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Robot_Arm/ml/prep/npy.cjs
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Hark 2a0a2e55ad ml: 数据生成 + 可微运动学对拍 + MeanFlow/WTA 策略与闭环仿真 + APG/挖错/ONNX 导出与运行手册
- M1 数据生成器:采样/老师/距离下界认证/时间律/统计/一致性门禁;确定性老师(碰撞次数计时 + resetSession)、pos 任务冻结 J6、--consensus 邻域共识过滤、Dr 类。
- 全流程代码与运行手册:数据打包/可微运动学与对拍/MeanFlow+WTA 模型/闭环仿真/APG/挖错循环/ONNX 导出;webapp 策略运行时 ik-policy.js、?policy=1 接入、tests/policy_bench.cjs;ik-solver 增 pairList/clusterExport/criticalPairs/pairGap/leverTable。
2026-10-18 06:40:23 +08:00

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/* 最小 .npy 写出(float32 / int32,C 序) */
'use strict';
const fs = require('fs');
function writeNpy(file, arr, shape, dtype) {
const descr = dtype === 'int32' ? '<i4' : '<f4';
let hdr = `{'descr': '${descr}', 'fortran_order': False, 'shape': (${shape.join(', ')}${shape.length === 1 ? ',' : ''}), }`;
const pre = 10, total = Math.ceil((pre + hdr.length + 1) / 64) * 64;
hdr = hdr + ' '.repeat(total - pre - hdr.length - 1) + '\n';
const h = Buffer.alloc(pre); h.write('\x93NUMPY', 0, 'latin1'); h[6] = 1; h[7] = 0; h.writeUInt16LE(hdr.length, 8);
const ta = dtype === 'int32' ? Int32Array.from(arr) : (arr instanceof Float32Array ? arr : Float32Array.from(arr));
fs.writeFileSync(file, Buffer.concat([h, Buffer.from(hdr, 'latin1'), Buffer.from(ta.buffer, ta.byteOffset, ta.byteLength)]));
}
module.exports = { writeNpy };