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, 3)
After
GD boundary ORIGINAL ORIGINAL gradient d*x coordinate0 = 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, S001
S003 · calculation
Before
GD boundary ORIGINAL ORIGINAL gradient plus b coordinate0 := sum(3, 2)
After
GD boundary ORIGINAL ORIGINAL gradient plus b coordinate0 = 5
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, -2)
After
GD boundary ORIGINAL ORIGINAL gradient plus b coordinate1 = 0
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(3, 3)
After
GD boundary ORIGINAL ORIGINAL objective SQUARE FIRST coordinate0 = 9
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, 9)
After
GD boundary ORIGINAL ORIGINAL diagonal times square coordinate0 = 9
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(9, 2)
After
GD boundary ORIGINAL ORIGINAL quadratic divide2 coordinate0 = 9/2
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(2, 3)
After
GD boundary ORIGINAL ORIGINAL linear product coordinate0 = 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, S008
S010 · calculation
Before
GD boundary ORIGINAL ORIGINAL coordinate objective sum0 := sum(9/2, 6)
After
GD boundary ORIGINAL ORIGINAL coordinate objective sum0 = 21/2
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, 21/2)
After
GD boundary ORIGINAL ORIGINAL objective running sum0 = 21/2
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(-2, 1)
After
GD boundary ORIGINAL ORIGINAL linear product 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, S014
S016 · calculation
Before
GD boundary ORIGINAL ORIGINAL coordinate objective sum1 := sum(1, -2)
After
GD boundary ORIGINAL ORIGINAL coordinate objective sum1 = -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, S015
S017 · calculation
Before
GD boundary ORIGINAL ORIGINAL objective running sum1 := sum(21/2, -1)
After
GD boundary ORIGINAL ORIGINAL objective running sum1 = 19/2
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], [2, -2], [3, 1]]
After
derived = [[1, 2], [2, -2], [3, 1], [5, 0], 19/2]
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, 5)
After
GD boundary step1 ORIGINAL alpha times gradient0 = 5/4
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(3, 5/4)
After
GD boundary step1 ORIGINAL next coordinate0 = 7/4
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, 0)
After
GD boundary step1 ORIGINAL alpha times gradient1 = 0
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, 0)
After
GD boundary step1 ORIGINAL next 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, S021
S023 · calculation
Before
GD boundary step1 next recomputation ORIGINAL gradient d*x coordinate0 := mul(1, 7/4)
After
GD boundary step1 next recomputation ORIGINAL gradient d*x coordinate0 = 7/4
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(7/4, 2)
After
GD boundary step1 next recomputation ORIGINAL gradient plus b coordinate0 = 15/4
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, 1)
After
GD boundary step1 next recomputation 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, S024
S026 · calculation
Before
GD boundary step1 next recomputation ORIGINAL gradient plus b coordinate1 := sum(2, -2)
After
GD boundary step1 next recomputation ORIGINAL gradient plus b coordinate1 = 0
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(7/4, 7/4)
After
GD boundary step1 next recomputation ORIGINAL objective SQUARE FIRST coordinate0 = 49/16
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, 49/16)
After
GD boundary step1 next recomputation ORIGINAL diagonal times square coordinate0 = 49/16
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(49/16, 2)
After
GD boundary step1 next recomputation ORIGINAL quadratic divide2 coordinate0 = 49/32
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(2, 7/4)
After
GD boundary step1 next recomputation ORIGINAL linear product coordinate0 = 7/2
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(49/32, 7/2)
After
GD boundary step1 next recomputation ORIGINAL coordinate objective sum0 = 161/32
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, 161/32)
After
GD boundary step1 next recomputation ORIGINAL objective running sum0 = 161/32
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(1, 1)
After
GD boundary step1 next recomputation 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, S032
S034 · calculation
Before
GD boundary step1 next recomputation ORIGINAL diagonal times square coordinate1 := mul(2, 1)
After
GD boundary step1 next recomputation 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, S033
S035 · calculation
Before
GD boundary step1 next recomputation ORIGINAL quadratic divide2 coordinate1 := div(2, 2)
After
GD boundary step1 next recomputation 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, S034
S036 · calculation
Before
GD boundary step1 next recomputation ORIGINAL linear product coordinate1 := mul(-2, 1)
After
GD boundary step1 next recomputation ORIGINAL linear product 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, S035
S037 · calculation
Before
GD boundary step1 next recomputation ORIGINAL coordinate objective sum1 := sum(1, -2)
After
GD boundary step1 next recomputation ORIGINAL coordinate objective sum1 = -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, S036
S038 · calculation
Before
GD boundary step1 next recomputation ORIGINAL objective running sum1 := sum(161/32, -1)
After
GD boundary step1 next recomputation ORIGINAL objective running sum1 = 129/32
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]], [[2, 1], [-2, 1]], [[7, 4], [1, 1]]]
After
derived = [[1, 2], [2, -2], [7/4, 1], [15/4, 0], 129/32]
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, [3, 1], 19/2], [1, [7/4, 1], 129/32]], 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