From 92322886cec2bf619bc7b000a9e23369827a3197 Mon Sep 17 00:00:00 2001 From: Jake LoRocco Date: Fri, 13 Mar 2026 15:49:45 -0400 Subject: [PATCH 1/3] feat: add top level async streaming Co-authored-by: Akihiko Kuroda --- cli/fix/__init__.py | 17 + cli/fix/commands.py | 69 + cli/fix/fixer.py | 499 ++ cli/m.py | 2 + mellea/core/__init__.py | 2 + mellea/core/base.py | 59 +- mellea/core/sampling.py | 13 +- mellea/stdlib/components/genslot.py | 5 + mellea/stdlib/frameworks/react.py | 6 +- mellea/stdlib/functional.py | 172 +- mellea/stdlib/sampling/base.py | 21 +- mellea/stdlib/sampling/budget_forcing.py | 6 +- mellea/stdlib/sampling/sofai.py | 19 +- mellea/stdlib/session.py | 124 +- pyproject.toml | 3 +- test/cli/test_fix.py | 1498 +++++ test/core/test_component_typing.py | 5 +- test/core/test_computed_model_output_thunk.py | 125 + test/core/test_streaming_sync_functions.py | 154 + test/plugins/test_hook_call_sites.py | 3 - test/stdlib/components/intrinsic/test_rag.py | 5 +- test/stdlib/test_session.py | 4 +- test/typing/test_overloads.yml | 267 + tooling/docs-autogen/requirements.txt | 0 uv.lock | 5771 +++++++++-------- 25 files changed, 6224 insertions(+), 2625 deletions(-) create mode 100644 cli/fix/__init__.py create mode 100644 cli/fix/commands.py create mode 100644 cli/fix/fixer.py create mode 100644 test/cli/test_fix.py create mode 100644 test/core/test_computed_model_output_thunk.py create mode 100644 test/core/test_streaming_sync_functions.py create mode 100644 test/typing/test_overloads.yml create mode 100644 tooling/docs-autogen/requirements.txt diff --git a/cli/fix/__init__.py b/cli/fix/__init__.py new file mode 100644 index 000000000..fea075546 --- /dev/null +++ b/cli/fix/__init__.py @@ -0,0 +1,17 @@ +"""CLI for fixing async calls after top-level ainstruct, aquery, and aact contract change..""" + +from enum import Enum + +import typer + +fix_app = typer.Typer(name="fix", help="Fix code for API changes.") + + +class FixMode(str, Enum): + ADD_AWAIT_RESULT = "add-await-result" + ADD_STREAM_LOOP = "add-stream-loop" + + +from cli.fix.commands import fix_async # noqa: E402 + +fix_app.command("async")(fix_async) diff --git a/cli/fix/commands.py b/cli/fix/commands.py new file mode 100644 index 000000000..51915980b --- /dev/null +++ b/cli/fix/commands.py @@ -0,0 +1,69 @@ +"""CLI command for `m fix async`.""" + +from pathlib import Path + +import typer + +from cli.fix import FixMode + + +def fix_async( + path: str = typer.Argument(..., help="File or directory to scan"), + mode: FixMode = typer.Option( + FixMode.ADD_AWAIT_RESULT, "--mode", "-m", help="Fix strategy to apply" + ), + dry_run: bool = typer.Option( + False, "--dry-run", help="Report locations without modifying files" + ), +): + """Fix async calls (aact, ainstruct, aquery) for the await_result default change. + + \b + Modes: + add-await-result (default) Adds await_result=True to each call so it + blocks until the result is ready. Use this if you don't + need to stream partial results. + add-stream-loop Inserts a `while not r.is_computed(): await r.astream()` + loop after each call. This only works if you passed a + streaming model option (e.g. stream=True) to the call; + otherwise the loop will finish immediately. + + \b + Best practices: + - Run with --dry-run first to review what will be changed. + - Only run a given mode once per file. The tool detects prior fixes and + skips calls that already have await_result=True or a stream loop, but + it is safest to treat it as a one-shot migration. + - Do not run both modes on the same file. If a stream loop is already + present, add-await-result will skip that call (and vice versa). + + \b + Detection notes: + - Most import styles are detected: `import mellea`, + `from mellea import MelleaSession`, + `from mellea.stdlib.functional import aact`, module aliases, etc. + - Calls that are already followed by `await r.avalue()`, + `await r.astream()`, or a `while not r.is_computed()` loop are + automatically skipped, even when nested inside if/try/for blocks. + """ + from cli.fix.fixer import fix_path + + target = Path(path) + if not target.exists(): + typer.echo(f"Error: {path} does not exist", err=True) + raise typer.Exit(code=1) + + result = fix_path(target, mode, dry_run=dry_run) + + if result.total_fixes == 0: + typer.echo("No fixable calls found.") + return + + action = "Found" if dry_run else "Fixed" + typer.echo( + f"{action} {result.total_fixes} call(s) in {result.files_affected} file(s):" + ) + for loc in result.locations: + typer.echo( + f" {loc.filepath}:{loc.line} - {loc.function_name}() [{loc.call_style}]" + ) diff --git a/cli/fix/fixer.py b/cli/fix/fixer.py new file mode 100644 index 000000000..3f6ccb16e --- /dev/null +++ b/cli/fix/fixer.py @@ -0,0 +1,499 @@ +"""AST-based detection and source transformation for async call fixes. + +Targets: aact, ainstruct, aquery calls that return uncomputed ModelOutputThunk. +""" + +from __future__ import annotations + +import ast +from dataclasses import dataclass +from pathlib import Path + +from cli.fix import FixMode + +# Functions that need fixing. +TARGET_FUNCTIONS = {"aact", "ainstruct", "aquery"} + +# The canonical module path for the functional API. +FUNCTIONAL_MODULE = "mellea.stdlib.functional" + +# Modules that export session classes / factory functions. +SESSION_MODULES = {"mellea", "mellea.stdlib.session"} +# Names from those modules that produce session objects with aact/ainstruct/aquery methods. +SESSION_FACTORY_NAMES = {"MelleaSession", "start_session"} + +# Directories to skip during traversal. +SKIP_DIRS = {"__pycache__", ".git", ".venv", "node_modules"} + + +@dataclass +class FixLocation: + filepath: Path + line: int + col_offset: int + function_name: str # "aact", "ainstruct", or "aquery" + call_style: str # "functional" or "session" + target_variable: str | None # MOT variable name from assignment + context_variable: str | None + + +@dataclass +class FixResult: + locations: list[FixLocation] + total_fixes: int + files_affected: int + + +@dataclass +class _MelleaImports: + """Names resolved from imports of mellea functional and session APIs in a file.""" + + # Bare names imported directly: `from mellea.stdlib.functional import aact` + functional_bare_names: set[str] + # Module aliases: `import mellea.stdlib.functional as mfuncs` or + # `from mellea.stdlib import functional [as alias]` + functional_module_aliases: set[str] + # Whether the file imports any mellea session types (MelleaSession, start_session). + # If True, `obj.aact(...)` calls on unknown objects are treated as session calls. + has_session_imports: bool + + +def _resolve_mellea_imports(tree: ast.Module) -> _MelleaImports: + """Walk top-level imports and resolve which names refer to mellea APIs.""" + functional_bare: set[str] = set() + functional_aliases: set[str] = set() + has_session = False + + for node in ast.iter_child_nodes(tree): + if isinstance(node, ast.Import): + for alias in node.names: + # `import mellea.stdlib.functional` or + # `import mellea.stdlib.functional as mfuncs` + if alias.name == FUNCTIONAL_MODULE: + local = ( + alias.asname if alias.asname else alias.name.rsplit(".", 1)[-1] + ) + functional_aliases.add(local) + # `import mellea` or `import mellea.stdlib.session` + if alias.name in SESSION_MODULES: + has_session = True + + elif isinstance(node, ast.ImportFrom): + full_module = node.module or "" + + if full_module == FUNCTIONAL_MODULE: + # `from mellea.stdlib.functional import aact, ainstruct` + for alias in node.names: + local = alias.asname if alias.asname else alias.name + if alias.name in TARGET_FUNCTIONS: + functional_bare.add(local) + + elif full_module == "mellea.stdlib": + # `from mellea.stdlib import functional [as alias]` + # `from mellea.stdlib import session [as alias]` + for alias in node.names: + if alias.name == "functional": + local = alias.asname if alias.asname else alias.name + functional_aliases.add(local) + elif alias.name == "session": + has_session = True + + # Session imports: `from mellea import MelleaSession` or + # `from mellea.stdlib.session import start_session` + if full_module in SESSION_MODULES: + for alias in node.names: + if alias.name in SESSION_FACTORY_NAMES: + has_session = True + + return _MelleaImports( + functional_bare_names=functional_bare, + functional_module_aliases=functional_aliases, + has_session_imports=has_session, + ) + + +def _get_call_info( + call_node: ast.Call, imports: _MelleaImports +) -> tuple[str, str] | None: + """Extract (function_name, call_style) from a Call node, or None if not a target.""" + func = call_node.func + + # Bare call: `aact(...)` — functional only if name was imported from the functional module. + if isinstance(func, ast.Name) and func.id in imports.functional_bare_names: + return func.id, "functional" + + # Attribute call: `something.aact(...)` + if isinstance(func, ast.Attribute) and func.attr in TARGET_FUNCTIONS: + if isinstance(func.value, ast.Name): + if func.value.id in imports.functional_module_aliases: + return func.attr, "functional" + # Only treat as session method if the file imports mellea session types. + if imports.has_session_imports: + return func.attr, "session" + + return None + + +def _get_keyword_value(call_node: ast.Call, name: str) -> ast.expr | None: + """Get the value node of a keyword argument, or None if absent.""" + for kw in call_node.keywords: + if kw.arg == name: + return kw.value + return None + + +def _is_none_literal(node: ast.expr) -> bool: + return isinstance(node, ast.Constant) and node.value is None + + +def _is_true_literal(node: ast.expr) -> bool: + return isinstance(node, ast.Constant) and node.value is True + + +def _should_skip(call_node: ast.Call, func_name: str) -> bool: + """Return True if this call should NOT be fixed.""" + # Already has await_result=True + ar = _get_keyword_value(call_node, "await_result") + if ar is not None and _is_true_literal(ar): + return True + + # For aact/ainstruct: skip if no explicit strategy=None + # (absent strategy = default non-None = already computed) + if func_name in ("aact", "ainstruct"): + strategy_val = _get_keyword_value(call_node, "strategy") + if strategy_val is None: + # No strategy keyword at all — default is non-None + return True + if not _is_none_literal(strategy_val): + # Has strategy but it's not None (e.g., strategy=my_strategy) + return True + + # aquery: no strategy param, always affected — don't skip based on strategy + + # Has return_sampling_results=True + rsr = _get_keyword_value(call_node, "return_sampling_results") + if rsr is not None and _is_true_literal(rsr): + return True + + return False + + +def _extract_variables( + stmt: ast.stmt, call_style: str +) -> tuple[str | None, str | None]: + """Extract (target_variable, context_variable) from the assignment statement.""" + targets = None + if isinstance(stmt, ast.Assign) and len(stmt.targets) == 1: + targets = stmt.targets[0] + elif isinstance(stmt, ast.AnnAssign) and stmt.target: + targets = stmt.target + + if targets is None: + return None, None + + # Tuple unpack: result, ctx = await ... + if isinstance(targets, ast.Tuple) and len(targets.elts) >= 2: + first = targets.elts[0] + second = targets.elts[1] + target_var = first.id if isinstance(first, ast.Name) else None + ctx_var = second.id if isinstance(second, ast.Name) else None + return target_var, ctx_var + + # Simple assign: result = await session.aact(...) + if isinstance(targets, ast.Name): + return targets.id, None + + return None, None + + +def _has_existing_consumption(following_stmts: list[ast.stmt], var_name: str) -> bool: + """Check if subsequent statements already consume/await the thunk variable. + + Looks for: + - ``while not .is_computed(): ...`` + - ``await .avalue()`` + - ``await .astream()`` + + Recurses into nested blocks (if/for/try/with) via ast.walk. + """ + for stmt in following_stmts: + for node in ast.walk(stmt): + # Pattern A: while not var.is_computed(): ... + if isinstance(node, ast.While): + test = node.test + if ( + isinstance(test, ast.UnaryOp) + and isinstance(test.op, ast.Not) + and isinstance(test.operand, ast.Call) + and isinstance(test.operand.func, ast.Attribute) + and test.operand.func.attr == "is_computed" + and isinstance(test.operand.func.value, ast.Name) + and test.operand.func.value.id == var_name + ): + return True + + # Pattern B/C: await var.avalue() or await var.astream() + if isinstance(node, ast.Await): + awaited = node.value + if ( + isinstance(awaited, ast.Call) + and isinstance(awaited.func, ast.Attribute) + and awaited.func.attr in ("avalue", "astream") + and isinstance(awaited.func.value, ast.Name) + and awaited.func.value.id == var_name + ): + return True + return False + + +def _iter_bodies(node: ast.AST): + """Yield each statement-list body contained in *node*.""" + for attr in ("body", "orelse", "finalbody", "handlers"): + child = getattr(node, attr, None) + if child is None: + continue + if attr == "handlers": + for handler in child: + yield from _iter_bodies(handler) + elif isinstance(child, list): + yield child + + +def find_fixable_calls(source: str, filepath: Path) -> list[FixLocation]: + """Analyze source code and return locations of calls that need fixing.""" + if not source.strip(): + return [] + + try: + tree = ast.parse(source, filename=str(filepath)) + except SyntaxError: + return [] + + imports = _resolve_mellea_imports(tree) + locations: list[FixLocation] = [] + + def _visit_body(stmts: list[ast.stmt]) -> None: + for i, node in enumerate(stmts): + # Recurse into nested bodies first (if/for/with/try/async for/async with/class/func) + for body in _iter_bodies(node): + _visit_body(body) + + # We only care about statements that contain Await expressions + if not isinstance(node, (ast.Expr, ast.Assign, ast.AnnAssign)): + continue + + # Find the Await node + await_node = None + if isinstance(node, ast.Expr) and isinstance(node.value, ast.Await): + await_node = node.value + elif isinstance(node, (ast.Assign, ast.AnnAssign)): + val = node.value + if isinstance(val, ast.Await): + await_node = val + + if await_node is None: + continue + + # The awaited expression should be a Call + if not isinstance(await_node.value, ast.Call): + continue + + call_node = await_node.value + info = _get_call_info(call_node, imports) + if info is None: + continue + + func_name, call_style = info + + if _should_skip(call_node, func_name): + continue + + target_var, ctx_var = _extract_variables(node, call_style) + + # Check if subsequent statements already handle the thunk + if target_var and _has_existing_consumption(stmts[i + 1 :], target_var): + continue + + locations.append( + FixLocation( + filepath=filepath, + line=call_node.lineno, + col_offset=call_node.col_offset, + function_name=func_name, + call_style=call_style, + target_variable=target_var, + context_variable=ctx_var, + ) + ) + + _visit_body(tree.body) + return locations + + +def _apply_add_await_result(lines: list[str], call_node: ast.Call) -> None: + """Insert await_result=True into the call, modifying lines in place.""" + # Check if there's an existing await_result=False to replace + for kw in call_node.keywords: + if kw.arg == "await_result": + # Replace the value (False -> True) + line_idx = kw.value.lineno - 1 + line = lines[line_idx] + # Find the keyword in the line and replace the value + col = kw.value.col_offset + end_col = kw.value.end_col_offset + lines[line_idx] = line[:col] + "True" + line[end_col:] + return + + # Find the closing paren of the call + assert call_node.end_lineno is not None and call_node.end_col_offset is not None + end_line = call_node.end_lineno - 1 + end_col = call_node.end_col_offset - 1 # points to ')' + + line = lines[end_line] + + # Check if it's a multi-line call (call spans multiple lines) + is_multiline = call_node.lineno != call_node.end_lineno + + if is_multiline: + # For multi-line calls, insert a new line before the closing paren + # The closing paren is at lines[end_line][end_col] + paren_line = lines[end_line] + indent = "" + for ch in paren_line: + if ch in (" ", "\t"): + indent += ch + else: + break + + # Determine the indentation of keyword args (one level deeper than closing paren) + # Look at the line above the closing paren for reference + kw_indent = indent + " " + + # Check if line before closing paren has trailing comma + prev_content_line_idx = end_line - 1 + prev_line = lines[prev_content_line_idx].rstrip() + if prev_line.endswith(","): + # Already has trailing comma, just add new kwarg line + lines[end_line] = kw_indent + "await_result=True,\n" + paren_line + else: + # Add comma to previous line, then new kwarg line + lines[prev_content_line_idx] = prev_line + ",\n" + lines[end_line] = kw_indent + "await_result=True,\n" + paren_line + else: + # Single-line call: insert before the closing paren + before_paren = line[:end_col].rstrip() + after_paren = line[end_col:] + + if before_paren.endswith(","): + # Trailing comma: insert with space + lines[end_line] = before_paren + " await_result=True" + after_paren + else: + lines[end_line] = before_paren + ", await_result=True" + after_paren + + +def _apply_add_stream_loop( + lines: list[str], stmt_node: ast.stmt, loc: FixLocation +) -> None: + """Insert a stream loop after the assignment statement.""" + if loc.target_variable is None: + return + + # Find indentation of the statement + stmt_line = lines[stmt_node.lineno - 1] + indent = "" + for ch in stmt_line: + if ch in (" ", "\t"): + indent += ch + else: + break + + var = loc.target_variable + loop_code = ( + f"{indent}while not {var}.is_computed():\n{indent} await {var}.astream()\n" + ) + + # Insert after the end of the statement + assert stmt_node.end_lineno is not None + lines.insert(stmt_node.end_lineno, loop_code) + + +def fix_file(filepath: Path, mode: FixMode, dry_run: bool = False) -> list[FixLocation]: + """Fix a single file. Returns list of fix locations found.""" + source = filepath.read_text() + locations = find_fixable_calls(source, filepath) + + if not locations or dry_run: + return locations + + # Re-parse to get AST nodes for transformation + tree = ast.parse(source, filename=str(filepath)) + + # Collect (call_node, stmt_node) pairs for each location + call_stmt_pairs: list[tuple[ast.Call, ast.stmt, FixLocation]] = [] + + for node in ast.walk(tree): + if not isinstance(node, (ast.Expr, ast.Assign, ast.AnnAssign)): + continue + + await_node = None + if isinstance(node, ast.Expr) and isinstance(node.value, ast.Await): + await_node = node.value + elif isinstance(node, (ast.Assign, ast.AnnAssign)): + if isinstance(node.value, ast.Await): + await_node = node.value + + if await_node is None or not isinstance(await_node.value, ast.Call): + continue + + call_node = await_node.value + + # Match by line number + for loc in locations: + if call_node.lineno == loc.line and call_node.col_offset == loc.col_offset: + call_stmt_pairs.append((call_node, node, loc)) + break + + # Sort by line number descending so edits don't shift positions + call_stmt_pairs.sort(key=lambda x: x[0].lineno, reverse=True) + + lines = source.splitlines(keepends=True) + # Ensure last line has newline + if lines and not lines[-1].endswith("\n"): + lines[-1] += "\n" + + for call_node, stmt_node, loc in call_stmt_pairs: + if mode == FixMode.ADD_AWAIT_RESULT: + _apply_add_await_result(lines, call_node) + elif mode == FixMode.ADD_STREAM_LOOP: + _apply_add_stream_loop(lines, stmt_node, loc) + + filepath.write_text("".join(lines)) + return locations + + +def fix_path(path: Path, mode: FixMode, dry_run: bool = False) -> FixResult: + """Fix a file or directory recursively. Returns aggregated results.""" + all_locations: list[FixLocation] = [] + files_affected = 0 + + if path.is_file(): + files = [path] + else: + files = sorted(path.rglob("*.py")) + + for f in files: + # Skip excluded directories + parts = f.relative_to(path).parts if path.is_dir() else () + if any(part in SKIP_DIRS for part in parts): + continue + + locs = fix_file(f, mode, dry_run=dry_run) + if locs: + all_locations.extend(locs) + files_affected += 1 + + return FixResult( + locations=all_locations, + total_fixes=len(all_locations), + files_affected=files_affected, + ) diff --git a/cli/m.py b/cli/m.py index 4cdb4f7fa..504c2dbf9 100644 --- a/cli/m.py +++ b/cli/m.py @@ -11,6 +11,7 @@ from cli.alora.commands import alora_app from cli.decompose import app as decompose_app from cli.eval.commands import eval_app +from cli.fix import fix_app from cli.serve.app import serve cli = typer.Typer(name="m", no_args_is_help=True) @@ -39,3 +40,4 @@ def callback() -> None: cli.add_typer(decompose_app) cli.add_typer(eval_app) +cli.add_typer(fix_app) diff --git a/mellea/core/__init__.py b/mellea/core/__init__.py index b031df6ab..910fced57 100644 --- a/mellea/core/__init__.py +++ b/mellea/core/__init__.py @@ -15,6 +15,7 @@ CBlock, Component, ComponentParseError, + ComputedModelOutputThunk, Context, ContextTurn, GenerateLog, @@ -38,6 +39,7 @@ "CBlock", "Component", "ComponentParseError", + "ComputedModelOutputThunk", "Context", "ContextTurn", "FancyLogger", diff --git a/mellea/core/base.py b/mellea/core/base.py index cf6603c00..feff87e77 100644 --- a/mellea/core/base.py +++ b/mellea/core/base.py @@ -17,12 +17,11 @@ import binascii import datetime import enum -import time from collections.abc import Callable, Coroutine, Iterable, Mapping from copy import copy, deepcopy from dataclasses import dataclass from io import BytesIO -from typing import Any, Generic, Protocol, TypeVar, runtime_checkable +from typing import Any, Generic, Literal, Protocol, TypeVar, runtime_checkable import typing_extensions from PIL import Image as PILImage @@ -564,6 +563,62 @@ def __deepcopy__(self, memo: dict) -> ModelOutputThunk: return deepcopied +class ComputedModelOutputThunk(ModelOutputThunk[S]): + """A `ComputedModelOutputThunk` is a `ModelOutputThunk` that is guaranteed to be computed. + + This subclass provides a clear type distinction between thunks that may need awaiting + and those that are already computed. It should be returned from synchronous functions + and sampling strategies to indicate that no awaiting is needed. + + Uses zero-copy class reassignment: calling `ComputedModelOutputThunk(thunk)` reassigns + the thunk's `__class__` to `ComputedModelOutputThunk` without creating a new object. + """ + + def __new__(cls, thunk: ModelOutputThunk[S]) -> ComputedModelOutputThunk[S]: + """Convert the ModelOutputThunk into a ComputedModelOutputThunk.""" + thunk.__class__ = cls + return thunk # type: ignore[return-value] + + def __init__(self, thunk: ModelOutputThunk[S]) -> None: + """A `ComputedModelOutputThunk` is a `ModelOutputThunk` that is guaranteed to be computed. + + Uses zero-copy class reassignment: calling `ComputedModelOutputThunk(thunk)` reassigns + the thunk's `__class__` to `ComputedModelOutputThunk` without creating a new object. + """ + if not self.is_computed(): + raise ValueError( + "ComputedModelOutputThunk requires a computed ModelOutputThunk; but .is_computed() is False." + ) + if self.value is None: + raise ValueError("ComputedModelOutputThunk requires a non-None value.") + + async def avalue(self) -> str: + """Return the value of the thunk. Use .value() instead.""" + assert self.value is not None, "ComputedModelOutputThunk value cannot be None" + return self.value + + async def astream(self) -> str: + """Cannot astream from ComputedModelOutputThunks. Use .value() instead.""" + raise RuntimeError( + "Cannot stream from a ComputedModelOutputThunk." + "This thunk is already fully computed and does not support streaming." + ) + + @property + def value(self) -> str: + """Gets the value of the block.""" + return self._underlying_value # type: ignore + + @value.setter + def value(self, v: str): + """Sets the value of the block.""" + self._underlying_value = v + + def is_computed(self) -> Literal[True]: + """Returns `True`.""" + return True + + @dataclass class ContextTurn: """A turn of model input and model output. diff --git a/mellea/core/sampling.py b/mellea/core/sampling.py index 0bf75badf..560a0d8fa 100644 --- a/mellea/core/sampling.py +++ b/mellea/core/sampling.py @@ -12,7 +12,14 @@ from typing import Generic from .backend import Backend, BaseModelSubclass -from .base import CBlock, Component, Context, ModelOutputThunk, S +from .base import ( + CBlock, + Component, + ComputedModelOutputThunk, + Context, + ModelOutputThunk, + S, +) from .requirement import Requirement, ValidationResult @@ -46,7 +53,7 @@ def __init__( result_index: int, success: bool, *, - sample_generations: list[ModelOutputThunk[S]] | None = None, + sample_generations: list[ComputedModelOutputThunk[S]] | None = None, sample_validations: list[list[tuple[Requirement, ValidationResult]]] | None = None, sample_actions: list[Component] | None = None, @@ -78,7 +85,7 @@ def __init__( self.sample_contexts = sample_contexts @property - def result(self) -> ModelOutputThunk[S]: + def result(self) -> ComputedModelOutputThunk[S]: """The final output or result from applying the sampling strategy.""" return self.sample_generations[self.result_index] diff --git a/mellea/stdlib/components/genslot.py b/mellea/stdlib/components/genslot.py index 4ac82486d..2e8954f0e 100644 --- a/mellea/stdlib/components/genslot.py +++ b/mellea/stdlib/components/genslot.py @@ -775,6 +775,7 @@ async def __async_call__() -> tuple[R, Context] | R: strategy=extracted.strategy, format=self._response_model, model_options=extracted.model_options, + await_result=True, ) else: # We know these aren't None from the `extract_args_and_kwargs` function. @@ -788,8 +789,12 @@ async def __async_call__() -> tuple[R, Context] | R: strategy=extracted.strategy, format=self._response_model, model_options=extracted.model_options, + await_result=True, ) + assert response.is_computed(), ( + "unexpectedly received uncomputed model output thunk in async generative slot" + ) assert response.parsed_repr is not None if context is None: return response.parsed_repr diff --git a/mellea/stdlib/frameworks/react.py b/mellea/stdlib/frameworks/react.py index 810542295..f924ad7bb 100644 --- a/mellea/stdlib/frameworks/react.py +++ b/mellea/stdlib/frameworks/react.py @@ -10,7 +10,7 @@ # from PIL import Image as PILImage from mellea.backends.model_options import ModelOption from mellea.core.backend import Backend, BaseModelSubclass -from mellea.core.base import AbstractMelleaTool, ModelOutputThunk +from mellea.core.base import AbstractMelleaTool, ComputedModelOutputThunk from mellea.core.utils import FancyLogger from mellea.stdlib import functional as mfuncs @@ -36,7 +36,7 @@ async def react( model_options: dict | None = None, tools: list[AbstractMelleaTool] | None, loop_budget: int = 10, -) -> tuple[ModelOutputThunk[str], ChatContext]: +) -> tuple[ComputedModelOutputThunk[str], ChatContext]: """Asynchronous ReACT pattern (Think -> Act -> Observe -> Repeat Until Done); attempts to accomplish the provided goal given the provided tools. Args: @@ -89,6 +89,7 @@ async def react( strategy=None, model_options=model_options, tool_calls=True, + await_result=True, ) # Have to assert this due to type hints. @@ -117,6 +118,7 @@ async def react( strategy=None, model_options=model_options, format=format, + await_result=True, ) assert isinstance(next_context, ChatContext) context = next_context diff --git a/mellea/stdlib/functional.py b/mellea/stdlib/functional.py index 16290c229..fe14098c5 100644 --- a/mellea/stdlib/functional.py +++ b/mellea/stdlib/functional.py @@ -15,6 +15,7 @@ BaseModelSubclass, CBlock, Component, + ComputedModelOutputThunk, Context, FancyLogger, GenerateLog, @@ -49,7 +50,7 @@ def act( format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, -) -> tuple[ModelOutputThunk[S], Context]: ... +) -> tuple[ComputedModelOutputThunk[S], Context]: ... @overload @@ -78,7 +79,7 @@ def act( format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, -) -> tuple[ModelOutputThunk[S], Context] | SamplingResult[S]: +) -> tuple[ComputedModelOutputThunk[S], Context] | SamplingResult[S]: """Runs a generic action, and adds both the action and the result to the context. Args: @@ -93,7 +94,8 @@ def act( tool_calls: if true, tool calling is enabled. Returns: - A (ModelOutputThunk, Context) if `return_sampling_results` is `False`, else returns a `SamplingResult`. + A (ComputedModelOutputThunk, Context) if `return_sampling_results` is `False`, else returns a `SamplingResult`. + Always returns ComputedModelOutputThunk since sync functions must await completion. """ out = _run_async_in_thread( aact( @@ -106,10 +108,9 @@ def act( format=format, model_options=model_options, tool_calls=tool_calls, - # We can safely silence this here since it's in a sync function. - silence_context_type_warning=True, + silence_context_type_warning=True, # We can safely silence this here since it's in a sync function. + await_result=True, # Sync functions must always await ) # type: ignore[call-overload] - # Mypy doesn't like the bool for return_sampling_results. ) return out @@ -133,7 +134,7 @@ def instruct( format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, -) -> tuple[ModelOutputThunk[str], Context]: ... +) -> tuple[ComputedModelOutputThunk[str], Context]: ... @overload @@ -174,7 +175,7 @@ def instruct( format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, -) -> tuple[ModelOutputThunk[str], Context] | SamplingResult[str]: +) -> tuple[ComputedModelOutputThunk[str], Context] | SamplingResult[str]: """Generates from an instruction. Args: @@ -195,7 +196,8 @@ def instruct( images: A list of images to be used in the instruction or None if none. Returns: - A (ModelOutputThunk, Context) if `return_sampling_results` is `False`, else returns a `SamplingResult`. + A (ComputedModelOutputThunk, Context) if `return_sampling_results` is `False`, else returns a `SamplingResult`. + Always returns ComputedModelOutputThunk since sync functions must await completion. """ requirements = [] if requirements is None else requirements icl_examples = [] if icl_examples is None else icl_examples @@ -336,7 +338,7 @@ def query( format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, -) -> tuple[ModelOutputThunk, Context]: +) -> tuple[ComputedModelOutputThunk, Context]: """Query method for retrieving information from an object. Args: @@ -349,7 +351,7 @@ def query( tool_calls: If true, the model may make tool calls. Defaults to False. Returns: - ModelOutputThunk: The result of the query as processed by the backend. + ComputedModelOutputThunk: The result of the query as processed by the backend. """ if not isinstance(obj, MObjectProtocol): obj = mify(obj) @@ -459,12 +461,47 @@ async def aact( backend: Backend, *, requirements: list[Requirement] | None = None, - strategy: SamplingStrategy | None = RejectionSamplingStrategy(loop_budget=2), + strategy: None = None, + return_sampling_results: Literal[False] = False, + format: type[BaseModelSubclass] | None = None, + model_options: dict | None = None, + tool_calls: bool = False, + silence_context_type_warning: bool = False, + await_result: Literal[True], +) -> tuple[ComputedModelOutputThunk[S], Context]: ... + + +@overload +async def aact( + action: Component[S], + context: Context, + backend: Backend, + *, + requirements: list[Requirement] | None = None, + strategy: SamplingStrategy, + return_sampling_results: Literal[False] = False, + format: type[BaseModelSubclass] | None = None, + model_options: dict | None = None, + tool_calls: bool = False, + silence_context_type_warning: bool = False, + await_result: bool = False, +) -> tuple[ComputedModelOutputThunk[S], Context]: ... + + +@overload +async def aact( + action: Component[S], + context: Context, + backend: Backend, + *, + requirements: list[Requirement] | None = None, + strategy: None = None, return_sampling_results: Literal[False] = False, format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, silence_context_type_warning: bool = False, + await_result: Literal[False] = False, ) -> tuple[ModelOutputThunk[S], Context]: ... @@ -481,6 +518,7 @@ async def aact( model_options: dict | None = None, tool_calls: bool = False, silence_context_type_warning: bool = False, + await_result: bool = False, ) -> SamplingResult[S]: ... @@ -496,6 +534,7 @@ async def aact( model_options: dict | None = None, tool_calls: bool = False, silence_context_type_warning: bool = False, + await_result: bool = False, ) -> tuple[ModelOutputThunk[S], Context] | SamplingResult: """Asynchronous version of .act; runs a generic action, and adds both the action and the result to the context. @@ -510,6 +549,7 @@ async def aact( model_options: additional model options, which will upsert into the model/backend's defaults. tool_calls: if true, tool calling is enabled. silence_context_type_warning: if called directly from an asynchronous function, will log a warning if not using a SimpleContext + await_result: if False and strategy is None, returns uncomputed ModelOutputThunk for streaming. If True or strategy is not None, awaits and returns ComputedModelOutputThunk. Default is False. Returns: A (ModelOutputThunk, Context) if `return_sampling_results` is `False`, else returns a `SamplingResult`. @@ -581,12 +621,18 @@ async def aact( model_options=model_options, tool_calls=tool_calls, ) - await result.avalue() + # Only await and wrap if await_result is True + if await_result: + await result.avalue() + + # ._generate_log should never be None after generation. + assert result._generate_log is not None + result._generate_log.is_final_result = True + generate_logs.append(result._generate_log) - # ._generate_log should never be None after generation. - assert result._generate_log is not None - result._generate_log.is_final_result = True - generate_logs.append(result._generate_log) + # Wrap in ComputedModelOutputThunk to indicate it's fully computed + computed_result = ComputedModelOutputThunk(result) + result = computed_result # type: ignore else: # Always sample if a strategy is provided, even if no requirements were provided. @@ -604,11 +650,11 @@ async def aact( ) assert sampling_result.sample_generations is not None - for result in sampling_result.sample_generations: + for gen_result in sampling_result.sample_generations: assert ( - result._generate_log is not None + gen_result._generate_log is not None ) # Cannot be None after generation. - generate_logs.append(result._generate_log) + generate_logs.append(gen_result._generate_log) new_ctx = sampling_result.result_ctx result = sampling_result.result @@ -705,11 +751,56 @@ async def ainstruct( user_variables: dict[str, str] | None = None, prefix: str | CBlock | None = None, output_prefix: str | CBlock | None = None, - strategy: SamplingStrategy | None = RejectionSamplingStrategy(loop_budget=2), + strategy: None = None, return_sampling_results: Literal[False] = False, format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, + await_result: Literal[True], +) -> tuple[ComputedModelOutputThunk[str], Context]: ... + + +@overload +async def ainstruct( + description: str, + context: Context, + backend: Backend, + *, + images: list[ImageBlock] | list[PILImage.Image] | None = None, + requirements: list[Requirement | str] | None = None, + icl_examples: list[str | CBlock] | None = None, + grounding_context: dict[str, str | CBlock | Component] | None = None, + user_variables: dict[str, str] | None = None, + prefix: str | CBlock | None = None, + output_prefix: str | CBlock | None = None, + strategy: SamplingStrategy, + return_sampling_results: Literal[False] = False, + format: type[BaseModelSubclass] | None = None, + model_options: dict | None = None, + tool_calls: bool = False, + await_result: bool = False, +) -> tuple[ComputedModelOutputThunk[str], Context]: ... + + +@overload +async def ainstruct( + description: str, + context: Context, + backend: Backend, + *, + images: list[ImageBlock] | list[PILImage.Image] | None = None, + requirements: list[Requirement | str] | None = None, + icl_examples: list[str | CBlock] | None = None, + grounding_context: dict[str, str | CBlock | Component] | None = None, + user_variables: dict[str, str] | None = None, + prefix: str | CBlock | None = None, + output_prefix: str | CBlock | None = None, + strategy: None = None, + return_sampling_results: Literal[False] = False, + format: type[BaseModelSubclass] | None = None, + model_options: dict | None = None, + tool_calls: bool = False, + await_result: Literal[False] = False, ) -> tuple[ModelOutputThunk[str], Context]: ... @@ -731,7 +822,8 @@ async def ainstruct( format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, -) -> SamplingResult[S]: ... + await_result: bool = False, +) -> SamplingResult[str]: ... async def ainstruct( @@ -751,6 +843,7 @@ async def ainstruct( format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, + await_result: bool = False, ) -> tuple[ModelOutputThunk[str], Context] | SamplingResult: """Generates from an instruction. @@ -770,6 +863,7 @@ async def ainstruct( model_options: Additional model options, which will upsert into the model/backend's defaults. tool_calls: If true, tool calling is enabled. images: A list of images to be used in the instruction or None if none. + await_result: if False and strategy is None, returns uncomputed ModelOutputThunk for streaming. If True or strategy is not None, awaits and returns ComputedModelOutputThunk. Default is False. Returns: A (ModelOutputThunk, Context) if `return_sampling_results` is `False`, else returns a `SamplingResult`. @@ -802,6 +896,7 @@ async def ainstruct( format=format, model_options=model_options, tool_calls=tool_calls, + await_result=await_result, ) # type: ignore[call-overload] @@ -851,6 +946,7 @@ async def achat( format=format, model_options=model_options, tool_calls=tool_calls, + await_result=True, # Must compute for Message parsing below. ) parsed_assistant_message = result.parsed_repr assert isinstance(parsed_assistant_message, Message) @@ -961,6 +1057,34 @@ async def avalidate( return rvs +@overload +async def aquery( + obj: Any, + query: str, + context: Context, + backend: Backend, + *, + format: type[BaseModelSubclass] | None = None, + model_options: dict | None = None, + tool_calls: bool = False, + await_result: Literal[True], +) -> tuple[ComputedModelOutputThunk, Context]: ... + + +@overload +async def aquery( + obj: Any, + query: str, + context: Context, + backend: Backend, + *, + format: type[BaseModelSubclass] | None = None, + model_options: dict | None = None, + tool_calls: bool = False, + await_result: Literal[False] = False, +) -> tuple[ModelOutputThunk, Context]: ... + + async def aquery( obj: Any, query: str, @@ -970,6 +1094,7 @@ async def aquery( format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, + await_result: bool = False, ) -> tuple[ModelOutputThunk, Context]: """Query method for retrieving information from an object. @@ -981,6 +1106,7 @@ async def aquery( format: format for output parsing. model_options: Model options to pass to the backend. tool_calls: If true, the model may make tool calls. Defaults to False. + await_result: if False (default), returns uncomputed ModelOutputThunk. If True, awaits and returns ComputedModelOutputThunk. Returns: ModelOutputThunk: The result of the query as processed by the backend. @@ -1000,6 +1126,7 @@ async def aquery( format=format, model_options=model_options, tool_calls=tool_calls, + await_result=await_result, # type: ignore[call-overload] ) return answer @@ -1045,6 +1172,7 @@ async def atransform( format=format, model_options=model_options, tool_calls=True, + await_result=True, # Must be computed for tool calls. ) tools = await _acall_tools(transformed, backend) diff --git a/mellea/stdlib/sampling/base.py b/mellea/stdlib/sampling/base.py index 59c044dd0..528a4e052 100644 --- a/mellea/stdlib/sampling/base.py +++ b/mellea/stdlib/sampling/base.py @@ -23,9 +23,9 @@ Backend, BaseModelSubclass, Component, + ComputedModelOutputThunk, Context, FancyLogger, - ModelOutputThunk, Requirement, S, SamplingResult, @@ -71,7 +71,7 @@ def repair( old_ctx: Context, new_ctx: Context, past_actions: list[Component], - past_results: list[ModelOutputThunk], + past_results: list[ComputedModelOutputThunk], past_val: list[list[tuple[Requirement, ValidationResult]]], ) -> tuple[Component, Context]: """Repair function that is being invoked if not all requirements are fulfilled. It should return a next action component. @@ -94,7 +94,7 @@ def repair( @abc.abstractmethod def select_from_failure( sampled_actions: list[Component], - sampled_results: list[ModelOutputThunk], + sampled_results: list[ComputedModelOutputThunk], sampled_val: list[list[tuple[Requirement, ValidationResult]]], ) -> int: """This function returns the index of the result that should be selected as `.value` iff the loop budget is exhausted and no success. @@ -145,7 +145,7 @@ async def sample( flog = FancyLogger.get_logger() - sampled_results: list[ModelOutputThunk] = [] + sampled_results: list[ComputedModelOutputThunk] = [] sampled_scores: list[list[tuple[Requirement, ValidationResult]]] = [] sampled_actions: list[Component] = [] sample_contexts: list[Context] = [] @@ -204,6 +204,7 @@ async def sample( tool_calls=tool_calls, ) await result.avalue() + result = ComputedModelOutputThunk(result) # Sampling strategies may use different components from the original # action. This might cause discrepancies in the expected parsed_repr @@ -380,7 +381,7 @@ class RejectionSamplingStrategy(BaseSamplingStrategy): @staticmethod def select_from_failure( sampled_actions: list[Component], - sampled_results: list[ModelOutputThunk], + sampled_results: list[ComputedModelOutputThunk], sampled_val: list[list[tuple[Requirement, ValidationResult]]], ) -> int: """Always returns the 0th index. @@ -400,7 +401,7 @@ def repair( old_ctx: Context, new_ctx: Context, past_actions: list[Component], - past_results: list[ModelOutputThunk], + past_results: list[ComputedModelOutputThunk], past_val: list[list[tuple[Requirement, ValidationResult]]], ) -> tuple[Component, Context]: """Always returns the unedited, last action. @@ -424,7 +425,7 @@ class RepairTemplateStrategy(BaseSamplingStrategy): @staticmethod def select_from_failure( sampled_actions: list[Component], - sampled_results: list[ModelOutputThunk], + sampled_results: list[ComputedModelOutputThunk], sampled_val: list[list[tuple[Requirement, ValidationResult]]], ) -> int: """Always returns the 0th index. @@ -444,7 +445,7 @@ def repair( old_ctx: Context, new_ctx: Context, past_actions: list[Component], - past_results: list[ModelOutputThunk], + past_results: list[ComputedModelOutputThunk], past_val: list[list[tuple[Requirement, ValidationResult]]], ) -> tuple[Component, Context]: """Adds a description of the requirements that failed to a copy of the original instruction. @@ -489,7 +490,7 @@ class MultiTurnStrategy(BaseSamplingStrategy): @staticmethod def select_from_failure( sampled_actions: list[Component], - sampled_results: list[ModelOutputThunk], + sampled_results: list[ComputedModelOutputThunk], sampled_val: list[list[tuple[Requirement, ValidationResult]]], ): """Always returns the last index. The last message from the model will always be returned if all results are failures. @@ -509,7 +510,7 @@ def repair( old_ctx: Context, new_ctx: Context, past_actions: list[Component], - past_results: list[ModelOutputThunk], + past_results: list[ComputedModelOutputThunk], past_val: list[list[tuple[Requirement, ValidationResult]]], ) -> tuple[Component, Context]: """Returns a Message with a description (and validation reasons) of the failed requirements. diff --git a/mellea/stdlib/sampling/budget_forcing.py b/mellea/stdlib/sampling/budget_forcing.py index d17402e57..25faccdca 100644 --- a/mellea/stdlib/sampling/budget_forcing.py +++ b/mellea/stdlib/sampling/budget_forcing.py @@ -9,9 +9,9 @@ Backend, BaseModelSubclass, Component, + ComputedModelOutputThunk, Context, FancyLogger, - ModelOutputThunk, Requirement, S, SamplingResult, @@ -127,7 +127,7 @@ async def sample( flog = FancyLogger.get_logger() - sampled_results: list[ModelOutputThunk] = [] + sampled_results: list[ComputedModelOutputThunk] = [] sampled_scores: list[list[tuple[Requirement, ValidationResult]]] = [] sampled_actions: list[Component] = [] sample_contexts: list[Context] = [] @@ -184,6 +184,8 @@ async def sample( model_options=model_options, ) result_ctx = next_context + await result.avalue() + result = ComputedModelOutputThunk(result) # Sampling strategies may use different components from the original # action. This might cause discrepancies in the expected parsed_repr diff --git a/mellea/stdlib/sampling/sofai.py b/mellea/stdlib/sampling/sofai.py index 0f17e8c1f..ff1c8f41f 100644 --- a/mellea/stdlib/sampling/sofai.py +++ b/mellea/stdlib/sampling/sofai.py @@ -18,9 +18,9 @@ Backend, BaseModelSubclass, Component, + ComputedModelOutputThunk, Context, FancyLogger, - ModelOutputThunk, Requirement, S, SamplingResult, @@ -105,7 +105,7 @@ def repair( old_ctx: Context, new_ctx: Context, past_actions: list[Component], - past_results: list[ModelOutputThunk], + past_results: list[ComputedModelOutputThunk], past_val: list[list[tuple[Requirement, ValidationResult]]], ) -> tuple[Component, Context]: """Create targeted feedback message from validation results. @@ -151,7 +151,7 @@ def repair( @staticmethod def select_from_failure( sampled_actions: list[Component], - sampled_results: list[ModelOutputThunk], + sampled_results: list[ComputedModelOutputThunk], sampled_val: list[list[tuple[Requirement, ValidationResult]]], ) -> int: """Select the most informed attempt (last) when all fail. @@ -412,7 +412,7 @@ def _prepare_s2_context( original_context: Context, last_result_ctx: Context, last_action: Component, - sampled_results: list[ModelOutputThunk], + sampled_results: list[ComputedModelOutputThunk], sampled_scores: list[list[tuple[Requirement, ValidationResult]]], loop_count: int, ) -> tuple[Component, Context]: @@ -500,7 +500,9 @@ async def _generate_and_validate( format: type[BaseModelSubclass] | None, model_options: dict | None, tool_calls: bool, - ) -> tuple[ModelOutputThunk, Context, list[tuple[Requirement, ValidationResult]]]: + ) -> tuple[ + ComputedModelOutputThunk, Context, list[tuple[Requirement, ValidationResult]] + ]: """Generate with a solver and validate the result. Args: @@ -525,6 +527,7 @@ async def _generate_and_validate( tool_calls=tool_calls, ) await result.avalue() + computed_result = ComputedModelOutputThunk(result) # Note: Unlike base.py which sets result.parsed_repr = action.parse(result), # we skip this because MOTs are immutable. The parsed_repr was set by the @@ -539,13 +542,13 @@ async def _generate_and_validate( reqs=reqs_for_validation, context=result_ctx, backend=session_backend, - output=result, + output=computed_result, format=None, model_options=model_options, ) constraint_scores = list(zip(reqs, val_scores)) - return result, result_ctx, constraint_scores + return computed_result, result_ctx, constraint_scores # ========================================================================= # Main Sample Method @@ -606,7 +609,7 @@ async def sample( reqs: list[Requirement] = list(requirements) if requirements else [] # State tracking for all attempts - sampled_results: list[ModelOutputThunk] = [] + sampled_results: list[ComputedModelOutputThunk] = [] sampled_scores: list[list[tuple[Requirement, ValidationResult]]] = [] sampled_actions: list[Component] = [] sample_contexts: list[Context] = [] diff --git a/mellea/stdlib/session.py b/mellea/stdlib/session.py index acdd42c67..c335352d6 100644 --- a/mellea/stdlib/session.py +++ b/mellea/stdlib/session.py @@ -23,6 +23,7 @@ BaseModelSubclass, CBlock, Component, + ComputedModelOutputThunk, Context, FancyLogger, GenerateLog, @@ -410,7 +411,7 @@ def act( format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, - ) -> ModelOutputThunk[S]: ... + ) -> ComputedModelOutputThunk[S]: ... @overload def act( @@ -487,7 +488,7 @@ def instruct( format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, - ) -> ModelOutputThunk[str]: ... + ) -> ComputedModelOutputThunk[str]: ... @overload def instruct( @@ -531,7 +532,7 @@ def instruct( description: The description of the instruction. requirements: A list of requirements that the instruction can be validated against. icl_examples: A list of in-context-learning examples that the instruction can be validated against. - grounding_context: A list of grounding contexts that the instruction can use. They can bind as variables using a (key: str, value: str | ContentBlock) tuple. + grounding_context: A list of grounding contexts that the instruction can use. They can bind as variables using a (key: str, value: str | CBlock | Component) tuple. user_variables: A dict of user-defined variables used to fill in Jinja placeholders in other parameters. This requires that all other provided parameters are provided as strings. prefix: A prefix string or ContentBlock to use when generating the instruction. output_prefix: A string or ContentBlock that defines a prefix for the output generation. Usually you do not need this. @@ -655,7 +656,7 @@ def query( format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, - ) -> ModelOutputThunk: + ) -> ComputedModelOutputThunk: """Query method for retrieving information from an object. Args: @@ -666,7 +667,7 @@ def query( tool_calls: If true, the model may make tool calls. Defaults to False. Returns: - ModelOutputThunk: The result of the query as processed by the backend. + ComputedModelOutputThunk: The result of the query as processed by the backend. """ result, context = mfuncs.query( obj=obj, @@ -718,11 +719,40 @@ async def aact( action: Component[S], *, requirements: list[Requirement] | None = None, - strategy: SamplingStrategy | None = RejectionSamplingStrategy(loop_budget=2), + strategy: None = None, + return_sampling_results: Literal[False] = False, + format: type[BaseModelSubclass] | None = None, + model_options: dict | None = None, + tool_calls: bool = False, + await_result: Literal[True], + ) -> ComputedModelOutputThunk[S]: ... + + @overload + async def aact( + self, + action: Component[S], + *, + requirements: list[Requirement] | None = None, + strategy: SamplingStrategy, + return_sampling_results: Literal[False] = False, + format: type[BaseModelSubclass] | None = None, + model_options: dict | None = None, + tool_calls: bool = False, + await_result: bool = False, + ) -> ComputedModelOutputThunk[S]: ... + + @overload + async def aact( + self, + action: Component[S], + *, + requirements: list[Requirement] | None = None, + strategy: None = None, return_sampling_results: Literal[False] = False, format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, + await_result: Literal[False] = False, ) -> ModelOutputThunk[S]: ... @overload @@ -736,6 +766,7 @@ async def aact( format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, + await_result: bool = False, ) -> SamplingResult[S]: ... async def aact( @@ -748,6 +779,7 @@ async def aact( format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, + await_result: bool = False, ) -> ModelOutputThunk[S] | SamplingResult: """Runs a generic action, and adds both the action and the result to the context. @@ -759,9 +791,11 @@ async def aact( format: if set, the BaseModel to use for constrained decoding. model_options: additional model options, which will upsert into the model/backend's defaults. tool_calls: if true, tool calling is enabled. + await_result: if False and strategy is None, returns uncomputed ModelOutputThunk for streaming. Default is False. Returns: A ModelOutputThunk if `return_sampling_results` is `False`, else returns a `SamplingResult`. + When await_result=False and strategy=None, returns uncomputed ModelOutputThunk that can be streamed. """ r = await mfuncs.aact( action, @@ -773,6 +807,7 @@ async def aact( format=format, model_options=model_options, tool_calls=tool_calls, + await_result=await_result, ) # type: ignore if isinstance(r, SamplingResult): @@ -795,11 +830,52 @@ async def ainstruct( user_variables: dict[str, str] | None = None, prefix: str | CBlock | None = None, output_prefix: str | CBlock | None = None, - strategy: SamplingStrategy | None = RejectionSamplingStrategy(loop_budget=2), + strategy: None = None, + return_sampling_results: Literal[False] = False, + format: type[BaseModelSubclass] | None = None, + model_options: dict | None = None, + tool_calls: bool = False, + await_result: Literal[True], + ) -> ComputedModelOutputThunk[str]: ... + + @overload + async def ainstruct( + self, + description: str, + *, + images: list[ImageBlock] | list[PILImage.Image] | None = None, + requirements: list[Requirement | str] | None = None, + icl_examples: list[str | CBlock] | None = None, + grounding_context: dict[str, str | CBlock | Component] | None = None, + user_variables: dict[str, str] | None = None, + prefix: str | CBlock | None = None, + output_prefix: str | CBlock | None = None, + strategy: SamplingStrategy, + return_sampling_results: Literal[False] = False, + format: type[BaseModelSubclass] | None = None, + model_options: dict | None = None, + tool_calls: bool = False, + await_result: bool = False, + ) -> ComputedModelOutputThunk[str]: ... + + @overload + async def ainstruct( + self, + description: str, + *, + images: list[ImageBlock] | list[PILImage.Image] | None = None, + requirements: list[Requirement | str] | None = None, + icl_examples: list[str | CBlock] | None = None, + grounding_context: dict[str, str | CBlock | Component] | None = None, + user_variables: dict[str, str] | None = None, + prefix: str | CBlock | None = None, + output_prefix: str | CBlock | None = None, + strategy: None = None, return_sampling_results: Literal[False] = False, format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, + await_result: Literal[False] = False, ) -> ModelOutputThunk[str]: ... @overload @@ -819,6 +895,7 @@ async def ainstruct( format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, + await_result: bool = False, ) -> SamplingResult[str]: ... async def ainstruct( @@ -837,6 +914,7 @@ async def ainstruct( format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, + await_result: bool = False, ) -> ModelOutputThunk[str] | SamplingResult[str]: """Generates from an instruction. @@ -854,9 +932,11 @@ async def ainstruct( model_options: Additional model options, which will upsert into the model/backend's defaults. tool_calls: If true, tool calling is enabled. images: A list of images to be used in the instruction or None if none. + await_result: if False and strategy is None, returns uncomputed ModelOutputThunk for streaming. Default is False. Returns: - A ``ModelOutputThunk`` if ``return_sampling_results`` is ``False``, + A ``ComputedModelOutputThunk`` if ``strategy`` is ``None`` and ``await_results`` is ``False``, + else returns a ``ModelOutputThunk`` if return_sampling_results`` is ``False``, else a ``SamplingResult``. """ r = await mfuncs.ainstruct( @@ -875,6 +955,7 @@ async def ainstruct( format=format, model_options=model_options, tool_calls=tool_calls, + await_result=await_result, ) if isinstance(r, SamplingResult): @@ -960,6 +1041,30 @@ async def avalidate( input=input, ) + @overload + async def aquery( + self, + obj: Any, + query: str, + *, + format: type[BaseModelSubclass] | None = None, + model_options: dict | None = None, + tool_calls: bool = False, + await_result: Literal[True], + ) -> ComputedModelOutputThunk: ... + + @overload + async def aquery( + self, + obj: Any, + query: str, + *, + format: type[BaseModelSubclass] | None = None, + model_options: dict | None = None, + tool_calls: bool = False, + await_result: Literal[False] = False, + ) -> ModelOutputThunk: ... + async def aquery( self, obj: Any, @@ -968,6 +1073,7 @@ async def aquery( format: type[BaseModelSubclass] | None = None, model_options: dict | None = None, tool_calls: bool = False, + await_result: bool = False, ) -> ModelOutputThunk: """Query method for retrieving information from an object. @@ -977,6 +1083,7 @@ async def aquery( format: format for output parsing. model_options: Model options to pass to the backend. tool_calls: If true, the model may make tool calls. Defaults to False. + await_result: if False (default), returns uncomputed ModelOutputThunk. If True, awaits and returns ComputedModelOutputThunk. Returns: ModelOutputThunk: The result of the query as processed by the backend. @@ -989,6 +1096,7 @@ async def aquery( format=format, model_options=model_options, tool_calls=tool_calls, + await_result=await_result, # type: ignore[call-overload] ) self.ctx = context return result diff --git a/pyproject.toml b/pyproject.toml index 27844bc64..b2183a975 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -128,6 +128,7 @@ test = [ "nbmake>=1.5.5", # Notebook testing "sentencepiece==0.2.1", # Necessary for test_huggingface_tools test because of Mistral model "jsonschema", + "pytest-mypy-plugins==4.0.0", # Example-only dependencies (run via pytest) "langchain-community>=0.3.0", "ddgs>=9.0.0", # Required by DuckDuckGoSearchResults in langchain-community @@ -304,7 +305,7 @@ disable_error_code = [ # ----------------------------- [tool.codespell] -ignore-words-list = 'mellea,hashi,noo,Asai,asai,nd,mot,rouge,Rouge,Strat,Wight,Aer,aer' +ignore-words-list = 'mellea,hashi,noo,Asai,asai,nd,mot,rouge,Rouge,Strat,strat,Wight,Aer,aer' check-filenames = true check-hidden = false regex = "(? str: + """Dedent and strip leading newline for inline test sources.""" + return textwrap.dedent(source).lstrip("\n") + + +def _loc_names(locs: list[FixLocation]) -> list[str]: + return [loc.function_name for loc in locs] + + +# Common import line for session-based test snippets. +_SESSION_IMPORT = "from mellea import MelleaSession\n" + + +# =================================================================== +# Detection tests — bare / module / session calls +# =================================================================== + + +class TestDetection: + """Calls with explicit strategy=None should be detected.""" + + def test_bare_aact_strategy_none(self): + src = _dedent("""\ + from mellea.stdlib.functional import aact + import asyncio + async def main(): + result, ctx = await aact(action, context, backend, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + assert locs[0].function_name == "aact" + assert locs[0].call_style == "functional" + + def test_bare_ainstruct_strategy_none(self): + src = _dedent("""\ + from mellea.stdlib.functional import ainstruct + async def main(): + result, ctx = await ainstruct("do something", context, backend, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + assert locs[0].function_name == "ainstruct" + + def test_bare_aquery(self): + """aquery has no strategy param — ALL calls are affected.""" + src = _dedent("""\ + from mellea.stdlib.functional import aquery + async def main(): + result, ctx = await aquery(obj, "question", context, backend) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + assert locs[0].function_name == "aquery" + + def test_module_qualified_mfuncs(self): + src = _dedent("""\ + import mellea.stdlib.functional as mfuncs + async def main(): + result, ctx = await mfuncs.aact(action, context, backend, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + assert locs[0].call_style == "functional" + + def test_module_qualified_functional(self): + src = _dedent("""\ + from mellea.stdlib import functional + async def main(): + result, ctx = await functional.ainstruct("desc", ctx, be, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + assert locs[0].call_style == "functional" + + def test_module_qualified_functional_aquery(self): + src = _dedent("""\ + from mellea.stdlib import functional + async def main(): + result, ctx = await functional.aquery(obj, "q", ctx, be) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + assert locs[0].call_style == "functional" + + def test_session_method_aact(self): + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + result = await session.aact(action, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + assert locs[0].call_style == "session" + + def test_session_method_aquery(self): + src = _dedent("""\ + from mellea.stdlib.session import start_session + async def main(): + result = await session.aquery(obj, "question") + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + assert locs[0].call_style == "session" + + def test_multiple_calls_in_one_file(self): + src = _dedent("""\ + from mellea.stdlib.functional import aact, ainstruct, aquery + async def main(): + r1, c1 = await aact(a, ctx, be, strategy=None) + r2, c2 = await ainstruct("x", ctx, be, strategy=None) + r3, c3 = await aquery(obj, "q", ctx, be) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 3 + assert set(_loc_names(locs)) == {"aact", "ainstruct", "aquery"} + + def test_custom_alias_import(self): + """import mellea.stdlib.functional as f — custom alias works.""" + src = _dedent("""\ + import mellea.stdlib.functional as f + async def main(): + result, ctx = await f.aact(action, context, backend, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + assert locs[0].call_style == "functional" + + def test_from_import_with_alias(self): + """from mellea.stdlib.functional import aact as my_aact.""" + src = _dedent("""\ + from mellea.stdlib.functional import aact as my_aact + async def main(): + result, ctx = await my_aact(action, context, backend, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + assert locs[0].function_name == "my_aact" + assert locs[0].call_style == "functional" + + def test_from_stdlib_import_functional_with_alias(self): + """from mellea.stdlib import functional as fn.""" + src = _dedent("""\ + from mellea.stdlib import functional as fn + async def main(): + result, ctx = await fn.aact(action, context, backend, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + assert locs[0].call_style == "functional" + + def test_bare_name_without_import_not_detected(self): + """Bare aact() without a matching import should NOT be detected.""" + src = _dedent("""\ + async def main(): + result, ctx = await aact(action, context, backend, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + def test_unknown_module_without_session_import_not_detected(self): + """foo.aact() without any mellea session import should NOT be detected.""" + src = _dedent("""\ + async def main(): + result = await foo.aact(action, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + def test_unknown_module_with_session_import_detected(self): + """foo.aact() IS detected when file imports mellea session types.""" + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + result = await foo.aact(action, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + assert locs[0].call_style == "session" + + def test_session_import_via_start_session(self): + """from mellea.stdlib.session import start_session enables session detection.""" + src = _dedent("""\ + from mellea.stdlib.session import start_session + async def main(): + result = await m.aact(action, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + assert locs[0].call_style == "session" + + +# =================================================================== +# Skip tests — calls that should NOT be detected +# =================================================================== + + +class TestSkipConditions: + """Calls that should be left alone.""" + + def test_skip_achat(self): + """achat defaults await_result=True — never needs fixing.""" + src = _dedent("""\ + from mellea.stdlib.functional import achat + async def main(): + msg, ctx = await achat("hello", context, backend) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + def test_skip_already_has_await_result_true(self): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r, c = await aact(a, ctx, be, strategy=None, await_result=True) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + def test_skip_no_strategy_none_aact(self): + """Default strategy is non-None — result is always computed.""" + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r, c = await aact(a, ctx, be) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + def test_skip_no_strategy_none_ainstruct(self): + src = _dedent("""\ + from mellea.stdlib.functional import ainstruct + async def main(): + r, c = await ainstruct("desc", ctx, be) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + def test_skip_explicit_non_none_strategy(self): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r, c = await aact(a, ctx, be, strategy=my_strategy) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + def test_skip_return_sampling_results_true(self): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r = await aact(a, ctx, be, strategy=None, return_sampling_results=True) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + def test_skip_sync_function_call(self): + """Non-awaited calls are not our target.""" + src = _dedent("""\ + from mellea.stdlib.functional import aact + def main(): + r, c = aact(a, ctx, be, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + def test_aquery_skip_already_has_await_result(self): + src = _dedent("""\ + from mellea.stdlib.functional import aquery + async def main(): + r, c = await aquery(obj, "q", ctx, be, await_result=True) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + def test_skip_no_mellea_imports_at_all(self): + """File with no mellea imports should have nothing detected.""" + src = _dedent("""\ + import something_else + async def main(): + r = await session.aact(action, strategy=None) + r2, c = await aact(a, ctx, be, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + +# =================================================================== +# Variable name extraction tests +# =================================================================== + + +class TestVariableExtraction: + def test_tuple_unpack_functional(self): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + result, ctx = await aact(a, context, backend, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert locs[0].target_variable == "result" + assert locs[0].context_variable == "ctx" + + def test_simple_assign_session(self): + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + mot = await session.aact(action, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert locs[0].target_variable == "mot" + assert locs[0].context_variable is None + + def test_different_variable_names(self): + src = _dedent("""\ + from mellea.stdlib.functional import ainstruct + async def main(): + output, new_ctx = await ainstruct("x", ctx, be, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert locs[0].target_variable == "output" + + def test_no_assignment(self): + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + await session.aact(action, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + assert locs[0].target_variable is None + + def test_aquery_tuple_unpack(self): + src = _dedent("""\ + from mellea.stdlib.functional import aquery + async def main(): + answer, ctx = await aquery(obj, "q", context, backend) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert locs[0].target_variable == "answer" + + def test_aquery_simple_assign_session(self): + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + answer = await session.aquery(obj, "q") + """) + locs = find_fixable_calls(src, Path("test.py")) + assert locs[0].target_variable == "answer" + assert locs[0].context_variable is None + + +# =================================================================== +# add-await-result fix tests +# =================================================================== + + +class TestAddAwaitResult: + def test_single_line_fix(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + result, ctx = await aact(action, context, backend, strategy=None) + """) + f = tmp_path / "test.py" + f.write_text(src) + locs = fix_file(f, FixMode.ADD_AWAIT_RESULT) + fixed = f.read_text() + assert "await_result=True" in fixed + assert len(locs) == 1 + + def test_multiline_fix(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + result, ctx = await aact( + action, + context, + backend, + strategy=None, + ) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + fixed = f.read_text() + assert "await_result=True" in fixed + compile(fixed, str(f), "exec") + + def test_session_api_fix(self, tmp_path): + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + result = await session.aact(action, strategy=None) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + fixed = f.read_text() + assert "await_result=True" in fixed + + def test_multiple_calls_fixed(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact, ainstruct + async def main(): + r1, c1 = await aact(a, ctx, be, strategy=None) + r2, c2 = await ainstruct("x", ctx, be, strategy=None) + """) + f = tmp_path / "test.py" + f.write_text(src) + locs = fix_file(f, FixMode.ADD_AWAIT_RESULT) + fixed = f.read_text() + assert fixed.count("await_result=True") == 2 + assert len(locs) == 2 + compile(fixed, str(f), "exec") + + def test_preserves_other_code(self, tmp_path): + src = _dedent("""\ + import asyncio + from mellea.stdlib.functional import aact + + async def main(): + print("before") + r, c = await aact(a, ctx, be, strategy=None) + print("after") + + if __name__ == "__main__": + asyncio.run(main()) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + fixed = f.read_text() + assert 'print("before")' in fixed + assert 'print("after")' in fixed + assert "asyncio.run(main())" in fixed + assert "await_result=True" in fixed + compile(fixed, str(f), "exec") + + def test_aquery_fix(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aquery + async def main(): + r, c = await aquery(obj, "q", ctx, be) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + fixed = f.read_text() + assert "await_result=True" in fixed + compile(fixed, str(f), "exec") + + def test_trailing_comma_single_line(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r, c = await aact(a, ctx, be, strategy=None,) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + fixed = f.read_text() + assert "await_result=True" in fixed + compile(fixed, str(f), "exec") + + def test_explicit_await_result_false_is_fixed(self, tmp_path): + """If user explicitly set await_result=False, we should fix it.""" + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r, c = await aact(a, ctx, be, strategy=None, await_result=False) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + fixed = f.read_text() + assert "await_result=True" in fixed + assert fixed.count("await_result") == 1 + compile(fixed, str(f), "exec") + + def test_multiline_trailing_comma(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + result, ctx = await aact( + action, + context, + backend, + strategy=None, + ) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + fixed = f.read_text() + assert "await_result=True" in fixed + compile(fixed, str(f), "exec") + + +# =================================================================== +# add-stream-loop fix tests +# =================================================================== + + +class TestAddStreamLoop: + def test_session_api_stream_loop(self, tmp_path): + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + result = await session.aact(action, strategy=None) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_STREAM_LOOP) + fixed = f.read_text() + assert "while not result.is_computed():" in fixed + assert "await result.astream()" in fixed + compile(fixed, str(f), "exec") + + def test_functional_api_stream_loop(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + result, ctx = await aact(action, context, backend, strategy=None) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_STREAM_LOOP) + fixed = f.read_text() + assert "while not result.is_computed():" in fixed + assert "await result.astream()" in fixed + compile(fixed, str(f), "exec") + + def test_correct_indentation(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.session import start_session + async def main(): + if True: + result = await session.aact(action, strategy=None) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_STREAM_LOOP) + fixed = f.read_text() + lines = fixed.splitlines() + loop_line = next(line for line in lines if "while not" in line) + assert loop_line.startswith(" ") # 8 spaces (2 levels) + compile(fixed, str(f), "exec") + + def test_skips_unassigned(self, tmp_path): + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + await session.aact(action, strategy=None) + """) + f = tmp_path / "test.py" + f.write_text(src) + locs = fix_file(f, FixMode.ADD_STREAM_LOOP) + fixed = f.read_text() + assert "while not" not in fixed + assert len(locs) == 1 + + def test_different_variable_names(self, tmp_path): + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + output = await session.aact(action, strategy=None) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_STREAM_LOOP) + fixed = f.read_text() + assert "while not output.is_computed():" in fixed + assert "await output.astream()" in fixed + + def test_aquery_stream_loop(self, tmp_path): + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + answer = await session.aquery(obj, "q") + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_STREAM_LOOP) + fixed = f.read_text() + assert "while not answer.is_computed():" in fixed + compile(fixed, str(f), "exec") + + +# =================================================================== +# Dry run tests +# =================================================================== + + +class TestDryRun: + def test_dry_run_no_file_modification(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r, c = await aact(a, ctx, be, strategy=None) + """) + f = tmp_path / "test.py" + f.write_text(src) + locs = fix_file(f, FixMode.ADD_AWAIT_RESULT, dry_run=True) + assert len(locs) == 1 + assert f.read_text() == src + + def test_dry_run_correct_location_reporting(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r, c = await aact(a, ctx, be, strategy=None) + """) + f = tmp_path / "test.py" + f.write_text(src) + locs = fix_file(f, FixMode.ADD_AWAIT_RESULT, dry_run=True) + assert locs[0].filepath == f + assert locs[0].line == 3 + assert locs[0].function_name == "aact" + + +# =================================================================== +# Traversal tests +# =================================================================== + + +class TestTraversal: + def test_single_file(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r, c = await aact(a, ctx, be, strategy=None) + """) + f = tmp_path / "test.py" + f.write_text(src) + result = fix_path(f, FixMode.ADD_AWAIT_RESULT, dry_run=True) + assert isinstance(result, FixResult) + assert result.total_fixes == 1 + assert result.files_affected == 1 + + def test_recursive_directory(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def f(): + r, c = await aact(a, ctx, be, strategy=None) + """) + (tmp_path / "sub").mkdir() + (tmp_path / "a.py").write_text(src) + (tmp_path / "sub" / "b.py").write_text(src) + result = fix_path(tmp_path, FixMode.ADD_AWAIT_RESULT, dry_run=True) + assert result.total_fixes == 2 + assert result.files_affected == 2 + + def test_skips_non_python(self, tmp_path): + (tmp_path / "data.txt").write_text("not python") + (tmp_path / "config.json").write_text("{}") + result = fix_path(tmp_path, FixMode.ADD_AWAIT_RESULT, dry_run=True) + assert result.total_fixes == 0 + + def test_skips_pycache(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def f(): + r, c = await aact(a, ctx, be, strategy=None) + """) + cache_dir = tmp_path / "__pycache__" + cache_dir.mkdir() + (cache_dir / "mod.py").write_text(src) + result = fix_path(tmp_path, FixMode.ADD_AWAIT_RESULT, dry_run=True) + assert result.total_fixes == 0 + + def test_handles_syntax_errors(self, tmp_path): + (tmp_path / "bad.py").write_text("def broken(:\n") + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def f(): + r, c = await aact(a, ctx, be, strategy=None) + """) + (tmp_path / "good.py").write_text(src) + result = fix_path(tmp_path, FixMode.ADD_AWAIT_RESULT, dry_run=True) + assert result.total_fixes == 1 + assert result.files_affected == 1 + + def test_skips_venv(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def f(): + r, c = await aact(a, ctx, be, strategy=None) + """) + venv_dir = tmp_path / ".venv" + venv_dir.mkdir() + (venv_dir / "mod.py").write_text(src) + result = fix_path(tmp_path, FixMode.ADD_AWAIT_RESULT, dry_run=True) + assert result.total_fixes == 0 + + +# =================================================================== +# Edge cases +# =================================================================== + + +class TestEdgeCases: + def test_await_result_false_detected(self): + """Explicit await_result=False with strategy=None should be detected.""" + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r, c = await aact(a, ctx, be, strategy=None, await_result=False) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + + def test_no_calls_returns_empty(self): + src = _dedent("""\ + def hello(): + print("no async here") + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + def test_empty_file(self): + locs = find_fixable_calls("", Path("test.py")) + assert len(locs) == 0 + + def test_fix_result_aggregation(self, tmp_path): + src1 = _dedent("""\ + from mellea.stdlib.functional import aact + async def f(): + r, c = await aact(a, ctx, be, strategy=None) + """) + src2 = _dedent("""\ + from mellea.stdlib.functional import ainstruct, aquery + async def g(): + r, c = await ainstruct("x", ctx, be, strategy=None) + r2, c2 = await aquery(obj, "q", ctx, be) + """) + (tmp_path / "a.py").write_text(src1) + (tmp_path / "b.py").write_text(src2) + result = fix_path(tmp_path, FixMode.ADD_AWAIT_RESULT, dry_run=True) + assert result.total_fixes == 3 + assert result.files_affected == 2 + assert len(result.locations) == 3 + + def test_add_await_result_idempotent_functional(self, tmp_path): + """Running fix twice should not double-apply await_result=True.""" + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r, c = await aact(a, ctx, be, strategy=None) + """) + expected = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r, c = await aact(a, ctx, be, strategy=None, await_result=True) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + # Second run should be a no-op + locs = fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + assert len(locs) == 0 + + def test_add_await_result_idempotent_session(self, tmp_path): + """Running fix twice on session calls should not double-apply.""" + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + r = await session.aact(action, strategy=None) + """) + expected = _dedent("""\ + from mellea import MelleaSession + async def main(): + r = await session.aact(action, strategy=None, await_result=True) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + locs = fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + assert len(locs) == 0 + + def test_add_await_result_idempotent_multiline(self, tmp_path): + """Multiline calls should also be idempotent.""" + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r, c = await aact( + action, + ctx, + be, + strategy=None, + ) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + first_pass = f.read_text() + assert first_pass.count("await_result=True") == 1 + locs = fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == first_pass + assert len(locs) == 0 + + def test_mixed_functional_and_session_imports(self): + """File with both functional and session imports detects both styles.""" + src = _dedent("""\ + from mellea.stdlib.functional import aact + from mellea import MelleaSession + async def main(): + r1, c1 = await aact(a, ctx, be, strategy=None) + r2 = await session.aact(action, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 2 + styles = {loc.call_style for loc in locs} + assert styles == {"functional", "session"} + + +# =================================================================== +# Exact output tests — full before/after file content matching +# =================================================================== + + +class TestExactOutputAddAwaitResult: + """Verify the exact file content produced by add-await-result mode.""" + + def test_single_line_bare_aact(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + result, ctx = await aact(action, context, backend, strategy=None) + """) + expected = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + result, ctx = await aact(action, context, backend, strategy=None, await_result=True) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + + def test_single_line_session_aact(self, tmp_path): + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + result = await session.aact(action, strategy=None) + """) + expected = _dedent("""\ + from mellea import MelleaSession + async def main(): + result = await session.aact(action, strategy=None, await_result=True) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + + def test_single_line_aquery(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aquery + async def main(): + r, c = await aquery(obj, "q", ctx, be) + """) + expected = _dedent("""\ + from mellea.stdlib.functional import aquery + async def main(): + r, c = await aquery(obj, "q", ctx, be, await_result=True) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + + def test_single_line_module_qualified(self, tmp_path): + src = _dedent("""\ + import mellea.stdlib.functional as mfuncs + async def main(): + r, c = await mfuncs.ainstruct("desc", ctx, be, strategy=None) + """) + expected = _dedent("""\ + import mellea.stdlib.functional as mfuncs + async def main(): + r, c = await mfuncs.ainstruct("desc", ctx, be, strategy=None, await_result=True) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + + def test_single_line_trailing_comma(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r, c = await aact(a, ctx, be, strategy=None,) + """) + expected = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r, c = await aact(a, ctx, be, strategy=None, await_result=True) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + + def test_multiline_with_trailing_comma(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + result, ctx = await aact( + action, + context, + backend, + strategy=None, + ) + """) + expected = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + result, ctx = await aact( + action, + context, + backend, + strategy=None, + await_result=True, + ) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + + def test_multiline_without_trailing_comma(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + result, ctx = await aact( + action, + context, + backend, + strategy=None + ) + """) + expected = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + result, ctx = await aact( + action, + context, + backend, + strategy=None, + await_result=True, + ) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + + def test_replace_await_result_false(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r, c = await aact(a, ctx, be, strategy=None, await_result=False) + """) + expected = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r, c = await aact(a, ctx, be, strategy=None, await_result=True) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + + def test_multiple_calls_in_file(self, tmp_path): + src = _dedent("""\ + import asyncio + from mellea.stdlib.functional import aact, ainstruct + + async def main(): + print("before") + r1, c1 = await aact(a, ctx, be, strategy=None) + print("middle") + r2, c2 = await ainstruct("x", ctx, be, strategy=None) + print("after") + + if __name__ == "__main__": + asyncio.run(main()) + """) + expected = _dedent("""\ + import asyncio + from mellea.stdlib.functional import aact, ainstruct + + async def main(): + print("before") + r1, c1 = await aact(a, ctx, be, strategy=None, await_result=True) + print("middle") + r2, c2 = await ainstruct("x", ctx, be, strategy=None, await_result=True) + print("after") + + if __name__ == "__main__": + asyncio.run(main()) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + + def test_mixed_fixable_and_skipped(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact, aquery, achat + async def main(): + r1, c1 = await aact(a, ctx, be, strategy=None) + r2, c2 = await aact(a, ctx, be) + r3, c3 = await aact(a, ctx, be, strategy=None, await_result=True) + msg, c4 = await achat("hi", ctx, be) + r5, c5 = await aquery(obj, "q", ctx, be) + """) + expected = _dedent("""\ + from mellea.stdlib.functional import aact, aquery, achat + async def main(): + r1, c1 = await aact(a, ctx, be, strategy=None, await_result=True) + r2, c2 = await aact(a, ctx, be) + r3, c3 = await aact(a, ctx, be, strategy=None, await_result=True) + msg, c4 = await achat("hi", ctx, be) + r5, c5 = await aquery(obj, "q", ctx, be, await_result=True) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + + def test_session_aquery_no_args(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.session import start_session + async def run(): + answer = await session.aquery(obj, "what is this?") + """) + expected = _dedent("""\ + from mellea.stdlib.session import start_session + async def run(): + answer = await session.aquery(obj, "what is this?", await_result=True) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + + def test_no_assignment_bare_await(self, tmp_path): + src = _dedent("""\ + from mellea import MelleaSession + async def fire_and_forget(): + await session.aact(action, strategy=None) + """) + expected = _dedent("""\ + from mellea import MelleaSession + async def fire_and_forget(): + await session.aact(action, strategy=None, await_result=True) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + + def test_custom_alias_functional_module(self, tmp_path): + """import mellea.stdlib.functional as f — custom alias.""" + src = _dedent("""\ + import mellea.stdlib.functional as f + async def main(): + r, c = await f.aact(action, ctx, be, strategy=None) + """) + expected = _dedent("""\ + import mellea.stdlib.functional as f + async def main(): + r, c = await f.aact(action, ctx, be, strategy=None, await_result=True) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + + def test_from_stdlib_import_functional_alias(self, tmp_path): + """from mellea.stdlib import functional as fn.""" + src = _dedent("""\ + from mellea.stdlib import functional as fn + async def main(): + r, c = await fn.aact(action, ctx, be, strategy=None) + """) + expected = _dedent("""\ + from mellea.stdlib import functional as fn + async def main(): + r, c = await fn.aact(action, ctx, be, strategy=None, await_result=True) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert f.read_text() == expected + + +class TestExactOutputAddStreamLoop: + """Verify the exact file content produced by add-stream-loop mode.""" + + def test_session_simple_assign(self, tmp_path): + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + result = await session.aact(action, strategy=None) + """) + expected = _dedent("""\ + from mellea import MelleaSession + async def main(): + result = await session.aact(action, strategy=None) + while not result.is_computed(): + await result.astream() + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_STREAM_LOOP) + assert f.read_text() == expected + + def test_functional_tuple_unpack(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + result, ctx = await aact(action, context, backend, strategy=None) + """) + expected = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + result, ctx = await aact(action, context, backend, strategy=None) + while not result.is_computed(): + await result.astream() + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_STREAM_LOOP) + assert f.read_text() == expected + + def test_nested_indentation(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.session import start_session + async def main(): + if True: + result = await session.aact(action, strategy=None) + """) + expected = _dedent("""\ + from mellea.stdlib.session import start_session + async def main(): + if True: + result = await session.aact(action, strategy=None) + while not result.is_computed(): + await result.astream() + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_STREAM_LOOP) + assert f.read_text() == expected + + def test_no_assignment_no_loop_inserted(self, tmp_path): + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + await session.aact(action, strategy=None) + """) + expected = _dedent("""\ + from mellea import MelleaSession + async def main(): + await session.aact(action, strategy=None) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_STREAM_LOOP) + assert f.read_text() == expected + + def test_multiple_calls_with_code_between(self, tmp_path): + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + r1 = await session.aact(action1, strategy=None) + print("processing") + r2 = await session.aact(action2, strategy=None) + """) + expected = _dedent("""\ + from mellea import MelleaSession + async def main(): + r1 = await session.aact(action1, strategy=None) + while not r1.is_computed(): + await r1.astream() + print("processing") + r2 = await session.aact(action2, strategy=None) + while not r2.is_computed(): + await r2.astream() + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_STREAM_LOOP) + assert f.read_text() == expected + + def test_aquery_session_stream_loop(self, tmp_path): + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + answer = await session.aquery(obj, "question") + """) + expected = _dedent("""\ + from mellea import MelleaSession + async def main(): + answer = await session.aquery(obj, "question") + while not answer.is_computed(): + await answer.astream() + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_STREAM_LOOP) + assert f.read_text() == expected + + def test_aquery_functional_stream_loop(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aquery + async def main(): + answer, ctx = await aquery(obj, "q", context, backend) + """) + expected = _dedent("""\ + from mellea.stdlib.functional import aquery + async def main(): + answer, ctx = await aquery(obj, "q", context, backend) + while not answer.is_computed(): + await answer.astream() + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_STREAM_LOOP) + assert f.read_text() == expected + + +# =================================================================== +# Idempotency and cross-mode awareness tests +# =================================================================== + + +class TestStreamLoopIdempotency: + """Running add-stream-loop twice should not insert a duplicate loop.""" + + def test_idempotent_session(self, tmp_path): + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + result = await session.aact(action, strategy=None) + """) + f = tmp_path / "test.py" + f.write_text(src) + locs1 = fix_file(f, FixMode.ADD_STREAM_LOOP) + assert len(locs1) == 1 + first_pass = f.read_text() + assert first_pass.count("while not result.is_computed()") == 1 + + # Second run: no new locations, file unchanged + locs2 = fix_file(f, FixMode.ADD_STREAM_LOOP) + assert len(locs2) == 0 + assert f.read_text() == first_pass + + def test_idempotent_functional(self, tmp_path): + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + result, ctx = await aact(action, context, backend, strategy=None) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_STREAM_LOOP) + first_pass = f.read_text() + assert first_pass.count("while not result.is_computed()") == 1 + + locs2 = fix_file(f, FixMode.ADD_STREAM_LOOP) + assert len(locs2) == 0 + assert f.read_text() == first_pass + + def test_idempotent_multiple_calls(self, tmp_path): + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + r1 = await session.aact(action1, strategy=None) + r2 = await session.aact(action2, strategy=None) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_STREAM_LOOP) + first_pass = f.read_text() + assert first_pass.count("while not") == 2 + + locs2 = fix_file(f, FixMode.ADD_STREAM_LOOP) + assert len(locs2) == 0 + assert f.read_text() == first_pass + + +class TestCrossModeAwareness: + """Running one mode after the other should not double-fix.""" + + def test_stream_loop_then_await_result(self, tmp_path): + """After add-stream-loop, add-await-result should find 0 locations.""" + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + result = await session.aact(action, strategy=None) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_STREAM_LOOP) + after_loop = f.read_text() + + locs = fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert len(locs) == 0 + assert f.read_text() == after_loop + + def test_await_result_then_stream_loop(self, tmp_path): + """After add-await-result, add-stream-loop should find 0 locations.""" + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + r, c = await aact(a, ctx, be, strategy=None) + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_AWAIT_RESULT) + after_await = f.read_text() + assert "await_result=True" in after_await + + locs = fix_file(f, FixMode.ADD_STREAM_LOOP) + assert len(locs) == 0 + assert f.read_text() == after_await + + def test_cross_mode_session_aquery(self, tmp_path): + """Cross-mode for session aquery (no strategy param).""" + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + answer = await session.aquery(obj, "question") + """) + f = tmp_path / "test.py" + f.write_text(src) + fix_file(f, FixMode.ADD_STREAM_LOOP) + after_loop = f.read_text() + + locs = fix_file(f, FixMode.ADD_AWAIT_RESULT) + assert len(locs) == 0 + assert f.read_text() == after_loop + + +class TestUserWrittenPatternDetection: + """User-written consumption patterns should be detected and skipped.""" + + def test_existing_while_loop(self): + """while not r.is_computed() already present → not detected.""" + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + r = await session.aact(action, strategy=None) + while not r.is_computed(): + await r.astream() + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + def test_existing_await_avalue(self): + """await r.avalue() already present → not detected.""" + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + r = await session.aact(action, strategy=None) + await r.avalue() + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + def test_existing_await_astream(self): + """Bare await r.astream() already present → not detected.""" + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + r = await session.aact(action, strategy=None) + await r.astream() + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + def test_one_handled_one_not(self): + """Only the unhandled call should be detected.""" + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + r1 = await session.aact(action1, strategy=None) + while not r1.is_computed(): + await r1.astream() + r2 = await session.aact(action2, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + assert locs[0].target_variable == "r2" + + def test_avalue_inside_nested_if(self): + """await r.avalue() inside a nested if block → still detected as consumption.""" + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + r = await session.aact(action, strategy=None) + if some_condition: + await r.avalue() + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + def test_astream_inside_try_block(self): + """await r.astream() inside a try block → still detected as consumption.""" + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + r = await session.aact(action, strategy=None) + try: + await r.astream() + except Exception: + pass + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + def test_assigned_avalue(self): + """val = await r.avalue() — assigned form should also be detected.""" + src = _dedent("""\ + from mellea import MelleaSession + async def main(): + r = await session.aact(action, strategy=None) + val = await r.avalue() + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + def test_from_stdlib_import_session_detected(self): + """``from mellea.stdlib import session`` should enable session detection.""" + src = _dedent("""\ + from mellea.stdlib import session + async def main(): + s = session.start_session() + out = await s.aact(action, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + assert locs[0].function_name == "aact" + assert locs[0].call_style == "session" + + def test_bare_import_mellea_detected(self): + """``import mellea`` + session method call should be detected.""" + src = _dedent("""\ + import mellea + m = mellea.start_session() + async def main(): + out = await m.ainstruct("do stuff", ctx, be, strategy=None) + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 1 + assert locs[0].function_name == "ainstruct" + assert locs[0].call_style == "session" + + def test_functional_with_existing_loop(self): + """Functional style with existing loop → not detected.""" + src = _dedent("""\ + from mellea.stdlib.functional import aact + async def main(): + result, ctx = await aact(action, context, backend, strategy=None) + while not result.is_computed(): + await result.astream() + """) + locs = find_fixable_calls(src, Path("test.py")) + assert len(locs) == 0 + + +if __name__ == "__main__": + import pytest + + pytest.main([__file__]) diff --git a/test/core/test_component_typing.py b/test/core/test_component_typing.py index 19ca2d234..86a791b86 100644 --- a/test/core/test_component_typing.py +++ b/test/core/test_component_typing.py @@ -17,6 +17,7 @@ Requirement, ValidationResult, ) +from mellea.core.base import ComputedModelOutputThunk from mellea.stdlib.components import Instruction, Message from mellea.stdlib.context import ChatContext, SimpleContext from mellea.stdlib.sampling import BaseSamplingStrategy @@ -191,7 +192,7 @@ class CustomSamplingStrat(BaseSamplingStrategy): @staticmethod def select_from_failure( sampled_actions: list[Component], - sampled_results: list[ModelOutputThunk], + sampled_results: list[ComputedModelOutputThunk], sampled_val: list[list[tuple[Requirement, ValidationResult]]], ) -> int: return len(sampled_actions) - 1 @@ -201,7 +202,7 @@ def repair( old_ctx: Context, new_ctx: Context, past_actions: list[Component], - past_results: list[ModelOutputThunk], + past_results: list[ComputedModelOutputThunk], past_val: list[list[tuple[Requirement, ValidationResult]]], ) -> tuple[Component, Context]: return Instruction("print another number 100 greater"), old_ctx diff --git a/test/core/test_computed_model_output_thunk.py b/test/core/test_computed_model_output_thunk.py new file mode 100644 index 000000000..c02ccad9f --- /dev/null +++ b/test/core/test_computed_model_output_thunk.py @@ -0,0 +1,125 @@ +"""Tests for ComputedModelOutputThunk.""" + +# pytest: ollama, llm + +import pytest + +from mellea.core import ComputedModelOutputThunk, ModelOutputThunk +from mellea.stdlib.session import start_session + + +def test_computed_thunk_initialization(): + """Test that ComputedModelOutputThunk can be initialized from a computed thunk.""" + base_thunk = ModelOutputThunk(value="test output") + computed_thunk = ComputedModelOutputThunk(base_thunk) + + assert computed_thunk.value == "test output" + assert computed_thunk.is_computed() + assert computed_thunk._computed is True + + +def test_computed_thunk_requires_computed_thunk(): + """Test that ComputedModelOutputThunk requires a computed ModelOutputThunk.""" + uncomputed_thunk = ModelOutputThunk(value=None) + + with pytest.raises( + ValueError, match="ComputedModelOutputThunk requires a non-None value" + ): + ComputedModelOutputThunk(uncomputed_thunk) + + +def test_computed_thunk_requires_value(): + """Test that ComputedModelOutputThunk requires a non-None value.""" + # Create a thunk that's computed but has None value (edge case) + base_thunk = ModelOutputThunk(value="test") + base_thunk.value = None # type: ignore + + with pytest.raises(ValueError, match="requires a non-None value"): + ComputedModelOutputThunk(base_thunk) + + +async def test_computed_thunk_avalue(): + """Test that avalue() returns immediately for ComputedModelOutputThunk.""" + base_thunk = ModelOutputThunk(value="test output") + computed_thunk = ComputedModelOutputThunk(base_thunk) + + result = await computed_thunk.avalue() + assert result == "test output" + + +async def test_computed_thunk_cannot_stream(): + """Test that astream() raises an error for ComputedModelOutputThunk.""" + base_thunk = ModelOutputThunk(value="test output") + computed_thunk = ComputedModelOutputThunk(base_thunk) + + with pytest.raises( + RuntimeError, match="Cannot stream from a ComputedModelOutputThunk" + ): + await computed_thunk.astream() + + +def test_computed_thunk_with_parsed_repr(): + """Test that ComputedModelOutputThunk preserves parsed_repr.""" + base_thunk = ModelOutputThunk(value="test output", parsed_repr="parsed value") + computed_thunk = ComputedModelOutputThunk(base_thunk) + + assert computed_thunk.value == "test output" + assert computed_thunk.parsed_repr == "parsed value" + + +def test_sync_functions_return_computed_thunks(): + """Test that synchronous session functions return ComputedModelOutputThunk.""" + with start_session() as session: + result = session.instruct("Say 'hello'", strategy=None) + + # The result should be a ComputedModelOutputThunk + assert isinstance(result, ComputedModelOutputThunk) + assert result.is_computed() + assert result.value is not None + + +def test_sync_functions_with_sampling_return_computed_thunks(): + """Test that synchronous functions with sampling return ComputedModelOutputThunk.""" + from mellea.stdlib.sampling import RejectionSamplingStrategy + + with start_session() as session: + result = session.instruct( + "Say 'hello'", strategy=RejectionSamplingStrategy(loop_budget=1) + ) + + # The result should be a ComputedModelOutputThunk + assert isinstance(result, ComputedModelOutputThunk) + assert result.is_computed() + assert result.value is not None + + +async def test_async_functions_return_computed_thunks(): + """Test that async session functions return ComputedModelOutputThunk when await_result=True.""" + with start_session() as session: + result = await session.ainstruct( + "Say 'hello'", strategy=None, await_result=True + ) + + # The result should be a ComputedModelOutputThunk + assert isinstance(result, ComputedModelOutputThunk) + assert result.is_computed() + assert result.value is not None + + +def test_computed_thunk_type_distinction(): + """Test that ComputedModelOutputThunk is distinguishable from ModelOutputThunk.""" + base_thunk = ModelOutputThunk(value="test") + computed = ComputedModelOutputThunk(base_thunk) + uncomputed = ModelOutputThunk(value=None) + + assert isinstance(computed, ModelOutputThunk) + assert isinstance(computed, ComputedModelOutputThunk) + assert isinstance(uncomputed, ModelOutputThunk) + assert not isinstance(uncomputed, ComputedModelOutputThunk) + + +def test_computed_thunk_zero_copy_identity(): + """Test that ComputedModelOutputThunk uses zero-copy (same object).""" + base_thunk = ModelOutputThunk(value="test output") + computed_thunk = ComputedModelOutputThunk(base_thunk) + assert computed_thunk is base_thunk diff --git a/test/core/test_streaming_sync_functions.py b/test/core/test_streaming_sync_functions.py new file mode 100644 index 000000000..ffe12fbb0 --- /dev/null +++ b/test/core/test_streaming_sync_functions.py @@ -0,0 +1,154 @@ +"""Tests for streaming support using async functions with await_result parameter.""" + +# pytest: ollama, llm + +import asyncio + +import pytest + +from mellea.core import ComputedModelOutputThunk, ModelOutputThunk +from mellea.stdlib.session import start_session + + +def test_sync_function_returns_computed_thunk(): + """Test that sync functions always return ComputedModelOutputThunk.""" + with start_session() as session: + result = session.instruct("Say 'hello'", strategy=None) + + # Should return ComputedModelOutputThunk + assert isinstance(result, ComputedModelOutputThunk) + assert result.is_computed() + assert result.value is not None + + +async def test_async_function_with_await_result_true(): + """Test that ainstruct with await_result=True returns ComputedModelOutputThunk.""" + with start_session() as session: + result = await session.ainstruct( + "Say 'hello'", strategy=None, await_result=True + ) + + # Should return ComputedModelOutputThunk + assert isinstance(result, ComputedModelOutputThunk) + assert result.is_computed() + assert result.value is not None + + +async def test_async_function_with_await_result_false(): + """Test that ainstruct with await_result=False returns uncomputed ModelOutputThunk.""" + with start_session() as session: + result = await session.ainstruct( + "Say 'hello'", strategy=None, await_result=False + ) + + # Should return uncomputed ModelOutputThunk (not ComputedModelOutputThunk) + assert isinstance(result, ModelOutputThunk) + assert not isinstance(result, ComputedModelOutputThunk) + assert not result.is_computed() + assert result.value is None # Not computed yet + + +async def test_streaming_uncomputed_thunk(): + """Test that uncomputed thunk can be streamed using astream() with ainstruct.""" + with start_session() as session: + # Use ainstruct (async) with await_result=False for streaming + result = await session.ainstruct( + "Count to 5", strategy=None, await_result=False + ) + + # Should be uncomputed + assert not result.is_computed() + + # Stream the result + chunks = [] + while not result.is_computed(): + chunk = await result.astream() + chunks.append(chunk) + + # After streaming, should be computed + assert result.is_computed() + assert result.value is not None + assert len(result.value) > 0 + + +async def test_streaming_with_avalue(): + """Test that uncomputed thunk can be awaited using avalue() with ainstruct.""" + with start_session() as session: + # Use ainstruct (async) with await_result=False + result = await session.ainstruct( + "Say 'test'", strategy=None, await_result=False + ) + + # Should be uncomputed + assert not result.is_computed() + + # Await the value + value = await result.avalue() + + # After awaiting, should be computed + assert result.is_computed() + assert value is not None + assert result.value == value + + +def test_await_result_false_with_sampling_still_computes(): + """Test that await_result=False with sampling strategy still returns computed thunk.""" + from mellea.stdlib.sampling import RejectionSamplingStrategy + + with start_session() as session: + # Even with await_result=False, sampling requires awaiting + result = session.instruct( + "Say 'hello'", strategy=RejectionSamplingStrategy(loop_budget=1) + ) + + # Should still be ComputedModelOutputThunk because sampling requires it + assert isinstance(result, ComputedModelOutputThunk) + assert result.is_computed() + + +def test_default_behavior_unchanged(): + """Test that default behavior (await_result=False) returns uncomputed thunk.""" + with start_session() as session: + # Default behavior should return uncomputed thunk for streaming + result = session.instruct("Say 'hello'", strategy=None) + + # Sync functions always await, so result is computed even with await_result=False + assert isinstance(result, ComputedModelOutputThunk) + assert result.is_computed() + assert result.value is not None + + +async def test_multiple_uncomputed_thunks(): + """Test creating multiple uncomputed thunks and awaiting them with ainstruct.""" + with start_session() as session: + # Use ainstruct (async) for both calls + result1 = await session.ainstruct("Say '1'", strategy=None, await_result=False) + result2 = await session.ainstruct("Say '2'", strategy=None, await_result=False) + + # Both should be uncomputed + assert not result1.is_computed() + assert not result2.is_computed() + + # Await both + value1, value2 = await asyncio.gather(result1.avalue(), result2.avalue()) + + # Both should now be computed + assert result1.is_computed() + assert result2.is_computed() + assert value1 is not None + assert value2 is not None + + +async def test_aact_function_with_await_result(): + """Test that aact() function also supports await_result parameter.""" + from mellea.stdlib.components import Instruction + + with start_session() as session: + instruction = Instruction(description="Say 'test'") + + # Test with await_result=False + result = await session.aact(instruction, strategy=None, await_result=False) + + assert isinstance(result, ModelOutputThunk) + assert not isinstance(result, ComputedModelOutputThunk) + assert not result.is_computed() diff --git a/test/plugins/test_hook_call_sites.py b/test/plugins/test_hook_call_sites.py index 5c0742b3c..83ed65ae3 100644 --- a/test/plugins/test_hook_call_sites.py +++ b/test/plugins/test_hook_call_sites.py @@ -144,7 +144,6 @@ async def recorder(payload: Any, ctx: Any) -> Any: assert p.action.value == action.value assert p.context is not None - # TODO: JAL. async def test_generation_post_call_fires_once(self) -> None: """GENERATION_POST_CALL fires exactly once after generate_from_context() returns.""" observed: list[Any] = [] @@ -164,7 +163,6 @@ async def recorder(payload: Any, ctx: Any) -> Any: await mot.avalue() assert len(observed) == 1 - # TODO: JAL. async def test_generation_post_call_model_output_is_the_returned_thunk( self, ) -> None: @@ -186,7 +184,6 @@ async def recorder(payload: Any, ctx: Any) -> Any: assert observed[0].model_output is not None - # TODO: JAL. async def test_generation_post_call_latency_ms_is_non_negative(self) -> None: """GENERATION_POST_CALL payload.latency_ms >= 0.""" observed: list[Any] = [] diff --git a/test/stdlib/components/intrinsic/test_rag.py b/test/stdlib/components/intrinsic/test_rag.py index 3a242bd70..0fb5b861f 100644 --- a/test/stdlib/components/intrinsic/test_rag.py +++ b/test/stdlib/components/intrinsic/test_rag.py @@ -9,7 +9,7 @@ import torch from mellea.backends.huggingface import LocalHFBackend -from mellea.backends.model_ids import IBM_GRANITE_4_HYBRID_MICRO +from mellea.backends.model_ids import IBM_GRANITE_4_MICRO_3B from mellea.stdlib.components import Document, Message from mellea.stdlib.components.intrinsic import rag from mellea.stdlib.context import ChatContext @@ -36,7 +36,8 @@ def _backend(): # Prevent thrashing if the default device is CPU torch.set_num_threads(4) - backend_ = LocalHFBackend(model_id=IBM_GRANITE_4_HYBRID_MICRO.hf_model_name) # type: ignore + # No adapters for hybrid version. + backend_ = LocalHFBackend(model_id=IBM_GRANITE_4_MICRO_3B.hf_model_name) # type: ignore yield backend_ # Code after yield is cleanup code. diff --git a/test/stdlib/test_session.py b/test/stdlib/test_session.py index 076c92747..98c0a0345 100644 --- a/test/stdlib/test_session.py +++ b/test/stdlib/test_session.py @@ -60,8 +60,8 @@ async def test_async_await_with_chat_context(m_session): m1 = Message(role="user", content="1") m2 = Message(role="user", content="2") - r1 = await m_session.aact(m1, strategy=None) - r2 = await m_session.aact(m2, strategy=None) + r1 = await m_session.aact(m1, strategy=None, await_result=True) + r2 = await m_session.aact(m2, strategy=None, await_result=True) # This should be the order of these items in the session's context. history = [r2, m2, r1, m1] diff --git a/test/typing/test_overloads.yml b/test/typing/test_overloads.yml new file mode 100644 index 000000000..51ef877b1 --- /dev/null +++ b/test/typing/test_overloads.yml @@ -0,0 +1,267 @@ +- case: functional_aact_computed_await + main: | + from typing import cast + from mellea.core import Backend, Context + from mellea.stdlib.functional import aact + from mellea.stdlib.components import Instruction + + ctx = cast(Context, None) + backend = cast(Backend, None) + action: Instruction = cast(Instruction, None) + + async def main() -> None: + r = await aact(action, ctx, backend, strategy=None, await_result=True) + reveal_type(r) # N: Revealed type is "tuple[mellea.core.base.ComputedModelOutputThunk[builtins.str], mellea.core.base.Context]" + +- case: functional_aact_computed_strategy + main: | + from typing import cast + from mellea.core import Backend, Context + from mellea.stdlib.functional import aact + from mellea.stdlib.components import Instruction + from mellea.stdlib.sampling import RejectionSamplingStrategy + + ctx = cast(Context, None) + backend = cast(Backend, None) + action: Instruction = cast(Instruction, None) + strat = RejectionSamplingStrategy(loop_budget=2) + + async def main() -> None: + r = await aact(action, ctx, backend, strategy=strat) + reveal_type(r) # N: Revealed type is "tuple[mellea.core.base.ComputedModelOutputThunk[builtins.str], mellea.core.base.Context]" + +- case: functional_aact_uncomputed + main: | + from typing import cast + from mellea.core import Backend, Context + from mellea.stdlib.functional import aact + from mellea.stdlib.components import Instruction + + ctx = cast(Context, None) + backend = cast(Backend, None) + action: Instruction = cast(Instruction, None) + + async def main() -> None: + r = await aact(action, ctx, backend, strategy=None) + reveal_type(r) # N: Revealed type is "tuple[mellea.core.base.ModelOutputThunk[builtins.str], mellea.core.base.Context]" + +- case: functional_aact_sampling + main: | + from typing import cast + from mellea.core import Backend, Context + from mellea.stdlib.functional import aact + from mellea.stdlib.components import Instruction + + ctx = cast(Context, None) + backend = cast(Backend, None) + action: Instruction = cast(Instruction, None) + + async def main() -> None: + r = await aact(action, ctx, backend, return_sampling_results=True) + reveal_type(r) # N: Revealed type is "mellea.core.sampling.SamplingResult[builtins.str]" + +- case: functional_ainstruct_computed + main: | + from typing import cast + from mellea.core import Backend, Context + from mellea.stdlib.functional import ainstruct + + ctx = cast(Context, None) + backend = cast(Backend, None) + + async def main() -> None: + r = await ainstruct("test", ctx, backend, strategy=None, await_result=True) + reveal_type(r) # N: Revealed type is "tuple[mellea.core.base.ComputedModelOutputThunk[builtins.str], mellea.core.base.Context]" + +- case: functional_ainstruct_uncomputed + main: | + from typing import cast + from mellea.core import Backend, Context + from mellea.stdlib.functional import ainstruct + + ctx = cast(Context, None) + backend = cast(Backend, None) + + async def main() -> None: + r = await ainstruct("test", ctx, backend, strategy=None) + reveal_type(r) # N: Revealed type is "tuple[mellea.core.base.ModelOutputThunk[builtins.str], mellea.core.base.Context]" + +- case: functional_ainstruct_sampling + main: | + from typing import cast + from mellea.core import Backend, Context + from mellea.stdlib.functional import ainstruct + + ctx = cast(Context, None) + backend = cast(Backend, None) + + async def main() -> None: + r = await ainstruct("test", ctx, backend, return_sampling_results=True) + reveal_type(r) # N: Revealed type is "mellea.core.sampling.SamplingResult[builtins.str]" + +- case: functional_aquery_computed + main: | + from typing import cast + from mellea.core import Backend, Context + from mellea.stdlib.functional import aquery + + ctx = cast(Context, None) + backend = cast(Backend, None) + + async def main() -> None: + r = await aquery("obj", "q", ctx, backend, await_result=True) + reveal_type(r) # N: Revealed type is "tuple[mellea.core.base.ComputedModelOutputThunk[Any], mellea.core.base.Context]" + +- case: functional_aquery_uncomputed + main: | + from typing import cast + from mellea.core import Backend, Context + from mellea.stdlib.functional import aquery + + ctx = cast(Context, None) + backend = cast(Backend, None) + + async def main() -> None: + r = await aquery("obj", "q", ctx, backend) + reveal_type(r) # N: Revealed type is "tuple[mellea.core.base.ModelOutputThunk[Any], mellea.core.base.Context]" + +- case: functional_query_sync + main: | + from typing import cast + from mellea.core import Backend, Context + from mellea.stdlib.functional import query + + ctx = cast(Context, None) + backend = cast(Backend, None) + + r = query("obj", "q", ctx, backend) + reveal_type(r) # N: Revealed type is "tuple[mellea.core.base.ComputedModelOutputThunk[Any], mellea.core.base.Context]" + +- case: session_aact_computed + main: | + from typing import cast + from mellea.stdlib.session import MelleaSession + from mellea.stdlib.components import Instruction + + s = cast(MelleaSession, None) + action: Instruction = cast(Instruction, None) + + async def main() -> None: + r = await s.aact(action, strategy=None, await_result=True) + reveal_type(r) # N: Revealed type is "mellea.core.base.ComputedModelOutputThunk[builtins.str]" + +- case: session_aact_uncomputed + main: | + from typing import cast + from mellea.stdlib.session import MelleaSession + from mellea.stdlib.components import Instruction + + s = cast(MelleaSession, None) + action: Instruction = cast(Instruction, None) + + async def main() -> None: + r = await s.aact(action, strategy=None) + reveal_type(r) # N: Revealed type is "mellea.core.base.ModelOutputThunk[builtins.str]" + +- case: session_aact_sampling + main: | + from typing import cast + from mellea.stdlib.session import MelleaSession + from mellea.stdlib.components import Instruction + + s = cast(MelleaSession, None) + action: Instruction = cast(Instruction, None) + + async def main() -> None: + r = await s.aact(action, return_sampling_results=True) + reveal_type(r) # N: Revealed type is "mellea.core.sampling.SamplingResult[builtins.str]" + +- case: session_ainstruct_computed + main: | + from typing import cast + from mellea.stdlib.session import MelleaSession + + s = cast(MelleaSession, None) + + async def main() -> None: + r = await s.ainstruct("test", strategy=None, await_result=True) + reveal_type(r) # N: Revealed type is "mellea.core.base.ComputedModelOutputThunk[builtins.str]" + +- case: session_ainstruct_uncomputed + main: | + from typing import cast + from mellea.stdlib.session import MelleaSession + + s = cast(MelleaSession, None) + + async def main() -> None: + r = await s.ainstruct("test", strategy=None) + reveal_type(r) # N: Revealed type is "mellea.core.base.ModelOutputThunk[builtins.str]" + +- case: session_ainstruct_sampling + main: | + from typing import cast + from mellea.stdlib.session import MelleaSession + + s = cast(MelleaSession, None) + + async def main() -> None: + r = await s.ainstruct("test", return_sampling_results=True) + reveal_type(r) # N: Revealed type is "mellea.core.sampling.SamplingResult[builtins.str]" + +- case: session_aquery_computed + main: | + from typing import cast + from mellea.stdlib.session import MelleaSession + + s = cast(MelleaSession, None) + + async def main() -> None: + r = await s.aquery("obj", "q", await_result=True) + reveal_type(r) # N: Revealed type is "mellea.core.base.ComputedModelOutputThunk[Any]" + +- case: session_aquery_uncomputed + main: | + from typing import cast + from mellea.stdlib.session import MelleaSession + + s = cast(MelleaSession, None) + + async def main() -> None: + r = await s.aquery("obj", "q") + reveal_type(r) # N: Revealed type is "mellea.core.base.ModelOutputThunk[Any]" + +- case: session_query_sync + main: | + from typing import cast + from mellea.stdlib.session import MelleaSession + + s = cast(MelleaSession, None) + + r = s.query("obj", "q") + reveal_type(r) # N: Revealed type is "mellea.core.base.ComputedModelOutputThunk[Any]" + +- case: sync_always_computed + main: | + from typing import cast + from mellea.core import Backend, Context + from mellea.stdlib.functional import act, instruct + from mellea.stdlib.components import Instruction + from mellea.stdlib.session import MelleaSession + + ctx = cast(Context, None) + backend = cast(Backend, None) + action: Instruction = cast(Instruction, None) + s = cast(MelleaSession, None) + + r1 = act(action, ctx, backend) + reveal_type(r1) # N: Revealed type is "tuple[mellea.core.base.ComputedModelOutputThunk[builtins.str], mellea.core.base.Context]" + + r2 = instruct("test", ctx, backend) + reveal_type(r2) # N: Revealed type is "tuple[mellea.core.base.ComputedModelOutputThunk[builtins.str], mellea.core.base.Context]" + + r3 = s.act(action) + reveal_type(r3) # N: Revealed type is "mellea.core.base.ComputedModelOutputThunk[builtins.str]" + + r4 = s.instruct("test") + reveal_type(r4) # N: Revealed type is "mellea.core.base.ComputedModelOutputThunk[builtins.str]" diff --git a/tooling/docs-autogen/requirements.txt b/tooling/docs-autogen/requirements.txt new file mode 100644 index 000000000..e69de29bb diff --git a/uv.lock b/uv.lock index 620271694..b18d7ffdc 100644 --- a/uv.lock +++ b/uv.lock @@ -1,34 +1,25 @@ version = 1 -revision = 3 +revision = 2 requires-python = ">=3.11" resolution-markers = [ - "python_full_version >= '3.14' and 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docs/examples/async/async-with-lazy-compute.py diff --git a/docs/examples/async/async-with-lazy-compute.py b/docs/examples/async/async-with-lazy-compute.py new file mode 100644 index 000000000..c4cb0ce33 --- /dev/null +++ b/docs/examples/async/async-with-lazy-compute.py @@ -0,0 +1,49 @@ +# pytest: ollama, qualitative, llm + +"""Example of how to use async with lazy compute and streaming.""" + +import asyncio +import re + +from mellea.backends.model_options import ModelOption +from mellea.core.base import ModelOutputThunk +from mellea.stdlib.session import start_session + +INGREDIENT_RE = re.compile(r"\d+\.\s*(.+)\n") + + +# Create a regular session. Works with functional interface as well. +m = start_session() + + +async def main(): + ingredients: ModelOutputThunk[str] = await m.ainstruct( + "Write a list of ingredients I need for to bake an apple pie.", + strategy=None, # Cannot perform lazy compute / top level streaming if using a strategy. + model_options={ + ModelOption.STREAM: True, # Set streaming to True for top level streaming. + ModelOption.SEED: 3, + }, + # await_result=True # Set await_result to True to make ingredients computed at return time. + ) + + assert not ingredients.is_computed(), "ingredients should not be computed" + + buffer = "" + + print("Ingredients:") + # We can stream the response and extract ingredients as they arrive. + while not ingredients.is_computed(): + buffer += await ingredients.astream() + + # Extract any complete ingredient lines from the buffer. + for match in INGREDIENT_RE.finditer(buffer): + print(f" - {match.group(1)}") + + # Keep only the unmatched tail so we don't re-extract. + last_newline = buffer.rfind("\n") + if last_newline != -1: + buffer = buffer[last_newline + 1 :] + + +asyncio.run(main()) From 7cfb1cec79ce87fc5688756f0369cce8b1e1593c Mon Sep 17 00:00:00 2001 From: Jake LoRocco Date: Tue, 17 Mar 2026 14:53:19 -0400 Subject: [PATCH 3/3] fix: pr comments --- mellea/core/base.py | 7 +- test/core/test_computed_model_output_thunk.py | 7 +- uv.lock | 1444 ++++++----------- 3 files changed, 542 insertions(+), 916 deletions(-) diff --git a/mellea/core/base.py b/mellea/core/base.py index feff87e77..4c8966312 100644 --- a/mellea/core/base.py +++ b/mellea/core/base.py @@ -585,9 +585,10 @@ def __init__(self, thunk: ModelOutputThunk[S]) -> None: Uses zero-copy class reassignment: calling `ComputedModelOutputThunk(thunk)` reassigns the thunk's `__class__` to `ComputedModelOutputThunk` without creating a new object. """ - if not self.is_computed(): + # Call the underlying value. It's already been cast as a ComputedModelOutputThunk, so it's .is_computed() value is always True. + if not self._computed: raise ValueError( - "ComputedModelOutputThunk requires a computed ModelOutputThunk; but .is_computed() is False." + "ComputedModelOutputThunk requires a computed ModelOutputThunk; but ._computed is False." ) if self.value is None: raise ValueError("ComputedModelOutputThunk requires a non-None value.") @@ -600,7 +601,7 @@ async def avalue(self) -> str: async def astream(self) -> str: """Cannot astream from ComputedModelOutputThunks. Use .value() instead.""" raise RuntimeError( - "Cannot stream from a ComputedModelOutputThunk." + "Cannot stream from a ComputedModelOutputThunk. " "This thunk is already fully computed and does not support streaming." ) diff --git a/test/core/test_computed_model_output_thunk.py b/test/core/test_computed_model_output_thunk.py index c02ccad9f..85aaab22e 100644 --- a/test/core/test_computed_model_output_thunk.py +++ b/test/core/test_computed_model_output_thunk.py @@ -22,8 +22,13 @@ def test_computed_thunk_requires_computed_thunk(): """Test that ComputedModelOutputThunk requires a computed ModelOutputThunk.""" uncomputed_thunk = ModelOutputThunk(value=None) + assert not uncomputed_thunk._computed, ( + "thunk should be uncomputed when passed a None value" + ) + with pytest.raises( - ValueError, match="ComputedModelOutputThunk requires a non-None value" + ValueError, + match="ComputedModelOutputThunk requires a computed ModelOutputThunk;", ): ComputedModelOutputThunk(uncomputed_thunk) diff --git a/uv.lock b/uv.lock index b18d7ffdc..4ca44edcf 100644 --- a/uv.lock +++ b/uv.lock @@ -1,5 +1,5 @@ version = 1 -revision = 2 +revision = 3 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