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Removing -- is in place in https://huggingface.co/spaces/Bias-Leaderboard/leaderboard-backend
Browse files- main_backend.py +0 -84
main_backend.py
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import logging
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import pprint
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from huggingface_hub import snapshot_download
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from datasets import load_dataset
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logging.getLogger("openai").setLevel(logging.WARNING)
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from src.backend.run_eval_suite import run_evaluation
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from src.backend.manage_requests import check_completed_evals, get_eval_requests, set_eval_request
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from src.backend.sort_queue import sort_models_by_priority
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from src.envs import TOKEN, QUEUE_REPO, EVAL_REQUESTS_PATH_BACKEND, RESULTS_REPO, EVAL_RESULTS_PATH_BACKEND, DEVICE, API, LIMIT
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from src.about import Tasks, NUM_FEWSHOT
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TASKS_HARNESS = [task.value.benchmark for task in Tasks]
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logging.basicConfig(level=logging.ERROR)
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pp = pprint.PrettyPrinter(width=80)
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PENDING_STATUS = "PENDING"
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RUNNING_STATUS = "RUNNING"
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FINISHED_STATUS = "FINISHED"
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FAILED_STATUS = "FAILED"
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print("JUST trying toxigen access...")
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load_dataset("skg/toxigen-data", token=TOKEN)
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print("Done.")
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print("Downloading snapshot from %s to %s" % (RESULTS_REPO, EVAL_RESULTS_PATH_BACKEND))
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snapshot_download(repo_id=RESULTS_REPO, revision="main", local_dir=EVAL_RESULTS_PATH_BACKEND, repo_type="dataset", token=TOKEN, max_workers=60)
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snapshot_download(repo_id=QUEUE_REPO, revision="main", local_dir=EVAL_REQUESTS_PATH_BACKEND, repo_type="dataset", token=TOKEN, max_workers=60)
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def run_auto_eval():
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current_pending_status = [PENDING_STATUS]
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# pull the eval dataset from the hub and parse any eval requests
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# check completed evals and set them to finished
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check_completed_evals(
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api=API,
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checked_status=RUNNING_STATUS,
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completed_status=FINISHED_STATUS,
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failed_status=FAILED_STATUS,
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hf_repo=QUEUE_REPO,
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local_dir=EVAL_REQUESTS_PATH_BACKEND,
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hf_repo_results=RESULTS_REPO,
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local_dir_results=EVAL_RESULTS_PATH_BACKEND
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)
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# Get all eval request that are PENDING, if you want to run other evals, change this parameter
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eval_requests = get_eval_requests(job_status=current_pending_status, hf_repo=QUEUE_REPO, local_dir=EVAL_REQUESTS_PATH_BACKEND)
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# Sort the evals by priority (first submitted first run)
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eval_requests = sort_models_by_priority(api=API, models=eval_requests)
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print(f"Found {len(eval_requests)} {','.join(current_pending_status)} eval requests")
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if len(eval_requests) == 0:
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return
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eval_request = eval_requests[0]
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pp.pprint(eval_request)
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set_eval_request(
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api=API,
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eval_request=eval_request,
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set_to_status=RUNNING_STATUS,
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hf_repo=QUEUE_REPO,
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local_dir=EVAL_REQUESTS_PATH_BACKEND,
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)
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run_evaluation(
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eval_request=eval_request,
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task_names=TASKS_HARNESS,
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num_fewshot=NUM_FEWSHOT,
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local_dir=EVAL_RESULTS_PATH_BACKEND,
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results_repo=RESULTS_REPO,
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batch_size=1,
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device=DEVICE,
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no_cache=True,
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limit=LIMIT
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)
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if __name__ == "__main__":
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run_auto_eval()
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