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