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A python module tree explorer for LLMs (and humans)

Project description

pretty-mod

a python module tree explorer for LLMs (and humans)

[!IMPORTANT] for all versions >=0.1.0, wheels for different operating systems are built via maturin and published to pypi, install <0.1.0 for a pure python version

# Explore module structure
ยป uvx pretty-mod tree json
๐Ÿ“ฆ json
โ”œโ”€โ”€ ๐Ÿ“œ __all__: dump, dumps, load, loads, JSONDecoder, JSONDecodeError, JSONEncoder
โ”œโ”€โ”€ โšก functions: dump, dumps, load, loads
โ”œโ”€โ”€ ๐Ÿ“ฆ decoder
โ”‚   โ”œโ”€โ”€ ๐Ÿ“œ __all__: JSONDecoder, JSONDecodeError
โ”‚   โ””โ”€โ”€ ๐Ÿ”ท classes: JSONDecodeError, JSONDecoder
โ”œโ”€โ”€ ๐Ÿ“ฆ encoder
โ”‚   โ”œโ”€โ”€ ๐Ÿ”ท classes: JSONEncoder
โ”‚   โ””โ”€โ”€ โšก functions: py_encode_basestring, py_encode_basestring_ascii
โ”œโ”€โ”€ ๐Ÿ“ฆ scanner
โ”‚   โ””โ”€โ”€ ๐Ÿ“œ __all__: make_scanner
โ””โ”€โ”€ ๐Ÿ“ฆ tool
    โ””โ”€โ”€ โšก functions: main

# Inspect function signatures
ยป uvx pretty-mod sig json:dumps
๐Ÿ“Ž dumps
โ”œโ”€โ”€ Parameters:
โ”œโ”€โ”€ obj
โ”œโ”€โ”€ *
โ”œโ”€โ”€ skipkeys=False
โ”œโ”€โ”€ ensure_ascii=True
โ”œโ”€โ”€ check_circular=True
โ”œโ”€โ”€ allow_nan=True
โ”œโ”€โ”€ cls=None
โ”œโ”€โ”€ indent=None
โ”œโ”€โ”€ separators=None
โ”œโ”€โ”€ default=None
โ”œโ”€โ”€ sort_keys=False
โ””โ”€โ”€ **kw

# Auto-download packages from PyPI (no install needed!)
ยป uvx pretty-mod tree requests --quiet
๐Ÿ“ฆ requests
โ”œโ”€โ”€ ๐Ÿ“œ __all__: delete, get, head, options, patch, post, put, request
โ”œโ”€โ”€ โšก functions: check_compatibility, delete, get, head, options, patch, post, put, request
โ”œโ”€โ”€ ๐Ÿ”ท classes: ConnectTimeout, ConnectionError, DependencyWarning, FileModeWarning, HTTPError, JSONDecodeError, NullHandler, PreparedRequest, ReadTimeout, Request, RequestException, RequestsDependencyWarning, Response, Session, Timeout, TooManyRedirects, URLRequired
โ”œโ”€โ”€ ๐Ÿ“Œ constants: __author__, __author_email__, __build__, __cake__, __copyright__, __description__, __license__, __title__, __url__, codes
โ”œโ”€โ”€ ๐Ÿ“ฆ adapters
โ”‚   โ”œโ”€โ”€ ๐Ÿ”ท classes: BaseAdapter, HTTPAdapter
โ”‚   โ””โ”€โ”€ ๐Ÿ“Œ constants: DEFAULT_POOL_TIMEOUT, DEFAULT_POOLBLOCK, DEFAULT_POOLSIZE, DEFAULT_RETRIES
โ”œโ”€โ”€ ๐Ÿ“ฆ api
โ”‚   โ””โ”€โ”€ โšก functions: delete, get, head, options, patch, post, put, request
โ”œโ”€โ”€ ๐Ÿ“ฆ auth
โ”‚   โ””โ”€โ”€ ๐Ÿ”ท classes: AuthBase, HTTPBasicAuth, HTTPDigestAuth, HTTPProxyAuth
โ”œโ”€โ”€ ๐Ÿ“ฆ certs
โ”œโ”€โ”€ ๐Ÿ“ฆ compat
โ”œโ”€โ”€ ๐Ÿ“ฆ cookies
โ”œโ”€โ”€ ๐Ÿ“ฆ exceptions
โ”œโ”€โ”€ ๐Ÿ“ฆ help
โ”œโ”€โ”€ ๐Ÿ“ฆ hooks
โ”œโ”€โ”€ ๐Ÿ“ฆ models
โ”œโ”€โ”€ ๐Ÿ“ฆ sessions
โ”œโ”€โ”€ ๐Ÿ“ฆ status_codes
โ”œโ”€โ”€ ๐Ÿ“ฆ structures
โ””โ”€โ”€ ๐Ÿ“ฆ utils

Installation

uv add pretty-mod

Usage

from pretty_mod import display_tree

# Explore a module structure  
display_tree("collections", max_depth=2)
Example output
display_tree("collections", max_depth=2)

๐Ÿ“ฆ collections
โ”œโ”€โ”€ ๐Ÿ“œ __all__: ChainMap, Counter, OrderedDict, UserDict, UserList, UserString, defaultdict, deque, namedtuple
โ”œโ”€โ”€ ๐Ÿ”ท classes: ChainMap, Counter, OrderedDict, UserDict, UserList, UserString, defaultdict, deque
โ”œโ”€โ”€ โšก functions: namedtuple
โ””โ”€โ”€ ๐Ÿ“ฆ abc
    โ”œโ”€โ”€ ๐Ÿ“œ __all__: Awaitable, Coroutine, AsyncIterable, AsyncIterator, AsyncGenerator, Hashable, Iterable, Iterator, Generator, Reversible, Sized, Container, Callable, Collection, Set, MutableSet, Mapping, MutableMapping, MappingView, KeysView, ItemsView, ValuesView, Sequence, MutableSequence, ByteString, Buffer
    โ””โ”€โ”€ ๐Ÿ”ท classes: AsyncGenerator, AsyncIterable, AsyncIterator, Awaitable, Buffer, ByteString, Callable, Collection, Container, Coroutine, Generator, Hashable, ItemsView, Iterable, Iterator, KeysView, Mapping, MappingView, MutableMapping, MutableSequence, MutableSet, Reversible, Sequence, Set, Sized, ValuesView
from pretty_mod import display_signature

# Display the signature of a callable (function, class constructor, etc.)
print(display_signature("json:loads"))
Example output
๐Ÿ“Ž loads
โ”œโ”€โ”€ Parameters:
โ”œโ”€โ”€ s
โ”œโ”€โ”€ *
โ”œโ”€โ”€ cls=None
โ”œโ”€โ”€ object_hook=None
โ”œโ”€โ”€ parse_float=None
โ”œโ”€โ”€ parse_int=None
โ”œโ”€โ”€ parse_constant=None
โ”œโ”€โ”€ object_pairs_hook=None
โ””โ”€โ”€ **kw

CLI

Pretty-mod includes a command-line interface for quick exploration:

[!IMPORTANT] all commands below can be run ephemerally with uvx, e.g. uvx pretty-mod tree json

# Explore module structure
pretty-mod tree json

# Go deeper into the tree with --depth
pretty-mod tree requests --depth 3

# Display function signatures  
pretty-mod sig json:loads
pretty-mod sig os.path:join

# Explore packages even without having them installed
pretty-mod tree django
pretty-mod tree flask --depth 1

# Use --quiet to suppress download messages
pretty-mod tree requests --quiet

# Version specifiers - explore specific versions
pretty-mod tree toml@0.10.2
pretty-mod sig toml@0.10.2:loads

# Submodules with version specifiers (correct syntax)
pretty-mod tree prefect.server@2.10.0  # โœ… Works
pretty-mod tree prefect@2.10.0.server  # โŒ Invalid - version must come last

Examples

See the examples/ directory for more detailed usage patterns and advanced features.

Development

gh repo clone zzstoatzz/pretty-mod && cd pretty-mod
just --list # see https://github.com/casey/just
Performance Testing

The performance test script (scripts/perf_test.py) supports both single-run exploration and proper benchmarking with multiple iterations:

# Run a proper benchmark with multiple iterations
./scripts/perf_test.py json --benchmark
./scripts/perf_test.py urllib --benchmark --runs 100 --warmup 10

# Compare performance between local and published versions
just compare-perf prefect 2

# Benchmark multiple modules
just benchmark-modules

# Or use shell timing for quick single-run comparisons
time ./scripts/perf_test.py numpy --depth 3
time uvx pretty-mod tree numpy --depth 3

Benchmark mode provides:

  • Warmup runs to account for cold starts
  • Multiple iterations for statistical significance
  • Mean, standard deviation, min/max timing statistics
  • Silent operation (no tree output) for accurate timing

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