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Float8_4 subnormal bug? about float8s.jl HOT 3 OPEN

bjarthur avatar bjarthur commented on June 3, 2024
Float8_4 subnormal bug?

from float8s.jl.

Comments (3)

bjarthur avatar bjarthur commented on June 3, 2024 1

IIUC it's the conversion of Float32 to Float8_4 that is the problem. this method lives in a file ending in "old.jl". perhaps it's time to update Float8_4(::Float32) to use @JeffreySarnoff 's lookup table algorithm instead? fix the bug and improve performance in one fell swoop.

from float8s.jl.

milankl avatar milankl commented on June 3, 2024

from float8s.jl.

milankl avatar milankl commented on June 3, 2024

So there are only 8 subnormals in Float8_4, 0000_0001 to 0000_0111

julia> for i in 0b0000_0001:0b0000_0111
           f = Float8_4(i)
           println(bitstring(f)," ",f)
       end
00000001 Float8_4(0.001953125)
00000010 Float8_4(0.00390625)
00000011 Float8_4(0.005859375)
00000100 Float8_4(0.0078125)
00000101 Float8_4(0.009765625)
00000110 Float8_4(0.01171875)
00000111 Float8_4(0.013671875)

Just found this

julia> x = rand(Float32,100)*floatmin(Float8_4);
julia> sort!(x)

julia> cat(x,Float32.(Float8_4.(x)),bitstring.(Float8_4.(x)),dims=2)
100×3 Matrix{Any}:
# true value, rounded to Float8_4, as bitstring
 0.000104143  0.0         "00000000"
 0.000186678  0.0         "00000000"
 0.000538887  0.00390625  "00000010"    # should be 0x00
 0.000785412  0.00390625  "00000010"    # should be 0x00
 0.00083075   0.00585938  "00000011"    # should be 0x00
 0.00103349   0.00390625  "00000010"    # should be 0x01
 0.00112769   0.0117188   "00000110"    # should be 0x01
 0.00133011   0.00195312  "00000001"
 0.00156096   0.00195312  "00000001"
 0.00160453   0.0078125   "00000100"    # should be 0x01
 0.00234231   0.00195312  "00000001"
 0.00237345   0.00195312  "00000001"
 0.00257766   0.00195312  "00000001"
 0.00260994   0.00195312  "00000001"
 0.00262435   0.00195312  "00000001"
 0.00278183   0.00195312  "00000001"
 0.00281697   0.00195312  "00000001"
 0.00293266   0.00390625  "00000010"
 0.00296257   0.00390625  "00000010"
 0.00329266   0.00390625  "00000010"
 0.0034002    0.00390625  "00000010"
 0.00341041   0.00390625  "00000010"
 0.00370326   0.00390625  "00000010"
 0.00383257   0.00390625  "00000010"
 0.00384757   0.00390625  "00000010"
 0.00418744   0.00390625  "00000010"
 0.0042767    0.00390625  "00000010"
 0.00457281   0.00390625  "00000010"
 0.00461949   0.00390625  "00000010"
 0.00474257   0.00390625  "00000010"
 0.00552679   0.00585938  "00000011"
 0.00565881   0.00585938  "00000011"
 0.00572785   0.00585938  "00000011"
 0.00575996   0.00585938  "00000011"
 0.00585618   0.00585938  "00000011"
 0.00596875   0.00585938  "00000011"
 0.00601179   0.00585938  "00000011"
 0.00604342   0.00585938  "00000011"
 0.00604443   0.00585938  "00000011"
 0.00604547   0.00585938  "00000011"
 0.0060702    0.00585938  "00000011"
 0.00613414   0.00585938  "00000011"
 0.00614859   0.00585938  "00000011"
 0.00630236   0.00585938  "00000011"
 0.00631475   0.00585938  "00000011"
 0.0064428    0.00585938  "00000011"
 0.00684184   0.0078125   "00000100"
 0.00713566   0.0078125   "00000100"
 0.00775759   0.0078125   "00000100"
 0.00847213   0.0078125   "00000100"
 0.00860756   0.0078125   "00000100"
 0.00868505   0.0078125   "00000100"
 0.00870331   0.0078125   "00000100"
 0.00883958   0.00976562  "00000101"
 0.00908779   0.00976562  "00000101"
 0.00909926   0.00976562  "00000101"
 0.00919047   0.00976562  "00000101"
 0.00943508   0.00976562  "00000101"
 0.00948936   0.00976562  "00000101"
 0.00963979   0.00976562  "00000101"
 0.00989018   0.00976562  "00000101"
 0.0101677    0.00976562  "00000101"
 0.0102963    0.00976562  "00000101"
 0.0103968    0.00976562  "00000101"
 0.0104353    0.00976562  "00000101"
 0.0104995    0.00976562  "00000101"
 0.01055      0.00976562  "00000101"
 0.0105936    0.00976562  "00000101"
 0.0107531    0.0117188   "00000110"
 0.0108297    0.0117188   "00000110"
 0.0108384    0.0117188   "00000110"
 0.0108987    0.0117188   "00000110"
 0.0109998    0.0117188   "00000110"
 0.0111872    0.0117188   "00000110"
 0.0112731    0.0117188   "00000110"
 0.0113971    0.0117188   "00000110"
 0.0114834    0.0117188   "00000110"
 0.0120236    0.0117188   "00000110"
 0.0120299    0.0117188   "00000110"
 0.0120968    0.0117188   "00000110"
 0.0121795    0.0117188   "00000110"
 0.0121866    0.0117188   "00000110"
 0.0128721    0.0136719   "00000111"
 0.0130633    0.0136719   "00000111"
 0.0132557    0.0136719   "00000111"
 0.013483     0.0136719   "00000111"
 0.0136537    0.0136719   "00000111"
 0.0136634    0.0136719   "00000111"
 0.0137801    0.0136719   "00000111"
 0.0138396    0.0136719   "00000111"
 0.0138615    0.0136719   "00000111"
 0.0139297    0.0136719   "00000111"
 0.0139765    0.0136719   "00000111"
 0.0140286    0.0136719   "00000111"
 0.0141437    0.0136719   "00000111"
 0.0146549    0.015625    "00001000"
 0.0150794    0.015625    "00001000"
 0.0152748    0.015625    "00001000"
 0.0153345    0.015625    "00001000"
 0.0156243    0.015625    "00001000"

the rest looks fine to me.

Update: Just repeated this for Float8 which looks good though!

from float8s.jl.

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