九章AI编程法,九章编译法,任一一种编程语言,在其他语言中,由AI自由同构转换,千行代码,五分钟编写成同构的任意一种语言代码,从机器码,汇编,C码到任意高阶语言。一辈子学一种编程语言,一个月完全熟练操作,由AI编制任意一种语言代码。甚至可以规划出芯片的设计初步方案和初步的门控与电路逻辑。AI直接编芯片电路图都不是什么难事。以下展示一下编制的机器码,来自于DEEPSEEK V3.2 汇编,同结构编制,作一下展示。
# ============================================================# silu: x / (1 + exp(-x))# 输入: xmm0 = x# 输出: xmm0 = silu(x)# ============================================================silu: sub rsp,24;4883EC18movaps[rsp], xmm0;0F290424movaps xmm1, xmm0;0F28C8 pxor xmm2, xmm2;660F EF D2 subss xmm2, xmm1;F3 0F 5C D1 movaps xmm0, xmm2;0F28C2 call expf;E8[RELOC: expf]addss xmm0,[rip + one];F3 0F5805[RELOC: one]movaps xmm1,[rsp];0F280C24divss xmm1, xmm0;F3 0F 5E C8 movaps xmm0, xmm1;0F28C1addrsp,24;4883C418ret;C3# ============================================================# rms_norm: out = (x / rms(x)) * weight# rdi=out, rsi=x, rdx=weight, ecx=n# ============================================================rms_norm: push rbx;53push r12;4154mov r12d, ecx;4489CC vxorps ymm0, ymm0, ymm0;C5 FC57C0 xor eax, eax;31C0 .rms_sum:cmpeax, r12d;4439E0 jge .rms_calc;7D12vmovups ymm1,[rsi + rax*4];C5 FC100C86vfmadd231ps ymm0, ymm1, ymm1;C4 E275B8 C1addeax,8;83C0 08 jmp .rms_sum;EB EC .rms_calc: vextractf128 xmm1, ymm0,1;C4 E3 7D19C1 01 vaddps xmm0, xmm0, xmm1;C5 F858C1 vhaddps xmm0, xmm0, xmm0;C5 FB 7C C0 vhaddps xmm0, xmm0, xmm0;C5 FB 7C C0 vcvtsi2ss xmm1, r12d;C4 C1 7A 2A CC vdivss xmm0, xmm0, xmm1;C5 FA 5E C1 vaddss xmm0, xmm0,[rip + eps];C5 FA5805[RELOC: eps]vsqrtss xmm0, xmm0, xmm0;C5 FA51C0 vmovss xmm1,[rip + one];C5 FA100D[RELOC: one]vdivss xmm1, xmm1, xmm0;C5 F2 5E C8 vbroadcastss ymm2, xmm1;C4 E2 7D18D1 xor eax, eax;31C0 .rms_apply:cmpeax, r12d;4439E0 jge .rms_done;7D 1A vmovups ymm0,[rsi + rax*4];C5 FC100486vmulps ymm0, ymm0, ymm2;C5 FC59C2 vmovups ymm1,[rdx + rax*4];C5 FC100C82vmulps ymm0, ymm0, ymm1;C5 FC59C1 vmovups[rdi + rax*4], ymm0;C5 FC110487addeax,8;83C0 08 jmp .rms_apply;EB E6 .rms_done: pop r12;415C pop rbx;5B ret;C3# ============================================================# linear: matvec_mul - 64维空间展开# rdi=x, rsi=w, rdx=out, ecx=in_dim, r8d=out_dim# ============================================================linear: push rbx;53push r12;4154push r13;4155push r14;4156mov r12d, r8d;4589C4 mov r13d, ecx;4189CD shr ecx,3;C1 E9 03 xor ebx, ebx;31DB .L_outer:cmpebx, r12d;4439E3 jge .L_done;7D38vxorps ymm0, ymm0, ymm0;C5 FC57C0 xor eax, eax;31C0 mov r9d, ecx;4489C9 .L_inner:cmpr9d,0;4183F9 00 jle .L_tail;7E16vmovups ymm1,[rsi + rax*4];C5 FC100C86vmovups ymm2,[rdi + rax*4];C5 FC101487vfmadd231ps ymm0, ymm1, ymm2;C4 E275B8 C2addeax,8;83C0 08 dec r9d;41FF C9 jmp .L_inner;EB EA .L_tail: mov r10d, r13d;4589EA and r10d,7;4183E2 07 jz .L_store;7414.L_tail_loop: vmovss xmm1,[rsi + rax*4];C5 FA100C86vmulss xmm1, xmm1,[rdi + rax*4];C5 F2590C87vaddss ymm0, ymm0, xmm1;C5 FC58C1 inc eax;FF C0 dec r10d;41FF CA jnz .L_tail_loop;75F0 .L_store: vextractf128 xmm1, ymm0,1;C4 E3 7D19C1 01 vaddps xmm0, xmm0, xmm1;C5 F858C1 vhaddps xmm0, xmm0, xmm0;C5 FB 7C C0 vhaddps xmm0, xmm0, xmm0;C5 FB 7C C0 vmovss[rdx + rbx*4], xmm0;C5 FA1104 9Aaddrsi, r13d*4;4C 01 EE inc ebx;FF C3 jmp .L_outer;EB C8 .L_done: pop r14;415E pop r13;415D pop r12;415C pop rbx;5B ret;C3# ============================================================# apply_rope: 二维旋转位置编码# rdi=x, rsi=cos, rdx=sin, ecx=dim# ============================================================apply_rope: push rbx;53push r12;4154shr ecx,1;D1 E9 mov r12d, ecx;4489CC xor ebx, ebx;31DB .L_rope_loop:cmpebx, r12d;4439E3 jge .L_rope_done;7D34vmovss xmm0,[rdi + rbx*4];C5 FA1004 9F vmovss xmm1,[rdi + rbx*4 + r12*4];C5 FA104C 9F 00 vmulss xmm2, xmm0,[rsi + rbx*4];C5 FA59149E vmulss xmm3, xmm1,[rdx + rbx*4];C5 E2591C 9A vsubss xmm2, xmm2, xmm3;C5 EA 5C D3 vmulss xmm3, xmm0,[rdx + rbx*4];C5 FA591C 9A vmulss xmm4, xmm1,[rsi + rbx*4];C5 DA59249E vaddss xmm3, xmm3, xmm4;C5 E258DC vmovss[rdi + rbx*4], xmm2;C5 FA11149F vmovss[rdi + rbx*4 + r12*4], xmm3;C5 FA115C 9F 00 inc ebx;FF C3 jmp .L_rope_loop;EB CC .L_rope_done: pop r12;415C pop rbx;5B ret;C3# ============================================================# apply_stat_constraint: 自适应统计约束# rdi=x, esi=size, rdx=mean, rcx=std# xmm0=gamma, xmm1=k, xmm2=max_norm, xmm3=min_norm# ============================================================apply_stat_constraint: push rbp;55mov rbp, rsp;4889E5 push rbx;53push r12;4154push r13;4155push r14;4156push r15;4157mov r12, rdi;4989FC mov r13d, esi;4489EE mov r14, rdx;4989D6 mov r15, rcx;4989CF# 计算 normvxorps ymm4, ymm4, ymm4;C5 DC57E4 xor ebx, ebx;31DB .L_st_norm:cmpebx, r13d;4439EB jge .L_st_norm_done;7D 0E vmovss xmm5,[r12 + rbx*4];C5 BA102C 9C vmulss xmm5, xmm5, xmm5;C5 D259ED vaddss ymm4, ymm4, xmm5;C5 DC58E5 inc ebx;FF C3 jmp .L_st_norm;EB EE .L_st_norm_done: vsqrtss xmm12, ymm4, ymm4;C5 9C51E4# 更新统计量vmovss xmm13,[r14];C5 0A102E vmovss xmm14,[r15];C5 021037vmulss xmm5, xmm0, xmm13;C5 DA59EE vsubss xmm6,[rip + one], xmm0;C5 C8 5C35[RELOC: one]vmulss xmm6, xmm6, xmm12;C5 C859F4 vaddss xmm5, xmm5, xmm6;C5 D258EE vmovss[r14], xmm5;C5 0A112E vsubss xmm7, xmm12, xmm13;C5985C FD vandps xmm7, xmm7,[rip + abs_mask];C5 C0543D[RELOC: abs_mask]vmulss xmm8, xmm0, xmm14;C5 3A59C6 vmulss xmm7, xmm7, xmm6;C5 C059FE vaddss xmm7, xmm8, xmm7;C5 B858FF vmovss[r15], xmm7;C5 02113F# 检查约束vmulss xmm9, xmm1, xmm7;C5 B259CF vaddss xmm10, xmm5, xmm9;C5 A858D5 vcomiss xmm12, xmm10;C5 1C 2F E2 jbe .L_st_max;7610vdivss xmm11, xmm10, xmm12;C5225E DC xor ebx, ebx;31DB .L_st_scale:cmpebx, r13d;4439EB jge .L_st_max;7D 0E vmovss xmm5,[r12 + rbx*4];C5 BA102C 9C vmulss xmm5, xmm5, xmm11;C5 D259EB vmovss[r12 + rbx*4], xmm5;C5 BA112C 9C inc ebx;FF C3 jmp .L_st_scale;EB EE .L_st_max: vcomiss xmm12, xmm2;C5 1C 2F E2 jbe .L_st_done;7610vdivss xmm11, xmm2, xmm12;C5 EA 5E DC xor ebx, ebx;31DB .L_st_scale2:cmpebx, r13d;4439EB jge .L_st_done;7D 0E vmovss xmm5,[r12 + rbx*4];C5 BA102C 9C vmulss xmm5, xmm5, xmm11;C5 D259EB vmovss[r12 + rbx*4], xmm5;C5 BA112C 9C inc ebx;FF C3 jmp .L_st_scale2;EB EE .L_st_done: pop r15;415F pop r14;415E pop r13;415D pop r12;415C pop rbx;5B pop rbp;5D ret;C3