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bfloat16.tal
141
bfloat16.tal
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( bfloat16.tal )
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( )
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( This file implements the bfloat16 format. )
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( )
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( bfloat16.tal )
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( )
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( This file implements the bfloat16 format. )
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( )
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( This differs from IEEE float-16 by providing more exponent bits )
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( in exchange for fewer mantissa bits. In other words it trades )
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( coarser precision for larger numerical range. )
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( )
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( The bfloat16 value uses 16-bits divided as follows: )
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( - sign (1 bit, 0-1) )
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( - exponent (8 bits, 0-255) )
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( - mantissa (7 bits, 0-127) )
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( )
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( Kinds of values: )
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( - zeros (exponent==0 mantissa==0) )
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( - subnormal (exponent==0 mantissa!=0) )
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( - infinities (exponent==255 mantissa==0) )
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( - nans (exponent==255 mantissa!=0) )
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( - normal (everything else) )
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( )
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( )
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( The bfloat16 value uses 16-bits divided as follows: )
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( - sign (1 bit, 0-1) )
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( - exponent (8 bits, 0-255) )
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( - mantissa (7 bits, 0-127) )
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( )
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( Kinds of values: )
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( - zeros (exponent==0 mantissa==0) )
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( - subnormal (exponent==0 mantissa!=0) )
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( - infinities (exponent==255 mantissa==0) )
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( - nans (exponent==255 mantissa!=0) )
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( - normal (everything else) )
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( )
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( Equations: )
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( - normal = -1^sign * 2^(exponent - 127) * (1 + mantissa/128) )
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( - subnormal = -1^sign * 2^-126 * mantissa/128 )
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( (exponent ranges from 1 to 254 since 0 and 255 are special) )
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( )
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( )
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( VALUE SIGN EXPONENT MANTISSA NOTES )
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( 0 0 00000000 0000000 )
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( -0 1 00000000 0000000 mostly equivalent to zero )
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@ -36,30 +36,30 @@
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( +inf 0 11111111 0000000 positive infinity )
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( -inf 1 11111111 0000000 negative infinity )
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( nan * 11111111 ******* lots of nans; * is wild )
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( )
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( Some hex constants: )
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( 0 #0000 )
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( -0 #8000 )
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( 1 #3f80 )
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( -1 #bf80 )
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( 2 #4000 )
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( +inf #7f80 )
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( -inf #ff80 )
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( nan #ffff (among others) )
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( )
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( )
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( Some hex constants: )
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( 0 #0000 )
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( -0 #8000 )
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( 1 #3f80 )
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( -1 #bf80 )
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( 2 #4000 )
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( +inf #7f80 )
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( -inf #ff80 )
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( nan #ffff (among others) )
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( )
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( This code doesn't distinguish between quiet and signaling NaNs. )
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( )
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( )
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( Bfloat16 values are emitted in a hexadecimal format: )
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( )
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( )
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( HEXADECIMAL SIGN EXPONENT MANTISSA DECIMAL )
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( 0x1.00p+00 1 10000000 0000000 1.0 )
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( 0x0.01p-7f 0 00000000 0000001 ~9.184e-41 )
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( -0x1.80p+02 1 10000010 1000000 -6.0 )
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( 0x1.c0p+02 0 10000010 1100000 7.0 )
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( )
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( )
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( Eventually I'd like to display integral part of the number )
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( in a more natural way but the 1.xx format is OK for now. )
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( )
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( )
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( For consistency zeros are emitted as 0x00p+00 and -0x00p+00. )
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( Infinities are "inf" and "-inf" and NaN is "nan". )
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( #00 #86 #7f ;bf16-join JSR2 ;emit-bf16 JSR2 NEWLINE )
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( #ff ;byte-to-bf16 JSR2 ;test JSR2 )
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( #ff ;byte-to-bf16 JSR2 #01 ;round-shift JSR2 ;test JSR2
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#03 ;byte-to-bf16 JSR2 ;test JSR2
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#03 ;byte-to-bf16 JSR2 ;test JSR2 )
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#7f80 ;test JSR2
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#ff80 ;test JSR2
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#ff81 ;test JSR2
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@ -87,12 +87,18 @@
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#3f80 ;test JSR2
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#bf80 ;test JSR2
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#4000 ;test JSR2
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#4080 ;test JSR2 )
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#00 #00 DIV ( exit )
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BRK
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#4080 ;test JSR2
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#4100 ;test JSR2
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#3f80 ;test JSR2
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#3f80 DUP2 ;add-bf16 JSR2 ;test JSR2
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#010f DEO BRK
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@test ( x* -> )
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DUP2 ;emit-u16 JSR2 SPACE LIT '- EMIT LIT '> EMIT SPACE ;emit-bf16 JSR2 NEWLINE JMP2r
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DUP2 ;emit-u16 JSR2 SPACE
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LIT "- EMIT LIT "> EMIT SPACE
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;emit-bf16 JSR2 NEWLINE JMP2r
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@emit-digit ( d^ -> )
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DUP #0a LTH
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JMP2r
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@emit-s8 ( x^ -> )
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DUP #07 SFT ,&is-negative JCN LIT '+ EMIT ;emit-u8 JSR2 JMP2r
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&is-negative LIT '- EMIT #7f AND #80 SWP SUB ;emit-u8 JSR2 JMP2r
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DUP #07 SFT ,&is-negative JCN LIT "+ EMIT ;emit-u8 JSR2 JMP2r
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&is-negative LIT "- EMIT #7f AND #80 SWP SUB ;emit-u8 JSR2 JMP2r
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@emit-s16 ( x* -> )
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DUP2 #0f SFT2 SWP POP ,&is-negative JCN LIT '+ EMIT ;emit-u16 JSR2 JMP2r
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&is-negative LIT '- EMIT #7fff AND2 #8000 SWP2 SUB2 ;emit-u16 JSR2 JMP2r
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DUP2 #0f SFT2 SWP POP ,&is-negative JCN LIT "+ EMIT ;emit-u16 JSR2 JMP2r
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&is-negative LIT "- EMIT #7fff AND2 #8000 SWP2 SUB2 ;emit-u16 JSR2 JMP2r
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@emit-bf16 ( x* -> )
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;bf16-split JSR2 ( sgn exp mnt )
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( sentinel or value )
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OVR #ff NEQ ,&non-sentinal JCN
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,&is-nan JCN POP #00 EQU ,&pos-inf JCN LIT '- EMIT
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&pos-inf LIT 'i EMIT LIT 'n EMIT LIT 'f EMIT JMP2r
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&is-nan LIT 'n EMIT LIT 'a EMIT LIT 'n EMIT JMP2r
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,&is-nan JCN POP #00 EQU ,&pos-inf JCN LIT "- EMIT
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&pos-inf LIT "i EMIT LIT "n EMIT LIT "f EMIT JMP2r
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&is-nan LIT "n EMIT LIT "a EMIT LIT "n EMIT JMP2r
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( zero or non-zero )
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&non-sentinal DUP2 ORA ,&non-zero JCN
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POP2 ,&is-negative-zero JCN ,&zero-suffix JMP
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&is-negative-zero LIT '- EMIT
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&zero-suffix LIT '0 EMIT LIT 'x EMIT LIT '0 EMIT LIT '. EMIT
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#00 ;emit-u8 JSR2 LIT 'p EMIT #00 ;emit-s8 JSR2 JMP2r
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&is-negative-zero LIT "- EMIT
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&zero-suffix LIT "0 EMIT LIT "x EMIT LIT "0 EMIT LIT ". EMIT
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#00 ;emit-u8 JSR2 LIT "p EMIT #00 ;emit-s8 JSR2 JMP2r
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( normal or subnormal )
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&non-zero ROT ,&is-negative JCN ,&post-sgn JMP
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&is-negative LIT '- EMIT
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&post-sgn LIT '0 EMIT LIT 'x EMIT
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OVR ,&is-normal JCN LIT '0 ,&suffix JMP &is-normal LIT '1
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&suffix EMIT LIT '. EMIT ;emit-u8 JSR2
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LIT 'p EMIT #7f SUB ;emit-s8 JSR2
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&is-negative LIT "- EMIT
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&post-sgn LIT "0 EMIT LIT "x EMIT
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OVR ,&is-normal JCN LIT "0 ,&suffix JMP &is-normal LIT "1
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&suffix EMIT LIT ". EMIT ;emit-u8 JSR2
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LIT "p EMIT #7f SUB ;emit-s8 JSR2
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JMP2r
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@bf16-join ( sgn^ exp^ mta^ -> x* )
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%EXPONENT { #10 SFT2 POP }
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%MANTISSA { NIP #7f AND }
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%MAX { GTHk JMP SWP POP }
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( returns full mta: #00 to #ff )
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( normal numbers will be >= #80 )
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( subnormal numbers will be < #80 )
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( 5. inf + x = inf )
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( 6. -inf + x = -inf )
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@add-bf16 ( x* y* -> z* )
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DUP2 ;is-nan JMP2 STH SWP2
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DUP2 ;is-nan JMP2 STH SWP2
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STH2r ORA ,&nan JCN ( is lhs or rhs nan? )
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DUP2 ;is-nan JSR2 STH SWP2 ( y x [ynan?] )
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DUP2 ;is-nan JSR2 STH SWP2 ( x y [xnan? ynan? ] )
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STH2r ORA ,&nan JCN ( x y )
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DUP2 ;is-inf JSR2 ,&y-inf JCN ( x y )
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OVR2 ;is-inf JSR2 ,&x-inf JCN ( x y )
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OVR2 OVR2 ( x y x y )
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EXPONENT STH EXPONENT STHr ( x* y* ex^ ey^ )
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EQUk ,&same-exponent JCN
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LTHk ,&smaller-x JCN
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SWP STH2 SWP2 STH2r
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&smaller-x ( s* b* es^ eb^ )
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STHk SWP SUB ( s* b* delta^ [eb] )
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&same-epxponent ( x* y* ex^ ey^ )
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DUP2 ;is-inf ,&rhs-inf JCN ( is rhs inf? )
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SWP2 ;is-inf ,&lhs-inf JCN ( is lhs inf? )
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( TODO: determine exponent, round, and add )
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( stack is [rhs lhs] but order doesn't matter )
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JMP2r
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&nan POP2 POP2 #ffff JMP2r
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&rhs-inf SWP2 #8000 EOR2 EQUk ,&nan JCN POP2 JMP2r
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&lhs-inf SWP2 POP2 JMP2r
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&y-inf SWP2 #8000 EOR2 EQU2k ,&nan JCN POP2 JMP2r
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&x-inf POP2 JMP2r
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( TODO )
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( lots of stuff including: )
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10
fix16.tal
10
fix16.tal
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@x16-remainder ( x* y* -> x%y* )
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DIV2k MUL2 SUB2 JMP2r
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@x16-from-s8 ( n^ -> x* )
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#00 JMP2r
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@x16-from-s16 ( n* -> x* )
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DUP2 #ff80 GTH2 ,&neg JCN
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DUP2 #007f GTH2 ,&error JCN
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NIP #00 SWP JMP2r
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&neg NIP #ff SWP JMP2r
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&error #0000 DIV
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( 1.5 -> 1, 0.5 -> 0, -1.5 -> -1 )
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@x16-to-s16 ( x* -> whole* )
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DUP2 #7fff GTH2 ,&neg JCN ( x0 x1 )
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