import shutil import os import subprocess import wandb class WandbUrls: def __init__(self, url): hash = url.split("/")[-2] project = url.split("/")[-3] entity = url.split("/")[-4] self.weight_url = url self.log_url = "https://app.wandb.ai/{}/{}/runs/{}/logs".format(entity, project, hash) self.chart_url = "https://app.wandb.ai/{}/{}/runs/{}".format(entity, project, hash) self.overview_url = "https://app.wandb.ai/{}/{}/runs/{}/overview".format(entity, project, hash) self.config_url = "https://app.wandb.ai/{}/{}/runs/{}/files/hydra-config.yaml".format( entity, project, hash ) self.overrides_url = "https://app.wandb.ai/{}/{}/runs/{}/files/overrides.yaml".format(entity, project, hash) def __repr__(self): msg = "=================================================== WANDB URLS ===================================================================\n" for k, v in self.__dict__.items(): msg += "{}: {}\n".format(k.upper(), v) msg += "=================================================================================================================================\n" return msg class Wandb: IS_ACTIVE = False @staticmethod def set_urls_to_model(model, url): wandb_urls = WandbUrls(url) model.wandb = wandb_urls @staticmethod def _set_to_wandb_args(wandb_args, cfg, name): var = getattr(cfg.wandb, name, None) if var: wandb_args[name] = var @staticmethod def launch(cfg, launch: bool): if launch: Wandb.IS_ACTIVE = True wandb_args = {} wandb_args["resume"] = "allow" Wandb._set_to_wandb_args(wandb_args, cfg, "tags") Wandb._set_to_wandb_args(wandb_args, cfg, "project") Wandb._set_to_wandb_args(wandb_args, cfg, "name") Wandb._set_to_wandb_args(wandb_args, cfg, "entity") Wandb._set_to_wandb_args(wandb_args, cfg, "notes") Wandb._set_to_wandb_args(wandb_args, cfg, "config") Wandb._set_to_wandb_args(wandb_args, cfg, "id") try: commit_sha = subprocess.check_output(["git", "rev-parse", "HEAD"]).decode("ascii").strip() gitdiff = subprocess.check_output(["git", "diff", "--", "':!notebooks'"]).decode() except: commit_sha = "n/a" gitdiff = "" config = wandb_args.get("config", {}) wandb_args["config"] = { **config, "run_path": os.getcwd(), "commit": commit_sha, "gitdiff": gitdiff } wandb.init(**wandb_args, sync_tensorboard=True) wandb.save(os.path.join(os.getcwd(), cfg.cfg_path)) @staticmethod def add_file(file_path: str): if not Wandb.IS_ACTIVE: raise RuntimeError("wandb is inactive, please launch first.") filename = os.path.basename(file_path) shutil.copyfile(file_path, os.path.join(wandb.run.dir, filename))