Пример #1
0
func phase2(t *testing.T, bt *boostTest) {

	y := make([]bool, bt.sp.numColumns)

	// Do 9 training batch through the input patterns
	for i := 0; i < 9; i++ {
		for idx, input := range bt.x {
			utils.FillSliceBool(y, false)
			bt.sp.Compute(input, true, y, bt.sp.InhibitColumns)
			for j, winner := range y {
				if winner {
					bt.winningIteration[j] = bt.sp.IterationLearnNum
				}
			}
			bt.lastSDR[idx] = y
		}
	}

	// The boost factor for all columns should be at 1.
	assert.Equal(t, bt.sp.numColumns, utils.CountFloat64(bt.sp.boostFactors, 1), "Boost factors are not all 1")

	// Roughly half of the columns should have never been active.
	winners := utils.CountInt(bt.winningIteration, 0)
	assert.True(t, winners >= int(0.4*float64(bt.sp.numColumns)), "More than 60% of the columns have been active")

	// All the never-active columns should have duty cycle of 0
	activeSum := 0.0
	for idx, val := range bt.sp.activeDutyCycles {
		if bt.winningIteration[idx] == 0 {
			activeSum += val
		}
	}
	assert.Equal(t, 0, activeSum, "Inactive columns have positive duty cycle.")

	dutyAvg := 0.0
	dutyCount := 0
	for _, val := range bt.sp.activeDutyCycles {
		if val > 0 {
			dutyAvg += val
			dutyCount++
		}
	}

	// The average at-least-once-active columns should have duty cycle >= 0.15
	// and <= 0.25
	dutyAvg = dutyAvg / float64(dutyCount)
	assert.True(t, dutyAvg >= 0.15, "Average on-columns duty cycle is too low.")
	assert.True(t, dutyAvg <= 0.30, "Average on-columns duty cycle is too high.")

	verifySDRProps(t, bt)
}
Пример #2
0
func phase1(t *testing.T, bt *boostTest) {
	y := make([]bool, bt.sp.numColumns)
	// Do one training batch through the input patterns
	for idx, input := range bt.x {
		utils.FillSliceBool(y, false)
		bt.sp.Compute(input, true, y, bt.sp.InhibitColumns)
		for j, winner := range y {
			if winner {
				bt.winningIteration[j] = bt.sp.IterationLearnNum
			}
		}
		bt.lastSDR[idx] = y
	}

	//The boost factor for all columns should be at 1.
	assert.Equal(t, bt.sp.numColumns, utils.CountFloat64(bt.sp.boostFactors, 1), "Boost factors are not all 1")

	//At least half of the columns should have never been active.
	winners := utils.CountInt(bt.winningIteration, 0)
	assert.True(t, winners >= bt.sp.numColumns/2, "More than half of the columns have been active")

	//All the never-active columns should have duty cycle of 0
	//All the at-least-once-active columns should have duty cycle >= 0.2
	activeSum := 0.0
	for idx, val := range bt.sp.activeDutyCycles {
		if bt.winningIteration[idx] == 0 {
			//assert.Equal(t, expected, actual, ...)
			activeSum += val
		}
	}
	assert.Equal(t, 0, activeSum, "Inactive columns have positive duty cycle.")

	winningMin := 100000.0
	for idx, val := range bt.sp.activeDutyCycles {
		if bt.winningIteration[idx] > 0 {
			if val < winningMin {
				winningMin = val
			}
		}
	}
	assert.True(t, winningMin >= 0.2, "Active columns have duty cycle that is too low.")

	verifySDRProps(t, bt)
}