fix tokenizer
This commit is contained in:
106
fix_tokenizer.py
106
fix_tokenizer.py
@@ -1,69 +1,71 @@
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#!/usr/bin/env python3
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"""
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检测 tokenizer_config.json 中的 tokenizer_class 是否在 transformers 中存在。
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若不存在(如 TokenizersBackend),则将 tokenizer 文件复制到 /tmp/fixed_tokenizer/
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并修复 tokenizer_class,最后将修复目录路径输出到 stdout。
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若无需修复,输出为空。
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"""
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import os
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import shutil
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import sys
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import json
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from detect_tokenizer import detect
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import shutil
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MODEL_DIR = os.environ.get("MODEL_DIR", "/model")
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OUT_DIR = os.environ.get("FIX_TOKENIZER_DIR", "/tmp/fixed_tokenizer")
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MODEL_DIR = sys.argv[1] if len(sys.argv) > 1 else os.environ.get("MODEL_DIR", "/model")
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OUT_DIR = "/tmp/fixed_tokenizer"
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os.makedirs(OUT_DIR, exist_ok=True)
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def copy_if_exists(name):
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src = os.path.join(MODEL_DIR, name)
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if os.path.exists(src):
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shutil.copy(src, OUT_DIR)
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def main():
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cfg_path = os.path.join(MODEL_DIR, "tokenizer_config.json")
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if not os.path.exists(cfg_path):
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return
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# 复制所有可能相关文件
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for f in [
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"tokenizer.json",
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"tokenizer_config.json",
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"special_tokens_map.json",
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"vocab.json",
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"merges.txt",
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"tokenizer.model",
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]:
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copy_if_exists(f)
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typ, orig_cls = detect(MODEL_DIR)
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cfg_path = os.path.join(OUT_DIR, "tokenizer_config.json")
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if os.path.exists(cfg_path):
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with open(cfg_path) as f:
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cfg = json.load(f)
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else:
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cfg = {}
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# ===== 自动修复策略 =====
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if typ == "fast":
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cfg["tokenizer_class"] = "PreTrainedTokenizerFast"
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tokenizer_class = cfg.get("tokenizer_class", "")
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if not tokenizer_class:
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return
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elif typ == "sentencepiece":
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cfg["tokenizer_class"] = "LlamaTokenizer"
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# 用 transformers 自身判断该类是否可用,不硬编码类名
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import transformers
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if getattr(transformers, tokenizer_class, None) is not None:
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return # 类存在,无需修复
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elif typ == "bpe":
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cfg["tokenizer_class"] = "GPT2TokenizerFast"
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# tokenizer_class 在 transformers 中不存在,根据实际文件推断正确的类
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files = os.listdir(MODEL_DIR)
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if "tokenizer.json" in files:
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fixed_class = "PreTrainedTokenizerFast"
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elif "tokenizer.model" in files:
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fixed_class = "LlamaTokenizer"
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elif "vocab.json" in files and "merges.txt" in files:
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fixed_class = "GPT2TokenizerFast"
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else:
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fixed_class = "PreTrainedTokenizerFast"
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else:
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cfg["tokenizer_class"] = "PreTrainedTokenizerFast"
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print(
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f"[fix_tokenizer] tokenizer_class '{tokenizer_class}' not found in transformers, "
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f"replacing with '{fixed_class}'",
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file=sys.stderr,
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)
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# 特殊 case 修复
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bad_classes = [
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"TokenizersBackend",
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"TiktokenTokenizer",
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]
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os.makedirs(OUT_DIR, exist_ok=True)
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for fname in [
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"tokenizer.json",
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"tokenizer_config.json",
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"special_tokens_map.json",
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"vocab.json",
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"merges.txt",
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"tokenizer.model",
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]:
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src = os.path.join(MODEL_DIR, fname)
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if os.path.exists(src):
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shutil.copy(src, OUT_DIR)
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if orig_cls in bad_classes:
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print(f"[fix] override bad tokenizer_class: {orig_cls} → {cfg['tokenizer_class']}")
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cfg["tokenizer_class"] = fixed_class
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with open(os.path.join(OUT_DIR, "tokenizer_config.json"), "w") as f:
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json.dump(cfg, f, indent=2)
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# 修复 extra_special_tokens: list → dict 格式
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if "extra_special_tokens" in cfg and isinstance(cfg["extra_special_tokens"], list):
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orig_list = cfg["extra_special_tokens"]
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cfg["extra_special_tokens"] = {token: token for token in orig_list}
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print(f"[fix] converted extra_special_tokens from list ({len(orig_list)} items) to dict format")
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print(OUT_DIR) # 输出修复目录,供 entrypoint.sh 捕获
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# 写回
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with open(cfg_path, "w") as f:
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json.dump(cfg, f)
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print(f"[fix_tokenizer] done → {OUT_DIR}")
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main()
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