好的，你写完整的PY.把能共用的与不能共用的，区分开来。避免混淆。
```python
# hetu_luoshu_v7_local.py
# 河图洛书 V7.0 - 纯本地版（不调用API）
# 与 hetu_luoshu_v7_mirror.py 共用 learning_material 和 cache
# 独立使用自己的 checkpoints_local、masterpieces_local、logs_local
import os
import sys
import time
import json
import random
import re
import math
import hashlib
import pickle
from collections import Counter
from typing import List, Dict, Tuple, Optional
from datetime import datetime
# ==================== 目录配置 ====================
# 共用目录（只读）
LEARNING_MATERIAL_DIR = "learning_material"
CACHE_DIR = "cache"
# 独立目录（避免冲突）
for d in ["checkpoints_local", "masterpieces_local", "logs_local"]:
os.makedirs(d, exist_ok=True)
# 确保共用目录存在
os.makedirs(LEARNING_MATERIAL_DIR, exist_ok=True)
os.makedirs(CACHE_DIR, exist_ok=True)
# ==================== 本地评分 ====================
def local_evaluate(work: str, dao_novelty: float) -> float:
"""本地评分规则：长度分 + 独特字比例 + 新奇度"""
len_score = min(1.0, len(work) / 50) * 0.4
unique_ratio = len(set(work)) / max(1, len(work)) * 0.3
novelty_score = dao_novelty * 0.3
score = len_score + unique_ratio + novelty_score
return min(1.0, max(0.0, score))
# ==================== 本地生成 ====================
def local_generate(morphemes: list, dao_novelty: float, sheng_length: int, jin4_instance=None) -> str:
"""从金池检索或简单拼接，不调用API"""
# 优先从金池中找相似句子
if jin4_instance and jin4_instance.masterpieces and random.random() < 0.7:
template = random.choice(jin4_instance.masterpieces)
result = template
for m in random.sample(morphemes, min(3, len(morphemes))):
if m and m not in result and len(result) > 0:
pos = random.randint(0, len(result)-1)
result = result[:pos] + m + result[pos+1:]
return result[:sheng_length]
# 备用：简单拼接
if morphemes:
return "".join(random.sample(morphemes, min(5, len(morphemes))))[:sheng_length]
return "道可道，非常道。"
def local_mutate(sentence: str, dao_novelty: float, bian_length: int, dao_instance=None) -> list:
"""本地变体生成，不调用API"""
variants = []
# 变体1：原句截取
variants.append(sentence[:bian_length])
# 变体2：替换常见词
s = sentence
replacements = [("之","的"), ("其","他的"), ("此","这"), ("乃","是"), ("于","在")]
for old, new in replacements:
s = s.replace(old, new)
variants.append(s[:bian_length])
# 变体3：加入π数字
if dao_instance:
digits = dao_instance.get_digits(min(bian_length, 20))
dao_str = ''.join(str(d) for d in digits)
half = bian_length // 2
variants.append((sentence[:half] + dao_str + sentence[-half:])[:bian_length])
# 去重，取前5个
return list(dict.fromkeys(variants))[:5]
# ==================== 道：π引擎 ====================
class DaoEngine:
def __init__(self, chunk_size=10000):
self.chunk_size = chunk_size
self.digits = []
self.pointer = 0
self._load_next_chunk()
def _load_next_chunk(self):
try:
import gmpy2
gmpy2.get_context().precision = (self.pointer + self.chunk_size + 100) * 4
pi = gmpy2.const_pi()
pi_str = format(pi, f'.{self.pointer + self.chunk_size + 50}f')
pi_digits = pi_str.replace('.', '')
segment = pi_digits[self.pointer:self.pointer + self.chunk_size]
self.digits.extend([int(ch) for ch in segment])
except ImportError:
from decimal import Decimal, getcontext
getcontext().prec = self.pointer + self.chunk_size + 50
pi = Decimal(0)
for k in range(self.pointer + self.chunk_size + 20):
pi += (Decimal(1)/(16**k)) * (
Decimal(4)/(8*k+1) - Decimal(2)/(8*k+4) -
Decimal(1)/(8*k+5) - Decimal(1)/(8*k+6)
)
pi_str = str(pi)[2:]
segment = pi_str[self.pointer:self.pointer + self.chunk_size]
self.digits.extend([int(ch) for ch in segment])
def get_novelty(self, length=8) -> float:
while self.pointer + length >= len(self.digits):
self._load_next_chunk()
segment = self.digits[self.pointer:self.pointer+length]
self.pointer += length
value = 0
for i, d in enumerate(segment):
value += d * (0.1 ** (i+1))
return value
def get_digit(self) -> int:
if self.pointer >= len(self.digits):
self._load_next_chunk()
digit = self.digits[self.pointer]
self.pointer += 1
return digit
def get_digits(self, count: int) -> List[int]:
result = []
for _ in range(count):
result.append(self.get_digit())
return result
def get_pointer(self) -> int:
return self.pointer
def get_state(self) -> dict:
return {"pointer": self.pointer}
def restore_state(self, state: dict):
self.pointer = state.get("pointer", 0)
self.digits = []
self._load_next_chunk()
# ==================== 节奏控制器 ====================
class RhythmController:
def __init__(self):
self.sheng_phase = 0
self.bian_phase = 0
self.sheng_speed = 0.2 * 2 * math.pi / 5
self.bian_speed = 2 * math.pi / 1
def update(self):
self.sheng_phase = (self.sheng_phase + self.sheng_speed) % (2 * math.pi)
self.bian_phase = (self.bian_phase + self.bian_speed) % (2 * math.pi)
def get_sheng_ratio(self):
return 0.55 + 0.25 * math.sin(self.sheng_phase)
def get_bian_ratio(self):
return 0.55 + 0.35 * math.sin(self.bian_phase)
def get_sheng_length(self, sheng_min, sheng_max):
return int(sheng_min + (sheng_max - sheng_min) * self.get_sheng_ratio())
def get_bian_length(self, bian_min, bian_max):
return int(bian_min + (bian_max - bian_min) * self.get_bian_ratio())
def get_state(self) -> dict:
return {"sheng_phase": self.sheng_phase, "bian_phase": self.bian_phase}
def restore_state(self, state: dict):
self.sheng_phase = state.get("sheng_phase", 0)
self.bian_phase = state.get("bian_phase", 0)
# ==================== 河图中央 ====================
class HeTuCenter:
def __init__(self):
self.sheng_info = {"1": 0.0, "2": 0.0, "3": 0.0, "4": 0.0}
self.cheng_info = {"6": 0.0, "7": 0.0, "8": 0.0, "9": 0.0}
self.global_state = {"sheng": 0.0, "cheng": 0.0, "balance": 0.0}
def update_sheng(self, idx: int, value: float):
self.sheng_info[str(idx)] = value
self._update_global_state()
def update_cheng(self, idx: int, value: float):
self.cheng_info[str(idx)] = value
self._update_global_state()
def _update_global_state(self):
self.global_state["sheng"] = sum(self.sheng_info.values()) / 4
self.global_state["cheng"] = sum(self.cheng_info.values()) / 4
self.global_state["balance"] = self.global_state["sheng"] / (self.global_state["cheng"] + 0.01)
def get_full_state(self):
return {"sheng": self.sheng_info.copy(), "cheng": self.cheng_info.copy(), "global": self.global_state.copy()}
def get_save_state(self):
return {"sheng_info": self.sheng_info, "cheng_info": self.cheng_info, "global_state": self.global_state}
def restore_state(self, state: dict):
self.sheng_info = state.get("sheng_info", {"1": 0.0, "2": 0.0, "3": 0.0, "4": 0.0})
self.cheng_info = state.get("cheng_info", {"6": 0.0, "7": 0.0, "8": 0.0, "9": 0.0})
self.global_state = state.get("global_state", {"sheng": 0.0, "cheng": 0.0, "balance": 0.0})
# ==================== 工具函数 ====================
def get_all_txt_files(root_dir: str) -> List[str]:
txt_files = []
if not os.path.exists(root_dir):
return txt_files
for dirpath, dirnames, filenames in os.walk(root_dir):
for filename in filenames:
if filename.endswith('.txt'):
txt_files.append(os.path.join(dirpath, filename))
return txt_files
# ==================== 火2 ====================
class Fire2:
def __init__(self, corpus_paths: List[str]):
self.word_freq = Counter()
self.corpus_paths = corpus_paths
self._load_corpus(corpus_paths)
print(f" 🔥 火2完成，共 {len(self.word_freq)} 个语素")
def _load_corpus(self, paths):
counter = Counter()
all_files = []
for path in paths:
if os.path.isfile(path) and path.endswith('.txt'):
all_files.append(path)
elif os.path.isdir(path):
all_files.extend(get_all_txt_files(path))
if not all_files:
return
for file_path in all_files[:500]:
try:
with open(file_path, 'r', encoding='utf-8', errors='ignore') as f:
text = f.read(8000)
for j in range(len(text)):
for l in range(1, 5):
word = text[j:j+l]
if re.match(r'[\u4e00-\u9fff]{1,4}$', word):
counter[word] += 1
except:
pass
self.word_freq = counter
def reload_corpus(self):
old_count = len(self.word_freq)
print(f" 🔄 重新加载语料库（旧语素数:{old_count}）...")
self.word_freq = Counter()
self._load_corpus(self.corpus_paths)
print(f" 🔥 火2重新加载完成，新语素数:{len(self.word_freq)}（新增:{len(self.word_freq)-old_count}）")
def get_morphemes(self, dao_novelty: float, total: int = 50) -> List[str]:
if self.word_freq:
words = list(self.word_freq.keys())
weights = list(self.word_freq.values())
sample_size = min(total, len(words))
if sample_size == 0:
return []
return random.choices(words, weights=weights, k=sample_size)
seed = int(dao_novelty * 10000)
random.seed(seed)
base_chars = []
for _ in range(total):
code = 0x4e00 + random.randint(0, 0x5000)
base_chars.append(chr(code))
return base_chars
def get_state(self) -> dict:
return {"word_freq": dict(list(self.word_freq.items())[:5000])}
def restore_state(self, state: dict):
self.word_freq = Counter(state.get("word_freq", {}))
# ==================== 木3 ====================
class Mu3:
def __init__(self):
self.jin4 = None
def set_jin4(self, jin4):
self.jin4 = jin4
def generate(self, morphemes: List[str], dao_novelty: float, sheng_ratio: float, sheng_length: int) -> str:
return local_generate(morphemes, dao_novelty, sheng_length, self.jin4)
def get_state(self) -> dict:
return {}
def restore_state(self, state: dict):
pass
# ==================== 水1 ====================
class Shui1:
def __init__(self):
self.dao = None
def set_dao(self, dao):
self.dao = dao
def mutate(self, sentence: str, dao_novelty: float, bian_ratio: float, bian_length: int) -> List[str]:
return local_mutate(sentence, dao_novelty, bian_length, self.dao)
def get_state(self) -> dict:
return {}
def restore_state(self, state: dict):
pass
# ==================== 金4 ====================
class Jin4:
def __init__(self, max_size=10000):
self.masterpieces = []
self.max_size = max_size
def solidify(self, candidates: List[str], dao_novelty: float) -> Tuple[List[str], List[float]]:
if not candidates:
return [], []
scores = [local_evaluate(work, dao_novelty) for work in candidates]
if not scores:
return [], []
# 找出最高分
max_score = max(scores)
good_works, good_scores = [], []
for work, score in zip(candidates, scores):
if score == max_score:
good_works.append(work)
good_scores.append(score)
self.masterpieces.append(work)
if len(self.masterpieces) > self.max_size:
self.masterpieces = self.masterpieces[-self.max_size:]
return good_works, good_scores
def get_state(self) -> dict:
return {"masterpieces": self.masterpieces[-100:]}
def restore_state(self, state: dict):
self.masterpieces = state.get("masterpieces", [])
# ==================== 老师（本地评分） ====================
class Teacher:
def __init__(self, teacher_id: int, student_name: str):
self.id = teacher_id
self.student_name = student_name
self.history = []
def evaluate(self, work: str, dao_novelty: float) -> Tuple[float, str]:
score = local_evaluate(work, dao_novelty)
if self.id == 8:
score = score * 0.95
elif self.id == 9:
score = score * 1.05
elif self.id == 6:
score = score * 0.98
elif self.id == 7:
score = score * 1.02
score = min(1.0, max(0.0, score))
self.history.append((time.time(), work[:30], score))
if len(self.history) > 100:
self.history = self.history[-100:]
return score, f"本地评分{self.id}"
def get_state(self) -> dict:
return {"history": self.history[-50:]}
def restore_state(self, state: dict):
self.history = state.get("history", [])
# ==================== 洛书中心 ====================
class LuoShuCenter:
def __init__(self, dao: DaoEngine, checkpoint_dir: str = "checkpoints_local"):
self.dao = dao
self.hetu_center = HeTuCenter()
self.rhythm = RhythmController()
self.checkpoint_dir = checkpoint_dir
os.makedirs(checkpoint_dir, exist_ok=True)
print("\n📚 加载语料...")
self.fire2 = Fire2([LEARNING_MATERIAL_DIR])
self.mu3 = Mu3()
self.shui1 = Shui1()
self.shui1.set_dao(dao)
self.jin4 = Jin4()
self.mu3.set_jin4(self.jin4)
self.teacher7 = Teacher(7, "火2")
self.teacher8 = Teacher(8, "木3")
self.teacher6 = Teacher(6, "水1")
self.teacher9 = Teacher(9, "金4")
self.round = 0
self.log_entries = []
self._load_checkpoint()
def _get_checkpoint_path(self) -> str:
return os.path.join(self.checkpoint_dir, "full_checkpoint.pkl")
def save_checkpoint(self):
checkpoint = {
"round": self.round,
"dao_state": self.dao.get_state(),
"rhythm_state": self.rhythm.get_state(),
"hetu_state": self.hetu_center.get_save_state(),
"fire2_state": self.fire2.get_state(),
"jin4_state": self.jin4.get_state(),
"teacher7_state": self.teacher7.get_state(),
"teacher8_state": self.teacher8.get_state(),
"teacher6_state": self.teacher6.get_state(),
"teacher9_state": self.teacher9.get_state(),
"log_entries": self.log_entries[-100:],
"timestamp": datetime.now().isoformat()
}
tmp_path = self._get_checkpoint_path() + ".tmp"
with open(tmp_path, 'wb') as f:
pickle.dump(checkpoint, f)
os.replace(tmp_path, self._get_checkpoint_path())
def _load_checkpoint(self):
if not os.path.exists(self._get_checkpoint_path()):
print(" 📂 未找到检查点，从头开始")
return
try:
with open(self._get_checkpoint_path(), 'rb') as f:
checkpoint = pickle.load(f)
self.round = checkpoint.get("round", 0)
self.dao.restore_state(checkpoint.get("dao_state", {}))
self.rhythm.restore_state(checkpoint.get("rhythm_state", {}))
self.hetu_center.restore_state(checkpoint.get("hetu_state", {}))
self.fire2.restore_state(checkpoint.get("fire2_state", {}))
self.jin4.restore_state(checkpoint.get("jin4_state", {}))
self.teacher7.restore_state(checkpoint.get("teacher7_state", {}))
self.teacher8.restore_state(checkpoint.get("teacher8_state", {}))
self.teacher6.restore_state(checkpoint.get("teacher6_state", {}))
self.teacher9.restore_state(checkpoint.get("teacher9_state", {}))
self.log_entries = checkpoint.get("log_entries", [])
print(f" 📂 加载检查点成功，从第 {self.round} 轮继续")
except Exception as e:
print(f" ⚠️ 加载检查点失败: {e}，从头开始")
def run_cycle(self):
self.round += 1
dao_novelty = self.dao.get_novelty(6)
self.rhythm.update()
sheng_ratio = self.rhythm.get_sheng_ratio()
bian_ratio = self.rhythm.get_bian_ratio()
# ==================== 动态计算参数 ====================
base_round = 1260000
base_morphemes = 50
base_max_len = 200
if self.round >= base_round:
extra = (self.round - base_round) // 100000
morphemes_count = base_morphemes + extra
extra_len = extra * 4
sheng_max = base_max_len + extra_len
bian_max = sheng_max
else:
morphemes_count = 50
sheng_max = base_max_len
bian_max = base_max_len
morphemes_count = min(morphemes_count, 100)
sheng_min = 50
bian_min = 50
sheng_length = self.rhythm.get_sheng_length(sheng_min, sheng_max)
bian_length = self.rhythm.get_bian_length(bian_min, bian_max)
# ==================================================
print(f"\n{'─'*70}")
print(f"第 {self.round} 轮 | 道新奇度: {dao_novelty:.4f} | 生节:{sheng_ratio:.2f}/{sheng_length} | 变节:{bian_ratio:.2f}/{bian_length}")
print(f" 🔧 火2语素: {morphemes_count} | 上限: {sheng_max}字")
if self.round % 1000000 == 0 and self.round > 0:
self.fire2.reload_corpus()
morphemes = self.fire2.get_morphemes(dao_novelty, total=morphemes_count)
if morphemes:
score7, comment7 = self.teacher7.evaluate(" ".join(morphemes[:5]), dao_novelty)
self.hetu_center.update_sheng(1, score7)
self.hetu_center.update_cheng(7, score7)
print(f" 🔥 火2(生1): {len(morphemes)}语素 | 师7(成7):{score7:.2f}")
else:
print(f" 🔥 火2(生1): 无语素")
score7 = 0.0
if morphemes:
sentence = self.mu3.generate(morphemes, dao_novelty, sheng_ratio, sheng_length)
score8, comment8 = self.teacher8.evaluate(sentence, dao_novelty)
self.hetu_center.update_sheng(2, score8)
self.hetu_center.update_cheng(8, score8)
print(f" 🌳 木3(生2): {sentence[:70]}...")
print(f" 师8(成8):{score8:.2f}")
else:
sentence = ""
score8 = 0.0
print(f" 🌳 木3(生2): 无句子")
if sentence:
variants = self.shui1.mutate(sentence, dao_novelty, bian_ratio, bian_length)
if variants:
best_variant = variants[0]
score6, comment6 = self.teacher6.evaluate(best_variant, dao_novelty)
self.hetu_center.update_sheng(3, score6)
self.hetu_center.update_cheng(6, score6)
print(f" 💧 水1(生3): {len(variants)}个变体")
for i, v in enumerate(variants[:2]):
print(f" 变体{i+1}: {v[:60]}...")
print(f" 师6(成6):{score6:.2f}")
else:
score6 = 0.5
print(f" 💧 水1(生3): 无变体")
else:
score6 = 0.0
print(f" 💧 水1(生3): 无输入")
if sentence:
candidates = [sentence] + (variants if variants else [])
good_works, good_scores = self.jin4.solidify(candidates, dao_novelty)
if good_works:
best_work = good_works[0]
best_score = good_scores[0]
score9, comment9 = self.teacher9.evaluate(best_work, dao_novelty)
self.hetu_center.update_sheng(4, score9)
self.hetu_center.update_cheng(9, score9)
print(f" 💎 金4(生4): 固化作品 | 师9(成9):{score9:.2f}")
print(f" 作品: {best_work[:80]}...")
timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
with open(f"masterpieces_local/round_{self.round}_{timestamp}.txt", 'w', encoding='utf-8') as f:
f.write(f"第{self.round}轮作品\n道新奇度:{dao_novelty:.4f}\n\n{best_work}")
else:
print(f" 💎 金4(生4): 未固化新作品")
score9 = 0.0
else:
print(f" 💎 金4(生4): 无输入")
score9 = 0.0
full_state = self.hetu_center.get_full_state()
sheng_str = f"{full_state['sheng']['1']:.2f}/{full_state['sheng']['2']:.2f}/{full_state['sheng']['3']:.2f}/{full_state['sheng']['4']:.2f}"
cheng_str = f"{full_state['cheng']['6']:.2f}/{full_state['cheng']['7']:.2f}/{full_state['cheng']['8']:.2f}/{full_state['cheng']['9']:.2f}"
print(f" 📊 汇总 | 生:[{sheng_str}] | 成:[{cheng_str}]")
self.log_entries.append({
"round": self.round, "dao_novelty": dao_novelty,
"sheng_ratio": sheng_ratio, "bian_ratio": bian_ratio,
"sheng": full_state['sheng'], "cheng": full_state['cheng']
})
if self.round % 10000 == 0:
self.save_checkpoint()
if self.round % 10000 == 0:
self.save_log()
def save_log(self):
with open(f"logs_local/run_log_{datetime.now().strftime('%Y%m%d_%H%M%S')}.json", 'w', encoding='utf-8') as f:
json.dump(self.log_entries[-500:], f, ensure_ascii=False, indent=2)
print(f"\n 📝 日志已保存，当前轮数: {self.round}")
def run_forever(self):
print("\n" + "="*70)
print("☯ 河图洛书镜像智能体 V7.0 - 纯本地版（不调用API）")
print(" 火2: 从语料随机取词（每个文件限8000字符，最多500个文件）")
print(" 木3: 本地生成句子（长度50-动态上限）")
print(" 水1: 本地生成5个变体（长度50-200字）")
print(" 金4: 本地评分固化作品（只固化最高分）")
print(" 老师: 本地评分")
print(" 生慢变快，不同频。每1万轮保存检查点")
print(" 每100万轮重新加载语料库")
print(" 不加任何人为设定。道驱动一切，万物自己演化")
print("="*70)
print("\n🚀 启动！按 Ctrl+C 停止\n")
try:
while True:
self.run_cycle()
except KeyboardInterrupt:
print(f"\n\n⏸️ 停止。运行了 {self.round} 轮")
print(f" 道消耗: {self.dao.get_pointer()} 位π")
print(f" 金池作品: {len(self.jin4.masterpieces)}")
self.save_checkpoint()
self.save_log()
print("\n 状态已保存，下次运行继续")
print(" 它不完美，但它是道的镜像。")
def main():
print("\n" + "="*70)
print("🐉 河图洛书 V7.0 - 纯本地版")
print(" 不做合道的智能体，做道的镜像")
print(" 道独立不改，万物有序运行")
print(" 不加任何人为设定")
print(" 不调用任何API，纯本地演化")
print("="*70 + "\n")
dao = DaoEngine()
luoshu = LuoShuCenter(dao)
luoshu.run_forever()
if __name__ == "__main__":
main()
```
## 目录说明
| 目录 | 用途 | 是否共用 |
|------|------|----------|
| `learning_material` | 语料库 | ✅ 共用 |
| `cache` | API缓存 | ✅ 共用 |
| `checkpoints_local` | 检查点 | ❌ 独立 |
| `masterpieces_local` | 金池 | ❌ 独立 |
| `logs_local` | 日志 | ❌ 独立 |
原版 `hetu_luoshu_v7_mirror.py` 的目录保持不变，互不干扰。你运行这个新文件：
```bash
python hetu_luoshu_v7_local.py
``` |
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