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Compatibility and limits

RELEASE CONFIDENCE

Know what runs where.

ApkPy keeps the Previewer and generated Android project on one public API, but a desktop preview is not a device certification. This page separates verified behavior, generated output and application responsibilities.

Supported toolchain

Part Supported range Notes
Python 3.8–3.13 The package declares and tests this range
JDK 17–21 Use apkpy doctor to detect an incompatible JDK
Android SDK Android Studio SDK or apkpy setup A real SDK is required for Gradle compilation
Desktop Previewer Windows, macOS or Linux with Tk support Native device APIs may use a desktop simulation
Android output Java, XML and Gradle project No Python runtime is embedded in the APK

Production Feeds behavior

Capability Previewer Generated Android
Virtual list/grid Reusable pooled widgets Native RecyclerView
End prefetch Viewport threshold RecyclerView.OnScrollListener
Duplicate request guard Loading latch Loading latch
Page insertion Preserves virtual offset notifyItemRangeInserted()
Pull-to-refresh Top gesture and refresh() Native SwipeRefreshLayout
Prepend Preserves visible offset Range insert plus offset restore
Update one item Repaints the affected pooled row notifyItemChanged()
Remove one item Closes the removed position notifyItemRemoved()
Merge/rollback Reconciles the visible dataset Native DiffUtil
Optimistic history Named in-memory snapshots Named in-memory snapshots

Conditional generation

ApkPy scans the current application before adding support code:

Your source uses Generated project receives
Plain virtual_collection() RecyclerView and its adapter
on_end_reached Scroll listener, prefetch threshold and loading latch
on_refresh SwipeRefreshLayout dependency and refresh wrapper
prepend_items() Range insertion and scroll-offset restoration
update_item() / remove_item() Targeted adapter notifications
merge_items() / rollback() DiffUtil helper
Optimistic methods Snapshot maps only for the affected collection

An application that does not use feeds receives none of this runtime.

Data Core behavior

Capability Previewer Generated Android
Database engine Python sqlite3 Native SQLiteOpenHelper
Operation queue One ordered worker One ordered ExecutorService
Callback thread Tk interface thread Android main Handler
Batch binding SQLite parameters in one transaction Reused SQLiteStatement in one transaction
Schema metadata apkpy_schema_meta apkpy_schema_meta
Destructive migration Private backup, transaction, restore Private backup, transaction, restore
Model repository Runtime model object Generated repository per model
Foreign keys SQLite foreign keys enabled onConfigure() enables SQLite foreign keys
Relation include One batched query per relation One batched query per relation
Observation Screen lifecycle + snapshot comparison Activity lifecycle + generated invalidation tracker

Projects without db.model() receive no typed repositories, data executor, schema metadata or migration runtime. Legacy SQL calls remain available.

What was validated

258transpiler regression checks passed
21focused Data Core and Reactive Data checks passed
Gradlethe generated Reactive Data demo Java compiled successfully
Strict docsthe complete MkDocs site built without warnings treated as errors

The generated Java was inspected for SQLiteOpenHelper, SQLiteStatement, the single data executor, main-thread callback handler, repositories, indexes, foreign keys, batched includes, observer generations, lifecycle hooks, selective post-commit invalidation, sequential migrations, OnScrollListener, notifyItemRangeInserted, notifyItemChanged, notifyItemRemoved, DiffUtil and per-collection optimistic history. A separate plain collection test checks that those helpers are omitted when unused.

These checks prove repeatable generation and compilation. They do not replace testing an application's own backend, device permissions, OEM behavior or release signing.

The Python ApkPy translates

ApkPy reads your module and writes Java. It translates a fixed vocabulary of Python rather than running it, so this list is the whole of it. Anything outside it stops the build with U2033 at its line, with a form that does compile. 1.14.0 widened the list a long way: most of what an app is written with is on it. 1.14.1 added classes.

Files

One writehere.py, plus any plain Python modules beside it that it imports with import helpers. A helper holds functions, classes and constants; screens, themes and CSS stay in the application. See More than one file. New in 1.10.0.

Control flow

if / elif / else, while, for, break, continue, return and pass. Inside a function, for ... else and while ... else: the else runs when the loop ends without a break. try / except / else / finally, with more than one except, a type or a tuple of types, and as error; raise ValueError("...") and assert. The types are CPython's, with their family tree: except LookupError catches a KeyError.

A condition compares with ==, !=, <, >, <= or >=, chains them (0 < x < 10), tests membership with in and not in, tests is None and is not None, asks isinstance(value, (int, float)), and joins those with and, or and not.

What is on each side decides how two values are compared, and ApkPy reads that from the source. Against text written out (name == "Ana") it is a comparison of text; against a number written out (count > 3), of numbers. Between two values that are not written out it is a comparison of numbers when ApkPy knows either side is one (a number in the source, int(...), float(...), len(...), a sum, a range() index, a function that returns a number), and of text otherwise, as Python compares two strings. Text from an input stays text until you convert it: int(a) < int(b), not a < b.

for loops over range() (with a step), a list or a tuple, a dict (its keys), text (its characters), split(), d.items(), enumerate(), zip(), reversed() and sorted(), and unpacks as it goes: for key, value in prices.items():.

Functions

Positional and keyword parameters, default values, *args and **kwargs; a function inside a function, recursion, and a lambda kept in a name. global for a name at the top of the file. A call lines its arguments up with the parameters by position, by name, or both; a missing one without a default, a repeated one, or a name the function does not have stops the build with U2037.

Values

  • Assignment to a name, to several (a = b = 0), and unpacking: a, b = parts, a, b = b, a, first, *rest = items. Every augmented operator (+=, //=, **=, ...).
  • Changing an item: row["k"] = v, items[i] = v, row["k"] += 1, del items[0].
  • None, True and False as values, and a or b, not x or a comparison used as a value.
  • Lists, dicts and tuples written out. A tuple shows with round brackets, (1, 2), and cannot change: changing one stops the build, as CPython raises there.
  • Indexing (items[-1], text[0]), slicing with a step (text[::-1]), the conditional expression a if test else b, and comprehensions inside a function -- list and dict, with if, nested -- with any() and all().

Arithmetic

+, -, *, /, //, % and **, with Python's rules: // and % round towards minus infinity (-7 // 2 is -4), / always gives a float, and dividing by zero raises ZeroDivisionError. Text repeats with *, and lists join with +. Adding a number to text written out stops the build, as CPython raises TypeError there. Convert what somebody typed before you count with it: float(price) * 2.

Builtins

len, int, float, str, bool, round, list, tuple, abs, min, max, sum, sorted (with reverse=), reversed, enumerate, zip, range, any, all, divmod, pow, chr, ord and isinstance. print() writes to Logcat on the phone and to the console in the Previewer.

Text

upper, lower, strip, lstrip, rstrip, replace, split, splitlines, join, title, capitalize, swapcase, find, count, startswith, endswith, zfill, ljust, rjust, center, isdigit, isalpha, isalnum and isnumeric. Indexes and slices count characters, so an emoji is never cut in half.

split() gives a list with Python's rules: the separator is text rather than a regular expression, empty parts are kept, maxsplit is honoured, and with no separator it splits on runs of whitespace.

f-strings take {value}, {value!r}, widths and alignment ({n:>5}, {n:05d}), {x:.2f}, {x:,.2f} and percentages ({x:.0%}). .format() and % formatting take the same.

Lists and dicts

Lists: append, extend, insert, pop, remove, index, count, sort (with reverse=), reverse and clear. Dicts: get (with a default), keys, values, items, pop and in. A pop() is a line of its own or the value of an assignment (last = items.pop()), as on the phone it changes the list as well as answering.

A list written at module level that the app changes is kept in one process-wide store, so every screen sees the same list -- exactly as a module-level list behaves in Python.

Classes

New in 1.14.1. A class at the top of the file or of a helper module, with __init__, methods, a parent class and super(), class attributes (count = 0, read as Shape.count and changed with Shape.count += 1), @staticmethod, @property, and __str__, __repr__ and __eq__.

An object behaves as it does in CPython. Every name that holds it sees the same changes, so tasks[0].done = True is seen through the list and through any other name for that task. is asks whether two names hold the same object. isinstance(x, Shape) and type(x).__name__ follow the family tree, and the method that runs is the one of the object's own class. Reading a field that was never set raises AttributeError.

A field that is always given the same kind is read as that kind, so self.price * self.qty is arithmetic and self.items.append(x) changes the object's list. A method can be handed over as a value: command=cart.clear. An object made at the top of the file is made once, when the app starts, and every screen sees the same one.

class Task:
    def __init__(self, title):
        self.title = title
        self.done = False

    def toggle(self):
        self.done = not self.done

    def __str__(self):
        return ("[x] " if self.done else "[ ] ") + self.title

Dataclasses and errors of your own

@dataclass gives a class the __init__, __repr__ and __eq__ CPython writes from its fields, unless the class writes its own. The fields take field(default=...), field(default_factory=list), init=, repr= and compare=; a dataclass can extend another, and ClassVar and __post_init__ work as in CPython.

A class that extends an error is one more error for raise and except: except ValueError catches class TooLong(ValueError): pass, and str(e) is its message. Its body is pass, a docstring, or an __init__ that hands the message on with super().__init__(message) -- with a default message, if you like.

from dataclasses import dataclass, field


@dataclass
class Item:
    name: str
    price: float = 0.0
    tags: list = field(default_factory=list)


class SoldOut(Exception):
    pass

math

Write import math and use the standard module; the Previewer gets Python's own and the phone gets java.lang.Math.

sqrt exp log log10 fabs pow hypot floor ceil trunc sin cos tan asin acos atan atan2 degrees radians pi e tau

Where numbers used to disagree, and no longer do

Three differences between the two runtimes were fixed rather than documented away, because each one was invisible until it mattered:

  • round(2.5) gave 2 in the Previewer and 3 on the phone. Python rounds a half to the even neighbour and Math.round always rounds up; the generator now emits Math.rint, which has Python's rule.
  • math.pow(10, 8) printed 1.0E8 on the phone and 100000000.0 in the Previewer. Java switches to exponent notation from 1e7 and Python only from 1e16, so numbers are now written out with Python's rule.
  • math.floor(2.7) printed 2.0 on the phone. floor, ceil and trunc return an int in Python 3, and now do here too.

math.sqrt(-1) raises on both sides. Java would have returned NaN and put that word on screen; it now throws, so one try / except covers the Previewer and the phone together.

Left out on purpose

math.log2, because Java has no Math.log2 and log(x)/log(2) disagrees with Python on 8 of the first 60 powers of two. math.inf and math.nan, because Python writes inf where Java writes Infinity. A translation that is right most of the time is worse than one that says no.

Not translated -- the build stops and says so

Each of these stops the build with U2033, naming the line and a form that does compile:

  • in a class: more than one parent, a parent that is not a class of the app (dict), @classmethod, special methods other than __init__, __str__, __repr__ and __eq__, and a list or a dict as a class attribute -- give each object its own in __init__;
  • in a dataclass: frozen=True, order=True, kw_only=True and InitVar;
  • fields and methods on an error class -- put the detail in its message;
  • a class inside a function, getattr() / setattr() on an object, and del obj.field;
  • a part of the screen built at the top of the file from an object -- set its value when the screen opens;
  • with, and files through open() -- use the files API;
  • sets, set() and set comprehensions -- use a list;
  • generators and yield, match, nonlocal and :=;
  • sorted(..., key=...);
  • a comprehension at module level (inside a function it is translated);
  • setting an attribute of a component (status.text = v) -- use set_value();
  • an inner function that changes a list of the function around it;
  • a = b = []: in CPython both names hold the same list, and here they would be two;
  • for ... else at the top of the file (inside a function it is translated);
  • modules other than math, random and the re subset: json, base64, uuid, and datetime (use the datetime API).

When what you need is not here

The list above is what ApkPy translates, not what Android can do. For the rest there is your own Java: a named block with the Java that runs on the phone and the answer the Previewer gives instead, plus the Gradle dependency, manifest line and R8 rule it needs. Inside that block the agreement between the two runtimes is yours to keep.

Differences that do not stop the build

Everything on the phone is text, and ApkPy decides from the source rather than from the running value. These still give a different answer from CPython:

  • Whole numbers are 64-bit. A result past about 9.2 × 10^18 stops the app with an error, where CPython carries on.
  • a + b, when both came out of a dict (p = row["price"]) and neither is known to be a number, joins them as text. Add the items themselves (row["a"] + row["b"]) or convert with int().
  • "5" + 1 gives 6 when the source does not say "5" is text; CPython raises TypeError.
  • A number read from one dict and written into another (b["n"] = a["n"]) goes in as text, unless it is 0 or the result of a sum.
  • d[k] with a missing key gives empty text, except inside a try that catches KeyError; CPython raises.
  • An error that comes from Java carries Java's message: int("x") says For input string: "x". Its type is CPython's, ValueError.
  • str(flag) of a stored False or None is false in an if, where CPython says true.
  • capitalize, swapcase and isnumeric use Java's character tables: ß, ligatures and CJK numerals can differ.
  • x ** y with decimals: about 4 in 3,000 differ in the last digit.
  • A tuple inside a list or another tuple shows with square brackets: [(1, 2)] reads [[1, 2]].
  • isinstance() of text the code does not follow, which looks like a number, says int or float.
  • (1, 2) == [1, 2] is true; CPython says false.
  • A list the code does not prove is a list -- one read from storage, say -- shows as its JSON: ["a","b"].
  • A switch's get_value() is "true" or "false", on both sides.

Regular expressions — 1.7.0 subset

re.match, re.search, re.sub and re.findall now have an Android translation in ApkPy 1.7.0. Use constant Unicode patterns and flags inside callbacks/helper functions; input and replacement text may be dynamic.

import re

def check_text():
    text = message.get_value()
    found = re.search(r"\bREF-(?P<code>[0-9]{4,8})\b", text, re.I)
    if found is not None:
        reference.set_value(found.group("code"))
    else:
        reference.set_value("No reference")
    matches = re.findall(r"#[\w]+", text)
    tags.set_items(matches)
    cleaned.set_value(re.sub(r"\s+", " ", text).strip())

match checks the beginning, not the entire string: add \Z for full-input format checks. Match objects support group, groups, start, end, span and checks against None; group selectors must be constant. findall returns strings without captures, a capture with one group, and grouped sequences with multiple captures. Assign its result before iteration or passing it to a list.

Supported flags are IGNORECASE, MULTILINE, DOTALL, VERBOSE, ASCII and UNICODE (including short aliases and | combinations). Named groups, lookahead, greedy/lazy quantifiers, common character classes and boundaries are supported. Replacements use Python's \1 / \g<name> syntax; $ is literal.

Dynamic patterns, re.compile, fullmatch, finditer, split, bytes, callable replacements, lookbehind, pattern backreferences, conditionals, atomic groups and possessive repetition are outside this subset. Unsupported forms fail the build with C1701; do not assume everything accepted by the desktop re module can be exported to Android.

The generator fixes Unicode classes and case folding to the build Python's tables. Use the same Python version for preview and build. Regex calls are synchronous: bound input sizes and avoid pathological patterns. Java's native regex helper adds no Python runtime, permission or Android dependency, and is only emitted when used. This supports format validation and text extraction; it does not prove an email address exists or replace server-side validation.

Never translatable

requests, numpy, pandas, os, pathlib, threading, sqlite3 and anything else that needs a Python interpreter: there is none on the phone. Use https, files, db and background_job instead. U2033 names the replacement when it recognises what you reached for.

Deliberate boundaries

Production Feeds does not provide:

  • a backend, cursor format or API authentication;
  • automatic offline synchronization;
  • conflict resolution between REST, WebSocket and local database records;
  • durable optimistic transactions after the process is killed;
  • automatic retry queues or request deduplication by HTTP response ID;
  • Paging 3, Room or Firebase as mandatory dependencies;
  • item-level business rules such as who may edit or delete a record.

This division is intentional. ApkPy provides efficient native collection behavior while the application retains control over product rules and data ownership.

Previewer versus device

NFC — new in 1.9.0

The NFC API supports foreground tag IDs/metadata, NDEF text and URI reading, and a one-record text/URI write to compatible tags. Callbacks are (ok, value); tag results are JSON strings read with json_get(). Its manifest permission is normal, not an Android runtime request. No NFC helper or permission is emitted when the app does not call the API.

There is no HCE/card emulation, raw ISO-DEP/APDU, bank-card protocol, MIFARE Classic authentication, Beam, cold-start tag launch or screen-off reading. Writes replace existing records and are not transactional. A freshly formatted tag must be removed and re-presented for independent read-back and capacity. The desktop panel is simulation, not physical NFC validation. See the development status; this API is not in published 1.8.0.

Contacts — new in 1.9.0

The Contacts API supports one phone/email selection, display-name search with limit/offset, detail reads and native create/edit forms. Only list/get request READ_CONTACTS; no direct deletion or WRITE_CONTACTS is included. Editor return does not prove a save. The compiler omits the helper when unused; no new Android dependency is required.

Search uses literal substrings and ASCII case-insensitive ordering. Paging skips a provider cursor, and changes between requests may shift offsets. No photos, groups, bulk writes, observers or vCard support is included. The fictional desktop simulator cannot validate Android grants, account sync or OEM editors. See verification limits.

Device-only checks

Use the Previewer for layout, callbacks, data flow and rapid iteration. Use an Android emulator or physical device before release for:

  • permissions and background restrictions;
  • notification channels and lock-screen controls;
  • hardware codecs, camera, microphone, GPS and Bluetooth;
  • lifecycle behavior after process recreation;
  • network security configuration and certificate behavior;
  • keyboard, accessibility, screen density and manufacturer-specific UI.

If the Previewer and Android differ, preserve the Python API and repair both the Previewer and generator source. Editing generated Java alone is temporary; the next apkpy build replaces it.

Release checklist

  • [ ] Create a new virtual environment and install the built wheel.
  • [ ] Run one small example from the installed package.
  • [ ] Generate a fresh Android project with apkpy build.
  • [ ] Compile the generated project using JDK 17–21.
  • [ ] Test narrow and wide screens in the Previewer and Android.
  • [ ] Test every backend failure path and rollback.
  • [ ] Confirm has_more=False stops repeated page requests.
  • [ ] Check that refresh returns the authoritative first page.
  • [ ] Review the generated manifest and dependencies.
  • [ ] Only then create signing material or publish the package.

Start with the Data Core guide, continue to Reactive Data, then inspect the complete 1.3.2 release notes.

For broader release evidence and the stability contract, continue to How ApkPy is tested. For the renderer boundary, use Previewer versus Android.