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# Author: Simon Blanke |
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# Email: [email protected] |
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# License: MIT License |
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import glob |
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import dill |
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import inspect |
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import hashlib |
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def get_func_str(func): |
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return inspect.getsource(func) |
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def get_hash(object): |
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return hashlib.sha1(object).hexdigest() |
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def get_model_id(model): |
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return str(get_hash(get_func_str(model).encode("utf-8"))) |
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def _get_pkl_hash(hash, model_path): |
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paths = glob.glob(model_path + hash + "*.pkl") |
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return paths |
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def _hash2obj(search_space, model_path): |
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hash2obj_dict = {} |
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para_hash_list = _get_para_hash_list(search_space) |
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for para_hash in para_hash_list: |
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obj = _read_dill(para_hash, model_path) |
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hash2obj_dict[para_hash] = obj |
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return hash2obj_dict |
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def _read_dill(value, model_path): |
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paths = _get_pkl_hash(value, model_path) |
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for path in paths: |
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with open(path, "rb") as fp: |
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value = dill.load(fp) |
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value = dill.loads(value) |
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break |
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return value |
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def _get_para_hash_list(search_space): |
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para_hash_list = [] |
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for key in search_space.keys(): |
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values = search_space[key] |
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for value in values: |
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if ( |
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not isinstance(value, int) |
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and not isinstance(value, float) |
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and not isinstance(value, str) |
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): |
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para_dill = dill.dumps(value) |
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para_hash = get_hash(para_dill) |
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para_hash_list.append(para_hash) |
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return para_hash_list |
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""" |
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def is_sha1(maybe_sha): |
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if len(maybe_sha) != 40: |
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return False |
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try: |
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sha_int = int(maybe_sha, 16) |
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except ValueError: |
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return False |
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return True |
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""" |
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SimonBlanke /
Hyperactive
