mirror of
https://github.com/codeflash-ai/codeflash.git
synced 2026-05-04 18:25:17 +00:00
feat: add --memory flag to codeflash compare for peak memory profiling
Adds a second profiling phase using pytest-memray that runs after timing benchmarks. Memory tables are suppressed when the delta is <1%.
This commit is contained in:
Kevin Turcios
parent
74c29b20b1
commit
279a8fcb29
8 changed files with 495 additions and 4 deletions
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@ -25,7 +25,7 @@ from codeflash.cli_cmds.console import console, logger
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if TYPE_CHECKING:
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from collections.abc import Callable
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from codeflash.benchmarking.plugin.plugin import BenchmarkStats
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from codeflash.benchmarking.plugin.plugin import BenchmarkStats, MemoryStats
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from codeflash.models.function_types import FunctionToOptimize
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from codeflash.models.models import BenchmarkKey
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@ -42,6 +42,8 @@ class CompareResult:
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head_stats: dict[BenchmarkKey, BenchmarkStats] = field(default_factory=dict)
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base_function_ns: dict[str, dict[BenchmarkKey, float]] = field(default_factory=dict)
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head_function_ns: dict[str, dict[BenchmarkKey, float]] = field(default_factory=dict)
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base_memory: dict[BenchmarkKey, MemoryStats] = field(default_factory=dict)
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head_memory: dict[BenchmarkKey, MemoryStats] = field(default_factory=dict)
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def format_markdown(self) -> str:
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if not self.base_stats and not self.head_stats:
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@ -106,6 +108,29 @@ class CompareResult:
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f"| `{short_name}` | {fmt_us(b)} | {fmt_us(h)} | {md_bar(b, h)} | {md_speedup(b, h)} |"
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)
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# Memory section (skip when delta is negligible)
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base_mem = self.base_memory.get(bm_key)
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head_mem = self.head_memory.get(bm_key)
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if has_meaningful_memory_change(base_mem, head_mem):
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lines.append("")
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lines.append("#### Memory")
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lines.append("")
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lines.append("| Ref | Peak Memory | Allocations | Delta |")
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lines.append("|:---|---:|---:|:---|")
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if base_mem:
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lines.append(
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f"| `{base_short}` (base) | {md_bytes(base_mem.peak_memory_bytes)}"
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f" | {base_mem.total_allocations:,} | |"
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)
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if head_mem:
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delta = md_memory_delta(
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base_mem.peak_memory_bytes if base_mem else None, head_mem.peak_memory_bytes
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)
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lines.append(
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f"| `{head_short}` (head) | {md_bytes(head_mem.peak_memory_bytes)}"
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f" | {head_mem.total_allocations:,} | {delta} |"
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)
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sections.append("\n".join(lines))
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sections.append("---\n*Generated by codeflash optimization agent*")
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@ -120,16 +145,23 @@ def compare_branches(
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tests_root: Path,
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functions: Optional[dict[Path, list[FunctionToOptimize]]] = None,
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timeout: int = 600,
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memory: bool = False,
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) -> CompareResult:
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"""Compare benchmark performance between two git refs.
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If functions is None, auto-detects changed functions from git diff.
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Returns a CompareResult with timing data from both refs.
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"""
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import sys
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from codeflash.benchmarking.instrument_codeflash_trace import instrument_codeflash_trace_decorator
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from codeflash.benchmarking.plugin.plugin import CodeFlashBenchmarkPlugin
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from codeflash.benchmarking.trace_benchmarks import trace_benchmarks_pytest
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if memory and sys.platform == "win32":
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logger.error("--memory requires memray which is not available on Windows")
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return CompareResult(base_ref=base_ref, head_ref=head_ref)
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repo = git.Repo(project_root, search_parent_directories=True)
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repo_root = Path(repo.working_dir)
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@ -182,12 +214,17 @@ def compare_branches(
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head_worktree = worktree_dirs / f"compare-head-{timestamp}"
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base_trace_db = worktree_dirs / f"trace-base-{timestamp}.db"
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head_trace_db = worktree_dirs / f"trace-head-{timestamp}.db"
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base_memray_dir = worktree_dirs / f"memray-base-{timestamp}"
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head_memray_dir = worktree_dirs / f"memray-head-{timestamp}"
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memray_prefix = "cf-mem"
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result = CompareResult(base_ref=base_ref, head_ref=head_ref)
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from rich.console import Group
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step_labels = ["Creating worktrees", f"Benchmarking base ({base_short})", f"Benchmarking head ({head_short})"]
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if memory:
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step_labels.extend([f"Memory profiling base ({base_short})", f"Memory profiling head ({head_short})"])
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def build_steps(current_step: int) -> Group:
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lines: list[Text] = []
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@ -260,6 +297,18 @@ def compare_branches(
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trace_fn=trace_benchmarks_pytest,
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)
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# Steps 4-5: Memory profiling (reuses existing worktrees)
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if memory:
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from codeflash.benchmarking.trace_benchmarks import memory_benchmarks_pytest
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live.update(build_panel(3))
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wt_base_benchmarks = base_worktree / benchmarks_root.relative_to(repo_root)
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memory_benchmarks_pytest(wt_base_benchmarks, base_worktree, base_memray_dir, memray_prefix, timeout)
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live.update(build_panel(4))
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wt_head_benchmarks = head_worktree / benchmarks_root.relative_to(repo_root)
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memory_benchmarks_pytest(wt_head_benchmarks, head_worktree, head_memray_dir, memray_prefix, timeout)
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# Load results
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if base_trace_db.exists():
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result.base_stats = CodeFlashBenchmarkPlugin.get_benchmark_timings(base_trace_db)
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@ -269,6 +318,14 @@ def compare_branches(
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result.head_stats = CodeFlashBenchmarkPlugin.get_benchmark_timings(head_trace_db)
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result.head_function_ns = CodeFlashBenchmarkPlugin.get_function_benchmark_timings(head_trace_db)
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if memory:
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from codeflash.benchmarking.plugin.plugin import MemoryStats
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if base_memray_dir.exists():
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result.base_memory = MemoryStats.parse_memray_results(base_memray_dir, memray_prefix)
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if head_memray_dir.exists():
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result.head_memory = MemoryStats.parse_memray_results(head_memray_dir, memray_prefix)
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# Render comparison
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render_comparison(result)
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@ -282,10 +339,16 @@ def compare_branches(
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remove_worktree(base_worktree)
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remove_worktree(head_worktree)
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repo.git.worktree("prune")
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# Cleanup trace DBs
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# Cleanup trace DBs and memray dirs
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for db in [base_trace_db, head_trace_db]:
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if db.exists():
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db.unlink()
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if memory:
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import shutil
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for memray_dir in [base_memray_dir, head_memray_dir]:
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if memray_dir.exists():
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shutil.rmtree(memray_dir)
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return result
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@ -543,6 +606,31 @@ def render_comparison(result: CompareResult) -> None:
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console.print(t2, justify="center")
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# Table 3: Memory (skip when delta is negligible)
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base_mem = result.base_memory.get(bm_key)
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head_mem = result.head_memory.get(bm_key)
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if has_meaningful_memory_change(base_mem, head_mem):
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console.print()
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t3 = Table(title="Memory (peak per test)", border_style="magenta", show_lines=True, expand=False)
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t3.add_column("Ref", style="bold cyan")
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t3.add_column("Peak Memory", justify="right")
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t3.add_column("Allocations", justify="right")
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t3.add_column("Delta", justify="right")
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if base_mem:
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t3.add_row(
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f"{base_short} (base)", fmt_bytes(base_mem.peak_memory_bytes), f"{base_mem.total_allocations:,}", ""
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)
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if head_mem:
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delta = fmt_memory_delta(base_mem.peak_memory_bytes if base_mem else None, head_mem.peak_memory_bytes)
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t3.add_row(
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f"{head_short} (head)",
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fmt_bytes(head_mem.peak_memory_bytes),
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f"{head_mem.total_allocations:,}",
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delta,
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)
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console.print(t3, justify="center")
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console.print()
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@ -641,3 +729,63 @@ def md_bar(before: Optional[float], after: Optional[float], width: int = 10) ->
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filled = min(filled, width)
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bar = "\u2588" * filled + "\u2591" * (width - filled)
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return f"`{bar}` {pct:+.0f}%"
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def fmt_bytes(b: Optional[int]) -> str:
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if b is None:
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return "-"
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if b >= 1 << 30:
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return f"{b / (1 << 30):,.1f} GiB"
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if b >= 1 << 20:
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return f"{b / (1 << 20):,.1f} MiB"
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if b >= 1 << 10:
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return f"{b / (1 << 10):,.1f} KiB"
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return f"{b:,} B"
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def fmt_memory_delta(before: Optional[int], after: Optional[int]) -> str:
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if before is None or after is None or before == 0:
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return "-"
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pct = ((after - before) / before) * 100
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if pct < 0:
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return _GREEN_TPL % pct
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return _RED_TPL % pct
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def md_bytes(b: Optional[int]) -> str:
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if b is None:
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return "-"
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if b >= 1 << 30:
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return f"{b / (1 << 30):,.1f} GiB"
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if b >= 1 << 20:
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return f"{b / (1 << 20):,.1f} MiB"
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if b >= 1 << 10:
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return f"{b / (1 << 10):,.1f} KiB"
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return f"{b:,} B"
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def md_memory_delta(before: Optional[int], after: Optional[int]) -> str:
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if before is None or after is None or before == 0:
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return "-"
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pct = ((after - before) / before) * 100
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emoji = "\U0001f7e2" if pct <= 0 else "\U0001f534"
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return f"{emoji} {pct:+.0f}%"
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def has_meaningful_memory_change(
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base_mem: Optional[MemoryStats], head_mem: Optional[MemoryStats], threshold_pct: float = 1.0
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) -> bool:
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"""Return True if peak memory or allocation count changed by more than threshold_pct."""
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if base_mem is None or head_mem is None:
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return base_mem is not None or head_mem is not None
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if base_mem.peak_memory_bytes == 0 and head_mem.peak_memory_bytes == 0:
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return False
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if base_mem.peak_memory_bytes > 0:
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mem_pct = abs((head_mem.peak_memory_bytes - base_mem.peak_memory_bytes) / base_mem.peak_memory_bytes) * 100
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if mem_pct > threshold_pct:
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return True
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if base_mem.total_allocations > 0:
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alloc_pct = abs((head_mem.total_allocations - base_mem.total_allocations) / base_mem.total_allocations) * 100
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if alloc_pct > threshold_pct:
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return True
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return False
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@ -68,6 +68,51 @@ class BenchmarkStats:
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)
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@dataclass
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class MemoryStats:
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peak_memory_bytes: int
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total_allocations: int
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@staticmethod
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def parse_memray_results(bin_dir: Path, bin_prefix: str) -> dict:
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from codeflash.models.models import BenchmarkKey
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try:
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from memray import FileReader
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except ImportError as e:
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msg = "memray is required for --memory profiling. Install with: uv add memray pytest-memray"
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raise ImportError(msg) from e
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results: dict[BenchmarkKey, MemoryStats] = {}
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for bin_file in sorted(bin_dir.glob(f"{bin_prefix}-*.bin")):
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stem = bin_file.stem
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# pytest-memray names: {prefix}-{nodeid with :: and os.sep replaced by -}.bin
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nodeid_part = stem[len(bin_prefix) + 1 :] # strip "{prefix}-"
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# Extract the test function name (last segment after the final -)
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# Node IDs look like: tests-benchmarks-test_file.py-test_func_name
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# We need the module_path and function_name for BenchmarkKey
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# Split on ".py-" to separate module path from function name
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parts = nodeid_part.split(".py-", 1)
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if len(parts) == 2:
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module_part = parts[0].replace("-", ".")
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function_name = parts[1]
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else:
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module_part = nodeid_part.rsplit("-", 1)[0].replace("-", ".")
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function_name = nodeid_part.rsplit("-", 1)[-1] if "-" in nodeid_part else nodeid_part
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try:
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reader = FileReader(str(bin_file))
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meta = reader.metadata
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bm_key = BenchmarkKey(module_path=module_part, function_name=function_name)
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results[bm_key] = MemoryStats(
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peak_memory_bytes=meta.peak_memory, total_allocations=meta.total_allocations
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)
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reader.close()
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except OSError:
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continue
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return results
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class CodeFlashBenchmarkPlugin:
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def __init__(self) -> None:
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self._trace_path = None
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@ -0,0 +1,42 @@
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"""Subprocess entry point for memory profiling benchmarks via pytest-memray.
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Runs pytest with --memray --native to profile peak memory per test function.
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The codeflash-benchmark plugin is left active (without --codeflash-trace) so it
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provides a no-op ``benchmark`` fixture for tests that depend on it.
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"""
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import sys
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from pathlib import Path
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benchmarks_root = sys.argv[1]
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memray_bin_dir = sys.argv[2]
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memray_bin_prefix = sys.argv[3]
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if __name__ == "__main__":
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import pytest
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Path(memray_bin_dir).mkdir(parents=True, exist_ok=True)
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exitcode = pytest.main(
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[
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benchmarks_root,
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"--memray",
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"--native",
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f"--memray-bin-path={memray_bin_dir}",
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f"--memray-bin-prefix={memray_bin_prefix}",
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"--hide-memray-summary",
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"-p",
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"no:benchmark",
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"-p",
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"no:codspeed",
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"-p",
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"no:cov",
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"-p",
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"no:profiling",
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"-s",
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"-o",
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"addopts=",
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]
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)
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sys.exit(exitcode)
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@ -46,3 +46,39 @@ def trace_benchmarks_pytest(
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error_section = combined_output
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logger.warning(f"Error collecting benchmarks - Pytest Exit code: {result.returncode}, {error_section}")
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logger.debug(f"Full pytest output:\n{combined_output}")
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def memory_benchmarks_pytest(
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benchmarks_root: Path, project_root: Path, memray_bin_dir: Path, memray_bin_prefix: str, timeout: int = 300
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) -> None:
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benchmark_env = make_env_with_project_root(project_root)
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run_args = get_cross_platform_subprocess_run_args(
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cwd=project_root, env=benchmark_env, timeout=timeout, check=False, text=True, capture_output=True
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)
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result = subprocess.run( # noqa: PLW1510
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[
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SAFE_SYS_EXECUTABLE,
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Path(__file__).parent / "pytest_new_process_memory_benchmarks.py",
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benchmarks_root,
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memray_bin_dir,
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memray_bin_prefix,
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],
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**run_args,
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)
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if result.returncode != 0:
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combined_output = result.stdout
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if result.stderr:
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combined_output = combined_output + "\n" + result.stderr if combined_output else result.stderr
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if "ERROR collecting" in combined_output:
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error_pattern = r"={3,}\s*ERRORS\s*={3,}\n([\s\S]*?)(?:={3,}|$)"
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match = re.search(error_pattern, combined_output)
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error_section = match.group(1) if match else combined_output
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elif "FAILURES" in combined_output:
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error_pattern = r"={3,}\s*FAILURES\s*={3,}\n([\s\S]*?)(?:={3,}|$)"
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match = re.search(error_pattern, combined_output)
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error_section = match.group(1) if match else combined_output
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else:
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error_section = combined_output
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logger.warning(f"Error collecting memory benchmarks - Pytest Exit code: {result.returncode}, {error_section}")
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logger.debug(f"Full pytest output:\n{combined_output}")
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@ -392,6 +392,9 @@ def _build_parser() -> ArgumentParser:
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)
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compare_parser.add_argument("--timeout", type=int, default=600, help="Benchmark timeout in seconds (default: 600)")
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compare_parser.add_argument("--output", "-o", type=str, help="Write markdown report to file")
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compare_parser.add_argument(
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"--memory", action="store_true", help="Profile peak memory usage per benchmark (requires memray, Linux/macOS)"
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)
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compare_parser.add_argument("--config-file", type=str, dest="config_file", help="Path to pyproject.toml")
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trace_optimize = subparsers.add_parser("optimize", help="Trace and optimize your project.")
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@ -73,6 +73,7 @@ def run_compare(args: Namespace) -> None:
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tests_root=tests_root,
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functions=functions,
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timeout=args.timeout,
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memory=getattr(args, "memory", False),
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)
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if not result.base_stats and not result.head_stats:
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@ -53,6 +53,8 @@ dependencies = [
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"filelock>=3.20.3; python_version >= '3.10'",
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"filelock<3.20.3; python_version < '3.10'",
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"pytest-asyncio>=0.18.0",
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"memray>=1.12; sys_platform != 'win32'",
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"pytest-memray>=1.7; sys_platform != 'win32'",
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]
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[project.urls]
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@ -339,8 +341,8 @@ vcs = "git"
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|
||||
[tool.hatch.build.hooks.version]
|
||||
path = "codeflash/version.py"
|
||||
template = """# These version placeholders will be replaced by uv-dynamic-versioning during build.
|
||||
__version__ = "{version}"
|
||||
template = """# These version placeholders will be replaced by uv-dynamic-versioning during build.
|
||||
__version__ = "{version}"
|
||||
"""
|
||||
|
||||
|
||||
|
|
|
|||
214
uv.lock
214
uv.lock
|
|
@ -466,6 +466,7 @@ dependencies = [
|
|||
{ name = "libcst" },
|
||||
{ name = "line-profiler" },
|
||||
{ name = "lxml" },
|
||||
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|
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|
|
@ -477,6 +478,7 @@ dependencies = [
|
|||
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@ -576,6 +578,7 @@ requires-dist = [
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@ -583,6 +586,7 @@ requires-dist = [
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@ -2515,6 +2558,11 @@ wheels = [
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[[package]]
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sdist = { url = "https://files.pythonhosted.org/packages/91/7a/146a99696aee0609e3712f2b44c6274566bc368dfe8375191278045186b8/uc-micro-py-1.0.3.tar.gz", hash = "sha256:d321b92cff673ec58027c04015fcaa8bb1e005478643ff4a500882eaab88c48a", size = 6043, upload-time = "2024-02-09T16:52:01.654Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/37/87/1f677586e8ac487e29672e4b17455758fce261de06a0d086167bb760361a/uc_micro_py-1.0.3-py3-none-any.whl", hash = "sha256:db1dffff340817673d7b466ec86114a9dc0e9d4d9b5ba229d9d60e5c12600cd5", size = 6229, upload-time = "2024-02-09T16:52:00.371Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "uc-micro-py"
|
||||
version = "2.0.0"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
resolution-markers = [
|
||||
"python_full_version >= '3.14' and sys_platform == 'emscripten'",
|
||||
"python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
|
||||
"python_full_version == '3.13.*' and sys_platform == 'emscripten'",
|
||||
"python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
|
||||
"python_full_version == '3.12.*' and sys_platform == 'emscripten'",
|
||||
"python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
|
||||
"python_full_version == '3.11.*' and sys_platform == 'emscripten'",
|
||||
"python_full_version == '3.11.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
|
||||
"python_full_version == '3.10.*'",
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/78/67/9a363818028526e2d4579334460df777115bdec1bb77c08f9db88f6389f2/uc_micro_py-2.0.0.tar.gz", hash = "sha256:c53691e495c8db60e16ffc4861a35469b0ba0821fe409a8a7a0a71864d33a811", size = 6611, upload-time = "2026-03-01T06:31:27.526Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/61/73/d21edf5b204d1467e06500080a50f79d49ef2b997c79123a536d4a17d97c/uc_micro_py-2.0.0-py3-none-any.whl", hash = "sha256:3603a3859af53e5a39bc7677713c78ea6589ff188d70f4fee165db88e22b242c", size = 6383, upload-time = "2026-03-01T06:31:26.257Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "unidiff"
|
||||
version = "0.7.5"
|
||||
|
|
|
|||
Loading…
Reference in a new issue