heart-fusion
用对偶共存（Dual $z = a + i \cdot b$）替换 Transformer argmax 的融合函数库。
核心思想
Transformer 末步 argmax「挑最大值」= 剔除变量：选了一个方向，另一个方向整个消失。 本库用融合函数让两个相反方向一起留下，合成一个不丢失任何一方的新整体。
铁律：禁止损失函数、禁止梯度下降、禁止奖励/惩罚、不寻求最优解、不允许剔除任何输入变量。
安装
pip install heart-fusion
快速示例
from heart_fusion import fuse, settle, fusion_decode, Pole
# 两极共存
d = fuse(0.8, 0.9) # 理智0.8 + 慈爱0.9
print(d.balance) # 0.99 (接近完美平衡)
print(d.is_harmonious()) # True
# 失衡 → 再合一自动收敛进和谐带
cold = fuse(1.0, 0.1) # 偏理智
settled, rounds = settle(cold)
print(settled.balance) # 0.56 (已进和谐带)
# 四极共存 (四元数扩展)
from heart_fusion import fuse_multi
q = fuse_multi(0.9, 0.8, 0.7, 0.6) # 理智/慈爱/逻辑/共情
print(q.balance) # ~0.99
# 替换 Transformer 末层 argmax
pole_a = Pole("理智", 0.85, "客观建议：建议你...")
pole_b = Pole("慈爱", 0.92, "温暖陪伴：我在你身边...")
result = fusion_decode(pole_a, pole_b)
print(result.output) # 两极共存, 没有任何一方被剔除
API
| 函数 | 说明 |
|---|---|
fuse(a, b) |
两极合一 → Dual |
settle(dual) |
收敛进和谐带 → (Dual, rounds) |
fuse_multi(*poles) |
n 极合一 → MultiDual |
settle_multi(dual) |
n 极收敛 → (MultiDual, rounds) |
fusion_decode(pole_a, pole_b) |
替换 argmax 的融合输出层 |
argmax_decode(pole_a, pole_b) |
旧范式（对比用） |
License
MIT
1 maintainer
Metadata
1 maintainer
Release files for heart-fusion 3.1.3
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