image_rel_path": "all_images/BUSI_0042_M.png",
+      "mask_rel_path": "all_masks/BUSI_0042_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0191_M.png",
+      "image_rel_path": "all_images/BUSI_0191_M.png",
+      "mask_rel_path": "all_masks/BUSI_0191_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0076_B.png",
+      "image_rel_path": "all_images/BUSI_0076_B.png",
+      "mask_rel_path": "all_masks/BUSI_0076_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0181_B.png",
+      "image_rel_path": "all_images/BUSI_0181_B.png",
+      "mask_rel_path": "all_masks/BUSI_0181_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0186_M.png",
+      "image_rel_path": "all_images/BUSI_0186_M.png",
+      "mask_rel_path": "all_masks/BUSI_0186_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0159_B.png",
+      "image_rel_path": "all_images/BUSI_0159_B.png",
+      "mask_rel_path": "all_masks/BUSI_0159_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0195_M.png",
+      "image_rel_path": "all_images/BUSI_0195_M.png",
+      "mask_rel_path": "all_masks/BUSI_0195_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0054_M.png",
+      "image_rel_path": "all_images/BUSI_0054_M.png",
+      "mask_rel_path": "all_masks/BUSI_0054_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0074_M.png",
+      "image_rel_path": "all_images/BUSI_0074_M.png",
+      "mask_rel_path": "all_masks/BUSI_0074_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0119_B.png",
+      "image_rel_path": "all_images/BUSI_0119_B.png",
+      "mask_rel_path": "all_masks/BUSI_0119_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0053_M.png",
+      "image_rel_path": "all_images/BUSI_0053_M.png",
+      "mask_rel_path": "all_masks/BUSI_0053_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0407_B.png",
+      "image_rel_path": "all_images/BUSI_0407_B.png",
+      "mask_rel_path": "all_masks/BUSI_0407_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0357_B.png",
+      "image_rel_path": "all_images/BUSI_0357_B.png",
+      "mask_rel_path": "all_masks/BUSI_0357_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0373_B.png",
+      "image_rel_path": "all_images/BUSI_0373_B.png",
+      "mask_rel_path": "all_masks/BUSI_0373_B.png"
+    },
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+      "class_label": "benign",
+      "filename": "BUSI_0105_B.png",
+      "image_rel_path": "all_images/BUSI_0105_B.png",
+      "mask_rel_path": "all_masks/BUSI_0105_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0034_M.png",
+      "image_rel_path": "all_images/BUSI_0034_M.png",
+      "mask_rel_path": "all_masks/BUSI_0034_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0417_B.png",
+      "image_rel_path": "all_images/BUSI_0417_B.png",
+      "mask_rel_path": "all_masks/BUSI_0417_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0154_M.png",
+      "image_rel_path": "all_images/BUSI_0154_M.png",
+      "mask_rel_path": "all_masks/BUSI_0154_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0145_B.png",
+      "image_rel_path": "all_images/BUSI_0145_B.png",
+      "mask_rel_path": "all_masks/BUSI_0145_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0036_M.png",
+      "image_rel_path": "all_images/BUSI_0036_M.png",
+      "mask_rel_path": "all_masks/BUSI_0036_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0121_B.png",
+      "image_rel_path": "all_images/BUSI_0121_B.png",
+      "mask_rel_path": "all_masks/BUSI_0121_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0039_M.png",
+      "image_rel_path": "all_images/BUSI_0039_M.png",
+      "mask_rel_path": "all_masks/BUSI_0039_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0150_B.png",
+      "image_rel_path": "all_images/BUSI_0150_B.png",
+      "mask_rel_path": "all_masks/BUSI_0150_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0080_B.png",
+      "image_rel_path": "all_images/BUSI_0080_B.png",
+      "mask_rel_path": "all_masks/BUSI_0080_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0332_B.png",
+      "image_rel_path": "all_images/BUSI_0332_B.png",
+      "mask_rel_path": "all_masks/BUSI_0332_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0349_B.png",
+      "image_rel_path": "all_images/BUSI_0349_B.png",
+      "mask_rel_path": "all_masks/BUSI_0349_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0135_B.png",
+      "image_rel_path": "all_images/BUSI_0135_B.png",
+      "mask_rel_path": "all_masks/BUSI_0135_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0295_B.png",
+      "image_rel_path": "all_images/BUSI_0295_B.png",
+      "mask_rel_path": "all_masks/BUSI_0295_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0109_B.png",
+      "image_rel_path": "all_images/BUSI_0109_B.png",
+      "mask_rel_path": "all_masks/BUSI_0109_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0208_B.png",
+      "image_rel_path": "all_images/BUSI_0208_B.png",
+      "mask_rel_path": "all_masks/BUSI_0208_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0087_M.png",
+      "image_rel_path": "all_images/BUSI_0087_M.png",
+      "mask_rel_path": "all_masks/BUSI_0087_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0181_M.png",
+      "image_rel_path": "all_images/BUSI_0181_M.png",
+      "mask_rel_path": "all_masks/BUSI_0181_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0323_B.png",
+      "image_rel_path": "all_images/BUSI_0323_B.png",
+      "mask_rel_path": "all_masks/BUSI_0323_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0329_B.png",
+      "image_rel_path": "all_images/BUSI_0329_B.png",
+      "mask_rel_path": "all_masks/BUSI_0329_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0138_B.png",
+      "image_rel_path": "all_images/BUSI_0138_B.png",
+      "mask_rel_path": "all_masks/BUSI_0138_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0060_B.png",
+      "image_rel_path": "all_images/BUSI_0060_B.png",
+      "mask_rel_path": "all_masks/BUSI_0060_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0169_M.png",
+      "image_rel_path": "all_images/BUSI_0169_M.png",
+      "mask_rel_path": "all_masks/BUSI_0169_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0074_B.png",
+      "image_rel_path": "all_images/BUSI_0074_B.png",
+      "mask_rel_path": "all_masks/BUSI_0074_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0003_M.png",
+      "image_rel_path": "all_images/BUSI_0003_M.png",
+      "mask_rel_path": "all_masks/BUSI_0003_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0127_M.png",
+      "image_rel_path": "all_images/BUSI_0127_M.png",
+      "mask_rel_path": "all_masks/BUSI_0127_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0368_B.png",
+      "image_rel_path": "all_images/BUSI_0368_B.png",
+      "mask_rel_path": "all_masks/BUSI_0368_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0010_B.png",
+      "image_rel_path": "all_images/BUSI_0010_B.png",
+      "mask_rel_path": "all_masks/BUSI_0010_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0017_M.png",
+      "image_rel_path": "all_images/BUSI_0017_M.png",
+      "mask_rel_path": "all_masks/BUSI_0017_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0094_B.png",
+      "image_rel_path": "all_images/BUSI_0094_B.png",
+      "mask_rel_path": "all_masks/BUSI_0094_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0027_B.png",
+      "image_rel_path": "all_images/BUSI_0027_B.png",
+      "mask_rel_path": "all_masks/BUSI_0027_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0171_B.png",
+      "image_rel_path": "all_images/BUSI_0171_B.png",
+      "mask_rel_path": "all_masks/BUSI_0171_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0225_B.png",
+      "image_rel_path": "all_images/BUSI_0225_B.png",
+      "mask_rel_path": "all_masks/BUSI_0225_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0279_B.png",
+      "image_rel_path": "all_images/BUSI_0279_B.png",
+      "mask_rel_path": "all_masks/BUSI_0279_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0106_M.png",
+      "image_rel_path": "all_images/BUSI_0106_M.png",
+      "mask_rel_path": "all_masks/BUSI_0106_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0202_B.png",
+      "image_rel_path": "all_images/BUSI_0202_B.png",
+      "mask_rel_path": "all_masks/BUSI_0202_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0114_B.png",
+      "image_rel_path": "all_images/BUSI_0114_B.png",
+      "mask_rel_path": "all_masks/BUSI_0114_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0404_B.png",
+      "image_rel_path": "all_images/BUSI_0404_B.png",
+      "mask_rel_path": "all_masks/BUSI_0404_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0167_B.png",
+      "image_rel_path": "all_images/BUSI_0167_B.png",
+      "mask_rel_path": "all_masks/BUSI_0167_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0060_M.png",
+      "image_rel_path": "all_images/BUSI_0060_M.png",
+      "mask_rel_path": "all_masks/BUSI_0060_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0151_B.png",
+      "image_rel_path": "all_images/BUSI_0151_B.png",
+      "mask_rel_path": "all_masks/BUSI_0151_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_004_pct_100_repeat_01.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_004_pct_100_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..73c0d45f33acb3fdd9eb6427bcc238616826f3a6
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_004_pct_100_repeat_01.json
@@ -0,0 +1,7041 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0081_B.png",
+      "image_rel_path": "all_images/BUSI_0081_B.png",
+      "mask_rel_path": "all_masks/BUSI_0081_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0042_M.png",
+      "image_rel_path": "all_images/BUSI_0042_M.png",
+      "mask_rel_path": "all_masks/BUSI_0042_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0419_B.png",
+      "image_rel_path": "all_images/BUSI_0419_B.png",
+      "mask_rel_path": "all_masks/BUSI_0419_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0130_B.png",
+      "image_rel_path": "all_images/BUSI_0130_B.png",
+      "mask_rel_path": "all_masks/BUSI_0130_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0357_B.png",
+      "image_rel_path": "all_images/BUSI_0357_B.png",
+      "mask_rel_path": "all_masks/BUSI_0357_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0142_B.png",
+      "image_rel_path": "all_images/BUSI_0142_B.png",
+      "mask_rel_path": "all_masks/BUSI_0142_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0304_B.png",
+      "image_rel_path": "all_images/BUSI_0304_B.png",
+      "mask_rel_path": "all_masks/BUSI_0304_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0062_B.png",
+      "image_rel_path": "all_images/BUSI_0062_B.png",
+      "mask_rel_path": "all_masks/BUSI_0062_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0376_B.png",
+      "image_rel_path": "all_images/BUSI_0376_B.png",
+      "mask_rel_path": "all_masks/BUSI_0376_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0321_B.png",
+      "image_rel_path": "all_images/BUSI_0321_B.png",
+      "mask_rel_path": "all_masks/BUSI_0321_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0100_B.png",
+      "image_rel_path": "all_images/BUSI_0100_B.png",
+      "mask_rel_path": "all_masks/BUSI_0100_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0088_B.png",
+      "image_rel_path": "all_images/BUSI_0088_B.png",
+      "mask_rel_path": "all_masks/BUSI_0088_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0322_B.png",
+      "image_rel_path": "all_images/BUSI_0322_B.png",
+      "mask_rel_path": "all_masks/BUSI_0322_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0177_M.png",
+      "image_rel_path": "all_images/BUSI_0177_M.png",
+      "mask_rel_path": "all_masks/BUSI_0177_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0211_B.png",
+      "image_rel_path": "all_images/BUSI_0211_B.png",
+      "mask_rel_path": "all_masks/BUSI_0211_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0074_M.png",
+      "image_rel_path": "all_images/BUSI_0074_M.png",
+      "mask_rel_path": "all_masks/BUSI_0074_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0042_B.png",
+      "image_rel_path": "all_images/BUSI_0042_B.png",
+      "mask_rel_path": "all_masks/BUSI_0042_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0152_B.png",
+      "image_rel_path": "all_images/BUSI_0152_B.png",
+      "mask_rel_path": "all_masks/BUSI_0152_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0073_M.png",
+      "image_rel_path": "all_images/BUSI_0073_M.png",
+      "mask_rel_path": "all_masks/BUSI_0073_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0201_B.png",
+      "image_rel_path": "all_images/BUSI_0201_B.png",
+      "mask_rel_path": "all_masks/BUSI_0201_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0185_B.png",
+      "image_rel_path": "all_images/BUSI_0185_B.png",
+      "mask_rel_path": "all_masks/BUSI_0185_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0021_B.png",
+      "image_rel_path": "all_images/BUSI_0021_B.png",
+      "mask_rel_path": "all_masks/BUSI_0021_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0157_M.png",
+      "image_rel_path": "all_images/BUSI_0157_M.png",
+      "mask_rel_path": "all_masks/BUSI_0157_M.png"
+    },
+    {
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+      "filename": "BUSI_0418_B.png",
+      "image_rel_path": "all_images/BUSI_0418_B.png",
+      "mask_rel_path": "all_masks/BUSI_0418_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0360_B.png",
+      "image_rel_path": "all_images/BUSI_0360_B.png",
+      "mask_rel_path": "all_masks/BUSI_0360_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0143_M.png",
+      "image_rel_path": "all_images/BUSI_0143_M.png",
+      "mask_rel_path": "all_masks/BUSI_0143_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0372_B.png",
+      "image_rel_path": "all_images/BUSI_0372_B.png",
+      "mask_rel_path": "all_masks/BUSI_0372_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0008_M.png",
+      "image_rel_path": "all_images/BUSI_0008_M.png",
+      "mask_rel_path": "all_masks/BUSI_0008_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0097_M.png",
+      "image_rel_path": "all_images/BUSI_0097_M.png",
+      "mask_rel_path": "all_masks/BUSI_0097_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0120_B.png",
+      "image_rel_path": "all_images/BUSI_0120_B.png",
+      "mask_rel_path": "all_masks/BUSI_0120_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0115_M.png",
+      "image_rel_path": "all_images/BUSI_0115_M.png",
+      "mask_rel_path": "all_masks/BUSI_0115_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0015_B.png",
+      "image_rel_path": "all_images/BUSI_0015_B.png",
+      "mask_rel_path": "all_masks/BUSI_0015_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0036_B.png",
+      "image_rel_path": "all_images/BUSI_0036_B.png",
+      "mask_rel_path": "all_masks/BUSI_0036_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_005_pct_100_repeat_01.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_005_pct_100_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..dfafe185dce28d1afb94b6d54c25bf8b8dce2f85
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_005_pct_100_repeat_01.json
@@ -0,0 +1,7041 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0356_B.png",
+      "image_rel_path": "all_images/BUSI_0356_B.png",
+      "mask_rel_path": "all_masks/BUSI_0356_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0410_B.png",
+      "image_rel_path": "all_images/BUSI_0410_B.png",
+      "mask_rel_path": "all_masks/BUSI_0410_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0199_M.png",
+      "image_rel_path": "all_images/BUSI_0199_M.png",
+      "mask_rel_path": "all_masks/BUSI_0199_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0028_B.png",
+      "image_rel_path": "all_images/BUSI_0028_B.png",
+      "mask_rel_path": "all_masks/BUSI_0028_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0077_B.png",
+      "image_rel_path": "all_images/BUSI_0077_B.png",
+      "mask_rel_path": "all_masks/BUSI_0077_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0174_M.png",
+      "image_rel_path": "all_images/BUSI_0174_M.png",
+      "mask_rel_path": "all_masks/BUSI_0174_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0020_M.png",
+      "image_rel_path": "all_images/BUSI_0020_M.png",
+      "mask_rel_path": "all_masks/BUSI_0020_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0409_B.png",
+      "image_rel_path": "all_images/BUSI_0409_B.png",
+      "mask_rel_path": "all_masks/BUSI_0409_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0103_M.png",
+      "image_rel_path": "all_images/BUSI_0103_M.png",
+      "mask_rel_path": "all_masks/BUSI_0103_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0014_B.png",
+      "image_rel_path": "all_images/BUSI_0014_B.png",
+      "mask_rel_path": "all_masks/BUSI_0014_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0048_B.png",
+      "image_rel_path": "all_images/BUSI_0048_B.png",
+      "mask_rel_path": "all_masks/BUSI_0048_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0343_B.png",
+      "image_rel_path": "all_images/BUSI_0343_B.png",
+      "mask_rel_path": "all_masks/BUSI_0343_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0040_B.png",
+      "image_rel_path": "all_images/BUSI_0040_B.png",
+      "mask_rel_path": "all_masks/BUSI_0040_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0160_M.png",
+      "image_rel_path": "all_images/BUSI_0160_M.png",
+      "mask_rel_path": "all_masks/BUSI_0160_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0026_M.png",
+      "image_rel_path": "all_images/BUSI_0026_M.png",
+      "mask_rel_path": "all_masks/BUSI_0026_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0242_B.png",
+      "image_rel_path": "all_images/BUSI_0242_B.png",
+      "mask_rel_path": "all_masks/BUSI_0242_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0400_B.png",
+      "image_rel_path": "all_images/BUSI_0400_B.png",
+      "mask_rel_path": "all_masks/BUSI_0400_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0150_M.png",
+      "image_rel_path": "all_images/BUSI_0150_M.png",
+      "mask_rel_path": "all_masks/BUSI_0150_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0202_B.png",
+      "image_rel_path": "all_images/BUSI_0202_B.png",
+      "mask_rel_path": "all_masks/BUSI_0202_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0002_M.png",
+      "image_rel_path": "all_images/BUSI_0002_M.png",
+      "mask_rel_path": "all_masks/BUSI_0002_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0159_M.png",
+      "image_rel_path": "all_images/BUSI_0159_M.png",
+      "mask_rel_path": "all_masks/BUSI_0159_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0169_B.png",
+      "image_rel_path": "all_images/BUSI_0169_B.png",
+      "mask_rel_path": "all_masks/BUSI_0169_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0031_B.png",
+      "image_rel_path": "all_images/BUSI_0031_B.png",
+      "mask_rel_path": "all_masks/BUSI_0031_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0229_B.png",
+      "image_rel_path": "all_images/BUSI_0229_B.png",
+      "mask_rel_path": "all_masks/BUSI_0229_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0181_M.png",
+      "image_rel_path": "all_images/BUSI_0181_M.png",
+      "mask_rel_path": "all_masks/BUSI_0181_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0377_B.png",
+      "image_rel_path": "all_images/BUSI_0377_B.png",
+      "mask_rel_path": "all_masks/BUSI_0377_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0080_B.png",
+      "image_rel_path": "all_images/BUSI_0080_B.png",
+      "mask_rel_path": "all_masks/BUSI_0080_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0323_B.png",
+      "image_rel_path": "all_images/BUSI_0323_B.png",
+      "mask_rel_path": "all_masks/BUSI_0323_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0260_B.png",
+      "image_rel_path": "all_images/BUSI_0260_B.png",
+      "mask_rel_path": "all_masks/BUSI_0260_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0003_M.png",
+      "image_rel_path": "all_images/BUSI_0003_M.png",
+      "mask_rel_path": "all_masks/BUSI_0003_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0265_B.png",
+      "image_rel_path": "all_images/BUSI_0265_B.png",
+      "mask_rel_path": "all_masks/BUSI_0265_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0025_M.png",
+      "image_rel_path": "all_images/BUSI_0025_M.png",
+      "mask_rel_path": "all_masks/BUSI_0025_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0417_B.png",
+      "image_rel_path": "all_images/BUSI_0417_B.png",
+      "mask_rel_path": "all_masks/BUSI_0417_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0190_B.png",
+      "image_rel_path": "all_images/BUSI_0190_B.png",
+      "mask_rel_path": "all_masks/BUSI_0190_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0327_B.png",
+      "image_rel_path": "all_images/BUSI_0327_B.png",
+      "mask_rel_path": "all_masks/BUSI_0327_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0186_M.png",
+      "image_rel_path": "all_images/BUSI_0186_M.png",
+      "mask_rel_path": "all_masks/BUSI_0186_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0136_B.png",
+      "image_rel_path": "all_images/BUSI_0136_B.png",
+      "mask_rel_path": "all_masks/BUSI_0136_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0435_B.png",
+      "image_rel_path": "all_images/BUSI_0435_B.png",
+      "mask_rel_path": "all_masks/BUSI_0435_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0295_B.png",
+      "image_rel_path": "all_images/BUSI_0295_B.png",
+      "mask_rel_path": "all_masks/BUSI_0295_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0197_B.png",
+      "image_rel_path": "all_images/BUSI_0197_B.png",
+      "mask_rel_path": "all_masks/BUSI_0197_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0172_B.png",
+      "image_rel_path": "all_images/BUSI_0172_B.png",
+      "mask_rel_path": "all_masks/BUSI_0172_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0412_B.png",
+      "image_rel_path": "all_images/BUSI_0412_B.png",
+      "mask_rel_path": "all_masks/BUSI_0412_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0408_B.png",
+      "image_rel_path": "all_images/BUSI_0408_B.png",
+      "mask_rel_path": "all_masks/BUSI_0408_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0081_M.png",
+      "image_rel_path": "all_images/BUSI_0081_M.png",
+      "mask_rel_path": "all_masks/BUSI_0081_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0393_B.png",
+      "image_rel_path": "all_images/BUSI_0393_B.png",
+      "mask_rel_path": "all_masks/BUSI_0393_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0018_M.png",
+      "image_rel_path": "all_images/BUSI_0018_M.png",
+      "mask_rel_path": "all_masks/BUSI_0018_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0363_B.png",
+      "image_rel_path": "all_images/BUSI_0363_B.png",
+      "mask_rel_path": "all_masks/BUSI_0363_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0006_B.png",
+      "image_rel_path": "all_images/BUSI_0006_B.png",
+      "mask_rel_path": "all_masks/BUSI_0006_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0405_B.png",
+      "image_rel_path": "all_images/BUSI_0405_B.png",
+      "mask_rel_path": "all_masks/BUSI_0405_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0257_B.png",
+      "image_rel_path": "all_images/BUSI_0257_B.png",
+      "mask_rel_path": "all_masks/BUSI_0257_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0049_M.png",
+      "image_rel_path": "all_images/BUSI_0049_M.png",
+      "mask_rel_path": "all_masks/BUSI_0049_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0088_B.png",
+      "image_rel_path": "all_images/BUSI_0088_B.png",
+      "mask_rel_path": "all_masks/BUSI_0088_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0126_B.png",
+      "image_rel_path": "all_images/BUSI_0126_B.png",
+      "mask_rel_path": "all_masks/BUSI_0126_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0294_B.png",
+      "image_rel_path": "all_images/BUSI_0294_B.png",
+      "mask_rel_path": "all_masks/BUSI_0294_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0148_B.png",
+      "image_rel_path": "all_images/BUSI_0148_B.png",
+      "mask_rel_path": "all_masks/BUSI_0148_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0320_B.png",
+      "image_rel_path": "all_images/BUSI_0320_B.png",
+      "mask_rel_path": "all_masks/BUSI_0320_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0274_B.png",
+      "image_rel_path": "all_images/BUSI_0274_B.png",
+      "mask_rel_path": "all_masks/BUSI_0274_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0161_M.png",
+      "image_rel_path": "all_images/BUSI_0161_M.png",
+      "mask_rel_path": "all_masks/BUSI_0161_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0127_M.png",
+      "image_rel_path": "all_images/BUSI_0127_M.png",
+      "mask_rel_path": "all_masks/BUSI_0127_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0373_B.png",
+      "image_rel_path": "all_images/BUSI_0373_B.png",
+      "mask_rel_path": "all_masks/BUSI_0373_B.png"
+    },
+    {
+      "class_label": "benign",
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+      "filename": "BUSI_0075_M.png",
+      "image_rel_path": "all_images/BUSI_0075_M.png",
+      "mask_rel_path": "all_masks/BUSI_0075_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0214_B.png",
+      "image_rel_path": "all_images/BUSI_0214_B.png",
+      "mask_rel_path": "all_masks/BUSI_0214_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0099_M.png",
+      "image_rel_path": "all_images/BUSI_0099_M.png",
+      "mask_rel_path": "all_masks/BUSI_0099_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0109_M.png",
+      "image_rel_path": "all_images/BUSI_0109_M.png",
+      "mask_rel_path": "all_masks/BUSI_0109_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0240_B.png",
+      "image_rel_path": "all_images/BUSI_0240_B.png",
+      "mask_rel_path": "all_masks/BUSI_0240_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0283_B.png",
+      "image_rel_path": "all_images/BUSI_0283_B.png",
+      "mask_rel_path": "all_masks/BUSI_0283_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0252_B.png",
+      "image_rel_path": "all_images/BUSI_0252_B.png",
+      "mask_rel_path": "all_masks/BUSI_0252_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0047_M.png",
+      "image_rel_path": "all_images/BUSI_0047_M.png",
+      "mask_rel_path": "all_masks/BUSI_0047_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0004_B.png",
+      "image_rel_path": "all_images/BUSI_0004_B.png",
+      "mask_rel_path": "all_masks/BUSI_0004_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0062_B.png",
+      "image_rel_path": "all_images/BUSI_0062_B.png",
+      "mask_rel_path": "all_masks/BUSI_0062_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0112_B.png",
+      "image_rel_path": "all_images/BUSI_0112_B.png",
+      "mask_rel_path": "all_masks/BUSI_0112_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0263_B.png",
+      "image_rel_path": "all_images/BUSI_0263_B.png",
+      "mask_rel_path": "all_masks/BUSI_0263_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0052_B.png",
+      "image_rel_path": "all_images/BUSI_0052_B.png",
+      "mask_rel_path": "all_masks/BUSI_0052_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0016_M.png",
+      "image_rel_path": "all_images/BUSI_0016_M.png",
+      "mask_rel_path": "all_masks/BUSI_0016_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0256_B.png",
+      "image_rel_path": "all_images/BUSI_0256_B.png",
+      "mask_rel_path": "all_masks/BUSI_0256_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0101_B.png",
+      "image_rel_path": "all_images/BUSI_0101_B.png",
+      "mask_rel_path": "all_masks/BUSI_0101_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0326_B.png",
+      "image_rel_path": "all_images/BUSI_0326_B.png",
+      "mask_rel_path": "all_masks/BUSI_0326_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0091_M.png",
+      "image_rel_path": "all_images/BUSI_0091_M.png",
+      "mask_rel_path": "all_masks/BUSI_0091_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0104_B.png",
+      "image_rel_path": "all_images/BUSI_0104_B.png",
+      "mask_rel_path": "all_masks/BUSI_0104_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0009_M.png",
+      "image_rel_path": "all_images/BUSI_0009_M.png",
+      "mask_rel_path": "all_masks/BUSI_0009_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0095_B.png",
+      "image_rel_path": "all_images/BUSI_0095_B.png",
+      "mask_rel_path": "all_masks/BUSI_0095_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0413_B.png",
+      "image_rel_path": "all_images/BUSI_0413_B.png",
+      "mask_rel_path": "all_masks/BUSI_0413_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0187_B.png",
+      "image_rel_path": "all_images/BUSI_0187_B.png",
+      "mask_rel_path": "all_masks/BUSI_0187_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0113_M.png",
+      "image_rel_path": "all_images/BUSI_0113_M.png",
+      "mask_rel_path": "all_masks/BUSI_0113_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0099_B.png",
+      "image_rel_path": "all_images/BUSI_0099_B.png",
+      "mask_rel_path": "all_masks/BUSI_0099_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0122_B.png",
+      "image_rel_path": "all_images/BUSI_0122_B.png",
+      "mask_rel_path": "all_masks/BUSI_0122_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0098_B.png",
+      "image_rel_path": "all_images/BUSI_0098_B.png",
+      "mask_rel_path": "all_masks/BUSI_0098_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0210_M.png",
+      "image_rel_path": "all_images/BUSI_0210_M.png",
+      "mask_rel_path": "all_masks/BUSI_0210_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0267_B.png",
+      "image_rel_path": "all_images/BUSI_0267_B.png",
+      "mask_rel_path": "all_masks/BUSI_0267_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0166_B.png",
+      "image_rel_path": "all_images/BUSI_0166_B.png",
+      "mask_rel_path": "all_masks/BUSI_0166_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0216_B.png",
+      "image_rel_path": "all_images/BUSI_0216_B.png",
+      "mask_rel_path": "all_masks/BUSI_0216_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0073_B.png",
+      "image_rel_path": "all_images/BUSI_0073_B.png",
+      "mask_rel_path": "all_masks/BUSI_0073_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0209_B.png",
+      "image_rel_path": "all_images/BUSI_0209_B.png",
+      "mask_rel_path": "all_masks/BUSI_0209_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0111_B.png",
+      "image_rel_path": "all_images/BUSI_0111_B.png",
+      "mask_rel_path": "all_masks/BUSI_0111_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0394_B.png",
+      "image_rel_path": "all_images/BUSI_0394_B.png",
+      "mask_rel_path": "all_masks/BUSI_0394_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0401_B.png",
+      "image_rel_path": "all_images/BUSI_0401_B.png",
+      "mask_rel_path": "all_masks/BUSI_0401_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0331_B.png",
+      "image_rel_path": "all_images/BUSI_0331_B.png",
+      "mask_rel_path": "all_masks/BUSI_0331_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0173_M.png",
+      "image_rel_path": "all_images/BUSI_0173_M.png",
+      "mask_rel_path": "all_masks/BUSI_0173_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0178_B.png",
+      "image_rel_path": "all_images/BUSI_0178_B.png",
+      "mask_rel_path": "all_masks/BUSI_0178_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0193_M.png",
+      "image_rel_path": "all_images/BUSI_0193_M.png",
+      "mask_rel_path": "all_masks/BUSI_0193_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0330_B.png",
+      "image_rel_path": "all_images/BUSI_0330_B.png",
+      "mask_rel_path": "all_masks/BUSI_0330_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0082_B.png",
+      "image_rel_path": "all_images/BUSI_0082_B.png",
+      "mask_rel_path": "all_masks/BUSI_0082_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0108_M.png",
+      "image_rel_path": "all_images/BUSI_0108_M.png",
+      "mask_rel_path": "all_masks/BUSI_0108_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0133_B.png",
+      "image_rel_path": "all_images/BUSI_0133_B.png",
+      "mask_rel_path": "all_masks/BUSI_0133_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0155_B.png",
+      "image_rel_path": "all_images/BUSI_0155_B.png",
+      "mask_rel_path": "all_masks/BUSI_0155_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0353_B.png",
+      "image_rel_path": "all_images/BUSI_0353_B.png",
+      "mask_rel_path": "all_masks/BUSI_0353_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0414_B.png",
+      "image_rel_path": "all_images/BUSI_0414_B.png",
+      "mask_rel_path": "all_masks/BUSI_0414_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0168_B.png",
+      "image_rel_path": "all_images/BUSI_0168_B.png",
+      "mask_rel_path": "all_masks/BUSI_0168_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0040_M.png",
+      "image_rel_path": "all_images/BUSI_0040_M.png",
+      "mask_rel_path": "all_masks/BUSI_0040_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_006_pct_100_repeat_01.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_006_pct_100_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..fc5a2997be13defb3b6a72b125d8794431c35d58
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_006_pct_100_repeat_01.json
@@ -0,0 +1,7041 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0059_M.png",
+      "image_rel_path": "all_images/BUSI_0059_M.png",
+      "mask_rel_path": "all_masks/BUSI_0059_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0022_B.png",
+      "image_rel_path": "all_images/BUSI_0022_B.png",
+      "mask_rel_path": "all_masks/BUSI_0022_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0374_B.png",
+      "image_rel_path": "all_images/BUSI_0374_B.png",
+      "mask_rel_path": "all_masks/BUSI_0374_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0031_B.png",
+      "image_rel_path": "all_images/BUSI_0031_B.png",
+      "mask_rel_path": "all_masks/BUSI_0031_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0106_B.png",
+      "image_rel_path": "all_images/BUSI_0106_B.png",
+      "mask_rel_path": "all_masks/BUSI_0106_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0201_B.png",
+      "image_rel_path": "all_images/BUSI_0201_B.png",
+      "mask_rel_path": "all_masks/BUSI_0201_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0383_B.png",
+      "image_rel_path": "all_images/BUSI_0383_B.png",
+      "mask_rel_path": "all_masks/BUSI_0383_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0219_B.png",
+      "image_rel_path": "all_images/BUSI_0219_B.png",
+      "mask_rel_path": "all_masks/BUSI_0219_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0048_M.png",
+      "image_rel_path": "all_images/BUSI_0048_M.png",
+      "mask_rel_path": "all_masks/BUSI_0048_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0277_B.png",
+      "image_rel_path": "all_images/BUSI_0277_B.png",
+      "mask_rel_path": "all_masks/BUSI_0277_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0373_B.png",
+      "image_rel_path": "all_images/BUSI_0373_B.png",
+      "mask_rel_path": "all_masks/BUSI_0373_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0032_M.png",
+      "image_rel_path": "all_images/BUSI_0032_M.png",
+      "mask_rel_path": "all_masks/BUSI_0032_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0033_M.png",
+      "image_rel_path": "all_images/BUSI_0033_M.png",
+      "mask_rel_path": "all_masks/BUSI_0033_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0191_B.png",
+      "image_rel_path": "all_images/BUSI_0191_B.png",
+      "mask_rel_path": "all_masks/BUSI_0191_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0061_M.png",
+      "image_rel_path": "all_images/BUSI_0061_M.png",
+      "mask_rel_path": "all_masks/BUSI_0061_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0138_M.png",
+      "image_rel_path": "all_images/BUSI_0138_M.png",
+      "mask_rel_path": "all_masks/BUSI_0138_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0070_B.png",
+      "image_rel_path": "all_images/BUSI_0070_B.png",
+      "mask_rel_path": "all_masks/BUSI_0070_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0058_M.png",
+      "image_rel_path": "all_images/BUSI_0058_M.png",
+      "mask_rel_path": "all_masks/BUSI_0058_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0007_B.png",
+      "image_rel_path": "all_images/BUSI_0007_B.png",
+      "mask_rel_path": "all_masks/BUSI_0007_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0012_M.png",
+      "image_rel_path": "all_images/BUSI_0012_M.png",
+      "mask_rel_path": "all_masks/BUSI_0012_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0206_B.png",
+      "image_rel_path": "all_images/BUSI_0206_B.png",
+      "mask_rel_path": "all_masks/BUSI_0206_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0423_B.png",
+      "image_rel_path": "all_images/BUSI_0423_B.png",
+      "mask_rel_path": "all_masks/BUSI_0423_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0144_M.png",
+      "image_rel_path": "all_images/BUSI_0144_M.png",
+      "mask_rel_path": "all_masks/BUSI_0144_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0167_B.png",
+      "image_rel_path": "all_images/BUSI_0167_B.png",
+      "mask_rel_path": "all_masks/BUSI_0167_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0109_B.png",
+      "image_rel_path": "all_images/BUSI_0109_B.png",
+      "mask_rel_path": "all_masks/BUSI_0109_B.png"
+    },
+    {
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+      "filename": "BUSI_0131_M.png",
+      "image_rel_path": "all_images/BUSI_0131_M.png",
+      "mask_rel_path": "all_masks/BUSI_0131_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0021_M.png",
+      "image_rel_path": "all_images/BUSI_0021_M.png",
+      "mask_rel_path": "all_masks/BUSI_0021_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0014_M.png",
+      "image_rel_path": "all_images/BUSI_0014_M.png",
+      "mask_rel_path": "all_masks/BUSI_0014_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0034_B.png",
+      "image_rel_path": "all_images/BUSI_0034_B.png",
+      "mask_rel_path": "all_masks/BUSI_0034_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0262_B.png",
+      "image_rel_path": "all_images/BUSI_0262_B.png",
+      "mask_rel_path": "all_masks/BUSI_0262_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0310_B.png",
+      "image_rel_path": "all_images/BUSI_0310_B.png",
+      "mask_rel_path": "all_masks/BUSI_0310_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0412_B.png",
+      "image_rel_path": "all_images/BUSI_0412_B.png",
+      "mask_rel_path": "all_masks/BUSI_0412_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0311_B.png",
+      "image_rel_path": "all_images/BUSI_0311_B.png",
+      "mask_rel_path": "all_masks/BUSI_0311_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0236_B.png",
+      "image_rel_path": "all_images/BUSI_0236_B.png",
+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_007_pct_100_repeat_01.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_007_pct_100_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..a4e0c60a41a7df2517aa436e289c429618cc319f
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_007_pct_100_repeat_01.json
@@ -0,0 +1,7047 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0168_B.png",
+      "image_rel_path": "all_images/BUSI_0168_B.png",
+      "mask_rel_path": "all_masks/BUSI_0168_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0321_B.png",
+      "image_rel_path": "all_images/BUSI_0321_B.png",
+      "mask_rel_path": "all_masks/BUSI_0321_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0163_M.png",
+      "image_rel_path": "all_images/BUSI_0163_M.png",
+      "mask_rel_path": "all_masks/BUSI_0163_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0027_B.png",
+      "image_rel_path": "all_images/BUSI_0027_B.png",
+      "mask_rel_path": "all_masks/BUSI_0027_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0270_B.png",
+      "image_rel_path": "all_images/BUSI_0270_B.png",
+      "mask_rel_path": "all_masks/BUSI_0270_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0015_M.png",
+      "image_rel_path": "all_images/BUSI_0015_M.png",
+      "mask_rel_path": "all_masks/BUSI_0015_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0083_B.png",
+      "image_rel_path": "all_images/BUSI_0083_B.png",
+      "mask_rel_path": "all_masks/BUSI_0083_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0142_M.png",
+      "image_rel_path": "all_images/BUSI_0142_M.png",
+      "mask_rel_path": "all_masks/BUSI_0142_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0224_B.png",
+      "image_rel_path": "all_images/BUSI_0224_B.png",
+      "mask_rel_path": "all_masks/BUSI_0224_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0393_B.png",
+      "image_rel_path": "all_images/BUSI_0393_B.png",
+      "mask_rel_path": "all_masks/BUSI_0393_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0184_B.png",
+      "image_rel_path": "all_images/BUSI_0184_B.png",
+      "mask_rel_path": "all_masks/BUSI_0184_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0015_B.png",
+      "image_rel_path": "all_images/BUSI_0015_B.png",
+      "mask_rel_path": "all_masks/BUSI_0015_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0172_B.png",
+      "image_rel_path": "all_images/BUSI_0172_B.png",
+      "mask_rel_path": "all_masks/BUSI_0172_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0106_M.png",
+      "image_rel_path": "all_images/BUSI_0106_M.png",
+      "mask_rel_path": "all_masks/BUSI_0106_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0274_B.png",
+      "image_rel_path": "all_images/BUSI_0274_B.png",
+      "mask_rel_path": "all_masks/BUSI_0274_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0249_B.png",
+      "image_rel_path": "all_images/BUSI_0249_B.png",
+      "mask_rel_path": "all_masks/BUSI_0249_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0336_B.png",
+      "image_rel_path": "all_images/BUSI_0336_B.png",
+      "mask_rel_path": "all_masks/BUSI_0336_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0280_B.png",
+      "image_rel_path": "all_images/BUSI_0280_B.png",
+      "mask_rel_path": "all_masks/BUSI_0280_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0031_B.png",
+      "image_rel_path": "all_images/BUSI_0031_B.png",
+      "mask_rel_path": "all_masks/BUSI_0031_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0029_B.png",
+      "image_rel_path": "all_images/BUSI_0029_B.png",
+      "mask_rel_path": "all_masks/BUSI_0029_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0051_B.png",
+      "image_rel_path": "all_images/BUSI_0051_B.png",
+      "mask_rel_path": "all_masks/BUSI_0051_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0120_M.png",
+      "image_rel_path": "all_images/BUSI_0120_M.png",
+      "mask_rel_path": "all_masks/BUSI_0120_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0013_B.png",
+      "image_rel_path": "all_images/BUSI_0013_B.png",
+      "mask_rel_path": "all_masks/BUSI_0013_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0012_M.png",
+      "image_rel_path": "all_images/BUSI_0012_M.png",
+      "mask_rel_path": "all_masks/BUSI_0012_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0220_B.png",
+      "image_rel_path": "all_images/BUSI_0220_B.png",
+      "mask_rel_path": "all_masks/BUSI_0220_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0099_B.png",
+      "image_rel_path": "all_images/BUSI_0099_B.png",
+      "mask_rel_path": "all_masks/BUSI_0099_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0306_B.png",
+      "image_rel_path": "all_images/BUSI_0306_B.png",
+      "mask_rel_path": "all_masks/BUSI_0306_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0163_B.png",
+      "image_rel_path": "all_images/BUSI_0163_B.png",
+      "mask_rel_path": "all_masks/BUSI_0163_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0006_B.png",
+      "image_rel_path": "all_images/BUSI_0006_B.png",
+      "mask_rel_path": "all_masks/BUSI_0006_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0137_M.png",
+      "image_rel_path": "all_images/BUSI_0137_M.png",
+      "mask_rel_path": "all_masks/BUSI_0137_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0110_B.png",
+      "image_rel_path": "all_images/BUSI_0110_B.png",
+      "mask_rel_path": "all_masks/BUSI_0110_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0265_B.png",
+      "image_rel_path": "all_images/BUSI_0265_B.png",
+      "mask_rel_path": "all_masks/BUSI_0265_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0210_M.png",
+      "image_rel_path": "all_images/BUSI_0210_M.png",
+      "mask_rel_path": "all_masks/BUSI_0210_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0004_M.png",
+      "image_rel_path": "all_images/BUSI_0004_M.png",
+      "mask_rel_path": "all_masks/BUSI_0004_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0261_B.png",
+      "image_rel_path": "all_images/BUSI_0261_B.png",
+      "mask_rel_path": "all_masks/BUSI_0261_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0401_B.png",
+      "image_rel_path": "all_images/BUSI_0401_B.png",
+      "mask_rel_path": "all_masks/BUSI_0401_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0077_B.png",
+      "image_rel_path": "all_images/BUSI_0077_B.png",
+      "mask_rel_path": "all_masks/BUSI_0077_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0322_B.png",
+      "image_rel_path": "all_images/BUSI_0322_B.png",
+      "mask_rel_path": "all_masks/BUSI_0322_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0002_B.png",
+      "image_rel_path": "all_images/BUSI_0002_B.png",
+      "mask_rel_path": "all_masks/BUSI_0002_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0237_B.png",
+      "image_rel_path": "all_images/BUSI_0237_B.png",
+      "mask_rel_path": "all_masks/BUSI_0237_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0039_M.png",
+      "image_rel_path": "all_images/BUSI_0039_M.png",
+      "mask_rel_path": "all_masks/BUSI_0039_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0041_M.png",
+      "image_rel_path": "all_images/BUSI_0041_M.png",
+      "mask_rel_path": "all_masks/BUSI_0041_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0154_B.png",
+      "image_rel_path": "all_images/BUSI_0154_B.png",
+      "mask_rel_path": "all_masks/BUSI_0154_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0294_B.png",
+      "image_rel_path": "all_images/BUSI_0294_B.png",
+      "mask_rel_path": "all_masks/BUSI_0294_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0251_B.png",
+      "image_rel_path": "all_images/BUSI_0251_B.png",
+      "mask_rel_path": "all_masks/BUSI_0251_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0115_M.png",
+      "image_rel_path": "all_images/BUSI_0115_M.png",
+      "mask_rel_path": "all_masks/BUSI_0115_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0436_B.png",
+      "image_rel_path": "all_images/BUSI_0436_B.png",
+      "mask_rel_path": "all_masks/BUSI_0436_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0034_M.png",
+      "image_rel_path": "all_images/BUSI_0034_M.png",
+      "mask_rel_path": "all_masks/BUSI_0034_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0124_B.png",
+      "image_rel_path": "all_images/BUSI_0124_B.png",
+      "mask_rel_path": "all_masks/BUSI_0124_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0143_B.png",
+      "image_rel_path": "all_images/BUSI_0143_B.png",
+      "mask_rel_path": "all_masks/BUSI_0143_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0178_B.png",
+      "image_rel_path": "all_images/BUSI_0178_B.png",
+      "mask_rel_path": "all_masks/BUSI_0178_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0320_B.png",
+      "image_rel_path": "all_images/BUSI_0320_B.png",
+      "mask_rel_path": "all_masks/BUSI_0320_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0118_M.png",
+      "image_rel_path": "all_images/BUSI_0118_M.png",
+      "mask_rel_path": "all_masks/BUSI_0118_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0188_B.png",
+      "image_rel_path": "all_images/BUSI_0188_B.png",
+      "mask_rel_path": "all_masks/BUSI_0188_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0425_B.png",
+      "image_rel_path": "all_images/BUSI_0425_B.png",
+      "mask_rel_path": "all_masks/BUSI_0425_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0068_M.png",
+      "image_rel_path": "all_images/BUSI_0068_M.png",
+      "mask_rel_path": "all_masks/BUSI_0068_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0406_B.png",
+      "image_rel_path": "all_images/BUSI_0406_B.png",
+      "mask_rel_path": "all_masks/BUSI_0406_B.png"
+    },
+    {
+      "class_label": "benign",
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+    {
+      "class_label": "benign",
+      "filename": "BUSI_0197_B.png",
+      "image_rel_path": "all_images/BUSI_0197_B.png",
+      "mask_rel_path": "all_masks/BUSI_0197_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0356_B.png",
+      "image_rel_path": "all_images/BUSI_0356_B.png",
+      "mask_rel_path": "all_masks/BUSI_0356_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0071_M.png",
+      "image_rel_path": "all_images/BUSI_0071_M.png",
+      "mask_rel_path": "all_masks/BUSI_0071_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0021_B.png",
+      "image_rel_path": "all_images/BUSI_0021_B.png",
+      "mask_rel_path": "all_masks/BUSI_0021_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0405_B.png",
+      "image_rel_path": "all_images/BUSI_0405_B.png",
+      "mask_rel_path": "all_masks/BUSI_0405_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0074_M.png",
+      "image_rel_path": "all_images/BUSI_0074_M.png",
+      "mask_rel_path": "all_masks/BUSI_0074_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0196_M.png",
+      "image_rel_path": "all_images/BUSI_0196_M.png",
+      "mask_rel_path": "all_masks/BUSI_0196_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0201_M.png",
+      "image_rel_path": "all_images/BUSI_0201_M.png",
+      "mask_rel_path": "all_masks/BUSI_0201_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0416_B.png",
+      "image_rel_path": "all_images/BUSI_0416_B.png",
+      "mask_rel_path": "all_masks/BUSI_0416_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0153_M.png",
+      "image_rel_path": "all_images/BUSI_0153_M.png",
+      "mask_rel_path": "all_masks/BUSI_0153_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0254_B.png",
+      "image_rel_path": "all_images/BUSI_0254_B.png",
+      "mask_rel_path": "all_masks/BUSI_0254_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0130_M.png",
+      "image_rel_path": "all_images/BUSI_0130_M.png",
+      "mask_rel_path": "all_masks/BUSI_0130_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0079_B.png",
+      "image_rel_path": "all_images/BUSI_0079_B.png",
+      "mask_rel_path": "all_masks/BUSI_0079_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0019_B.png",
+      "image_rel_path": "all_images/BUSI_0019_B.png",
+      "mask_rel_path": "all_masks/BUSI_0019_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0104_M.png",
+      "image_rel_path": "all_images/BUSI_0104_M.png",
+      "mask_rel_path": "all_masks/BUSI_0104_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0191_B.png",
+      "image_rel_path": "all_images/BUSI_0191_B.png",
+      "mask_rel_path": "all_masks/BUSI_0191_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0192_M.png",
+      "image_rel_path": "all_images/BUSI_0192_M.png",
+      "mask_rel_path": "all_masks/BUSI_0192_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0144_B.png",
+      "image_rel_path": "all_images/BUSI_0144_B.png",
+      "mask_rel_path": "all_masks/BUSI_0144_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0420_B.png",
+      "image_rel_path": "all_images/BUSI_0420_B.png",
+      "mask_rel_path": "all_masks/BUSI_0420_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0190_B.png",
+      "image_rel_path": "all_images/BUSI_0190_B.png",
+      "mask_rel_path": "all_masks/BUSI_0190_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0304_B.png",
+      "image_rel_path": "all_images/BUSI_0304_B.png",
+      "mask_rel_path": "all_masks/BUSI_0304_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0057_B.png",
+      "image_rel_path": "all_images/BUSI_0057_B.png",
+      "mask_rel_path": "all_masks/BUSI_0057_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0110_M.png",
+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0282_B.png",
+      "image_rel_path": "all_images/BUSI_0282_B.png",
+      "mask_rel_path": "all_masks/BUSI_0282_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0026_M.png",
+      "image_rel_path": "all_images/BUSI_0026_M.png",
+      "mask_rel_path": "all_masks/BUSI_0026_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0137_B.png",
+      "image_rel_path": "all_images/BUSI_0137_B.png",
+      "mask_rel_path": "all_masks/BUSI_0137_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0351_B.png",
+      "image_rel_path": "all_images/BUSI_0351_B.png",
+      "mask_rel_path": "all_masks/BUSI_0351_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0165_M.png",
+      "image_rel_path": "all_images/BUSI_0165_M.png",
+      "mask_rel_path": "all_masks/BUSI_0165_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0131_B.png",
+      "image_rel_path": "all_images/BUSI_0131_B.png",
+      "mask_rel_path": "all_masks/BUSI_0131_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0371_B.png",
+      "image_rel_path": "all_images/BUSI_0371_B.png",
+      "mask_rel_path": "all_masks/BUSI_0371_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0218_B.png",
+      "image_rel_path": "all_images/BUSI_0218_B.png",
+      "mask_rel_path": "all_masks/BUSI_0218_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0381_B.png",
+      "image_rel_path": "all_images/BUSI_0381_B.png",
+      "mask_rel_path": "all_masks/BUSI_0381_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0012_B.png",
+      "image_rel_path": "all_images/BUSI_0012_B.png",
+      "mask_rel_path": "all_masks/BUSI_0012_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0185_M.png",
+      "image_rel_path": "all_images/BUSI_0185_M.png",
+      "mask_rel_path": "all_masks/BUSI_0185_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0315_B.png",
+      "image_rel_path": "all_images/BUSI_0315_B.png",
+      "mask_rel_path": "all_masks/BUSI_0315_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0125_B.png",
+      "image_rel_path": "all_images/BUSI_0125_B.png",
+      "mask_rel_path": "all_masks/BUSI_0125_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0319_B.png",
+      "image_rel_path": "all_images/BUSI_0319_B.png",
+      "mask_rel_path": "all_masks/BUSI_0319_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0206_B.png",
+      "image_rel_path": "all_images/BUSI_0206_B.png",
+      "mask_rel_path": "all_masks/BUSI_0206_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0022_M.png",
+      "image_rel_path": "all_images/BUSI_0022_M.png",
+      "mask_rel_path": "all_masks/BUSI_0022_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0023_M.png",
+      "image_rel_path": "all_images/BUSI_0023_M.png",
+      "mask_rel_path": "all_masks/BUSI_0023_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0221_B.png",
+      "image_rel_path": "all_images/BUSI_0221_B.png",
+      "mask_rel_path": "all_masks/BUSI_0221_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0005_M.png",
+      "image_rel_path": "all_images/BUSI_0005_M.png",
+      "mask_rel_path": "all_masks/BUSI_0005_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0082_M.png",
+      "image_rel_path": "all_images/BUSI_0082_M.png",
+      "mask_rel_path": "all_masks/BUSI_0082_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0244_B.png",
+      "image_rel_path": "all_images/BUSI_0244_B.png",
+      "mask_rel_path": "all_masks/BUSI_0244_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0048_M.png",
+      "image_rel_path": "all_images/BUSI_0048_M.png",
+      "mask_rel_path": "all_masks/BUSI_0048_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0248_B.png",
+      "image_rel_path": "all_images/BUSI_0248_B.png",
+      "mask_rel_path": "all_masks/BUSI_0248_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0063_M.png",
+      "image_rel_path": "all_images/BUSI_0063_M.png",
+      "mask_rel_path": "all_masks/BUSI_0063_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0081_M.png",
+      "image_rel_path": "all_images/BUSI_0081_M.png",
+      "mask_rel_path": "all_masks/BUSI_0081_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0383_B.png",
+      "image_rel_path": "all_images/BUSI_0383_B.png",
+      "mask_rel_path": "all_masks/BUSI_0383_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0174_B.png",
+      "image_rel_path": "all_images/BUSI_0174_B.png",
+      "mask_rel_path": "all_masks/BUSI_0174_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_008_pct_100_repeat_01.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_008_pct_100_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..d1132d032f886badc52cdca0a23134e0f66a437b
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_008_pct_100_repeat_01.json
@@ -0,0 +1,7053 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0394_B.png",
+      "image_rel_path": "all_images/BUSI_0394_B.png",
+      "mask_rel_path": "all_masks/BUSI_0394_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0330_B.png",
+      "image_rel_path": "all_images/BUSI_0330_B.png",
+      "mask_rel_path": "all_masks/BUSI_0330_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0034_B.png",
+      "image_rel_path": "all_images/BUSI_0034_B.png",
+      "mask_rel_path": "all_masks/BUSI_0034_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0195_M.png",
+      "image_rel_path": "all_images/BUSI_0195_M.png",
+      "mask_rel_path": "all_masks/BUSI_0195_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0144_M.png",
+      "image_rel_path": "all_images/BUSI_0144_M.png",
+      "mask_rel_path": "all_masks/BUSI_0144_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0065_B.png",
+      "image_rel_path": "all_images/BUSI_0065_B.png",
+      "mask_rel_path": "all_masks/BUSI_0065_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0085_B.png",
+      "image_rel_path": "all_images/BUSI_0085_B.png",
+      "mask_rel_path": "all_masks/BUSI_0085_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0052_B.png",
+      "image_rel_path": "all_images/BUSI_0052_B.png",
+      "mask_rel_path": "all_masks/BUSI_0052_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0090_B.png",
+      "image_rel_path": "all_images/BUSI_0090_B.png",
+      "mask_rel_path": "all_masks/BUSI_0090_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0134_M.png",
+      "image_rel_path": "all_images/BUSI_0134_M.png",
+      "mask_rel_path": "all_masks/BUSI_0134_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0115_B.png",
+      "image_rel_path": "all_images/BUSI_0115_B.png",
+      "mask_rel_path": "all_masks/BUSI_0115_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0419_B.png",
+      "image_rel_path": "all_images/BUSI_0419_B.png",
+      "mask_rel_path": "all_masks/BUSI_0419_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0317_B.png",
+      "image_rel_path": "all_images/BUSI_0317_B.png",
+      "mask_rel_path": "all_masks/BUSI_0317_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0179_B.png",
+      "image_rel_path": "all_images/BUSI_0179_B.png",
+      "mask_rel_path": "all_masks/BUSI_0179_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0291_B.png",
+      "image_rel_path": "all_images/BUSI_0291_B.png",
+      "mask_rel_path": "all_masks/BUSI_0291_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0349_B.png",
+      "image_rel_path": "all_images/BUSI_0349_B.png",
+      "mask_rel_path": "all_masks/BUSI_0349_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0047_B.png",
+      "image_rel_path": "all_images/BUSI_0047_B.png",
+      "mask_rel_path": "all_masks/BUSI_0047_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0204_M.png",
+      "image_rel_path": "all_images/BUSI_0204_M.png",
+      "mask_rel_path": "all_masks/BUSI_0204_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0088_M.png",
+      "image_rel_path": "all_images/BUSI_0088_M.png",
+      "mask_rel_path": "all_masks/BUSI_0088_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0230_B.png",
+      "image_rel_path": "all_images/BUSI_0230_B.png",
+      "mask_rel_path": "all_masks/BUSI_0230_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0278_B.png",
+      "image_rel_path": "all_images/BUSI_0278_B.png",
+      "mask_rel_path": "all_masks/BUSI_0278_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0246_B.png",
+      "image_rel_path": "all_images/BUSI_0246_B.png",
+      "mask_rel_path": "all_masks/BUSI_0246_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0127_B.png",
+      "image_rel_path": "all_images/BUSI_0127_B.png",
+      "mask_rel_path": "all_masks/BUSI_0127_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0361_B.png",
+      "image_rel_path": "all_images/BUSI_0361_B.png",
+      "mask_rel_path": "all_masks/BUSI_0361_B.png"
+    },
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+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0284_B.png",
+      "image_rel_path": "all_images/BUSI_0284_B.png",
+      "mask_rel_path": "all_masks/BUSI_0284_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0211_B.png",
+      "image_rel_path": "all_images/BUSI_0211_B.png",
+      "mask_rel_path": "all_masks/BUSI_0211_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0073_M.png",
+      "image_rel_path": "all_images/BUSI_0073_M.png",
+      "mask_rel_path": "all_masks/BUSI_0073_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0098_M.png",
+      "image_rel_path": "all_images/BUSI_0098_M.png",
+      "mask_rel_path": "all_masks/BUSI_0098_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0077_B.png",
+      "image_rel_path": "all_images/BUSI_0077_B.png",
+      "mask_rel_path": "all_masks/BUSI_0077_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0160_M.png",
+      "image_rel_path": "all_images/BUSI_0160_M.png",
+      "mask_rel_path": "all_masks/BUSI_0160_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0223_B.png",
+      "image_rel_path": "all_images/BUSI_0223_B.png",
+      "mask_rel_path": "all_masks/BUSI_0223_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0341_B.png",
+      "image_rel_path": "all_images/BUSI_0341_B.png",
+      "mask_rel_path": "all_masks/BUSI_0341_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0076_B.png",
+      "image_rel_path": "all_images/BUSI_0076_B.png",
+      "mask_rel_path": "all_masks/BUSI_0076_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0234_B.png",
+      "image_rel_path": "all_images/BUSI_0234_B.png",
+      "mask_rel_path": "all_masks/BUSI_0234_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_009_pct_100_repeat_01.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_009_pct_100_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..0844a1a7a2a3816d9cc3e4e80b32fe6721c79c8c
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_009_pct_100_repeat_01.json
@@ -0,0 +1,7053 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0158_M.png",
+      "image_rel_path": "all_images/BUSI_0158_M.png",
+      "mask_rel_path": "all_masks/BUSI_0158_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0187_B.png",
+      "image_rel_path": "all_images/BUSI_0187_B.png",
+      "mask_rel_path": "all_masks/BUSI_0187_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0063_M.png",
+      "image_rel_path": "all_images/BUSI_0063_M.png",
+      "mask_rel_path": "all_masks/BUSI_0063_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0117_M.png",
+      "image_rel_path": "all_images/BUSI_0117_M.png",
+      "mask_rel_path": "all_masks/BUSI_0117_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0084_M.png",
+      "image_rel_path": "all_images/BUSI_0084_M.png",
+      "mask_rel_path": "all_masks/BUSI_0084_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0060_M.png",
+      "image_rel_path": "all_images/BUSI_0060_M.png",
+      "mask_rel_path": "all_masks/BUSI_0060_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0398_B.png",
+      "image_rel_path": "all_images/BUSI_0398_B.png",
+      "mask_rel_path": "all_masks/BUSI_0398_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0163_M.png",
+      "image_rel_path": "all_images/BUSI_0163_M.png",
+      "mask_rel_path": "all_masks/BUSI_0163_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0298_B.png",
+      "image_rel_path": "all_images/BUSI_0298_B.png",
+      "mask_rel_path": "all_masks/BUSI_0298_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0413_B.png",
+      "image_rel_path": "all_images/BUSI_0413_B.png",
+      "mask_rel_path": "all_masks/BUSI_0413_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0423_B.png",
+      "image_rel_path": "all_images/BUSI_0423_B.png",
+      "mask_rel_path": "all_masks/BUSI_0423_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0194_B.png",
+      "image_rel_path": "all_images/BUSI_0194_B.png",
+      "mask_rel_path": "all_masks/BUSI_0194_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0288_B.png",
+      "image_rel_path": "all_images/BUSI_0288_B.png",
+      "mask_rel_path": "all_masks/BUSI_0288_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0040_B.png",
+      "image_rel_path": "all_images/BUSI_0040_B.png",
+      "mask_rel_path": "all_masks/BUSI_0040_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0232_B.png",
+      "image_rel_path": "all_images/BUSI_0232_B.png",
+      "mask_rel_path": "all_masks/BUSI_0232_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0098_B.png",
+      "image_rel_path": "all_images/BUSI_0098_B.png",
+      "mask_rel_path": "all_masks/BUSI_0098_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0029_B.png",
+      "image_rel_path": "all_images/BUSI_0029_B.png",
+      "mask_rel_path": "all_masks/BUSI_0029_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0236_B.png",
+      "image_rel_path": "all_images/BUSI_0236_B.png",
+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0374_B.png",
+      "image_rel_path": "all_images/BUSI_0374_B.png",
+      "mask_rel_path": "all_masks/BUSI_0374_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0053_M.png",
+      "image_rel_path": "all_images/BUSI_0053_M.png",
+      "mask_rel_path": "all_masks/BUSI_0053_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0147_B.png",
+      "image_rel_path": "all_images/BUSI_0147_B.png",
+      "mask_rel_path": "all_masks/BUSI_0147_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0134_M.png",
+      "image_rel_path": "all_images/BUSI_0134_M.png",
+      "mask_rel_path": "all_masks/BUSI_0134_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0035_B.png",
+      "image_rel_path": "all_images/BUSI_0035_B.png",
+      "mask_rel_path": "all_masks/BUSI_0035_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0149_B.png",
+      "image_rel_path": "all_images/BUSI_0149_B.png",
+      "mask_rel_path": "all_masks/BUSI_0149_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0108_B.png",
+      "image_rel_path": "all_images/BUSI_0108_B.png",
+      "mask_rel_path": "all_masks/BUSI_0108_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0116_M.png",
+      "image_rel_path": "all_images/BUSI_0116_M.png",
+      "mask_rel_path": "all_masks/BUSI_0116_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0122_B.png",
+      "image_rel_path": "all_images/BUSI_0122_B.png",
+      "mask_rel_path": "all_masks/BUSI_0122_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0394_B.png",
+      "image_rel_path": "all_images/BUSI_0394_B.png",
+      "mask_rel_path": "all_masks/BUSI_0394_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0079_M.png",
+      "image_rel_path": "all_images/BUSI_0079_M.png",
+      "mask_rel_path": "all_masks/BUSI_0079_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0017_M.png",
+      "image_rel_path": "all_images/BUSI_0017_M.png",
+      "mask_rel_path": "all_masks/BUSI_0017_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0083_B.png",
+      "image_rel_path": "all_images/BUSI_0083_B.png",
+      "mask_rel_path": "all_masks/BUSI_0083_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0135_M.png",
+      "image_rel_path": "all_images/BUSI_0135_M.png",
+      "mask_rel_path": "all_masks/BUSI_0135_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0144_B.png",
+      "image_rel_path": "all_images/BUSI_0144_B.png",
+      "mask_rel_path": "all_masks/BUSI_0144_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0070_B.png",
+      "image_rel_path": "all_images/BUSI_0070_B.png",
+      "mask_rel_path": "all_masks/BUSI_0070_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0042_B.png",
+      "image_rel_path": "all_images/BUSI_0042_B.png",
+      "mask_rel_path": "all_masks/BUSI_0042_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0314_B.png",
+      "image_rel_path": "all_images/BUSI_0314_B.png",
+      "mask_rel_path": "all_masks/BUSI_0314_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0112_B.png",
+      "image_rel_path": "all_images/BUSI_0112_B.png",
+      "mask_rel_path": "all_masks/BUSI_0112_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0014_M.png",
+      "image_rel_path": "all_images/BUSI_0014_M.png",
+      "mask_rel_path": "all_masks/BUSI_0014_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0173_M.png",
+      "image_rel_path": "all_images/BUSI_0173_M.png",
+      "mask_rel_path": "all_masks/BUSI_0173_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0047_M.png",
+      "image_rel_path": "all_images/BUSI_0047_M.png",
+      "mask_rel_path": "all_masks/BUSI_0047_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0027_B.png",
+      "image_rel_path": "all_images/BUSI_0027_B.png",
+      "mask_rel_path": "all_masks/BUSI_0027_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0384_B.png",
+      "image_rel_path": "all_images/BUSI_0384_B.png",
+      "mask_rel_path": "all_masks/BUSI_0384_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0321_B.png",
+      "image_rel_path": "all_images/BUSI_0321_B.png",
+      "mask_rel_path": "all_masks/BUSI_0321_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0014_B.png",
+      "image_rel_path": "all_images/BUSI_0014_B.png",
+      "mask_rel_path": "all_masks/BUSI_0014_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0313_B.png",
+      "image_rel_path": "all_images/BUSI_0313_B.png",
+      "mask_rel_path": "all_masks/BUSI_0313_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0191_B.png",
+      "image_rel_path": "all_images/BUSI_0191_B.png",
+      "mask_rel_path": "all_masks/BUSI_0191_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0094_B.png",
+      "image_rel_path": "all_images/BUSI_0094_B.png",
+      "mask_rel_path": "all_masks/BUSI_0094_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0287_B.png",
+      "image_rel_path": "all_images/BUSI_0287_B.png",
+      "mask_rel_path": "all_masks/BUSI_0287_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0088_B.png",
+      "image_rel_path": "all_images/BUSI_0088_B.png",
+      "mask_rel_path": "all_masks/BUSI_0088_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0307_B.png",
+      "image_rel_path": "all_images/BUSI_0307_B.png",
+      "mask_rel_path": "all_masks/BUSI_0307_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0074_B.png",
+      "image_rel_path": "all_images/BUSI_0074_B.png",
+      "mask_rel_path": "all_masks/BUSI_0074_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0131_M.png",
+      "image_rel_path": "all_images/BUSI_0131_M.png",
+      "mask_rel_path": "all_masks/BUSI_0131_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0345_B.png",
+      "image_rel_path": "all_images/BUSI_0345_B.png",
+      "mask_rel_path": "all_masks/BUSI_0345_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0152_B.png",
+      "image_rel_path": "all_images/BUSI_0152_B.png",
+      "mask_rel_path": "all_masks/BUSI_0152_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0186_B.png",
+      "image_rel_path": "all_images/BUSI_0186_B.png",
+      "mask_rel_path": "all_masks/BUSI_0186_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0060_B.png",
+      "image_rel_path": "all_images/BUSI_0060_B.png",
+      "mask_rel_path": "all_masks/BUSI_0060_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0237_B.png",
+      "image_rel_path": "all_images/BUSI_0237_B.png",
+      "mask_rel_path": "all_masks/BUSI_0237_B.png"
+    },
+    {
+      "class_label": "benign",
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+      "class_label": "malignant",
+      "filename": "BUSI_0119_M.png",
+      "image_rel_path": "all_images/BUSI_0119_M.png",
+      "mask_rel_path": "all_masks/BUSI_0119_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0167_M.png",
+      "image_rel_path": "all_images/BUSI_0167_M.png",
+      "mask_rel_path": "all_masks/BUSI_0167_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0338_B.png",
+      "image_rel_path": "all_images/BUSI_0338_B.png",
+      "mask_rel_path": "all_masks/BUSI_0338_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0336_B.png",
+      "image_rel_path": "all_images/BUSI_0336_B.png",
+      "mask_rel_path": "all_masks/BUSI_0336_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0120_M.png",
+      "image_rel_path": "all_images/BUSI_0120_M.png",
+      "mask_rel_path": "all_masks/BUSI_0120_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0388_B.png",
+      "image_rel_path": "all_images/BUSI_0388_B.png",
+      "mask_rel_path": "all_masks/BUSI_0388_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0241_B.png",
+      "image_rel_path": "all_images/BUSI_0241_B.png",
+      "mask_rel_path": "all_masks/BUSI_0241_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0114_M.png",
+      "image_rel_path": "all_images/BUSI_0114_M.png",
+      "mask_rel_path": "all_masks/BUSI_0114_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0409_B.png",
+      "image_rel_path": "all_images/BUSI_0409_B.png",
+      "mask_rel_path": "all_masks/BUSI_0409_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0233_B.png",
+      "image_rel_path": "all_images/BUSI_0233_B.png",
+      "mask_rel_path": "all_masks/BUSI_0233_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0077_M.png",
+      "image_rel_path": "all_images/BUSI_0077_M.png",
+      "mask_rel_path": "all_masks/BUSI_0077_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0184_M.png",
+      "image_rel_path": "all_images/BUSI_0184_M.png",
+      "mask_rel_path": "all_masks/BUSI_0184_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0176_M.png",
+      "image_rel_path": "all_images/BUSI_0176_M.png",
+      "mask_rel_path": "all_masks/BUSI_0176_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0204_M.png",
+      "image_rel_path": "all_images/BUSI_0204_M.png",
+      "mask_rel_path": "all_masks/BUSI_0204_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0158_B.png",
+      "image_rel_path": "all_images/BUSI_0158_B.png",
+      "mask_rel_path": "all_masks/BUSI_0158_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0088_M.png",
+      "image_rel_path": "all_images/BUSI_0088_M.png",
+      "mask_rel_path": "all_masks/BUSI_0088_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0366_B.png",
+      "image_rel_path": "all_images/BUSI_0366_B.png",
+      "mask_rel_path": "all_masks/BUSI_0366_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0173_B.png",
+      "image_rel_path": "all_images/BUSI_0173_B.png",
+      "mask_rel_path": "all_masks/BUSI_0173_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0015_M.png",
+      "image_rel_path": "all_images/BUSI_0015_M.png",
+      "mask_rel_path": "all_masks/BUSI_0015_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0176_B.png",
+      "image_rel_path": "all_images/BUSI_0176_B.png",
+      "mask_rel_path": "all_masks/BUSI_0176_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0419_B.png",
+      "image_rel_path": "all_images/BUSI_0419_B.png",
+      "mask_rel_path": "all_masks/BUSI_0419_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0370_B.png",
+      "image_rel_path": "all_images/BUSI_0370_B.png",
+      "mask_rel_path": "all_masks/BUSI_0370_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0303_B.png",
+      "image_rel_path": "all_images/BUSI_0303_B.png",
+      "mask_rel_path": "all_masks/BUSI_0303_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0200_M.png",
+      "image_rel_path": "all_images/BUSI_0200_M.png",
+      "mask_rel_path": "all_masks/BUSI_0200_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0179_B.png",
+      "image_rel_path": "all_images/BUSI_0179_B.png",
+      "mask_rel_path": "all_masks/BUSI_0179_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0373_B.png",
+      "image_rel_path": "all_images/BUSI_0373_B.png",
+      "mask_rel_path": "all_masks/BUSI_0373_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0379_B.png",
+      "image_rel_path": "all_images/BUSI_0379_B.png",
+      "mask_rel_path": "all_masks/BUSI_0379_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0306_B.png",
+      "image_rel_path": "all_images/BUSI_0306_B.png",
+      "mask_rel_path": "all_masks/BUSI_0306_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0410_B.png",
+      "image_rel_path": "all_images/BUSI_0410_B.png",
+      "mask_rel_path": "all_masks/BUSI_0410_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0067_B.png",
+      "image_rel_path": "all_images/BUSI_0067_B.png",
+      "mask_rel_path": "all_masks/BUSI_0067_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0102_M.png",
+      "image_rel_path": "all_images/BUSI_0102_M.png",
+      "mask_rel_path": "all_masks/BUSI_0102_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0005_B.png",
+      "image_rel_path": "all_images/BUSI_0005_B.png",
+      "mask_rel_path": "all_masks/BUSI_0005_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0020_B.png",
+      "image_rel_path": "all_images/BUSI_0020_B.png",
+      "mask_rel_path": "all_masks/BUSI_0020_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0172_M.png",
+      "image_rel_path": "all_images/BUSI_0172_M.png",
+      "mask_rel_path": "all_masks/BUSI_0172_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0071_B.png",
+      "image_rel_path": "all_images/BUSI_0071_B.png",
+      "mask_rel_path": "all_masks/BUSI_0071_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0407_B.png",
+      "image_rel_path": "all_images/BUSI_0407_B.png",
+      "mask_rel_path": "all_masks/BUSI_0407_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0434_B.png",
+      "image_rel_path": "all_images/BUSI_0434_B.png",
+      "mask_rel_path": "all_masks/BUSI_0434_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0089_B.png",
+      "image_rel_path": "all_images/BUSI_0089_B.png",
+      "mask_rel_path": "all_masks/BUSI_0089_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0018_M.png",
+      "image_rel_path": "all_images/BUSI_0018_M.png",
+      "mask_rel_path": "all_masks/BUSI_0018_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0301_B.png",
+      "image_rel_path": "all_images/BUSI_0301_B.png",
+      "mask_rel_path": "all_masks/BUSI_0301_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0112_M.png",
+      "image_rel_path": "all_images/BUSI_0112_M.png",
+      "mask_rel_path": "all_masks/BUSI_0112_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0087_B.png",
+      "image_rel_path": "all_images/BUSI_0087_B.png",
+      "mask_rel_path": "all_masks/BUSI_0087_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0392_B.png",
+      "image_rel_path": "all_images/BUSI_0392_B.png",
+      "mask_rel_path": "all_masks/BUSI_0392_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0289_B.png",
+      "image_rel_path": "all_images/BUSI_0289_B.png",
+      "mask_rel_path": "all_masks/BUSI_0289_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0018_B.png",
+      "image_rel_path": "all_images/BUSI_0018_B.png",
+      "mask_rel_path": "all_masks/BUSI_0018_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0115_B.png",
+      "image_rel_path": "all_images/BUSI_0115_B.png",
+      "mask_rel_path": "all_masks/BUSI_0115_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0006_B.png",
+      "image_rel_path": "all_images/BUSI_0006_B.png",
+      "mask_rel_path": "all_masks/BUSI_0006_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0002_M.png",
+      "image_rel_path": "all_images/BUSI_0002_M.png",
+      "mask_rel_path": "all_masks/BUSI_0002_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0302_B.png",
+      "image_rel_path": "all_images/BUSI_0302_B.png",
+      "mask_rel_path": "all_masks/BUSI_0302_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0185_B.png",
+      "image_rel_path": "all_images/BUSI_0185_B.png",
+      "mask_rel_path": "all_masks/BUSI_0185_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0187_M.png",
+      "image_rel_path": "all_images/BUSI_0187_M.png",
+      "mask_rel_path": "all_masks/BUSI_0187_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0097_B.png",
+      "image_rel_path": "all_images/BUSI_0097_B.png",
+      "mask_rel_path": "all_masks/BUSI_0097_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0261_B.png",
+      "image_rel_path": "all_images/BUSI_0261_B.png",
+      "mask_rel_path": "all_masks/BUSI_0261_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_010_pct_100_repeat_01.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_010_pct_100_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..76efc8499268cec17c8ffd8365fa5496cd111c91
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_010_pct_100_repeat_01.json
@@ -0,0 +1,7047 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0198_M.png",
+      "image_rel_path": "all_images/BUSI_0198_M.png",
+      "mask_rel_path": "all_masks/BUSI_0198_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0192_M.png",
+      "image_rel_path": "all_images/BUSI_0192_M.png",
+      "mask_rel_path": "all_masks/BUSI_0192_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0002_B.png",
+      "image_rel_path": "all_images/BUSI_0002_B.png",
+      "mask_rel_path": "all_masks/BUSI_0002_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0252_B.png",
+      "image_rel_path": "all_images/BUSI_0252_B.png",
+      "mask_rel_path": "all_masks/BUSI_0252_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0134_M.png",
+      "image_rel_path": "all_images/BUSI_0134_M.png",
+      "mask_rel_path": "all_masks/BUSI_0134_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0019_B.png",
+      "image_rel_path": "all_images/BUSI_0019_B.png",
+      "mask_rel_path": "all_masks/BUSI_0019_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0162_M.png",
+      "image_rel_path": "all_images/BUSI_0162_M.png",
+      "mask_rel_path": "all_masks/BUSI_0162_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0117_M.png",
+      "image_rel_path": "all_images/BUSI_0117_M.png",
+      "mask_rel_path": "all_masks/BUSI_0117_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0244_B.png",
+      "image_rel_path": "all_images/BUSI_0244_B.png",
+      "mask_rel_path": "all_masks/BUSI_0244_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0282_B.png",
+      "image_rel_path": "all_images/BUSI_0282_B.png",
+      "mask_rel_path": "all_masks/BUSI_0282_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0047_M.png",
+      "image_rel_path": "all_images/BUSI_0047_M.png",
+      "mask_rel_path": "all_masks/BUSI_0047_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0230_B.png",
+      "image_rel_path": "all_images/BUSI_0230_B.png",
+      "mask_rel_path": "all_masks/BUSI_0230_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0091_M.png",
+      "image_rel_path": "all_images/BUSI_0091_M.png",
+      "mask_rel_path": "all_masks/BUSI_0091_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0280_B.png",
+      "image_rel_path": "all_images/BUSI_0280_B.png",
+      "mask_rel_path": "all_masks/BUSI_0280_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0001_M.png",
+      "image_rel_path": "all_images/BUSI_0001_M.png",
+      "mask_rel_path": "all_masks/BUSI_0001_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0044_M.png",
+      "image_rel_path": "all_images/BUSI_0044_M.png",
+      "mask_rel_path": "all_masks/BUSI_0044_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0092_M.png",
+      "image_rel_path": "all_images/BUSI_0092_M.png",
+      "mask_rel_path": "all_masks/BUSI_0092_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0095_M.png",
+      "image_rel_path": "all_images/BUSI_0095_M.png",
+      "mask_rel_path": "all_masks/BUSI_0095_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0394_B.png",
+      "image_rel_path": "all_images/BUSI_0394_B.png",
+      "mask_rel_path": "all_masks/BUSI_0394_B.png"
+    },
+    {
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+  ]
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase001_repeat01.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase001_repeat01.json
new file mode 100644
index 0000000000000000000000000000000000000000..be46c4515636f64066c44bbb54c0439e3b705c0f
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase001_repeat01.json
@@ -0,0 +1,525 @@
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diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json
new file mode 100644
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\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/evaluation.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/evaluation.json
new file mode 100644
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\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/low_iou_samples.csv b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/low_iou_samples.csv
new file mode 100644
index 0000000000000000000000000000000000000000..440ea142e59a8472a3a98330f557d39bc53d4cf4
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/low_iou_samples.csv
@@ -0,0 +1,3 @@
+sample_id
+BUSI_0313_B
+BUSI_0108_B
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/run_config.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/run_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b59343eaad3ba13db059f50b3b5e529afb921ae7
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/run_config.json
@@ -0,0 +1,70 @@
+{
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+  "subset_seed": 594528567,
+  "tmax": 5,
+  "train_resume_mode": "off",
+  "train_resume_specific_checkpoint": "",
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+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/summary.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..1679342f9c16ab22e16f925278759fae2a4a838e
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/summary.json
@@ -0,0 +1,28 @@
+{
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+  "seconds_per_epoch_measured_std": 20.378227857955732,
+  "strategy": 2,
+  "time_to_best_seconds": 267.6021607145667
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\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/timing.csv b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/timing.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9f0199fea196093040a3d705881305eff4014360
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/timing.csv
@@ -0,0 +1,2 @@
+scope,strategy,tmax,device,num_batches,num_samples,total_inference_ms,avg_batch_inference_ms,std_batch_inference_ms,avg_sample_inference_ms,std_sample_inference_ms,mean_per_image_inference_ms,std_per_image_inference_ms,mean_per_image_inference_seconds,std_per_image_inference_seconds
+test_set_evaluation,2,5,cuda,2,65,60.868463,30.434231,15.360764,0.936438,0.029615,0.936438,0.029615,0.000936438,0.000029615
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..64f0fb80ad865a62dfda280b44194a4d209e3cfd
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json
@@ -0,0 +1,59 @@
+{
+  "backbone_family": "smp",
+  "checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt",
+  "dataset_percent": 1.0,
+  "epoch": 95,
+  "last_restore": {
+    "expected_run_type": null,
+    "restored_at_epoch": 95,
+    "restored_keys": {
+      "alpha_optimizer_state_dict": false,
+      "best_metric_name": true,
+      "best_metric_value": true,
+      "elapsed_seconds": true,
+      "epoch_metrics": true,
+      "history": true,
+      "log_alpha": false,
+      "model_state_dict": true,
+      "optimizer_state_dict": true,
+      "patience_counter": true,
+      "resume_source": false,
+      "run_config": true,
+      "scaler_state_dict": false,
+      "scheduler_state_dict": true
+    }
+  },
+  "run_type": "final",
+  "saved_keys": [
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "history",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "alpha_optimizer_state_dict": false,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "elapsed_seconds": true,
+    "epoch_metrics": true,
+    "history": true,
+    "log_alpha": false,
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "patience_counter": true,
+    "resume_source": false,
+    "run_config": true,
+    "scaler_state_dict": false,
+    "scheduler_state_dict": true
+  },
+  "strategy": 3
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..11560c0284fd7e0fde15c75e4f55424022bcac9e
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json
@@ -0,0 +1,39 @@
+{
+  "backbone_family": "smp",
+  "checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt",
+  "dataset_percent": 1.0,
+  "epoch": 120,
+  "run_type": "final",
+  "saved_keys": [
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "history",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "alpha_optimizer_state_dict": false,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "elapsed_seconds": true,
+    "epoch_metrics": true,
+    "history": true,
+    "log_alpha": false,
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "patience_counter": true,
+    "resume_source": false,
+    "run_config": true,
+    "scaler_state_dict": false,
+    "scheduler_state_dict": true
+  },
+  "strategy": 3
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/evaluation.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/evaluation.json
new file mode 100644
index 0000000000000000000000000000000000000000..087720e46bbb1efe807835086febcd61828e1bb3
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/evaluation.json
@@ -0,0 +1,836 @@
+{
+  "best_metric_name": "val_refine_score",
+  "best_metric_value": 0.5832126439777625,
+  "checkpoint_mode": "best",
+  "checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt",
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diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/evaluation_summary.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/evaluation_summary.json
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diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/history.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/history.json
new file mode 100644
index 0000000000000000000000000000000000000000..de02d8c108ba06bcedcc9dc8ca9fd7d06a983cd9
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/history.json
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+    "early_stopping_monitor_mode": "max",
+    "early_stopping_monitor_name": "val_refine_score",
+    "early_stopping_monitor_value": 0.581289596983941,
+    "early_stopping_patience": 30,
+    "early_stopping_start_epoch": 30,
+    "early_stopping_wait": 25,
+    "encoder_lr": 1e-06,
+    "epoch": 120,
+    "epoch_seconds": 11.25271062925458,
+    "grad_norm": 0.7426361820914529,
+    "lr": 1e-06,
+    "selection_metric_name": "val_refine_score",
+    "selection_metric_value": 0.581289596983941,
+    "strategy3_bootstrap_loaded": true,
+    "strategy3_decoder_state": "frozen",
+    "strategy3_encoder_state": "frozen",
+    "strategy3_freeze_active": true,
+    "strategy3_freeze_requested": true,
+    "strategy3_segmentation_head_state": "frozen",
+    "train_action_distribution": {
+      "max_abs_delta": 0.10009765625,
+      "mean_abs_delta": 0.03232608729211444,
+      "mean_delta": -0.022544779158620673,
+      "near_zero_pct": 4.04589117279515e-05,
+      "negative_pct": 90.98674241792072,
+      "positive_pct": 9.013219495219262
+    },
+    "train_actor_loss": -0.021625785118720323,
+    "train_advantage_mean": 0.0,
+    "train_advantage_std": 0.0,
+    "train_alpha": 0.0,
+    "train_annealed_aux_ce_weight": 0.040000000000000015,
+    "train_biou_delta_mean": 0.02162578518221959,
+    "train_ce_loss": 0.12806695022366263,
+    "train_critic_loss": 0.0,
+    "train_dice": 0.9268335547179616,
+    "train_dice_loss": 0.057501055977561256,
+    "train_effective_steps": 8.0,
+    "train_entropy": 0.0,
+    "train_entropy_bonus_used": 0.0,
+    "train_entropy_loss": 0.0,
+    "train_iou": 0.872687110289372,
+    "train_loss": -0.2125464908101342,
+    "train_mask_delta_mean": 0.03233059969815341,
+    "train_mean_reward": 0.021625785118720323,
+    "train_mean_value_pred": 0.0,
+    "train_reinforce_loss": 0.0,
+    "train_reward_zeros_pct": 0.3314394038170576,
+    "train_rl_loss_scale": 10.0,
+    "train_value_pred_error": 0.0,
+    "val_actor_loss": -0.011427102589550486,
+    "val_binary_flips_correct_pct": 0.2606373207241881,
+    "val_binary_flips_total_pct": 0.5119884715360754,
+    "val_binary_flips_wrong_pct": 0.2513511508118873,
+    "val_biou": 0.4279976816485728,
+    "val_biou_gain": 0.03976306063852281,
+    "val_ce_loss": 0.0,
+    "val_critic_loss": 0.0,
+    "val_decoder_biou": 0.38823462101005,
+    "val_decoder_dice": 0.8038983181665099,
+    "val_decoder_iou": 0.7144809898821729,
+    "val_dice": 0.8168811223747191,
+    "val_dice_gain": 0.012982804208209187,
+    "val_dice_loss": 0.0,
+    "val_entropy": 0.0,
+    "val_iou": 0.7345815123193091,
+    "val_iou_gain": 0.020100522437136226,
+    "val_loss": -0.11427102589550486,
+    "val_refine_score": 0.581289596983941,
+    "val_reward": 0.011427102589550486,
+    "validated_this_epoch": true
+  }
+]
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/low_iou_samples.csv b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/low_iou_samples.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2ec5d2df5d4c6fb5467764af66c13a0da5d05ed2
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/low_iou_samples.csv
@@ -0,0 +1,4 @@
+sample_id
+BUSI_0313_B
+BUSI_0108_B
+BUSI_0054_B
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/run_config.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/run_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5172df40cf3b0647e66c08230515dd2822bd3f91
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/run_config.json
@@ -0,0 +1,112 @@
+{
+  "a3c_entropy_coeff": 0.0,
+  "aux_action_ce_mix": 0.8726103361457451,
+  "backbone_family": "smp",
+  "base_split_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_001.json",
+  "best_checkpoint_metric_name": "val_refine_score",
+  "best_checkpoint_metrics": {
+    "2": "val_iou",
+    "3": "val_refine_score"
+  },
+  "biou_reward_weight": 1.0,
+  "boundary_reward_weight": 0.5,
+  "critic_loss_weight": 1.4015767132796022,
+  "data_root": "/workspace/BUSI_with_classes",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_percent": 1.0,
+  "dataset_split_policy": "stratified",
+  "dataset_splits_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_001.json",
+  "decoder_lr": 0.0,
+  "dropout_p": 0.015714592843367126,
+  "early_stopping_min_delta": 0.0,
+  "early_stopping_mode": "auto",
+  "early_stopping_monitor": "val_refine_score",
+  "early_stopping_patience": 30,
+  "early_stopping_start_epoch": 30,
+  "elastic_aug_prob": 0.4303652916281717,
+  "encoder_lr": 0.0,
+  "entropy_alpha_init": 0.005,
+  "entropy_lr": 6.618595597183474e-05,
+  "entropy_target_ratio": 0.2,
+  "epoch_probe_mode": "rolling_random",
+  "evaluation_checkpoint_mode": "best",
+  "execution_mode": "train_eval",
+  "folds_experiment_name": "stratified_holdout_v1",
+  "gae_lambda": 0.8306320445782609,
+  "gamma": 0.95,
+  "grad_clip_norm": 6.0,
+  "head_lr": 0.0001971844222061614,
+  "iou_reward_weight": 1.0,
+  "keep_correct_reward_weight": 0.05,
+  "max_epochs": 120,
+  "min_alpha": 0.00017019223026554014,
+  "normalization_cache_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase001_repeat01.json",
+  "num_actions": 3,
+  "percent_sampling_mode": "incremental",
+  "phase_count": 10,
+  "phase_index": 1,
+  "phase_test_fold_index": 1,
+  "phase_val_fold_index": 2,
+  "project_dir": "/workspace",
+  "refine_delta_large": 0.08,
+  "refine_delta_small": 0.03,
+  "rl_lr": 0.0001971844222061614,
+  "run_name": "phase=001 | repeat=01 | strategy=3 | pct=100%",
+  "run_type": "final",
+  "save_history_incrementally": false,
+  "scheduler_factor": 0.5,
+  "scheduler_min_lr": 1e-05,
+  "scheduler_patience": 5,
+  "scheduler_threshold": 0.001,
+  "selected_split_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_001_pct_100_repeat_01.json",
+  "smp_decoder_type": "UPerNet",
+  "smp_encoder_depth": 5,
+  "smp_encoder_name": "tu-pvt_v2_b2",
+  "smp_encoder_proj_dim": 192,
+  "smp_encoder_weights": "imagenet",
+  "split_generation_mode": "fixed_stratified_phases_8_1_1",
+  "split_repeat_index": 1,
+  "split_seed": 723450912,
+  "split_type": "80_10_10",
+  "strategy": 3,
+  "strategy2_checkpoint_mode": "best",
+  "strategy2_checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt",
+  "strategy3_advantage_normalize": false,
+  "strategy3_aux_boundary_dice_weight": 0.6979509040767587,
+  "strategy3_aux_ce_anneal_epochs": 15,
+  "strategy3_aux_ce_anneal_start_epoch": 25,
+  "strategy3_aux_ce_floor_fraction": 0.1,
+  "strategy3_aux_ce_weight": 0.4,
+  "strategy3_decoder_ce_weight": 0.0,
+  "strategy3_decoder_dice_weight": 0.0,
+  "strategy3_delta_max": 0.1,
+  "strategy3_exploration_eps": 0.1,
+  "strategy3_exploration_eps_epochs": 20,
+  "strategy3_freeze_bootstrapped_segmentation": true,
+  "strategy3_mc_disk_cache_enabled": true,
+  "strategy3_mc_disk_cache_read": true,
+  "strategy3_mc_disk_cache_write": true,
+  "strategy3_mc_dropout_enabled": true,
+  "strategy3_mc_dropout_p": 0.2,
+  "strategy3_mc_dropout_samples": 5,
+  "strategy3_r1_progress_weight": 1.0,
+  "strategy3_rl_grad_clip_norm": 0.25,
+  "strategy3_rl_loss_scale": 10.0,
+  "strategy3_sam_attention_grid": 64,
+  "strategy3_variant": "lite",
+  "subset_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_001_pct_100_repeat_01.json",
+  "subset_repeat_index": 1,
+  "subset_sampling_source": "incremental_chain",
+  "subset_seed": 594528567,
+  "threshold": 0.5922320465492188,
+  "tmax": 8,
+  "train_resume_mode": "off",
+  "train_resume_specific_checkpoint": "",
+  "train_subset_key": "100",
+  "train_subset_source": "incremental_chain",
+  "train_subset_variant": 1,
+  "vgg_feature_dilation": 1,
+  "vgg_feature_scales": 4,
+  "weight_decay": 2.7012557725439094e-06,
+  "write_epoch_diagnostic": false
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/summary.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..49daa81b7f59997810d7cad417782dac9599539d
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/summary.json
@@ -0,0 +1,34 @@
+{
+  "best_epoch": 95,
+  "best_model_metric": 0.5832126439777625,
+  "best_model_metric_name": "val_refine_score",
+  "best_val_biou": 0.43020564702247144,
+  "best_val_biou_gain": 0.04197102601242142,
+  "best_val_dice": 0.8206248610483833,
+  "best_val_iou": 0.737482592390699,
+  "best_val_iou_gain": 0.02300160250852612,
+  "device_used": "cuda",
+  "early_stopping_best_value": 0.5832126439777625,
+  "early_stopping_min_delta": 0.0,
+  "early_stopping_monitor_mode": "max",
+  "early_stopping_monitor_name": "val_refine_score",
+  "early_stopping_patience": 30,
+  "early_stopping_start_epoch": 30,
+  "elapsed_seconds": 1380.9443080425262,
+  "epochs_to_best_checkpoint": 95,
+  "final_epoch": 120,
+  "gpu_name": "NVIDIA A100-SXM4-80GB",
+  "resumed": false,
+  "run_type": "final",
+  "seconds_per_epoch": 11.50786923368772,
+  "seconds_per_epoch_measured_mean": 11.419712692390506,
+  "seconds_per_epoch_measured_std": 1.8010378721090343,
+  "strategy": 3,
+  "strategy3_bootstrap_loaded": true,
+  "strategy3_decoder_state": "frozen",
+  "strategy3_encoder_state": "frozen",
+  "strategy3_freeze_active": true,
+  "strategy3_freeze_requested": true,
+  "strategy3_segmentation_head_state": "frozen",
+  "time_to_best_seconds": 1088.809514850378
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/timing.csv b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/timing.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e16d5f976b3a22cc5faf4bf79e87134641aa0b43
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/timing.csv
@@ -0,0 +1,2 @@
+scope,strategy,tmax,device,num_batches,num_samples,total_inference_ms,avg_batch_inference_ms,std_batch_inference_ms,avg_sample_inference_ms,std_sample_inference_ms,mean_per_image_inference_ms,std_per_image_inference_ms,mean_per_image_inference_seconds,std_per_image_inference_seconds
+test_set_evaluation,3,8,cuda,2,65,629.365724,314.682862,142.298361,9.682550,0.272395,9.682550,0.272395,0.009682550,0.000272395
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase002_repeat01.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase002_repeat01.json
new file mode 100644
index 0000000000000000000000000000000000000000..7cb00b6f373d63ef37265d6363f0ebdd09f5cb1b
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase002_repeat01.json
@@ -0,0 +1,525 @@
+{
+  "filenames": [
+    "BUSI_0193_M.png",
+    "BUSI_0083_M.png",
+    "BUSI_0187_M.png",
+    "BUSI_0074_B.png",
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\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..5fd5363c5ca255f4f48c416c94bd2b680613f251
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json
@@ -0,0 +1,39 @@
+{
+  "backbone_family": "smp",
+  "checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt",
+  "dataset_percent": 1.0,
+  "epoch": 6,
+  "run_type": "final",
+  "saved_keys": [
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "history",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "alpha_optimizer_state_dict": false,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "elapsed_seconds": true,
+    "epoch_metrics": true,
+    "history": true,
+    "log_alpha": false,
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "patience_counter": true,
+    "resume_source": false,
+    "run_config": true,
+    "scaler_state_dict": false,
+    "scheduler_state_dict": true
+  },
+  "strategy": 2
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_2/final/run_config.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_2/final/run_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ca87cc9d09ef49ba4e14e0719c10bdf2a4a5a910
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_2/final/run_config.json
@@ -0,0 +1,70 @@
+{
+  "backbone_family": "smp",
+  "base_split_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_002.json",
+  "best_checkpoint_metric_name": "val_iou",
+  "best_checkpoint_metrics": {
+    "2": "val_iou",
+    "3": "val_refine_score"
+  },
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+  "data_root": "/workspace/BUSI_with_classes",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_percent": 1.0,
+  "dataset_split_policy": "stratified",
+  "dataset_splits_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_002.json",
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+  "early_stopping_monitor": "auto",
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+  "early_stopping_start_epoch": 1,
+  "encoder_lr": 0.0001579273357461776,
+  "entropy_lr": 0.0003,
+  "evaluation_checkpoint_mode": "best",
+  "execution_mode": "train_eval",
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+  "gamma": 0.95,
+  "grad_clip_norm": 6.0,
+  "head_lr": 0.0007244452116785358,
+  "max_epochs": 100,
+  "normalization_cache_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase002_repeat01.json",
+  "percent_sampling_mode": "incremental",
+  "phase_count": 10,
+  "phase_index": 2,
+  "phase_test_fold_index": 2,
+  "phase_val_fold_index": 3,
+  "project_dir": "/workspace",
+  "run_name": "phase=002 | repeat=01 | strategy=2 | pct=100%",
+  "run_type": "final",
+  "save_history_incrementally": false,
+  "scheduler_factor": 0.5,
+  "scheduler_min_lr": 1e-05,
+  "scheduler_patience": 5,
+  "scheduler_threshold": 0.001,
+  "selected_split_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_002_pct_100_repeat_01.json",
+  "smp_decoder_type": "UPerNet",
+  "smp_encoder_depth": 5,
+  "smp_encoder_name": "tu-pvt_v2_b2",
+  "smp_encoder_proj_dim": 192,
+  "smp_encoder_weights": "imagenet",
+  "split_generation_mode": "fixed_stratified_phases_8_1_1",
+  "split_repeat_index": 2,
+  "split_seed": 723450912,
+  "split_type": "80_10_10",
+  "strategy": 2,
+  "strategy2_checkpoint_mode": "best",
+  "subset_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_002_pct_100_repeat_01.json",
+  "subset_repeat_index": 1,
+  "subset_sampling_source": "incremental_chain",
+  "subset_seed": 1072230984,
+  "tmax": 5,
+  "train_resume_mode": "off",
+  "train_resume_specific_checkpoint": "",
+  "train_subset_key": "100",
+  "train_subset_source": "incremental_chain",
+  "train_subset_variant": 1,
+  "vgg_feature_dilation": 1,
+  "vgg_feature_scales": 4,
+  "weight_decay": 8.416934971427066e-05,
+  "write_epoch_diagnostic": false
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..e32359694fe8ec6eb9909333bd950078297a71a6
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json
@@ -0,0 +1,59 @@
+{
+  "backbone_family": "smp",
+  "checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt",
+  "dataset_percent": 1.0,
+  "epoch": 84,
+  "last_restore": {
+    "expected_run_type": null,
+    "restored_at_epoch": 84,
+    "restored_keys": {
+      "alpha_optimizer_state_dict": false,
+      "best_metric_name": true,
+      "best_metric_value": true,
+      "elapsed_seconds": true,
+      "epoch_metrics": true,
+      "history": true,
+      "log_alpha": false,
+      "model_state_dict": true,
+      "optimizer_state_dict": true,
+      "patience_counter": true,
+      "resume_source": false,
+      "run_config": true,
+      "scaler_state_dict": false,
+      "scheduler_state_dict": true
+    }
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+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..86f734c852e90f96a7b2c29e8ba6350cc6ee7d9d
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json
@@ -0,0 +1,39 @@
+{
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+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/evaluation.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/evaluation.json
new file mode 100644
index 0000000000000000000000000000000000000000..f7e334da4c350543830a4c42a356b247f9876434
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/evaluation.json
@@ -0,0 +1,836 @@
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\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/low_iou_samples.csv b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/low_iou_samples.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e3b8f05c6c147596b47567c4d2c3dee7c8ef7972
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/low_iou_samples.csv
@@ -0,0 +1,2 @@
+sample_id
+BUSI_0157_M
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/run_config.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/run_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e52be7fe8d2e2694ecf1b58f6b56462a40690d86
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/run_config.json
@@ -0,0 +1,112 @@
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+  "split_type": "80_10_10",
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+  "strategy2_checkpoint_mode": "best",
+  "strategy2_checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt",
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+  "strategy3_aux_boundary_dice_weight": 0.6979509040767587,
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+  "strategy3_mc_disk_cache_enabled": true,
+  "strategy3_mc_disk_cache_read": true,
+  "strategy3_mc_disk_cache_write": true,
+  "strategy3_mc_dropout_enabled": true,
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+  "strategy3_mc_dropout_samples": 5,
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+  "subset_sampling_source": "incremental_chain",
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+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/summary.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..e3ce3495e40894de956b521b01823d227c502ddc
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/summary.json
@@ -0,0 +1,34 @@
+{
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+  "best_model_metric_name": "val_refine_score",
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+  "gpu_name": "NVIDIA A100-SXM4-80GB",
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+  "run_type": "final",
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+  "strategy3_bootstrap_loaded": true,
+  "strategy3_decoder_state": "frozen",
+  "strategy3_encoder_state": "frozen",
+  "strategy3_freeze_active": true,
+  "strategy3_freeze_requested": true,
+  "strategy3_segmentation_head_state": "frozen",
+  "time_to_best_seconds": 950.5760596394539
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/timing.csv b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/timing.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3ea9352dfee6316dbe035ffd0e399491c917fce0
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_002/pct_100/repeat_01/strategy_3/final/timing.csv
@@ -0,0 +1,2 @@
+scope,strategy,tmax,device,num_batches,num_samples,total_inference_ms,avg_batch_inference_ms,std_batch_inference_ms,avg_sample_inference_ms,std_sample_inference_ms,mean_per_image_inference_ms,std_per_image_inference_ms,mean_per_image_inference_seconds,std_per_image_inference_seconds
+test_set_evaluation,3,8,cuda,2,65,617.369926,308.684963,135.330596,9.497999,0.416177,9.497999,0.416177,0.009497999,0.000416177
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase003_repeat01.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase003_repeat01.json
new file mode 100644
index 0000000000000000000000000000000000000000..733fdee1d9f37a341337fdf7a8f915b3189aea92
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase003_repeat01.json
@@ -0,0 +1,525 @@
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\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..9976b5563ecb4872156b1b1851a38de21ed01a49
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json
@@ -0,0 +1,39 @@
+{
+  "backbone_family": "smp",
+  "checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt",
+  "dataset_percent": 1.0,
+  "epoch": 20,
+  "run_type": "final",
+  "saved_keys": [
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "history",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "alpha_optimizer_state_dict": false,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "elapsed_seconds": true,
+    "epoch_metrics": true,
+    "history": true,
+    "log_alpha": false,
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "patience_counter": true,
+    "resume_source": false,
+    "run_config": true,
+    "scaler_state_dict": false,
+    "scheduler_state_dict": true
+  },
+  "strategy": 2
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/run_config.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/run_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fa128c064e08e4e70ac701a3d8f13357901ec26e
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/run_config.json
@@ -0,0 +1,70 @@
+{
+  "backbone_family": "smp",
+  "base_split_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_003.json",
+  "best_checkpoint_metric_name": "val_iou",
+  "best_checkpoint_metrics": {
+    "2": "val_iou",
+    "3": "val_refine_score"
+  },
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+  "data_root": "/workspace/BUSI_with_classes",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_percent": 1.0,
+  "dataset_split_policy": "stratified",
+  "dataset_splits_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_003.json",
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+  "early_stopping_mode": "auto",
+  "early_stopping_monitor": "auto",
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+  "early_stopping_start_epoch": 1,
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+  "entropy_lr": 0.0003,
+  "evaluation_checkpoint_mode": "best",
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+  "folds_experiment_name": "stratified_holdout_v1",
+  "gamma": 0.95,
+  "grad_clip_norm": 6.0,
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+  "percent_sampling_mode": "incremental",
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+  "phase_index": 3,
+  "phase_test_fold_index": 3,
+  "phase_val_fold_index": 4,
+  "project_dir": "/workspace",
+  "run_name": "phase=003 | repeat=01 | strategy=2 | pct=100%",
+  "run_type": "final",
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+  "scheduler_factor": 0.5,
+  "scheduler_min_lr": 1e-05,
+  "scheduler_patience": 5,
+  "scheduler_threshold": 0.001,
+  "selected_split_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_003_pct_100_repeat_01.json",
+  "smp_decoder_type": "UPerNet",
+  "smp_encoder_depth": 5,
+  "smp_encoder_name": "tu-pvt_v2_b2",
+  "smp_encoder_proj_dim": 192,
+  "smp_encoder_weights": "imagenet",
+  "split_generation_mode": "fixed_stratified_phases_8_1_1",
+  "split_repeat_index": 3,
+  "split_seed": 723450912,
+  "split_type": "80_10_10",
+  "strategy": 2,
+  "strategy2_checkpoint_mode": "best",
+  "subset_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_003_pct_100_repeat_01.json",
+  "subset_repeat_index": 1,
+  "subset_sampling_source": "incremental_chain",
+  "subset_seed": 1549933401,
+  "tmax": 5,
+  "train_resume_mode": "off",
+  "train_resume_specific_checkpoint": "",
+  "train_subset_key": "100",
+  "train_subset_source": "incremental_chain",
+  "train_subset_variant": 1,
+  "vgg_feature_dilation": 1,
+  "vgg_feature_scales": 4,
+  "weight_decay": 8.416934971427066e-05,
+  "write_epoch_diagnostic": false
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..6252a5e837ecdd2b27ba0e5a6a04c7e4d89b364a
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json
@@ -0,0 +1,39 @@
+{
+  "backbone_family": "smp",
+  "checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt",
+  "dataset_percent": 1.0,
+  "epoch": 51,
+  "run_type": "final",
+  "saved_keys": [
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "history",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "alpha_optimizer_state_dict": false,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "elapsed_seconds": true,
+    "epoch_metrics": true,
+    "history": true,
+    "log_alpha": false,
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "patience_counter": true,
+    "resume_source": false,
+    "run_config": true,
+    "scaler_state_dict": false,
+    "scheduler_state_dict": true
+  },
+  "strategy": 3
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..d9e8fa99bdb2f6617f5006d1e5355bc99dc03fe4
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json
@@ -0,0 +1,39 @@
+{
+  "backbone_family": "smp",
+  "checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt",
+  "dataset_percent": 1.0,
+  "epoch": 50,
+  "run_type": "final",
+  "saved_keys": [
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "history",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "alpha_optimizer_state_dict": false,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "elapsed_seconds": true,
+    "epoch_metrics": true,
+    "history": true,
+    "log_alpha": false,
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "patience_counter": true,
+    "resume_source": false,
+    "run_config": true,
+    "scaler_state_dict": false,
+    "scheduler_state_dict": true
+  },
+  "strategy": 3
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/run_config.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/run_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8cf5d8b70d01c0fae5f16c32883d8e4e354e9d02
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_3/final/run_config.json
@@ -0,0 +1,112 @@
+{
+  "a3c_entropy_coeff": 0.0,
+  "aux_action_ce_mix": 0.8726103361457451,
+  "backbone_family": "smp",
+  "base_split_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_003.json",
+  "best_checkpoint_metric_name": "val_refine_score",
+  "best_checkpoint_metrics": {
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+    "3": "val_refine_score"
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+  "critic_loss_weight": 1.4015767132796022,
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+  "dataset_name": "BUSI_with_classes",
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+  "dataset_split_policy": "stratified",
+  "dataset_splits_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_003.json",
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+  "early_stopping_patience": 30,
+  "early_stopping_start_epoch": 30,
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+  "entropy_target_ratio": 0.2,
+  "epoch_probe_mode": "rolling_random",
+  "evaluation_checkpoint_mode": "best",
+  "execution_mode": "train_eval",
+  "folds_experiment_name": "stratified_holdout_v1",
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+  "keep_correct_reward_weight": 0.05,
+  "max_epochs": 120,
+  "min_alpha": 0.00017019223026554014,
+  "normalization_cache_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase003_repeat01.json",
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+  "phase_test_fold_index": 3,
+  "phase_val_fold_index": 4,
+  "project_dir": "/workspace",
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+  "run_name": "phase=003 | repeat=01 | strategy=3 | pct=100%",
+  "run_type": "final",
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+  "scheduler_factor": 0.5,
+  "scheduler_min_lr": 1e-05,
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+  "selected_split_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_003_pct_100_repeat_01.json",
+  "smp_decoder_type": "UPerNet",
+  "smp_encoder_depth": 5,
+  "smp_encoder_name": "tu-pvt_v2_b2",
+  "smp_encoder_proj_dim": 192,
+  "smp_encoder_weights": "imagenet",
+  "split_generation_mode": "fixed_stratified_phases_8_1_1",
+  "split_repeat_index": 3,
+  "split_seed": 723450912,
+  "split_type": "80_10_10",
+  "strategy": 3,
+  "strategy2_checkpoint_mode": "best",
+  "strategy2_checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_003/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt",
+  "strategy3_advantage_normalize": false,
+  "strategy3_aux_boundary_dice_weight": 0.6979509040767587,
+  "strategy3_aux_ce_anneal_epochs": 15,
+  "strategy3_aux_ce_anneal_start_epoch": 25,
+  "strategy3_aux_ce_floor_fraction": 0.1,
+  "strategy3_aux_ce_weight": 0.4,
+  "strategy3_decoder_ce_weight": 0.0,
+  "strategy3_decoder_dice_weight": 0.0,
+  "strategy3_delta_max": 0.1,
+  "strategy3_exploration_eps": 0.1,
+  "strategy3_exploration_eps_epochs": 20,
+  "strategy3_freeze_bootstrapped_segmentation": true,
+  "strategy3_mc_disk_cache_enabled": true,
+  "strategy3_mc_disk_cache_read": true,
+  "strategy3_mc_disk_cache_write": true,
+  "strategy3_mc_dropout_enabled": true,
+  "strategy3_mc_dropout_p": 0.2,
+  "strategy3_mc_dropout_samples": 5,
+  "strategy3_r1_progress_weight": 1.0,
+  "strategy3_rl_grad_clip_norm": 0.25,
+  "strategy3_rl_loss_scale": 10.0,
+  "strategy3_sam_attention_grid": 64,
+  "strategy3_variant": "lite",
+  "subset_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_003_pct_100_repeat_01.json",
+  "subset_repeat_index": 1,
+  "subset_sampling_source": "incremental_chain",
+  "subset_seed": 1549933401,
+  "threshold": 0.5922320465492188,
+  "tmax": 8,
+  "train_resume_mode": "off",
+  "train_resume_specific_checkpoint": "",
+  "train_subset_key": "100",
+  "train_subset_source": "incremental_chain",
+  "train_subset_variant": 1,
+  "vgg_feature_dilation": 1,
+  "vgg_feature_scales": 4,
+  "weight_decay": 2.7012557725439094e-06,
+  "write_epoch_diagnostic": false
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..5c87fc1cf10ebfb8159f8db5521125dbc44925ae
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json
@@ -0,0 +1,39 @@
+{
+  "backbone_family": "smp",
+  "checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt",
+  "dataset_percent": 1.0,
+  "epoch": 7,
+  "run_type": "final",
+  "saved_keys": [
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "history",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "alpha_optimizer_state_dict": false,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "elapsed_seconds": true,
+    "epoch_metrics": true,
+    "history": true,
+    "log_alpha": false,
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "patience_counter": true,
+    "resume_source": false,
+    "run_config": true,
+    "scaler_state_dict": false,
+    "scheduler_state_dict": true
+  },
+  "strategy": 2
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_2/final/run_config.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_2/final/run_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..88af3da3afd0fbc80dca7d7bf6c8829a44e393dc
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_2/final/run_config.json
@@ -0,0 +1,70 @@
+{
+  "backbone_family": "smp",
+  "base_split_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_004.json",
+  "best_checkpoint_metric_name": "val_iou",
+  "best_checkpoint_metrics": {
+    "2": "val_iou",
+    "3": "val_refine_score"
+  },
+  "critic_loss_weight": 0.5,
+  "data_root": "/workspace/BUSI_with_classes",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_percent": 1.0,
+  "dataset_split_policy": "stratified",
+  "dataset_splits_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_004.json",
+  "dropout_p": 0.24913407839085008,
+  "early_stopping_min_delta": 0.0,
+  "early_stopping_mode": "auto",
+  "early_stopping_monitor": "auto",
+  "early_stopping_patience": 30,
+  "early_stopping_start_epoch": 1,
+  "encoder_lr": 0.0001579273357461776,
+  "entropy_lr": 0.0003,
+  "evaluation_checkpoint_mode": "best",
+  "execution_mode": "train_eval",
+  "folds_experiment_name": "stratified_holdout_v1",
+  "gamma": 0.95,
+  "grad_clip_norm": 6.0,
+  "head_lr": 0.0007244452116785358,
+  "max_epochs": 100,
+  "normalization_cache_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase004_repeat01.json",
+  "percent_sampling_mode": "incremental",
+  "phase_count": 10,
+  "phase_index": 4,
+  "phase_test_fold_index": 4,
+  "phase_val_fold_index": 5,
+  "project_dir": "/workspace",
+  "run_name": "phase=004 | repeat=01 | strategy=2 | pct=100%",
+  "run_type": "final",
+  "save_history_incrementally": false,
+  "scheduler_factor": 0.5,
+  "scheduler_min_lr": 1e-05,
+  "scheduler_patience": 5,
+  "scheduler_threshold": 0.001,
+  "selected_split_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_004_pct_100_repeat_01.json",
+  "smp_decoder_type": "UPerNet",
+  "smp_encoder_depth": 5,
+  "smp_encoder_name": "tu-pvt_v2_b2",
+  "smp_encoder_proj_dim": 192,
+  "smp_encoder_weights": "imagenet",
+  "split_generation_mode": "fixed_stratified_phases_8_1_1",
+  "split_repeat_index": 4,
+  "split_seed": 723450912,
+  "split_type": "80_10_10",
+  "strategy": 2,
+  "strategy2_checkpoint_mode": "best",
+  "subset_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_004_pct_100_repeat_01.json",
+  "subset_repeat_index": 1,
+  "subset_sampling_source": "incremental_chain",
+  "subset_seed": 2027635818,
+  "tmax": 5,
+  "train_resume_mode": "off",
+  "train_resume_specific_checkpoint": "",
+  "train_subset_key": "100",
+  "train_subset_source": "incremental_chain",
+  "train_subset_variant": 1,
+  "vgg_feature_dilation": 1,
+  "vgg_feature_scales": 4,
+  "weight_decay": 8.416934971427066e-05,
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+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..2a8bc949084d457b120aad6acaa84372c5bf83ba
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json
@@ -0,0 +1,59 @@
+{
+  "backbone_family": "smp",
+  "checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt",
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+  "last_restore": {
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+    "restored_at_epoch": 64,
+    "restored_keys": {
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+      "best_metric_value": true,
+      "elapsed_seconds": true,
+      "epoch_metrics": true,
+      "history": true,
+      "log_alpha": false,
+      "model_state_dict": true,
+      "optimizer_state_dict": true,
+      "patience_counter": true,
+      "resume_source": false,
+      "run_config": true,
+      "scaler_state_dict": false,
+      "scheduler_state_dict": true
+    }
+  },
+  "run_type": "final",
+  "saved_keys": [
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "history",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "alpha_optimizer_state_dict": false,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "elapsed_seconds": true,
+    "epoch_metrics": true,
+    "history": true,
+    "log_alpha": false,
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "patience_counter": true,
+    "resume_source": false,
+    "run_config": true,
+    "scaler_state_dict": false,
+    "scheduler_state_dict": true
+  },
+  "strategy": 3
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..5d474c417ee76ca39608cf4f6038e9e1d95745e2
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+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json
@@ -0,0 +1,39 @@
+{
+  "backbone_family": "smp",
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+  "run_type": "final",
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+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "history",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "alpha_optimizer_state_dict": false,
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+    "best_metric_value": true,
+    "elapsed_seconds": true,
+    "epoch_metrics": true,
+    "history": true,
+    "log_alpha": false,
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "patience_counter": true,
+    "resume_source": false,
+    "run_config": true,
+    "scaler_state_dict": false,
+    "scheduler_state_dict": true
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+  "strategy": 3
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/evaluation.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/evaluation.json
new file mode 100644
index 0000000000000000000000000000000000000000..72d740b1a69849bf3f26bc228f23065ded0f4eb1
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+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/evaluation.json
@@ -0,0 +1,836 @@
+{
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\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/low_iou_samples.csv b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/low_iou_samples.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a6744ce8f70f9e097de9864f4459e21e6b517dc3
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/low_iou_samples.csv
@@ -0,0 +1,3 @@
+sample_id
+BUSI_0080_M
+BUSI_0169_M
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/run_config.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/run_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c78c047dd523a525cd7c4680d64066b1cce65c8f
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/run_config.json
@@ -0,0 +1,112 @@
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+  "max_epochs": 120,
+  "min_alpha": 0.00017019223026554014,
+  "normalization_cache_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase004_repeat01.json",
+  "num_actions": 3,
+  "percent_sampling_mode": "incremental",
+  "phase_count": 10,
+  "phase_index": 4,
+  "phase_test_fold_index": 4,
+  "phase_val_fold_index": 5,
+  "project_dir": "/workspace",
+  "refine_delta_large": 0.08,
+  "refine_delta_small": 0.03,
+  "rl_lr": 0.0001971844222061614,
+  "run_name": "phase=004 | repeat=01 | strategy=3 | pct=100%",
+  "run_type": "final",
+  "save_history_incrementally": false,
+  "scheduler_factor": 0.5,
+  "scheduler_min_lr": 1e-05,
+  "scheduler_patience": 5,
+  "scheduler_threshold": 0.001,
+  "selected_split_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_004_pct_100_repeat_01.json",
+  "smp_decoder_type": "UPerNet",
+  "smp_encoder_depth": 5,
+  "smp_encoder_name": "tu-pvt_v2_b2",
+  "smp_encoder_proj_dim": 192,
+  "smp_encoder_weights": "imagenet",
+  "split_generation_mode": "fixed_stratified_phases_8_1_1",
+  "split_repeat_index": 4,
+  "split_seed": 723450912,
+  "split_type": "80_10_10",
+  "strategy": 3,
+  "strategy2_checkpoint_mode": "best",
+  "strategy2_checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt",
+  "strategy3_advantage_normalize": false,
+  "strategy3_aux_boundary_dice_weight": 0.6979509040767587,
+  "strategy3_aux_ce_anneal_epochs": 15,
+  "strategy3_aux_ce_anneal_start_epoch": 25,
+  "strategy3_aux_ce_floor_fraction": 0.1,
+  "strategy3_aux_ce_weight": 0.4,
+  "strategy3_decoder_ce_weight": 0.0,
+  "strategy3_decoder_dice_weight": 0.0,
+  "strategy3_delta_max": 0.1,
+  "strategy3_exploration_eps": 0.1,
+  "strategy3_exploration_eps_epochs": 20,
+  "strategy3_freeze_bootstrapped_segmentation": true,
+  "strategy3_mc_disk_cache_enabled": true,
+  "strategy3_mc_disk_cache_read": true,
+  "strategy3_mc_disk_cache_write": true,
+  "strategy3_mc_dropout_enabled": true,
+  "strategy3_mc_dropout_p": 0.2,
+  "strategy3_mc_dropout_samples": 5,
+  "strategy3_r1_progress_weight": 1.0,
+  "strategy3_rl_grad_clip_norm": 0.25,
+  "strategy3_rl_loss_scale": 10.0,
+  "strategy3_sam_attention_grid": 64,
+  "strategy3_variant": "lite",
+  "subset_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_004_pct_100_repeat_01.json",
+  "subset_repeat_index": 1,
+  "subset_sampling_source": "incremental_chain",
+  "subset_seed": 2027635818,
+  "threshold": 0.5922320465492188,
+  "tmax": 8,
+  "train_resume_mode": "off",
+  "train_resume_specific_checkpoint": "",
+  "train_subset_key": "100",
+  "train_subset_source": "incremental_chain",
+  "train_subset_variant": 1,
+  "vgg_feature_dilation": 1,
+  "vgg_feature_scales": 4,
+  "weight_decay": 2.7012557725439094e-06,
+  "write_epoch_diagnostic": false
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/summary.json b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..b65b91a36cc66c627280895bfe150b5b4ede4cdb
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/summary.json
@@ -0,0 +1,34 @@
+{
+  "best_epoch": 64,
+  "best_model_metric": 0.6006661475415072,
+  "best_model_metric_name": "val_refine_score",
+  "best_val_biou": 0.4677133490534245,
+  "best_val_biou_gain": 0.19795143082443256,
+  "best_val_dice": 0.8254582938093405,
+  "best_val_iou": 0.7336679658637597,
+  "best_val_iou_gain": 0.130652002419545,
+  "device_used": "cuda",
+  "early_stopping_best_value": 0.6006661475415072,
+  "early_stopping_min_delta": 0.0,
+  "early_stopping_monitor_mode": "max",
+  "early_stopping_monitor_name": "val_refine_score",
+  "early_stopping_patience": 30,
+  "early_stopping_start_epoch": 30,
+  "elapsed_seconds": 1067.7913212776184,
+  "epochs_to_best_checkpoint": 64,
+  "final_epoch": 94,
+  "gpu_name": "NVIDIA A100-SXM4-80GB",
+  "resumed": false,
+  "run_type": "final",
+  "seconds_per_epoch": 11.35948214125126,
+  "seconds_per_epoch_measured_mean": 11.261198471538089,
+  "seconds_per_epoch_measured_std": 0.020824635844677676,
+  "strategy": 3,
+  "strategy3_bootstrap_loaded": true,
+  "strategy3_decoder_state": "frozen",
+  "strategy3_encoder_state": "frozen",
+  "strategy3_freeze_active": true,
+  "strategy3_freeze_requested": true,
+  "strategy3_segmentation_head_state": "frozen",
+  "time_to_best_seconds": 720.7142201457173
+}
\ No newline at end of file
diff --git a/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/timing.csv b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/timing.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c3693738e6dada092cf527f058870cf7377192b3
--- /dev/null
+++ b/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/strategy_3/final/timing.csv
@@ -0,0 +1,2 @@
+scope,strategy,tmax,device,num_batches,num_samples,total_inference_ms,avg_batch_inference_ms,std_batch_inference_ms,avg_sample_inference_ms,std_sample_inference_ms,mean_per_image_inference_ms,std_per_image_inference_ms,mean_per_image_inference_seconds,std_per_image_inference_seconds
+test_set_evaluation,3,8,cuda,2,65,619.217794,309.608897,137.306890,9.526428,0.362418,9.526428,0.362418,0.009526428,0.000362418