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Vector Affine Combination Weight Residual Tool

Calculate vector affine combination weight residual from explicit caller-supplied inputs.

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Description

Sum weights and return residual=sum-1.

A vector is an ordered set of components in a chosen basis. Its norm measures magnitude, while dot products, projections, and coordinate transformations describe different relationships. Component order, angle units, normalization, and numerical tolerances determine the meaning of a computed result.

Sum weights and return residual=sum-1.

When to use this tool

Use Vector Affine Combination Weight Residual when you need the particular coordinate operation, derivative, residual, or domain check under a known basis convention.

How to use the tool and how it works

  1. Enter weights. Keep parallel arrays aligned. Use the units and conventions below.
  2. Run the tool. Correct any format, range, or cross-field input error before interpreting the output.
  3. Read sum, residual. Use the output convention below.

Sum weights and return residual=sum-1.1

Input fieldMeaning and unitsAccepted input
weightsWeightsRequired. Array of Finite number.; maximum items 256.
Output fieldInterpretationReturned shape
sumSumRequired. Finite number.
residualSupplied weight sum minus one; no automatic normalization.Required. Finite number.
json
{
  "input": {
    "weights": [
      0.2,
      0.3,
      0.4
    ]
  },
  "output": {
    "sum": 0.9,
    "residual": -0.09999999999999998
  }
}

Limitations and assumptions

  • Weights may be negative and are not normalized. An empty array gives sum zero and residual minus one; the tool neither combines points nor tests convexity or a full geometric affine relation.
  • The field tables state structural bounds; the mechanics also specify cross-field constraints. Malformed inputs and unsupported domains cause errors. A successful false flag, empty branch value, or zero placeholder has the meaning stated above and is distinct from an input error.
  • Numeric calculations use binary floating point unless exact decimal-integer arithmetic is explicitly stated. No hidden measurement tolerance or decimal rounding is added; nonfinite or out-of-contract results are rejected. Signed zero is exported as zero.

Alternative or Complementary methods

Choose a complete vector or matrix operation when a single component or residual is insufficient. For sensitive near-zero or near-singular cases, inspect numerical conditioning and use an appropriate precision and tolerance.

References

  1. Calculation and input contract: vector/vector-affine-combination-weight-residual — tool.io

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