From 464aa150f95d44b4c540f3fb782aa909a7a19078 Mon Sep 17 00:00:00 2001 From: bdvllrs Date: Fri, 18 Oct 2024 08:36:48 +0000 Subject: [PATCH] feat: add migrator for wandb logs This doesn't actually work because you can only change summary names and not the metrics. --- poetry.lock | 475 +++++++++++++++++++++++++++++++++++- pyproject.toml | 1 + shimmer/cli/__init__.py | 2 + shimmer/cli/migrate_logs.py | 97 ++++++++ 4 files changed, 573 insertions(+), 2 deletions(-) create mode 100644 shimmer/cli/migrate_logs.py diff --git a/poetry.lock b/poetry.lock index 753d445b..49a0d7ee 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. 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a/shimmer/cli/migrate_logs.py b/shimmer/cli/migrate_logs.py new file mode 100644 index 00000000..e170d5f8 --- /dev/null +++ b/shimmer/cli/migrate_logs.py @@ -0,0 +1,97 @@ +from collections.abc import Sequence +from typing import Any, cast + +import click +from wandb.apis import PublicApi + + +def next_domain(name: str, domains: Sequence[str]) -> str | None: + for domain in sorted(domains, key=lambda x: len(x), reverse=True): + if name.startswith(domain): + return domain + return None + + +def parse_summary(name: str, domains: Sequence[str]) -> tuple[str | None, ...]: + from_: str | None = None + through: str | None = None + to: str | None = None + case_: str | None = None + part: str | None = None + + assert name.startswith("from_") + name = name.removeprefix("from_") + + from_, _, name = name[1:].partition("}") + if name.startswith("_through_"): + name = name.removeprefix("_through_") + through, _, name = name[1:].partition("}") + assert name.startswith("_to_") + name = name.removeprefix("_to_") + domain = next_domain(name, domains) + if domain is not None: + to = domain + name = name.removeprefix(domain) + if name.startswith("_case_"): + name = name.removeprefix("_case_") + case_items: list[str] = [] + while True: + domain = next_domain(name, domains) + if domain is None: + break + case_items.append(domain) + name = name.removeprefix(domain) + if name[0] != "-": + break + name = name[1:] + case_ = "-".join(case_items) + part = name.removeprefix("_") + return (from_, through, to, case_, part) + + +@click.command("migrate-logs") +@click.argument("project", type=str) +@click.option("--domain", "-d", multiple=-1, type=str) +def migrate_logs(project: str, domain: Sequence[str]): + import wandb + + api = cast(PublicApi, wandb.Api()) # type: ignore + runs = api.runs(project) + for run in runs: + is_updated = False + to_delete: list[str] = [] + new_summary: dict[str, Any] = {} + for name, val in run.summary.items(): + parts = name.split("/") + if len(parts) < 2: + continue + mode = parts[0] + if not parts[1].startswith("from"): + continue + from_, through, to, case_, part = parse_summary(parts[1], domain) + assert from_ is not None + from_ = "{" + from_.replace(" ", "") + "}" + new_name = f"from_{from_}" + if through is not None: + through = "{" + through.replace(" ", "") + "}" + new_name += f"_through_{through}" + assert to is not None + new_name += f"_to_{to}" + if case_ is not None: + case_parts = case_.split("-") + new_case = "{" + ",".join(sorted(case_parts)) + "}" + new_name += f"_case_{new_case}" + if part is not None: + new_name += f"_{part}" + new_name = f"{mode}/{new_name}" + is_updated = True + to_delete.append(name) + new_summary[new_name] = val + if is_updated: + print("Updating", run.id) + for new_name, val in new_summary.items(): + run.summary[new_name] = val + for name in to_delete: + del run.summary[name] + if is_updated: + run.summary.update()