numeric-format-catalog / formats_catalog.json
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v2: count drift audit -- 81 formats with full disclosure
f50072c verified
{
"count": 81,
"formats": [
{
"id": "binary16",
"name": "binary16 (fp16, half)",
"bits": 16,
"s_bits": 1,
"e_bits": 5,
"m_bits": 10,
"bias": 15,
"phi_distance": 0.118,
"storage": "u16",
"cluster": "Ieee754Binary",
"status": "Verified",
"standard": "IEEE 754-2008",
"use_case": "GPU activations, inference",
"gf_relation": "competitor",
"source": "IEEE 754-2008"
},
{
"id": "binary32",
"name": "binary32 (fp32, single)",
"bits": 32,
"s_bits": 1,
"e_bits": 8,
"m_bits": 23,
"bias": 127,
"phi_distance": 0.27,
"storage": "u32",
"cluster": "Ieee754Binary",
"status": "Verified",
"standard": "IEEE 754-1985",
"use_case": "industry default",
"gf_relation": "competitor",
"source": "IEEE 754-1985"
},
{
"id": "binary64",
"name": "binary64 (fp64, double)",
"bits": 64,
"s_bits": 1,
"e_bits": 11,
"m_bits": 52,
"bias": 1023,
"phi_distance": 0.406,
"storage": "u64",
"cluster": "Ieee754Binary",
"status": "Verified",
"standard": "IEEE 754-1985",
"use_case": "scientific computing",
"gf_relation": "competitor",
"source": "IEEE 754-1985"
},
{
"id": "binary128",
"name": "binary128 (fp128, quad)",
"bits": 128,
"s_bits": 1,
"e_bits": 15,
"m_bits": 112,
"bias": 16383,
"phi_distance": 0.484,
"storage": "u128",
"cluster": "Ieee754Binary",
"status": "Verified",
"standard": "IEEE 754-2008",
"use_case": "high-precision simulations",
"gf_relation": "competitor",
"source": "IEEE 754-2008"
},
{
"id": "binary256",
"name": "binary256 (octuple)",
"bits": 256,
"s_bits": 1,
"e_bits": 19,
"m_bits": 236,
"bias": 262143,
"phi_distance": 0.538,
"storage": "u256_software",
"cluster": "Ieee754Binary",
"status": "Verified",
"standard": "IEEE 754-2008",
"use_case": "astronomy, cryptography",
"gf_relation": "competitor",
"source": "IEEE 754-2008"
},
{
"id": "decimal32",
"name": "decimal32",
"bits": 32,
"s_bits": 1,
"e_bits": 11,
"m_bits": 20,
"bias": 101,
"phi_distance": -1.0,
"storage": "u32",
"cluster": "Ieee754Decimal",
"status": "Verified",
"standard": "IEEE 754-2008 (DPD/BID)",
"use_case": "banking, GAAP",
"gf_relation": "orthogonal",
"source": "IEEE 754-2008"
},
{
"id": "decimal64",
"name": "decimal64",
"bits": 64,
"s_bits": 1,
"e_bits": 13,
"m_bits": 50,
"bias": 398,
"phi_distance": -1.0,
"storage": "u64",
"cluster": "Ieee754Decimal",
"status": "Verified",
"standard": "IEEE 754-2008",
"use_case": "financial databases",
"gf_relation": "orthogonal",
"source": "IEEE 754-2008"
},
{
"id": "decimal128",
"name": "decimal128",
"bits": 128,
"s_bits": 1,
"e_bits": 17,
"m_bits": 110,
"bias": 6176,
"phi_distance": -1.0,
"storage": "u128",
"cluster": "Ieee754Decimal",
"status": "Verified",
"standard": "IEEE 754-2008",
"use_case": "audit ledgers",
"gf_relation": "orthogonal",
"source": "IEEE 754-2008"
},
{
"id": "x87_fp80",
"name": "x87 FP80",
"bits": 80,
"s_bits": 1,
"e_bits": 15,
"m_bits": 64,
"bias": 16383,
"phi_distance": -1.0,
"storage": "u80_padded",
"cluster": "ExtendedFloat",
"status": "Historical",
"standard": "Intel x87 (explicit integer bit)",
"use_case": "legacy long double on x86",
"gf_relation": "orthogonal",
"source": "Intel SDM"
},
{
"id": "double_double",
"name": "double-double",
"bits": 128,
"s_bits": 2,
"e_bits": 22,
"m_bits": 104,
"bias": 0,
"phi_distance": -1.0,
"storage": "two_u64",
"cluster": "ExtendedFloat",
"status": "Verified",
"standard": "Bailey/Hida (software)",
"use_case": "software extended precision",
"gf_relation": "orthogonal",
"source": "Bailey-Hida 2001"
},
{
"id": "quad_double",
"name": "quad-double",
"bits": 256,
"s_bits": 4,
"e_bits": 44,
"m_bits": 208,
"bias": 0,
"phi_distance": -1.0,
"storage": "four_u64",
"cluster": "ExtendedFloat",
"status": "Verified",
"standard": "Bailey/Hida (software)",
"use_case": "astrophysics, quad-precision sims",
"gf_relation": "orthogonal",
"source": "Bailey-Hida 2001"
},
{
"id": "bfloat16",
"name": "bfloat16 (BF16)",
"bits": 16,
"s_bits": 1,
"e_bits": 8,
"m_bits": 7,
"bias": 127,
"phi_distance": 0.525,
"storage": "u16",
"cluster": "MlLowPrecision",
"status": "Verified",
"standard": "Google Brain",
"use_case": "training (range > precision)",
"gf_relation": "competitor",
"source": "Wang-Kanwar 2019"
},
{
"id": "tf32",
"name": "TensorFloat-32 (TF32)",
"bits": 19,
"s_bits": 1,
"e_bits": 8,
"m_bits": 10,
"bias": 127,
"phi_distance": 0.27,
"storage": "u32_padded",
"cluster": "MlLowPrecision",
"status": "Verified",
"standard": "NVIDIA Ampere",
"use_case": "A100/H100 mixed precision",
"gf_relation": "competitor",
"source": "NVIDIA Ampere whitepaper"
},
{
"id": "fp8_e4m3",
"name": "FP8 E4M3",
"bits": 8,
"s_bits": 1,
"e_bits": 4,
"m_bits": 3,
"bias": 7,
"phi_distance": 0.715,
"storage": "u8",
"cluster": "MlLowPrecision",
"status": "Verified",
"standard": "OCP / NVIDIA / Arm / Intel",
"use_case": "inference, gradient ranges",
"gf_relation": "competitor",
"source": "Micikevicius 2022 (arXiv:2209.05433)"
},
{
"id": "fp8_e5m2",
"name": "FP8 E5M2",
"bits": 8,
"s_bits": 1,
"e_bits": 5,
"m_bits": 2,
"bias": 15,
"phi_distance": 1.882,
"storage": "u8",
"cluster": "MlLowPrecision",
"status": "Verified",
"standard": "OCP / NVIDIA",
"use_case": "activations, wide range",
"gf_relation": "competitor",
"source": "Micikevicius 2022"
},
{
"id": "fp6_e3m2",
"name": "FP6 E3M2",
"bits": 6,
"s_bits": 1,
"e_bits": 3,
"m_bits": 2,
"bias": 3,
"phi_distance": 0.882,
"storage": "u8_packed",
"cluster": "MlLowPrecision",
"status": "Verified",
"standard": "OCP MX",
"use_case": "aggressive quant inference",
"gf_relation": "competitor",
"source": "OCP MX v1.0 (2023)"
},
{
"id": "fp6_e2m3",
"name": "FP6 E2M3",
"bits": 6,
"s_bits": 1,
"e_bits": 2,
"m_bits": 3,
"bias": 1,
"phi_distance": 0.049,
"storage": "u8_packed",
"cluster": "MlLowPrecision",
"status": "Verified",
"standard": "OCP MX",
"use_case": "mantissa-heavy quant",
"gf_relation": "ally",
"source": "OCP MX v1.0 (2023)"
},
{
"id": "fp4_e2m1",
"name": "FP4 E2M1",
"bits": 4,
"s_bits": 1,
"e_bits": 2,
"m_bits": 1,
"bias": 1,
"phi_distance": 1.382,
"storage": "u8_packed",
"cluster": "MlLowPrecision",
"status": "Verified",
"standard": "OCP MX",
"use_case": "extreme quant inference",
"gf_relation": "competitor",
"source": "OCP MX v1.0 (2023)"
},
{
"id": "mxfp8",
"name": "MXFP8",
"bits": 8,
"s_bits": 1,
"e_bits": 4,
"m_bits": 3,
"bias": 7,
"phi_distance": 0.715,
"storage": "u8_plus_shared_e8m0",
"cluster": "Microscaling",
"status": "Verified",
"standard": "OCP MX v1.0",
"use_case": "LLM inference",
"gf_relation": "ally",
"source": "Rouhani 2023 (arXiv:2310.10537)"
},
{
"id": "mxfp6",
"name": "MXFP6",
"bits": 6,
"s_bits": 1,
"e_bits": 3,
"m_bits": 2,
"bias": 3,
"phi_distance": 0.882,
"storage": "u8_packed_plus_e8m0",
"cluster": "Microscaling",
"status": "Verified",
"standard": "OCP MX v1.0",
"use_case": "aggressive inference",
"gf_relation": "ally",
"source": "Rouhani 2023"
},
{
"id": "mxfp4",
"name": "MXFP4",
"bits": 4,
"s_bits": 1,
"e_bits": 2,
"m_bits": 1,
"bias": 1,
"phi_distance": 1.382,
"storage": "u8_packed_plus_e8m0",
"cluster": "Microscaling",
"status": "Verified",
"standard": "OCP MX v1.0",
"use_case": "extreme quant",
"gf_relation": "ally",
"source": "Rouhani 2023"
},
{
"id": "nf4",
"name": "NF4 (NormalFloat 4-bit)",
"bits": 4,
"s_bits": 0,
"e_bits": 0,
"m_bits": 4,
"bias": 0,
"phi_distance": -1.0,
"storage": "u8_packed",
"cluster": "QuantTuned",
"status": "Verified",
"standard": "Dettmers 2023 (QLoRA)",
"use_case": "LLM weight quantization (quantile-based on N(0,1))",
"gf_relation": "orthogonal",
"source": "Dettmers 2023 (arXiv:2305.14314)"
},
{
"id": "afp",
"name": "AFP (Adaptive Floating-Point)",
"bits": 16,
"s_bits": 1,
"e_bits": 8,
"m_bits": 7,
"bias": 127,
"phi_distance": -1.0,
"storage": "u16_plus_tensor_shift",
"cluster": "QuantTuned",
"status": "Verified",
"standard": "Tambe 2020",
"use_case": "efficient training",
"gf_relation": "orthogonal",
"source": "Tambe 2020 (DAC)"
},
{
"id": "posit8",
"name": "Posit8",
"bits": 8,
"s_bits": 1,
"e_bits": 2,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "u8",
"cluster": "PositUnumIII",
"status": "Verified",
"standard": "Posit Standard 2022 (es=2)",
"use_case": "inference",
"gf_relation": "ally",
"source": "Posit Standard 2022 (posithub.org)"
},
{
"id": "posit16",
"name": "Posit16",
"bits": 16,
"s_bits": 1,
"e_bits": 2,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "u16",
"cluster": "PositUnumIII",
"status": "Verified",
"standard": "Posit Standard 2022 (es=2)",
"use_case": "mixed-precision training",
"gf_relation": "ally",
"source": "Posit Standard 2022"
},
{
"id": "posit32",
"name": "Posit32",
"bits": 32,
"s_bits": 1,
"e_bits": 2,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "u32",
"cluster": "PositUnumIII",
"status": "Verified",
"standard": "Posit Standard 2022 (es=2)",
"use_case": "f32 replacement",
"gf_relation": "ally",
"source": "Posit Standard 2022"
},
{
"id": "posit64",
"name": "Posit64",
"bits": 64,
"s_bits": 1,
"e_bits": 2,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "u64",
"cluster": "PositUnumIII",
"status": "Verified",
"standard": "Posit Standard 2022 (es=2)",
"use_case": "f64 replacement",
"gf_relation": "ally",
"source": "Posit Standard 2022"
},
{
"id": "takum8",
"name": "takum8",
"bits": 8,
"s_bits": 1,
"e_bits": 0,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "u8",
"cluster": "PositUnumIII",
"status": "Verified",
"standard": "Hunhold 2024 (tapered-precision)",
"use_case": "IEEE-754 backward-compatible tapered",
"gf_relation": "ally",
"source": "Hunhold 2024 (arXiv:2412.20273)"
},
{
"id": "takum16",
"name": "takum16",
"bits": 16,
"s_bits": 1,
"e_bits": 0,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "u16",
"cluster": "PositUnumIII",
"status": "Verified",
"standard": "Hunhold 2024",
"use_case": "single-rule ladder counterexample",
"gf_relation": "ally",
"source": "Hunhold 2024 (arXiv:2412.20273)"
},
{
"id": "takum32",
"name": "takum32",
"bits": 32,
"s_bits": 1,
"e_bits": 0,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "u32",
"cluster": "PositUnumIII",
"status": "Verified",
"standard": "Hunhold 2024",
"use_case": "tapered fp32-class",
"gf_relation": "ally",
"source": "Hunhold 2024"
},
{
"id": "takum64",
"name": "takum64",
"bits": 64,
"s_bits": 1,
"e_bits": 0,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "u64",
"cluster": "PositUnumIII",
"status": "Verified",
"standard": "Hunhold 2024",
"use_case": "tapered fp64-class",
"gf_relation": "ally",
"source": "Hunhold 2024"
},
{
"id": "lns8",
"name": "LNS-8",
"bits": 8,
"s_bits": 1,
"e_bits": 7,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "u8",
"cluster": "Lns",
"status": "Verified",
"standard": "Arnold 1990; LNS-Madam (2021)",
"use_case": "DSP, signal processing",
"gf_relation": "orthogonal",
"source": "Alam 2021 (arXiv:2106.13914)"
},
{
"id": "lns16",
"name": "LNS-16",
"bits": 16,
"s_bits": 1,
"e_bits": 15,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "u16",
"cluster": "Lns",
"status": "Verified",
"standard": "LNS-Madam (2021)",
"use_case": "log-domain training (mul -> add)",
"gf_relation": "orthogonal",
"source": "Alam 2021"
},
{
"id": "lns32",
"name": "LNS-32",
"bits": 32,
"s_bits": 1,
"e_bits": 31,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "u32",
"cluster": "Lns",
"status": "Verified",
"standard": "LNS-Madam (2021)",
"use_case": "log-domain DSP",
"gf_relation": "orthogonal",
"source": "Alam 2021"
},
{
"id": "lns64",
"name": "LNS-64",
"bits": 64,
"s_bits": 1,
"e_bits": 63,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "u64",
"cluster": "Lns",
"status": "Verified",
"standard": "LNS-Madam (2021)",
"use_case": "scientific log-domain",
"gf_relation": "orthogonal",
"source": "Alam 2021"
},
{
"id": "gfternary",
"name": "GFTernary",
"bits": 2,
"s_bits": 1,
"e_bits": 0,
"m_bits": 2,
"bias": 0,
"phi_distance": 0.0,
"storage": "u2",
"cluster": "GoldenFloat",
"status": "Verified",
"standard": "this work; {-phi, 0, +phi}",
"use_case": "bulk layers (hybrid)",
"gf_relation": "self",
"source": "BENCH-007"
},
{
"id": "gf4",
"name": "GF4",
"bits": 4,
"s_bits": 1,
"e_bits": 1,
"m_bits": 2,
"bias": 0,
"phi_distance": 0.118,
"storage": "u8",
"cluster": "GoldenFloat",
"status": "Experimental",
"standard": "this work; F0 minimal",
"use_case": "proof-of-concept",
"gf_relation": "self",
"source": "specs/numeric/gf4.t27"
},
{
"id": "gf8",
"name": "GF8",
"bits": 8,
"s_bits": 1,
"e_bits": 3,
"m_bits": 4,
"bias": 3,
"phi_distance": 0.132,
"storage": "u8",
"cluster": "GoldenFloat",
"status": "Verified",
"standard": "this work; L1 Lucas",
"use_case": "edge / sensors",
"gf_relation": "self",
"source": "BENCH-007 (specs/numeric/gf8.t27)"
},
{
"id": "gf12",
"name": "GF12",
"bits": 12,
"s_bits": 1,
"e_bits": 4,
"m_bits": 7,
"bias": 7,
"phi_distance": 0.047,
"storage": "u16",
"cluster": "GoldenFloat",
"status": "Verified",
"standard": "this work; L0/F3",
"use_case": "mid-range / audio",
"gf_relation": "self",
"source": "BENCH-007 (specs/numeric/gf12.t27)"
},
{
"id": "gf16",
"name": "GF16",
"bits": 16,
"s_bits": 1,
"e_bits": 6,
"m_bits": 9,
"bias": 31,
"phi_distance": 0.049,
"storage": "u16",
"cluster": "GoldenFloat",
"status": "Verified",
"standard": "this work; PHI_BIAS=60; FPGA 35/35 at 323 MHz Artix-7",
"use_case": "training and inference (production)",
"gf_relation": "self",
"source": "specs/numeric/gf16.t27; zenodo 10.5281/zenodo.19227877 (HW archive)"
},
{
"id": "gf20",
"name": "GF20",
"bits": 20,
"s_bits": 1,
"e_bits": 7,
"m_bits": 12,
"bias": 63,
"phi_distance": 0.035,
"storage": "u32",
"cluster": "GoldenFloat",
"status": "Experimental",
"standard": "this work; 17-squared empirical PHI_BIAS=289",
"use_case": "high-precision edge",
"gf_relation": "self",
"source": "specs/numeric/gf20.t27 (spec only)"
},
{
"id": "gf24",
"name": "GF24",
"bits": 24,
"s_bits": 1,
"e_bits": 9,
"m_bits": 14,
"bias": 255,
"phi_distance": 0.025,
"storage": "u32",
"cluster": "GoldenFloat",
"status": "Experimental",
"standard": "this work; rule e=round(23/phi^2)=9; normative bias=2^(e-1)-1=255; empirical PHI_BIAS=1364 (=L15) OPEN",
"use_case": "server inference",
"gf_relation": "self",
"source": "specs/numeric/gf24.t27 (spec only)"
},
{
"id": "gf32",
"name": "GF32",
"bits": 32,
"s_bits": 1,
"e_bits": 12,
"m_bits": 19,
"bias": 2047,
"phi_distance": 0.014,
"storage": "u32",
"cluster": "GoldenFloat",
"status": "Verified",
"standard": "this work; F0 resolved",
"use_case": "fp32 drop-in",
"gf_relation": "self",
"source": "BENCH-012 (specs/numeric/gf32.t27)"
},
{
"id": "gf64",
"name": "GF64",
"bits": 64,
"s_bits": 1,
"e_bits": 24,
"m_bits": 39,
"bias": 8388607,
"phi_distance": 0.003,
"storage": "u64",
"cluster": "GoldenFloat",
"status": "Verified",
"standard": "this work; EXP_MAX - BIAS",
"use_case": "scientific / double",
"gf_relation": "self",
"source": "BENCH-007b (specs/numeric/gf64.t27)"
},
{
"id": "gf6",
"name": "GF6 (rule-derived)",
"bits": 6,
"s_bits": 1,
"e_bits": 2,
"m_bits": 3,
"bias": 1,
"phi_distance": 0.049,
"storage": "u8_packed",
"cluster": "GoldenFloat",
"status": "Open",
"standard": "this work; rule e=round(5/phi^2)=2; FP6 E2M3 bridge",
"use_case": "OPEN R&D: bridge GF4-GF8; FP6 E2M3 hint",
"gf_relation": "experimental",
"source": "specs/numeric/gf6.t27"
},
{
"id": "gf10",
"name": "GF10 (rule-derived)",
"bits": 10,
"s_bits": 1,
"e_bits": 3,
"m_bits": 6,
"bias": 3,
"phi_distance": 0.118,
"storage": "u16",
"cluster": "GoldenFloat",
"status": "Open",
"standard": "this work; rule e=round(9/phi^2)=3; bridge GF8-GF12",
"use_case": "OPEN R&D: tight-precision activations",
"gf_relation": "experimental",
"source": "specs/numeric/gf10.t27"
},
{
"id": "gf14",
"name": "GF14 (rule-derived)",
"bits": 14,
"s_bits": 1,
"e_bits": 5,
"m_bits": 8,
"bias": 15,
"phi_distance": 0.007,
"storage": "u16",
"cluster": "GoldenFloat",
"status": "Open",
"standard": "this work; rule e=round(13/phi^2)=5; bridge GF12-GF16; lowest phi-dist below GF48",
"use_case": "OPEN R&D: drop-in for fp16 with tighter phi alignment",
"gf_relation": "experimental",
"source": "specs/numeric/gf14.t27"
},
{
"id": "gf48",
"name": "GF48 (rule-derived)",
"bits": 48,
"s_bits": 1,
"e_bits": 18,
"m_bits": 29,
"bias": 131071,
"phi_distance": 0.003,
"storage": "u64_padded",
"cluster": "GoldenFloat",
"status": "Open",
"standard": "this work; rule e=round(47/phi^2)=18",
"use_case": "OPEN R&D: between GF32 and GF64; tightest phi-dist of the wide rungs",
"gf_relation": "experimental",
"source": "specs/numeric/gf48.t27"
},
{
"id": "gf96",
"name": "GF96 (rule-derived)",
"bits": 96,
"s_bits": 1,
"e_bits": 36,
"m_bits": 59,
"bias": 34359738367,
"phi_distance": 0.008,
"storage": "u128_padded",
"cluster": "GoldenFloat",
"status": "Open",
"standard": "this work; rule e=round(95/phi^2)=36",
"use_case": "OPEN R&D: between GF64 and GF128 (phi-aligned extended)",
"gf_relation": "experimental",
"source": "specs/numeric/gf96.t27"
},
{
"id": "gf128",
"name": "GF128 (rule-derived)",
"bits": 128,
"s_bits": 1,
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"m_bits": 78,
"bias": 281474976710655,
"phi_distance": 0.01,
"storage": "u128",
"cluster": "GoldenFloat",
"status": "Open",
"standard": "this work; rule e=round(127/phi^2)=49 (corrects v1.1 typo e=48)",
"use_case": "OPEN R&D: phi-aligned binary128 alternative",
"gf_relation": "experimental",
"source": "specs/numeric/gf128.t27"
},
{
"id": "gf256",
"name": "GF256 (rule-derived)",
"bits": 256,
"s_bits": 1,
"e_bits": 97,
"m_bits": 158,
"bias": 79228162514264337593543950335,
"phi_distance": 0.004,
"storage": "u256_software",
"cluster": "GoldenFloat",
"status": "Open",
"standard": "this work; rule e=round(255/phi^2)=97; normative bias=2^96-1",
"use_case": "OPEN R&D: phi-aligned binary256 alternative",
"gf_relation": "experimental",
"source": "specs/numeric/gf256.t27"
},
{
"id": "gf8_bfp",
"name": "GF8-BFP (block FP atop GF8)",
"bits": 8,
"s_bits": 1,
"e_bits": 3,
"m_bits": 4,
"bias": 3,
"phi_distance": 0.132,
"storage": "u8_plus_shared_exp",
"cluster": "GoldenFloat",
"status": "Experimental",
"standard": "this work; per-tile shared exponent",
"use_case": "OPEN R&D: LLM-quantization-friendly GF8",
"gf_relation": "experimental",
"source": "section12.5"
},
{
"id": "gf_lns_hybrid",
"name": "GF + LNS hybrid (dual-space)",
"bits": 16,
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"e_bits": 6,
"m_bits": 9,
"bias": 31,
"phi_distance": 0.049,
"storage": "u16_plus_lns_path",
"cluster": "GoldenFloat",
"status": "Experimental",
"standard": "this work; mul in log-space, accumulate Lucas-closed",
"use_case": "OPEN R&D: dual-space arithmetic",
"gf_relation": "experimental",
"source": "section12.5"
},
{
"id": "mxgf6",
"name": "MXGF6 (microscaling GF6)",
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"e_bits": 2,
"m_bits": 3,
"bias": 1,
"phi_distance": 0.05,
"storage": "u8_packed_plus_e8m0",
"cluster": "GoldenFloat",
"status": "Experimental",
"standard": "this work; OCP MX block + GF6",
"use_case": "OPEN R&D: phi-aligned MX-6 candidate",
"gf_relation": "experimental",
"source": "section12.5"
},
{
"id": "mxgf4",
"name": "MXGF4 (microscaling GF4)",
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"s_bits": 1,
"e_bits": 1,
"m_bits": 2,
"bias": 0,
"phi_distance": 0.118,
"storage": "u8_packed_plus_e8m0",
"cluster": "GoldenFloat",
"status": "Experimental",
"standard": "this work; OCP MX block + GF4",
"use_case": "OPEN R&D: phi-aligned MX-4 candidate",
"gf_relation": "experimental",
"source": "section12.5"
},
{
"id": "int4",
"name": "INT4 / UINT4",
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"m_bits": 3,
"bias": 0,
"phi_distance": -1.0,
"storage": "u8_packed",
"cluster": "IntegerFixed",
"status": "Verified",
"standard": "two complement",
"use_case": "aggressive quantization",
"gf_relation": "competitor",
"source": "ISO/IEC 9899"
},
{
"id": "int8",
"name": "INT8 / UINT8",
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"e_bits": 0,
"m_bits": 7,
"bias": 0,
"phi_distance": -1.0,
"storage": "u8",
"cluster": "IntegerFixed",
"status": "Verified",
"standard": "two complement",
"use_case": "INT8 inference, per-channel scale",
"gf_relation": "competitor",
"source": "ISO/IEC 9899"
},
{
"id": "int16",
"name": "INT16 / UINT16",
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"e_bits": 0,
"m_bits": 15,
"bias": 0,
"phi_distance": -1.0,
"storage": "u16",
"cluster": "IntegerFixed",
"status": "Verified",
"standard": "two complement",
"use_case": "DSP, embedded ML",
"gf_relation": "competitor",
"source": "ISO/IEC 9899"
},
{
"id": "int32",
"name": "INT32 / UINT32",
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"m_bits": 31,
"bias": 0,
"phi_distance": -1.0,
"storage": "u32",
"cluster": "IntegerFixed",
"status": "Verified",
"standard": "two complement",
"use_case": "general CPU integer",
"gf_relation": "competitor",
"source": "ISO/IEC 9899"
},
{
"id": "int64",
"name": "INT64 / UINT64",
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"e_bits": 0,
"m_bits": 63,
"bias": 0,
"phi_distance": -1.0,
"storage": "u64",
"cluster": "IntegerFixed",
"status": "Verified",
"standard": "two complement",
"use_case": "databases, timestamps",
"gf_relation": "competitor",
"source": "ISO/IEC 9899"
},
{
"id": "int128",
"name": "INT128 / UINT128",
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"e_bits": 0,
"m_bits": 127,
"bias": 0,
"phi_distance": -1.0,
"storage": "u128",
"cluster": "IntegerFixed",
"status": "Verified",
"standard": "two complement",
"use_case": "crypto, big-int",
"gf_relation": "competitor",
"source": "Rust/Clang u128"
},
{
"id": "q_format",
"name": "Q-format (Qm.n)",
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"s_bits": 1,
"e_bits": 0,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "varies",
"cluster": "IntegerFixed",
"status": "Verified",
"standard": "TI fixed-point",
"use_case": "audio DSP, fixed-point ML",
"gf_relation": "orthogonal",
"source": "TI SPRA704"
},
{
"id": "bcd",
"name": "BCD (binary-coded decimal)",
"bits": 0,
"s_bits": 0,
"e_bits": 0,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "u4_per_digit",
"cluster": "IntegerFixed",
"status": "Historical",
"standard": "IBM 1959",
"use_case": "calculators, GAAP",
"gf_relation": "orthogonal",
"source": "ISO/IEC 8859"
},
{
"id": "ibm_hfp32",
"name": "IBM HFP (single)",
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"s_bits": 1,
"e_bits": 7,
"m_bits": 24,
"bias": 64,
"phi_distance": -1.0,
"storage": "u32",
"cluster": "HistoricalVendor",
"status": "Historical",
"standard": "IBM System/360 (1964); base-16 exponent",
"use_case": "legacy mainframe",
"gf_relation": "orthogonal",
"source": "IBM POO"
},
{
"id": "ibm_hfp64",
"name": "IBM HFP (double)",
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"s_bits": 1,
"e_bits": 7,
"m_bits": 56,
"bias": 64,
"phi_distance": -1.0,
"storage": "u64",
"cluster": "HistoricalVendor",
"status": "Historical",
"standard": "IBM System/360 (1964)",
"use_case": "legacy mainframe",
"gf_relation": "orthogonal",
"source": "IBM POO"
},
{
"id": "ibm_hfp128",
"name": "IBM HFP (extended)",
"bits": 128,
"s_bits": 1,
"e_bits": 7,
"m_bits": 120,
"bias": 64,
"phi_distance": -1.0,
"storage": "u128",
"cluster": "HistoricalVendor",
"status": "Historical",
"standard": "IBM z/Architecture",
"use_case": "legacy mainframe",
"gf_relation": "orthogonal",
"source": "IBM POO"
},
{
"id": "ms_mbf32",
"name": "Microsoft MBF (single)",
"bits": 32,
"s_bits": 1,
"e_bits": 8,
"m_bits": 23,
"bias": 129,
"phi_distance": -1.0,
"storage": "u32",
"cluster": "HistoricalVendor",
"status": "Historical",
"standard": "MS BASIC / MS-DOS (pre-IEEE)",
"use_case": "MS BASIC legacy",
"gf_relation": "orthogonal",
"source": "MS-DOS docs"
},
{
"id": "ms_mbf64",
"name": "Microsoft MBF (double)",
"bits": 64,
"s_bits": 1,
"e_bits": 8,
"m_bits": 55,
"bias": 129,
"phi_distance": -1.0,
"storage": "u64",
"cluster": "HistoricalVendor",
"status": "Historical",
"standard": "MS BASIC",
"use_case": "MS BASIC legacy",
"gf_relation": "orthogonal",
"source": "MS-DOS docs"
},
{
"id": "vax_f",
"name": "VAX F-float",
"bits": 32,
"s_bits": 1,
"e_bits": 8,
"m_bits": 23,
"bias": 128,
"phi_distance": -1.0,
"storage": "u32",
"cluster": "HistoricalVendor",
"status": "Historical",
"standard": "DEC VAX",
"use_case": "DEC legacy",
"gf_relation": "orthogonal",
"source": "VAX Architecture Reference"
},
{
"id": "vax_d",
"name": "VAX D-float",
"bits": 64,
"s_bits": 1,
"e_bits": 8,
"m_bits": 55,
"bias": 128,
"phi_distance": -1.0,
"storage": "u64",
"cluster": "HistoricalVendor",
"status": "Historical",
"standard": "DEC VAX",
"use_case": "DEC legacy double",
"gf_relation": "orthogonal",
"source": "VAX Architecture Reference"
},
{
"id": "vax_g",
"name": "VAX G-float",
"bits": 64,
"s_bits": 1,
"e_bits": 11,
"m_bits": 52,
"bias": 1024,
"phi_distance": -1.0,
"storage": "u64",
"cluster": "HistoricalVendor",
"status": "Historical",
"standard": "DEC VAX (IEEE-like)",
"use_case": "DEC legacy",
"gf_relation": "orthogonal",
"source": "VAX Architecture Reference"
},
{
"id": "vax_h",
"name": "VAX H-float",
"bits": 128,
"s_bits": 1,
"e_bits": 15,
"m_bits": 112,
"bias": 16384,
"phi_distance": -1.0,
"storage": "u128",
"cluster": "HistoricalVendor",
"status": "Historical",
"standard": "DEC VAX",
"use_case": "DEC quad",
"gf_relation": "orthogonal",
"source": "VAX Architecture Reference"
},
{
"id": "cray_float",
"name": "Cray float",
"bits": 64,
"s_bits": 1,
"e_bits": 15,
"m_bits": 48,
"bias": 16384,
"phi_distance": -1.0,
"storage": "u64",
"cluster": "HistoricalVendor",
"status": "Historical",
"standard": "Cray-1 (1976); no NaN/Inf, unrounded mul",
"use_case": "Cray legacy",
"gf_relation": "orthogonal",
"source": "Cray-1 Hardware Reference"
},
{
"id": "minifloat",
"name": "minifloat (arbitrary E:M, <=16 bits)",
"bits": 0,
"s_bits": 1,
"e_bits": 0,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "varies",
"cluster": "Theoretical",
"status": "Experimental",
"standard": "parametric framework",
"use_case": "design space of GF4/GF8/GF12/GF16",
"gf_relation": "ally",
"source": "Higham 1996"
},
{
"id": "unum_i",
"name": "Unum I (tapered + ubound)",
"bits": 0,
"s_bits": 1,
"e_bits": 0,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "varies",
"cluster": "Theoretical",
"status": "Experimental",
"standard": "Gustafson 2015 (predecessor to posit)",
"use_case": "interval arithmetic",
"gf_relation": "ally",
"source": "Gustafson 2015 (The End of Error)"
},
{
"id": "unum_ii",
"name": "Unum II (SORN projective)",
"bits": 0,
"s_bits": 0,
"e_bits": 0,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "lookup_table",
"cluster": "Theoretical",
"status": "Experimental",
"standard": "Gustafson 2016",
"use_case": "lookup-table real arithmetic; not GF-comparable",
"gf_relation": "orthogonal",
"source": "Gustafson 2016"
},
{
"id": "tapered_fp",
"name": "tapered floating point",
"bits": 0,
"s_bits": 1,
"e_bits": 0,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "varies",
"cluster": "Theoretical",
"status": "Experimental",
"standard": "Morris 1971; posit ancestor",
"use_case": "variable mantissa via regime bits",
"gf_relation": "ally",
"source": "Morris 1971 (IEEE TC)"
},
{
"id": "block_fp",
"name": "block floating point (BFP)",
"bits": 0,
"s_bits": 0,
"e_bits": 0,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "varies",
"cluster": "CompressionTrick",
"status": "Verified",
"standard": "Wilkinson 1965; modern revivals",
"use_case": "per-tile shared exponent",
"gf_relation": "ally",
"source": "Darvish-Rouhani 2020"
},
{
"id": "shared_exp",
"name": "shared-exponent formats",
"bits": 0,
"s_bits": 0,
"e_bits": 0,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "varies",
"cluster": "CompressionTrick",
"status": "Verified",
"standard": "generalised BFP",
"use_case": "LLM quantization",
"gf_relation": "ally",
"source": "Darvish-Rouhani 2020"
},
{
"id": "per_channel_scale",
"name": "INT8 with per-channel scale",
"bits": 8,
"s_bits": 1,
"e_bits": 0,
"m_bits": 7,
"bias": 0,
"phi_distance": -1.0,
"storage": "u8_plus_fp32_scale",
"cluster": "CompressionTrick",
"status": "Verified",
"standard": "Jacob 2018 (TFLite)",
"use_case": "standard quant inference",
"gf_relation": "competitor",
"source": "Jacob 2018 (CVPR)"
},
{
"id": "stochastic_rounding",
"name": "stochastic rounding (technique)",
"bits": 0,
"s_bits": 0,
"e_bits": 0,
"m_bits": 0,
"bias": 0,
"phi_distance": -1.0,
"storage": "varies",
"cluster": "CompressionTrick",
"status": "Verified",
"standard": "Gupta 2015",
"use_case": "training small networks at low precision",
"gf_relation": "ally",
"source": "Gupta 2015 (ICML)"
}
]
}