From 84f8d82426d137052b59ab6051469861432c3a66 Mon Sep 17 00:00:00 2001
From: Josh Wiedemeier <jdw170000@utdallas.edu>
Date: Mon, 25 Aug 2025 15:15:27 -0500
Subject: [PATCH 1/7] migrate to uv. uv does not support Python 3.6 or 3.7.

---
 README.md                            |   17 +-
 dev_scripts/README.md                |    2 +-
 dev_scripts/train_models.py          |   11 +-
 poetry.lock                          | 3126 --------------------------
 pylingual/decompiler.py              |    4 -
 pylingual/main.py                    |   44 +-
 pylingual/utils/generate_bytecode.py |   34 +-
 pyproject.toml                       |   32 +-
 uv.lock                              | 1664 ++++++++++++++
 9 files changed, 1699 insertions(+), 3235 deletions(-)
 delete mode 100644 poetry.lock
 create mode 100644 uv.lock

diff --git a/README.md b/README.md
index 78f70a2..f534ee6 100644
--- a/README.md
+++ b/README.md
@@ -8,26 +8,17 @@ This codebase is optimized for readability and future extension, so there may in
 
 ## Requirements
 
-- Python 3.12
+- `uv` Python package manager ([installation](https://docs.astral.sh/uv/getting-started/installation/)), used for project dependencies and managed Python versions.
 
-### Compiling bytecode
-
-Some parts of PyLingual require the ability to compile bytecode in a different Python version (equivalence check and model training). For this, you will need the following:
-
-- [pyenv](https://github.com/pyenv/pyenv) with all Python versions you want to compile to
-- [pyenv-win](https://github.com/pyenv-win/pyenv-win) for Windows
+WARN: `uv` does not support Python 3.6 or 3.7. This branch is unable to verify decompilations in Python <= 3.7.
 
 ## Setup
 
-Install from source, using [Poetry](https://python-poetry.org/):
+Install from source, using [uv](https://docs.astral.sh/uv/):
 
 ```sh
 git clone https://github.com/syssec-utd/pylingual
-cd pylingual
-python -m venv venv
-source venv/bin/activate
-pip install poetry>=2.0
-poetry install
+uv tool install ./pylingual
 ```
 
 ## Usage
diff --git a/dev_scripts/README.md b/dev_scripts/README.md
index 9cfc0ce..f2e8278 100644
--- a/dev_scripts/README.md
+++ b/dev_scripts/README.md
@@ -4,7 +4,7 @@ PyLingual's accuracy is dependent on having accurate segmentation and statement
 
 ## Dataset generation
 
-First install [pyenv](https://github.com/pyenv/pyenv) and the required Python versions for the dataset. Create a dataset JSON file based off the sample (`sample_jsons/py36-sample-data.json`).
+Create a dataset JSON file based off the sample (`sample_jsons/py36-sample-data.json`).
 
 The dataset directory should be structured like so, with only one `.py` file per directory:
 
diff --git a/dev_scripts/train_models.py b/dev_scripts/train_models.py
index 9dae8c6..ff32b63 100644
--- a/dev_scripts/train_models.py
+++ b/dev_scripts/train_models.py
@@ -12,12 +12,13 @@ def train_segmentation(segmentation_config_path: pathlib.Path, logger: logging.L
 
     # train tokenizer
     logger.info("training tokenizer...")
-    subprocess.run(["python", segmentation_root / "train_tokenizer.py", segmentation_config_path])
+    subprocess.run(["uv", "run", segmentation_root / "train_tokenizer.py", segmentation_config_path])
 
     # train mlm (single gpu to avoid conflicts with local tokenized data)
     logger.info("training masked language model...")
     subprocess.run(
         [
+            "uv", "run",
             "torchrun",
             f"--nnodes={nnodes}",
             f"--nproc-per-node={nproc_per_node}",
@@ -31,12 +32,13 @@ def train_segmentation(segmentation_config_path: pathlib.Path, logger: logging.L
 
     # tokenize dataset
     logger.info("tokenizing segmentation dataset...")
-    subprocess.run(["python", segmentation_root / "tokenize_seg.py", segmentation_config_path])
+    subprocess.run(["uv", "run", segmentation_root / "tokenize_seg.py", segmentation_config_path])
 
     # train segmentation model (4 gpus)
     logger.info("training segmentation model...")
     subprocess.run(
         [
+            "uv", "run",
             "torchrun",
             f"--nnodes={nnodes}",
             f"--nproc-per-node={nproc_per_node}",
@@ -53,16 +55,17 @@ def train_statement(statement_config_path: pathlib.Path, logger: logging.Logger,
     statement_root = pathlib.Path(__file__).parent / "statement"
 
     # manual tokenizer
-    subprocess.run(["python", statement_root / "train_tokenizer_auto.py", statement_config_path])
+    subprocess.run(["uv", "run", statement_root / "train_tokenizer_auto.py", statement_config_path])
 
     # tokenize statement dataset with salesforce tokenizer
     logger.info("tokenizing statement dataset...")
-    subprocess.run(["python", statement_root / "tokenize_seq2seq.py", statement_config_path])
+    subprocess.run(["uv", "run", statement_root / "tokenize_seq2seq.py", statement_config_path])
 
     # train statement model (4 gpus)
     logger.info("training statement model...")
     subprocess.run(
         [
+            "uv", "run",
             "torchrun",
             f"--nnodes={nnodes}",
             f"--nproc-per-node={nproc_per_node}",
diff --git a/poetry.lock b/poetry.lock
deleted file mode 100644
index 653c700..0000000
--- a/poetry.lock
+++ /dev/null
@@ -1,3126 +0,0 @@
-# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand.
-
-[[package]]
-name = "accelerate"
-version = "1.8.1"
-description = "Accelerate"
-optional = false
-python-versions = ">=3.9.0"
-groups = ["main"]
-files = [
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-    {file = "accelerate-1.8.1.tar.gz", hash = "sha256:f60df931671bc4e75077b852990469d4991ce8bd3a58e72375c3c95132034db9"},
-]
-
-[package.dependencies]
-huggingface_hub = ">=0.21.0"
-numpy = ">=1.17,<3.0.0"
-packaging = ">=20.0"
-psutil = "*"
-pyyaml = "*"
-safetensors = ">=0.4.3"
-torch = ">=2.0.0"
-
-[package.extras]
-deepspeed = ["deepspeed"]
-dev = ["bitsandbytes", "black (>=23.1,<24.0)", "datasets", "diffusers", "evaluate", "hf-doc-builder (>=0.3.0)", "parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-order", "pytest-subtests", "pytest-xdist", "rich", "ruff (>=0.11.2,<0.12.0)", "scikit-learn", "scipy", "timm", "torchdata (>=0.8.0)", "torchpippy (>=0.2.0)", "tqdm", "transformers"]
-quality = ["black (>=23.1,<24.0)", "hf-doc-builder (>=0.3.0)", "ruff (>=0.11.2,<0.12.0)"]
-rich = ["rich"]
-sagemaker = ["sagemaker"]
-test-dev = ["bitsandbytes", "datasets", "diffusers", "evaluate", "scikit-learn", "scipy", "timm", "torchdata (>=0.8.0)", "torchpippy (>=0.2.0)", "tqdm", "transformers"]
-test-fp8 = ["torchao"]
-test-prod = ["parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-order", "pytest-subtests", "pytest-xdist"]
-test-trackers = ["comet-ml", "dvclive", "matplotlib", "mlflow", "swanlab", "tensorboard", "wandb"]
-testing = ["bitsandbytes", "datasets", "diffusers", "evaluate", "parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-order", "pytest-subtests", "pytest-xdist", "scikit-learn", "scipy", "timm", "torchdata (>=0.8.0)", "torchpippy (>=0.2.0)", "tqdm", "transformers"]
-
-[[package]]
-name = "aiohappyeyeballs"
-version = "2.6.1"
-description = "Happy Eyeballs for asyncio"
-optional = false
-python-versions = ">=3.9"
-groups = ["main"]
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-
-[[package]]
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-    {file = "yarl-1.20.1-py3-none-any.whl", hash = "sha256:83b8eb083fe4683c6115795d9fc1cfaf2cbbefb19b3a1cb68f6527460f483a77"},
-    {file = "yarl-1.20.1.tar.gz", hash = "sha256:d017a4997ee50c91fd5466cef416231bb82177b93b029906cefc542ce14c35ac"},
-]
-
-[package.dependencies]
-idna = ">=2.0"
-multidict = ">=4.0"
-propcache = ">=0.2.1"
-
-[metadata]
-lock-version = "2.1"
-python-versions = "~=3.12.0"
-content-hash = "0ec72bc59c54dd45fc8f9916517ef66c2a6d49c3b7fabc0726d70639c7a183f0"
diff --git a/pylingual/decompiler.py b/pylingual/decompiler.py
index 534566c..7a967d8 100644
--- a/pylingual/decompiler.py
+++ b/pylingual/decompiler.py
@@ -122,10 +122,6 @@ class Decompiler:
             self.run_cflow_reconstruction()
             self.reconstruct_source()
 
-            if shutil.which("pyenv") is None and self.version != sys.version_info:
-                logger.warning(f"pyenv is not installed so equivalence check cannot be performed. Please install pyenv manually along with the required Python version ({self.version}) or run PyLingual again with the --init-pyenv flag")
-                return DecompilerResult(self.indented_source, [TestResult(False, "Cannot compare equivalence without pyenv installed", bc, bc) for bc in self.pyc.iter_bytecodes()], self.pyc, self.version)
-
             self.equivalence_results = self.check_reconstruction(self.indented_source)
             self.correct_failures()
 
diff --git a/pylingual/main.py b/pylingual/main.py
index 0826de3..87b07bc 100644
--- a/pylingual/main.py
+++ b/pylingual/main.py
@@ -1,10 +1,6 @@
 from typing import TYPE_CHECKING
 import click
 import logging
-import platform
-import subprocess
-import os
-import shutil
 from pathlib import Path
 
 from pylingual.equivalence_check import TestResult
@@ -63,22 +59,18 @@ def print_result(title: str, results: list[TestResult]):
 @click.option("-k", "--top-k", default=10, type=int, help="Maximum number of additional segmentations to consider.", metavar="INT")
 @click.option("-q", "--quiet", is_flag=True, default=False, help="Suppress console output.")
 @click.option("--trust-lnotab", is_flag=True, default=False, help="Use the lnotab for segmentation instead of the segmentation model.")
-@click.option("--init-pyenv", is_flag=True, default=False, help="Install pyenv before decompiling.")
-def main(files: list[str], out_dir: Path | None, config_file: Path | None, version: PythonVersion | None, top_k: int, trust_lnotab: bool, init_pyenv: bool, quiet: bool):
+def main(files: list[str], out_dir: Path | None, config_file: Path | None, version: PythonVersion | None, top_k: int, trust_lnotab: bool, quiet: bool):
     rich.reconfigure(markup=False, emoji=False, quiet=quiet, theme=Theme({"logging.keyword": "yellow not bold"}))
     console = rich.get_console()
     log_handler = RichHandler(console=console, rich_tracebacks=True)
     logging.basicConfig(level="INFO", format="%(message)s", datefmt="[%X]", handlers=[log_handler], force=True)
 
-    if not init_pyenv and not files:
+    if not files:
         click.echo(click.get_current_context().get_help())
         return
 
     print_header()
 
-    if init_pyenv and (not install_pyenv() or not files):
-        return
-
     if out_dir:
         Path(out_dir).mkdir(parents=True, exist_ok=True)
 
@@ -134,37 +126,5 @@ def main(files: list[str], out_dir: Path | None, config_file: Path | None, versi
                 logger.exception(f"Failed to decompile {pyc_path}")
             console.rule()
 
-
-def install_pyenv():
-    if shutil.which("pyenv") is not None:
-        logger.warning("pyenv seems to already be installed, ignoring --init-pyenv...")
-        return True
-    cmd = "curl -fsSL https://pyenv.run | bash"
-    if platform.system() == "Windows":
-        cmd = r'''powershell.exe -Command "Invoke-WebRequest -UseBasicParsing -Uri 'https://raw.githubusercontent.com/pyenv-win/pyenv-win/master/pyenv-win/install-pyenv-win.ps1' -OutFile './install-pyenv-win.ps1'; &'./install-pyenv-win.ps1'"'''
-    elif platform.system() not in ["Linux", "Darwin"] and not click.confirm("pyenv is probably not supported on your operating system. Continue?", default=False):
-        return False
-    if not click.confirm(f"pyenv will be installed with the following command:\n\n\t{cmd}\n\nContinue?", default=True):
-        return False
-    if subprocess.run(cmd, shell=True).returncode != 0:
-        logger.error("pyenv install failed, exiting...")
-        return False
-    os.environ["PATH"] = f"{os.environ.get('PYENV_ROOT', os.path.expanduser('~/.pyenv'))}/bin:{os.environ['PATH']}"
-    which_pyenv = shutil.which("pyenv")
-    if which_pyenv is None:
-        logger.error("Could not find pyenv, exiting...")
-        return False
-    versions = click.prompt(
-        "Enter comma-separated Python versions to install (leave empty to install all supported versions)",
-        value_proc=lambda s: [PythonVersion(x) for x in s.split(",")] if isinstance(s, str) else s,
-        default=supported_versions,
-        show_default=False,
-    )
-    if subprocess.run([which_pyenv, "install", *map(str, versions)]).returncode != 0:
-        logger.error("Error installing Python versions, exiting...")
-        return False
-    return True
-
-
 if __name__ == "__main__":
     main()
diff --git a/pylingual/utils/generate_bytecode.py b/pylingual/utils/generate_bytecode.py
index a55a831..9c56a31 100644
--- a/pylingual/utils/generate_bytecode.py
+++ b/pylingual/utils/generate_bytecode.py
@@ -3,9 +3,7 @@
 import subprocess
 import sys
 import py_compile
-import platform
 import os
-import shutil
 
 from pylingual.utils.version import PythonVersion
 
@@ -15,10 +13,6 @@ class CompileError(Exception):
     bc_a = None
 
 
-class PyenvError(Exception):
-    pass
-
-
 def compile_version(py_file, out_file, version):
     py_file = str(py_file)
     out_file = str(out_file)
@@ -30,35 +24,11 @@ def compile_version(py_file, out_file, version):
             raise CompileError(str(e))
         return
 
-    which_pyenv = shutil.which("pyenv")
-    version_win = None
-    if platform.system() == "Windows":  # workaround for pyenv-win being bugged when passing versions like 3.x not 3.x.y
-
-        def try_get_version_patch(version_str) -> int | None:
-            try:
-                return int(version_str.split(".", 2)[2])
-            except IndexError:
-                return None
-            except ValueError:
-                return None
-
-        pyenv_versions_cmd = [which_pyenv, *"versions --bare".split()]
-        pyenv_versions_output = subprocess.run(pyenv_versions_cmd, shell=False, capture_output=True, text=True)
-        if pyenv_versions_output.stderr:
-            raise CompileError(pyenv_versions_output.stderr)
-        # get lastest pyenv version for the correct major.minor version
-        pyenv_version_strings = list(filter(lambda x: x.startswith(f"{version.as_str()}"), pyenv_versions_output.stdout.splitlines()))
-        if not any(x == version.as_str() for x in pyenv_version_strings):
-            pyenv_real_versions = list(filter(lambda x: x is not None, map(try_get_version_patch, pyenv_version_strings)))
-            if len(pyenv_real_versions) == 0:
-                raise PyenvError(f"Could not find pyenv version for {version.as_str()}")
-            version_win = f"{version.as_str()}.{max(pyenv_real_versions)}"
-
     compile_cmd = f"import py_compile, sys; assert sys.version_info[:2] == {version.as_tuple()!r}; py_compile.compile({py_file!r}, cfile={out_file!r})"
 
-    cmd = [which_pyenv, *"exec python -c".split(), compile_cmd]
+    cmd = ["uvx", "--python", version.as_str(), "python", "-c", compile_cmd]
 
-    output = subprocess.run(cmd, shell=False, capture_output=True, text=True, env={**os.environ, "PYENV_VERSION": version_win if version_win else version.as_str(), "PYTHONWARNINGS": "ignore"})
+    output = subprocess.run(cmd, shell=False, capture_output=True, text=True, env={**os.environ, "PYTHONWARNINGS": "ignore"})
 
     if output.stderr:
         raise CompileError(output.stderr)
diff --git a/pyproject.toml b/pyproject.toml
index db150f3..995aec4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,16 +1,19 @@
-[tool.poetry]
-requires-poetry = ">=2.0"
-
 [project]
 name = "pylingual"
 version = "0.1.0"
 description = "A Python bytecode decompilation tool, supporting versions 3.6 - 3.13"
-authors = [ {name = "syssec-utd"} ]
-keywords = ["python", "decompilation", "pylingual", "reversing", "decompiler", "bytecode"]
-license = "GPL-3.0-only"
-
+authors = [{ name = "syssec-utd" }]
 readme = "README.md"
-requires-python = "~=3.12.0"
+requires-python = ">= 3.12"
+license = "GPL-3.0-only"
+keywords = [
+    "python",
+    "decompilation",
+    "pylingual",
+    "reversing",
+    "decompiler",
+    "bytecode",
+]
 dependencies = [
     "asttokens",
     "datasets",
@@ -28,7 +31,7 @@ dependencies = [
     "transformers==4.46.1",
     "transformers[torch]",
     "xdis>=6.1.4",
-    "click"
+    "click",
 ]
 
 [project.urls]
@@ -38,10 +41,9 @@ homepage = "https://pylingual.io"
 pylingual = "pylingual.main:main"
 
 [build-system]
-requires = ["poetry-core>=2.0.0,<3.0.0"]
-build-backend = "poetry.core.masonry.api"
+requires = ["hatchling"]
+build-backend = "hatchling.build"
 
-# linter and formatter
 [tool.ruff]
 # Exclude commonly ignored directories.
 exclude = [
@@ -55,7 +57,6 @@ exclude = [
     ".mypy_cache",
     ".nox",
     ".pants.d",
-    ".pyenv",
     ".pytest_cache",
     ".pytype",
     ".ruff_cache",
@@ -94,3 +95,8 @@ skip-magic-trailing-comma = false
 # to be opt-out in the future.
 docstring-code-format = true
 docstring-code-line-length = "dynamic"
+
+[tool.uv.workspace]
+members = [
+    "pylingual/tools",
+]
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..246dbda
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,1664 @@
+version = 1
+revision = 3
+requires-python = ">=3.12"
+
+[[package]]
+name = "accelerate"
+version = "1.8.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huggingface-hub" },
+    { name = "numpy" },
+    { name = "packaging" },
+    { name = "psutil" },
+    { name = "pyyaml" },
+    { name = "safetensors" },
+    { name = "torch" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/bd/c2/b9e33ad13232606dded4c546e654fb06a15f1dbcbd95d81c9f9dd3ccc771/accelerate-1.8.1.tar.gz", hash = "sha256:f60df931671bc4e75077b852990469d4991ce8bd3a58e72375c3c95132034db9", size = 380872, upload-time = "2025-06-20T15:36:14.618Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/91/d9/e044c9d42d8ad9afa96533b46ecc9b7aea893d362b3c52bd78fb9fe4d7b3/accelerate-1.8.1-py3-none-any.whl", hash = "sha256:c47b8994498875a2b1286e945bd4d20e476956056c7941d512334f4eb44ff991", size = 365338, upload-time = "2025-06-20T15:36:12.71Z" },
+]
+
+[[package]]
+name = "aiohappyeyeballs"
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+    { url = "https://files.pythonhosted.org/packages/91/95/459ca62eb958381b342d94ab9a4b6aec1ddec1f7057c487e926f03c06d30/yarl-1.20.1-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:c03bfebc4ae8d862f853a9757199677ab74ec25424d0ebd68a0027e9c639a390", size = 350693, upload-time = "2025-06-10T00:45:18.399Z" },
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+    { url = "https://files.pythonhosted.org/packages/24/fd/725b8e73ac2a50e78a4534ac43c6addf5c1c2d65380dd48a9169cc6739a9/yarl-1.20.1-cp313-cp313t-win32.whl", hash = "sha256:b121ff6a7cbd4abc28985b6028235491941b9fe8fe226e6fdc539c977ea1739d", size = 86591, upload-time = "2025-06-10T00:45:25.793Z" },
+    { url = "https://files.pythonhosted.org/packages/94/c3/b2e9f38bc3e11191981d57ea08cab2166e74ea770024a646617c9cddd9f6/yarl-1.20.1-cp313-cp313t-win_amd64.whl", hash = "sha256:541d050a355bbbc27e55d906bc91cb6fe42f96c01413dd0f4ed5a5240513874f", size = 93003, upload-time = "2025-06-10T00:45:27.752Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/2d/2345fce04cfd4bee161bf1e7d9cdc702e3e16109021035dbb24db654a622/yarl-1.20.1-py3-none-any.whl", hash = "sha256:83b8eb083fe4683c6115795d9fc1cfaf2cbbefb19b3a1cb68f6527460f483a77", size = 46542, upload-time = "2025-06-10T00:46:07.521Z" },
+]

From 849f16e510c49c95a0d661b0e1ef4b2439a8dba9 Mon Sep 17 00:00:00 2001
From: Josh Wiedemeier <jdw170000@utdallas.edu>
Date: Tue, 26 Aug 2025 10:54:08 -0500
Subject: [PATCH 2/7] fall back to pyenv for Python 3.6 and 3.7

---
 README.md                            |  6 +-
 pylingual/decompiler.py              |  5 +-
 pylingual/main.py                    | 42 +++++++++++++-
 pylingual/utils/generate_bytecode.py | 82 ++++++++++++++++++++++++----
 4 files changed, 121 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index f534ee6..6972f65 100644
--- a/README.md
+++ b/README.md
@@ -10,7 +10,11 @@ This codebase is optimized for readability and future extension, so there may in
 
 - `uv` Python package manager ([installation](https://docs.astral.sh/uv/getting-started/installation/)), used for project dependencies and managed Python versions.
 
-WARN: `uv` does not support Python 3.6 or 3.7. This branch is unable to verify decompilations in Python <= 3.7.
+### Decompiling End-Of-Life Python Versions
+
+To verify decompilation correctness and produce model training sets, PyLingual requires the ability to compile Python in the target version.
+
+For current Python versions (3.8-3.13), PyLingual uses `uv`'s managed installations, but for Python 3.6 and 3.7, PyLingual uses [pyenv](https://github.com/pyenv/pyenv) ([pyenv-win](https://github.com/pyenv-win/pyenv-win) for Windows).
 
 ## Setup
 
diff --git a/pylingual/decompiler.py b/pylingual/decompiler.py
index 7a967d8..c6a8e47 100644
--- a/pylingual/decompiler.py
+++ b/pylingual/decompiler.py
@@ -41,7 +41,7 @@ from pylingual.control_flow_reconstruction.structure import bc_to_cft
 from pylingual.control_flow_reconstruction.cft import MetaTemplate
 from pylingual.equivalence_check import TestResult, compare_pyc
 from pylingual.models import CacheTranslator, load_models
-from pylingual.utils.generate_bytecode import CompileError, compile_version
+from pylingual.utils.generate_bytecode import CompileError, PyenvError, compile_version
 from pylingual.masking.model_disasm import create_global_masker, restore_masked_source_text
 from pylingual.editable_bytecode import PYCFile
 from pylingual.segmentation.segmentation_search_strategies import get_top_k_predictions, m_deep_top_k, naive_confidence_priority, filter_subwords
@@ -357,6 +357,9 @@ class Decompiler:
             compile_version(src, pyc, self.version)
         except CompileError as e:
             return [e]
+        except PyenvError as e:
+            logger.error(f"Could not check decompilation due to pyenv error: {e}")
+            return []
         else:
             return compare_pyc(self.pyc, pyc)
 
diff --git a/pylingual/main.py b/pylingual/main.py
index 87b07bc..c450419 100644
--- a/pylingual/main.py
+++ b/pylingual/main.py
@@ -1,6 +1,10 @@
 from typing import TYPE_CHECKING
 import click
 import logging
+import platform
+import subprocess
+import os
+import shutil
 from pathlib import Path
 
 from pylingual.equivalence_check import TestResult
@@ -59,18 +63,22 @@ def print_result(title: str, results: list[TestResult]):
 @click.option("-k", "--top-k", default=10, type=int, help="Maximum number of additional segmentations to consider.", metavar="INT")
 @click.option("-q", "--quiet", is_flag=True, default=False, help="Suppress console output.")
 @click.option("--trust-lnotab", is_flag=True, default=False, help="Use the lnotab for segmentation instead of the segmentation model.")
-def main(files: list[str], out_dir: Path | None, config_file: Path | None, version: PythonVersion | None, top_k: int, trust_lnotab: bool, quiet: bool):
+@click.option("--init-pyenv", is_flag=True, default=False, help="Install pyenv before decompiling.")
+def main(files: list[str], out_dir: Path | None, config_file: Path | None, version: PythonVersion | None, top_k: int, trust_lnotab: bool, init_pyenv: bool, quiet: bool):
     rich.reconfigure(markup=False, emoji=False, quiet=quiet, theme=Theme({"logging.keyword": "yellow not bold"}))
     console = rich.get_console()
     log_handler = RichHandler(console=console, rich_tracebacks=True)
     logging.basicConfig(level="INFO", format="%(message)s", datefmt="[%X]", handlers=[log_handler], force=True)
 
-    if not files:
+    if not init_pyenv and not files:
         click.echo(click.get_current_context().get_help())
         return
 
     print_header()
 
+    if init_pyenv and (not install_pyenv() or not files):
+        return
+
     if out_dir:
         Path(out_dir).mkdir(parents=True, exist_ok=True)
 
@@ -126,5 +134,35 @@ def main(files: list[str], out_dir: Path | None, config_file: Path | None, versi
                 logger.exception(f"Failed to decompile {pyc_path}")
             console.rule()
 
+def install_pyenv():
+    if shutil.which("pyenv") is not None:
+        logger.warning("pyenv seems to already be installed, ignoring --init-pyenv...")
+        return True
+    cmd = "curl -fsSL https://pyenv.run | bash"
+    if platform.system() == "Windows":
+        cmd = r'''powershell.exe -Command "Invoke-WebRequest -UseBasicParsing -Uri 'https://raw.githubusercontent.com/pyenv-win/pyenv-win/master/pyenv-win/install-pyenv-win.ps1' -OutFile './install-pyenv-win.ps1'; &'./install-pyenv-win.ps1'"'''
+    elif platform.system() not in ["Linux", "Darwin"] and not click.confirm("pyenv is probably not supported on your operating system. Continue?", default=False):
+        return False
+    if not click.confirm(f"pyenv will be installed with the following command:\n\n\t{cmd}\n\nContinue?", default=True):
+        return False
+    if subprocess.run(cmd, shell=True).returncode != 0:
+        logger.error("pyenv install failed, exiting...")
+        return False
+    os.environ["PATH"] = f"{os.environ.get('PYENV_ROOT', os.path.expanduser('~/.pyenv'))}/bin:{os.environ['PATH']}"
+    which_pyenv = shutil.which("pyenv")
+    if which_pyenv is None:
+        logger.error("Could not find pyenv, exiting...")
+        return False
+    versions = click.prompt(
+        "Enter comma-separated Python versions to install (leave empty to install all supported versions)",
+        value_proc=lambda s: [PythonVersion(x) for x in s.split(",")] if isinstance(s, str) else s,
+        default=supported_versions,
+        show_default=False,
+    )
+    if subprocess.run([which_pyenv, "install", *map(str, versions)]).returncode != 0:
+        logger.error("Error installing Python versions, exiting...")
+        return False
+    return True
+
 if __name__ == "__main__":
     main()
diff --git a/pylingual/utils/generate_bytecode.py b/pylingual/utils/generate_bytecode.py
index 9c56a31..430cacf 100644
--- a/pylingual/utils/generate_bytecode.py
+++ b/pylingual/utils/generate_bytecode.py
@@ -3,27 +3,34 @@
 import subprocess
 import sys
 import py_compile
+import platform
 import os
+import shutil
 
 from pylingual.utils.version import PythonVersion
 
 
+UV_VERSIONS = {PythonVersion((3, x)) for x in range(8, 14)}
+
+
 class CompileError(Exception):
     success = False
     bc_a = None
 
 
-def compile_version(py_file, out_file, version):
-    py_file = str(py_file)
-    out_file = str(out_file)
-    version = PythonVersion(version)
-    if version == sys.version_info:
-        try:
-            py_compile.compile(py_file, cfile=out_file, doraise=True, optimize=0)
-        except py_compile.PyCompileError as e:
-            raise CompileError(str(e))
-        return
+class PyenvError(Exception):
+    pass
 
+
+def _compile_native(py_file: str, out_file: str):
+    try:
+        py_compile.compile(py_file, cfile=out_file, doraise=True, optimize=0)
+    except py_compile.PyCompileError as e:
+        raise CompileError(str(e))
+    return
+
+
+def _compile_uv(py_file: str, out_file: str, version: PythonVersion):
     compile_cmd = f"import py_compile, sys; assert sys.version_info[:2] == {version.as_tuple()!r}; py_compile.compile({py_file!r}, cfile={out_file!r})"
 
     cmd = ["uvx", "--python", version.as_str(), "python", "-c", compile_cmd]
@@ -32,3 +39,58 @@ def compile_version(py_file, out_file, version):
 
     if output.stderr:
         raise CompileError(output.stderr)
+
+
+def _compile_pyenv(py_file: str, out_file: str, version: PythonVersion):
+    which_pyenv = shutil.which("pyenv")
+    if not which_pyenv:
+        raise PyenvError(f"Could not find pyenv installation to compile in version {version.as_str()}. Try running with --init-pyenv to enable verification for end-of-life Python versions.")
+
+    version_win = None
+    if platform.system() == "Windows":  # workaround for pyenv-win being bugged when passing versions like 3.x not 3.x.y
+
+        def try_get_version_patch(version_str) -> int | None:
+            try:
+                return int(version_str.split(".", 2)[2])
+            except IndexError:
+                return None
+            except ValueError:
+                return None
+
+        pyenv_versions_cmd = [which_pyenv, *"versions --bare".split()]
+        pyenv_versions_output = subprocess.run(pyenv_versions_cmd, shell=False, capture_output=True, text=True)
+        if pyenv_versions_output.stderr:
+            raise CompileError(pyenv_versions_output.stderr)
+        # get lastest pyenv version for the correct major.minor version
+        pyenv_version_strings = list(filter(lambda x: x.startswith(f"{version.as_str()}"), pyenv_versions_output.stdout.splitlines()))
+        if not any(x == version.as_str() for x in pyenv_version_strings):
+            pyenv_real_versions = list(filter(lambda x: x is not None, map(try_get_version_patch, pyenv_version_strings)))
+            if len(pyenv_real_versions) == 0:
+                raise PyenvError(f"Could not find pyenv version for {version.as_str()}")
+            version_win = f"{version.as_str()}.{max(pyenv_real_versions)}"
+
+    compile_cmd = f"import py_compile, sys; assert sys.version_info[:2] == {version.as_tuple()!r}; py_compile.compile({py_file!r}, cfile={out_file!r})"
+
+    cmd = [which_pyenv, *"exec python -c".split(), compile_cmd]
+
+    output = subprocess.run(cmd, shell=False, capture_output=True, text=True, env={**os.environ, "PYENV_VERSION": version_win if version_win else version.as_str(), "PYTHONWARNINGS": "ignore"})
+
+    if output.stderr:
+        raise CompileError(output.stderr)
+
+
+def compile_version(py_file, out_file, version):
+    py_file = str(py_file)
+    out_file = str(out_file)
+    version = PythonVersion(version)
+
+    if version == sys.version_info:
+        _compile_native(py_file=py_file, out_file=out_file)
+    elif version in UV_VERSIONS:
+        _compile_uv(py_file=py_file, out_file=out_file, version=version)
+    else:
+        _compile_pyenv(py_file=py_file, out_file=out_file, version=version)
+    
+    
+
+

From 50da1917bf3d0b5061c1a4e60efe3eb9e350997d Mon Sep 17 00:00:00 2001
From: Josh Wiedemeier <jdw170000@utdallas.edu>
Date: Wed, 27 Aug 2025 11:06:18 -0500
Subject: [PATCH 3/7] ignore fake compilation errors from uv downloading on
 demand

---
 pylingual/utils/generate_bytecode.py | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/pylingual/utils/generate_bytecode.py b/pylingual/utils/generate_bytecode.py
index 430cacf..44ba339 100644
--- a/pylingual/utils/generate_bytecode.py
+++ b/pylingual/utils/generate_bytecode.py
@@ -5,8 +5,10 @@ import sys
 import py_compile
 import platform
 import os
+import re
 import shutil
 
+
 from pylingual.utils.version import PythonVersion
 
 
@@ -37,8 +39,10 @@ def _compile_uv(py_file: str, out_file: str, version: PythonVersion):
 
     output = subprocess.run(cmd, shell=False, capture_output=True, text=True, env={**os.environ, "PYTHONWARNINGS": "ignore"})
 
-    if output.stderr:
-        raise CompileError(output.stderr)
+    # Ignore stderr messages from uv downloading versions on demand
+    stderr = re.sub(r'Downloading .+\n', '', output.stderr)
+    if stderr:
+        raise CompileError(stderr)
 
 
 def _compile_pyenv(py_file: str, out_file: str, version: PythonVersion):

From 27782bb471f545931b857adae848e5935519eae2 Mon Sep 17 00:00:00 2001
From: Josh Wiedemeier <jdw170000@utdallas.edu>
Date: Fri, 12 Sep 2025 11:06:28 -0500
Subject: [PATCH 4/7] gitignore .venv

---
 .gitignore | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.gitignore b/.gitignore
index 6cefa5a..bbc8a30 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,6 @@
 dataset/
 venv/
+.venv/
 *.pyc
 .idea/
 .python-version

From 1b9543d05829a480f519edb3a318dd5864daf089 Mon Sep 17 00:00:00 2001
From: Josh Wiedemeier <jdw170000@utdallas.edu>
Date: Fri, 12 Sep 2025 11:12:13 -0500
Subject: [PATCH 5/7] fix missing close bracket

---
 pyproject.toml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/pyproject.toml b/pyproject.toml
index 69f6184..995aec4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,6 +13,7 @@ keywords = [
     "reversing",
     "decompiler",
     "bytecode",
+]
 dependencies = [
     "asttokens",
     "datasets",

From 444c7661f1c30547c3c03c85e3261d17c72d3afe Mon Sep 17 00:00:00 2001
From: Josh Wiedemeier <jdw170000@utdallas.edu>
Date: Fri, 12 Sep 2025 11:40:46 -0500
Subject: [PATCH 6/7] add pylingual dev script dependencies

---
 dev_scripts/cflow.py                                  | 9 +++++++++
 dev_scripts/dataset_generation/bytecode2csv.py        | 9 +++++++++
 dev_scripts/dataset_generation/create_code_dataset.py | 9 +++++++++
 dev_scripts/prepare_dataset.py                        | 9 +++++++++
 dev_scripts/segmentation/tokenize_seg.py              | 9 +++++++++
 dev_scripts/segmentation/train_mlm.py                 | 9 +++++++++
 dev_scripts/train_models.py                           | 9 +++++++++
 7 files changed, 63 insertions(+)

diff --git a/dev_scripts/cflow.py b/dev_scripts/cflow.py
index c702e15..40dafb1 100644
--- a/dev_scripts/cflow.py
+++ b/dev_scripts/cflow.py
@@ -1,3 +1,12 @@
+# /// script
+# requires-python = ">= 3.12"
+# dependencies = [
+#   "pylingual",
+# ]
+# [tool.uv.sources]
+# pylingual = { path = "../" }
+# ///
+
 import contextlib
 import shutil
 import json
diff --git a/dev_scripts/dataset_generation/bytecode2csv.py b/dev_scripts/dataset_generation/bytecode2csv.py
index 1ab0c77..8a2288e 100644
--- a/dev_scripts/dataset_generation/bytecode2csv.py
+++ b/dev_scripts/dataset_generation/bytecode2csv.py
@@ -1,3 +1,12 @@
+# /// script
+# requires-python = ">= 3.12"
+# dependencies = [
+#   "pylingual",
+# ]
+# [tool.uv.sources]
+# pylingual = { path = "../../" }
+# ///
+
 import csv
 import itertools
 import logging
diff --git a/dev_scripts/dataset_generation/create_code_dataset.py b/dev_scripts/dataset_generation/create_code_dataset.py
index 1afc03b..cae61bb 100644
--- a/dev_scripts/dataset_generation/create_code_dataset.py
+++ b/dev_scripts/dataset_generation/create_code_dataset.py
@@ -1,3 +1,12 @@
+# /// script
+# requires-python = ">= 3.12"
+# dependencies = [
+#   "pylingual",
+# ]
+# [tool.uv.sources]
+# pylingual = { path = "../../" }
+# ///
+
 import itertools
 import logging
 import multiprocessing
diff --git a/dev_scripts/prepare_dataset.py b/dev_scripts/prepare_dataset.py
index 90fcf69..85e11c2 100644
--- a/dev_scripts/prepare_dataset.py
+++ b/dev_scripts/prepare_dataset.py
@@ -1,3 +1,12 @@
+# /// script
+# requires-python = ">= 3.12"
+# dependencies = [
+#   "pylingual",
+# ]
+# [tool.uv.sources]
+# pylingual = { path = "../" }
+# ///
+
 import json
 import logging
 import pathlib
diff --git a/dev_scripts/segmentation/tokenize_seg.py b/dev_scripts/segmentation/tokenize_seg.py
index aaba7e1..7679727 100644
--- a/dev_scripts/segmentation/tokenize_seg.py
+++ b/dev_scripts/segmentation/tokenize_seg.py
@@ -1,3 +1,12 @@
+# /// script
+# requires-python = ">= 3.12"
+# dependencies = [
+#   "pylingual",
+# ]
+# [tool.uv.sources]
+# pylingual = { path = "../../" }
+# ///
+
 import ast
 import functools
 import os
diff --git a/dev_scripts/segmentation/train_mlm.py b/dev_scripts/segmentation/train_mlm.py
index 989416b..3c03d05 100644
--- a/dev_scripts/segmentation/train_mlm.py
+++ b/dev_scripts/segmentation/train_mlm.py
@@ -1,3 +1,12 @@
+# /// script
+# requires-python = ">= 3.12"
+# dependencies = [
+#   "pylingual",
+# ]
+# [tool.uv.sources]
+# pylingual = { path = "../../" }
+# ///
+
 import logging
 import os
 import pathlib
diff --git a/dev_scripts/train_models.py b/dev_scripts/train_models.py
index ff32b63..019e563 100644
--- a/dev_scripts/train_models.py
+++ b/dev_scripts/train_models.py
@@ -1,3 +1,12 @@
+# /// script
+# requires-python = ">= 3.12"
+# dependencies = [
+#   "pylingual",
+# ]
+# [tool.uv.sources]
+# pylingual = { path = "../" }
+# ///
+
 import logging
 import os
 import pathlib

From 5970a0d68d488da7a089d3ace1ff367f81fa4dc2 Mon Sep 17 00:00:00 2001
From: Joel-Flores123 <73033180+Joel-Flores123@users.noreply.github.com>
Date: Tue, 16 Sep 2025 14:48:40 -0500
Subject: [PATCH 7/7] Update README.md

---
 dev_scripts/README.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/dev_scripts/README.md b/dev_scripts/README.md
index f2e8278..bef4e15 100644
--- a/dev_scripts/README.md
+++ b/dev_scripts/README.md
@@ -24,7 +24,7 @@ dataset
 The names of the inner directories and files do not matter. Then create the dataset:
 
 ```
-python prepare_dataset.py <path to JSON>
+uv run prepare_dataset.py <path to JSON>
 ```
 
 ## Segmentation model
@@ -32,7 +32,7 @@ python prepare_dataset.py <path to JSON>
 Create a segmentation model JSON file based off the sample (`sample_jsons/py36-sample-segmentation.json`). Then train the model:
 
 ```
-python train_models.py --segmentation <path to JSON>
+uv run train_models.py --segmentation <path to JSON>
 ```
 
 ## Statement model
@@ -40,7 +40,7 @@ python train_models.py --segmentation <path to JSON>
 Create a statement model JSON file based off the sample (`sample_jsons/py36-sample-statement.json`). Then train the model:
 
 ```
-python train_models.py --statement <path to JSON>
+uv run train_models.py --statement <path to JSON>
 ```
 
 Once models are trained, update `../pylingual/decompiler_config.yaml` or create a separate config file by replacing the old models with the newly trained ones.