Step-by-step derivation
S001 · implies
Before
source roles = [gd-boundary]
After
derived = [[mode, step_count, iterate_objective_records, convergence_or_global_optimality_claim, boundary]]
Conditions: none
List the complete operation/mode field order without JavaScript or answer-shape inference;Boolean,string,null and an unclaimed result remain distinct.
Step identifiers and dependencies
Rule: source_ordered_fields_without_JS · Uses: G001
S002 · calculation
Before
GD boundary ORIGINAL ORIGINAL gradient d*x coordinate0 := mul(1, 15)
After
GD boundary ORIGINAL ORIGINAL gradient d*x coordinate0 = 15
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S001
S003 · calculation
Before
GD boundary ORIGINAL ORIGINAL gradient plus b coordinate0 := sum(15, 14)
After
GD boundary ORIGINAL ORIGINAL gradient plus b coordinate0 = 29
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S002
S004 · calculation
Before
GD boundary ORIGINAL ORIGINAL gradient d*x coordinate1 := mul(2, 1)
After
GD boundary ORIGINAL ORIGINAL gradient d*x coordinate1 = 2
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S003
S005 · calculation
Before
GD boundary ORIGINAL ORIGINAL gradient plus b coordinate1 := sum(2, -14)
After
GD boundary ORIGINAL ORIGINAL gradient plus b coordinate1 = -12
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S004
S006 · calculation
Before
GD boundary ORIGINAL ORIGINAL objective SQUARE FIRST coordinate0 := mul(15, 15)
After
GD boundary ORIGINAL ORIGINAL objective SQUARE FIRST coordinate0 = 225
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S005
S007 · calculation
Before
GD boundary ORIGINAL ORIGINAL diagonal times square coordinate0 := mul(1, 225)
After
GD boundary ORIGINAL ORIGINAL diagonal times square coordinate0 = 225
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S006
S008 · calculation
Before
GD boundary ORIGINAL ORIGINAL quadratic divide2 coordinate0 := div(225, 2)
After
GD boundary ORIGINAL ORIGINAL quadratic divide2 coordinate0 = 225/2
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S007
S009 · calculation
Before
GD boundary ORIGINAL ORIGINAL linear product coordinate0 := mul(14, 15)
After
GD boundary ORIGINAL ORIGINAL linear product coordinate0 = 210
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S008
S010 · calculation
Before
GD boundary ORIGINAL ORIGINAL coordinate objective sum0 := sum(225/2, 210)
After
GD boundary ORIGINAL ORIGINAL coordinate objective sum0 = 645/2
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S009
S011 · calculation
Before
GD boundary ORIGINAL ORIGINAL objective running sum0 := sum(0, 645/2)
After
GD boundary ORIGINAL ORIGINAL objective running sum0 = 645/2
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S010
S012 · calculation
Before
GD boundary ORIGINAL ORIGINAL objective SQUARE FIRST coordinate1 := mul(1, 1)
After
GD boundary ORIGINAL ORIGINAL objective SQUARE FIRST coordinate1 = 1
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S011
S013 · calculation
Before
GD boundary ORIGINAL ORIGINAL diagonal times square coordinate1 := mul(2, 1)
After
GD boundary ORIGINAL ORIGINAL diagonal times square coordinate1 = 2
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S012
S014 · calculation
Before
GD boundary ORIGINAL ORIGINAL quadratic divide2 coordinate1 := div(2, 2)
After
GD boundary ORIGINAL ORIGINAL quadratic divide2 coordinate1 = 1
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S013
S015 · calculation
Before
GD boundary ORIGINAL ORIGINAL linear product coordinate1 := mul(-14, 1)
After
GD boundary ORIGINAL ORIGINAL linear product coordinate1 = -14
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S014
S016 · calculation
Before
GD boundary ORIGINAL ORIGINAL coordinate objective sum1 := sum(1, -14)
After
GD boundary ORIGINAL ORIGINAL coordinate objective sum1 = -13
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S015
S017 · calculation
Before
GD boundary ORIGINAL ORIGINAL objective running sum1 := sum(645/2, -13)
After
GD boundary ORIGINAL ORIGINAL objective running sum1 = 619/2
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S016
S018 · implies
Before
source roles = [GD boundary ORIGINAL, [1, 2], [14, -14], [15, 1]]
After
derived = [[1, 2], [14, -14], [15, 1], [29, -12], 619/2]
Conditions: none
For the WHOLE specified f(x)=1/2 sum d_i x_i²+sum b_i x_i,differentiate each coordinate to d_i x_i+b_i,not2d_i x_i.Compute ALL gradient entries first,then the objective in original order,squaring before multiplying d_i.Qualify positive diagonals,dimensions and coordinate order.
Step identifiers and dependencies
Rule: GD_WHOLE_positive_diagonal_quadratic_ordered_gradient_and_objective · Uses: G001, S017
S019 · calculation
Before
GD boundary step1 ORIGINAL alpha times gradient0 := mul(1/4, 29)
After
GD boundary step1 ORIGINAL alpha times gradient0 = 29/4
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S018
S020 · calculation
Before
GD boundary step1 ORIGINAL next coordinate0 := sub(15, 29/4)
After
GD boundary step1 ORIGINAL next coordinate0 = 31/4
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S019
S021 · calculation
Before
GD boundary step1 ORIGINAL alpha times gradient1 := mul(1/4, -12)
After
GD boundary step1 ORIGINAL alpha times gradient1 = -3
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S020
S022 · calculation
Before
GD boundary step1 ORIGINAL next coordinate1 := sub(1, -3)
After
GD boundary step1 ORIGINAL next coordinate1 = 4
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S021
S023 · calculation
Before
GD boundary step1 next recomputation ORIGINAL gradient d*x coordinate0 := mul(1, 31/4)
After
GD boundary step1 next recomputation ORIGINAL gradient d*x coordinate0 = 31/4
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S022
S024 · calculation
Before
GD boundary step1 next recomputation ORIGINAL gradient plus b coordinate0 := sum(31/4, 14)
After
GD boundary step1 next recomputation ORIGINAL gradient plus b coordinate0 = 87/4
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S023
S025 · calculation
Before
GD boundary step1 next recomputation ORIGINAL gradient d*x coordinate1 := mul(2, 4)
After
GD boundary step1 next recomputation ORIGINAL gradient d*x coordinate1 = 8
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S024
S026 · calculation
Before
GD boundary step1 next recomputation ORIGINAL gradient plus b coordinate1 := sum(8, -14)
After
GD boundary step1 next recomputation ORIGINAL gradient plus b coordinate1 = -6
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S025
S027 · calculation
Before
GD boundary step1 next recomputation ORIGINAL objective SQUARE FIRST coordinate0 := mul(31/4, 31/4)
After
GD boundary step1 next recomputation ORIGINAL objective SQUARE FIRST coordinate0 = 961/16
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S026
S028 · calculation
Before
GD boundary step1 next recomputation ORIGINAL diagonal times square coordinate0 := mul(1, 961/16)
After
GD boundary step1 next recomputation ORIGINAL diagonal times square coordinate0 = 961/16
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S027
S029 · calculation
Before
GD boundary step1 next recomputation ORIGINAL quadratic divide2 coordinate0 := div(961/16, 2)
After
GD boundary step1 next recomputation ORIGINAL quadratic divide2 coordinate0 = 961/32
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S028
S030 · calculation
Before
GD boundary step1 next recomputation ORIGINAL linear product coordinate0 := mul(14, 31/4)
After
GD boundary step1 next recomputation ORIGINAL linear product coordinate0 = 217/2
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S029
S031 · calculation
Before
GD boundary step1 next recomputation ORIGINAL coordinate objective sum0 := sum(961/32, 217/2)
After
GD boundary step1 next recomputation ORIGINAL coordinate objective sum0 = 4433/32
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S030
S032 · calculation
Before
GD boundary step1 next recomputation ORIGINAL objective running sum0 := sum(0, 4433/32)
After
GD boundary step1 next recomputation ORIGINAL objective running sum0 = 4433/32
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S031
S033 · calculation
Before
GD boundary step1 next recomputation ORIGINAL objective SQUARE FIRST coordinate1 := mul(4, 4)
After
GD boundary step1 next recomputation ORIGINAL objective SQUARE FIRST coordinate1 = 16
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S032
S034 · calculation
Before
GD boundary step1 next recomputation ORIGINAL diagonal times square coordinate1 := mul(2, 16)
After
GD boundary step1 next recomputation ORIGINAL diagonal times square coordinate1 = 32
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S033
S035 · calculation
Before
GD boundary step1 next recomputation ORIGINAL quadratic divide2 coordinate1 := div(32, 2)
After
GD boundary step1 next recomputation ORIGINAL quadratic divide2 coordinate1 = 16
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S034
S036 · calculation
Before
GD boundary step1 next recomputation ORIGINAL linear product coordinate1 := mul(-14, 4)
After
GD boundary step1 next recomputation ORIGINAL linear product coordinate1 = -56
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S035
S037 · calculation
Before
GD boundary step1 next recomputation ORIGINAL coordinate objective sum1 := sum(16, -56)
After
GD boundary step1 next recomputation ORIGINAL coordinate objective sum1 = -40
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S036
S038 · calculation
Before
GD boundary step1 next recomputation ORIGINAL objective running sum1 := sum(4433/32, -40)
After
GD boundary step1 next recomputation ORIGINAL objective running sum1 = 3153/32
Conditions: none
Substitute original roles and established intermediates exactly,not approximations or internally consistent changed operands;extra teaching algebra adds no source-domain gate.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S037
S039 · implies
Before
source roles = [GD boundary step1 next recomputation, [[1, 1], [2, 1]], [[14, 1], [-14, 1]], [[31, 4], [4, 1]]]
After
derived = [[1, 2], [14, -14], [31/4, 4], [87/4, -6], 3153/32]
Conditions: none
For the WHOLE specified f(x)=1/2 sum d_i x_i²+sum b_i x_i,differentiate each coordinate to d_i x_i+b_i,not2d_i x_i.Compute ALL gradient entries first,then the objective in original order,squaring before multiplying d_i.Qualify positive diagonals,dimensions and coordinate order.
Step identifiers and dependencies
Rule: GD_WHOLE_positive_diagonal_quadratic_ordered_gradient_and_objective · Uses: G001, S038
S040 · implies
Before
source roles = [1/4, 1]
After
derived = [[[0, [15, 1], 619/2], [1, [31/4, 4], 3153/32]], No]
Conditions: none
This mode requires only alpha>0,not the safe range.Retain the initial point and every later objective.A finite trace,whether decreasing or increasing,is not a general convergence/global-optimality certificate.
Step identifiers and dependencies
Rule: GD_finite_trace_ONLY_positive_not_safe_no_limit_claim · Uses: G001, S039