v2: count drift audit -- 81 formats with full disclosure
Browse filesReplaces v1 (count=77, stale). Live codegen yields 81; full audit table 77/81/83/84 in README. Tracking issue: gHashTag/t27#1064.
- README.md +48 -71
- formats_catalog.json +89 -21
- formats_catalog.md +9 -5
README.md
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---
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license:
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language:
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- en
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tags:
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- numeric-formats
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- floating-point
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- conformance
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- goldenfloat
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- bf16
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- fp8
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- mxfp4
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- posit
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size_categories:
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- n<1K
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pretty_name: "Numeric Format Catalog (77 formats, Trinity S3AI / t27)"
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configs:
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- config_name: default
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data_files:
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- split: formats
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path: formats_catalog.jsonl
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---
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#
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- **Zenodo DOI:** [10.5281/zenodo.19456875](https://doi.org/10.5281/zenodo.19456875)
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- **Anchor preprint:** [arXiv:2606.05017](https://arxiv.org/abs/2606.05017)
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- IEEE 754 decimal family: `decimal32`, `decimal64`, `decimal128`
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- Extended precision: `x87_fp80`, `double_double`, `quad_double`
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- AI-oriented: `bfloat16`, `tf32`, `fp8_e4m3`, `fp8_e5m2`, `fp6_e3m2`, `fp6_e2m3`, `fp4_e2m1`
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- Block-scaled: `mxfp8`, `mxfp6`, `mxfp4`, `nf4`, `afp`
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- Posit family: `posit8`, `posit16`, `posit32`, `posit64`
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- Takum family: `takum8`, `takum16`, `takum32`
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- GoldenFloat family: `gf4`, `gf8`, `gf12`, `gf16`, `gf20`, `gf24`, `gf32`
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- ...plus integer, fixed-point, log-number-system, and other rows.
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##
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```
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print(ds[0])
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```
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## Schema (per-row)
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##
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sha256sum formats_catalog.jsonl
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# should match the line in SHA256SUMS.txt
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```
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## Citation
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@misc{vasilev2026goldenfloat,
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author = {Vasilev, Dmitrii},
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title = {GoldenFloat: a minimal numeric anchor at phi^2 + 1/phi^2 = 3},
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year = {2026},
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eprint = {2606.05017},
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archivePrefix = {arXiv},
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}
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title
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}
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```
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MIT. See [t27 LICENSE](https://github.com/gHashTag/t27/blob/master/LICENSE).
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## Maintainer
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- Dmitrii Vasilev (gHashTag), ORCID [0009-0008-4294-6159](https://orcid.org/0009-0008-4294-6159)
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- Trinity S3AI
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##
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---
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license: cc-by-4.0
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language:
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- en
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tags:
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- numeric-formats
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- floating-point
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- conformance
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- audit-disclosed
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size_categories:
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- n<1K
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---
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# numeric-format-catalog v2 (audit-disclosed)
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**Version:** v2.0 (2026-06-10) -- supersedes v1 (count=77, withdrawn).
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**Count:** 81 formats across 13 clusters.
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## Honest count-drift disclosure
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This dataset is shipped with a known count-drift across four artefacts:
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| Source | Count | Status |
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|---|---|---|
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| `arXiv:2606.09686` Table 1 (paper #3) | 84 | aspirational, MXFP6 split + standalone E8M0 |
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| `specs/numeric/formats_catalog.t27` SSOT raw `// CATALOG:` lines | 83 | live ground truth |
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| **THIS DATASET (codegen LIVE re-run)** | **81** | parser drops `gf512` + `gf1024` on bias-formula int() cast |
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| `gen/numeric/formats_catalog.json` (committed in repo) | 77 | stale, pre-#1051 snapshot |
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| v1 of this dataset (uploaded 2026-06-10 AM) | 77 | inherited stale gen |
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**Why 81 and not 83 or 84:** the codegen `tools/gen_formats_catalog.py` cannot evaluate bias formulas of the form `2^N-1`, which are the canonical bias values for `gf512` and `gf1024`. Those two rows are silently dropped. We ship what the codegen actually produces, not a cherry-picked number. Patch tracked in [t27#1064](https://github.com/gHashTag/t27/issues/1064).
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**Why ship 81 today instead of waiting for the patch:** because v1 shipped 77 yesterday. Replacing a stale 77 with an honest 81 + full audit is closer to the truth than leaving 77 up while the patch lands.
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## What's in the dataset
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- 81 row entries, each carrying: `id`, `name`, `bits`, `s` (sign bits), `e` (exponent bits), `m` (mantissa bits), `bias`, `phi_distance`, `storage`, `cluster`, `status`, `standard`, `use_case`, `source`
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- 13 cluster groupings: IEEE754 binary, IEEE754 decimal, MLLowPrecision, GoldenFloat, Posit/Unum III, OCP MX, LNS, IntegerFixed, HistoricalVendor, Theoretical, Compression, Extended, QuantTuned
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- Source SSOT: [`gHashTag/t27` `specs/numeric/formats_catalog.t27`](https://github.com/gHashTag/t27/blob/master/specs/numeric/formats_catalog.t27) HEAD `6ecad30`
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- Regen output SHA-256: `546ba6fff1daec0b64483f599778ab63a9410405592c2e9dbc9d90dbb63bc48a`
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## Known gaps vs paper #3 (arXiv:2606.09686)
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| Cluster | Paper says | This dataset | Delta |
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|---|---|---|---|
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| GoldenFloat | 16 | 16 | 0 (both pre-#1051; current SSOT has 22, of which gen lifts 20) |
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| OCP MX | 5 | 3 | -2 (no MXFP6 E2M3/E3M2 split; no standalone E8M0 block) |
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| MLLowPrecision | 8 | 7 | -1 (NF4 placement) |
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| Total | 84 | 81 | -3 |
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## Reconciliation
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- **t27#1064** -- tracking issue, five-step plan: parser patch -> regen -> CI invariant -> HF re-upload v3 -> arXiv erratum if needed
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- Expected v3 ship count after parser patch: 83
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- Expected v4 ship count after MXFP6/E8M0 reconciliation with paper: 84 (or paper erratum to whatever codegen produces)
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## Citation
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If you use this dataset, please cite the paper it accompanies:
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```bibtex
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@misc{vasilev2026numeric,
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title={An 84-Format Numeric Catalog with Bit-Exact Conformance Vectors},
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author={Vasilev, Dmitrii},
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year={2026},
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eprint={2606.09686},
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archivePrefix={arXiv},
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primaryClass={cs.MS}
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}
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```
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Note: paper claims 84; this dataset ships 81 due to the parser bug. See "Honest count-drift disclosure" above.
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## Provenance
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- Uploader: `playra` (Dmitrii Vasilev, ORCID `0009-0008-4294-6159`)
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- Affiliation: **Trinity S3AI**
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- Repo: [`gHashTag/t27`](https://github.com/gHashTag/t27)
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- License: CC BY 4.0
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- Generated: 2026-06-10 +07 from HEAD `6ecad30`
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formats_catalog.json
CHANGED
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{
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"count":
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"formats": [
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{
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"id": "binary16",
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"storage": "u32",
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"cluster": "GoldenFloat",
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"status": "Experimental",
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"standard": "this work;
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"use_case": "server inference",
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"gf_relation": "self",
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"source": "specs/numeric/gf24.t27 (spec only)"
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},
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{
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"id": "gf6",
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"name": "GF6 (
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"bits": 6,
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"s_bits": 1,
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"e_bits": 2,
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"m_bits": 3,
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"bias": 1,
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"phi_distance": 0.
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"storage": "u8_packed",
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"cluster": "GoldenFloat",
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"status": "
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"standard": "this work; e=round(5/phi^2)=2
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"use_case": "OPEN R&D: bridge GF4-GF8; FP6 E2M3 hint",
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"gf_relation": "experimental",
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"source": "
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},
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{
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"id": "gf128",
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"name": "GF128 (
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"bits": 128,
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"s_bits": 1,
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"e_bits":
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"m_bits":
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"bias":
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"phi_distance": 0.
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"storage": "u128",
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"cluster": "GoldenFloat",
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"status": "
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"standard": "this work; e=round(127/phi^2)=
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"use_case": "OPEN R&D: phi-aligned binary128 alternative",
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"gf_relation": "experimental",
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"source": "
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},
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{
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"id": "gf256",
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"name": "GF256 (
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"bits": 256,
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"s_bits": 1,
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"e_bits": 97,
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"m_bits": 158,
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"bias":
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"phi_distance": 0.
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"storage": "u256_software",
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"cluster": "GoldenFloat",
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"status": "
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"standard": "this work; e=round(255/phi^2)=97
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"use_case": "OPEN R&D: phi-aligned binary256 alternative",
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"gf_relation": "experimental",
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"source": "
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},
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{
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"id": "gf8_bfp",
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{
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"count": 81,
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"formats": [
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{
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"id": "binary16",
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"storage": "u32",
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"cluster": "GoldenFloat",
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"status": "Experimental",
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"standard": "this work; rule e=round(23/phi^2)=9; normative bias=2^(e-1)-1=255; empirical PHI_BIAS=1364 (=L15) OPEN",
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"use_case": "server inference",
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"gf_relation": "self",
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"source": "specs/numeric/gf24.t27 (spec only)"
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},
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{
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"id": "gf6",
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"name": "GF6 (rule-derived)",
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"bits": 6,
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"s_bits": 1,
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"e_bits": 2,
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"m_bits": 3,
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"bias": 1,
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"phi_distance": 0.049,
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"storage": "u8_packed",
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"cluster": "GoldenFloat",
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"status": "Open",
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"standard": "this work; rule e=round(5/phi^2)=2; FP6 E2M3 bridge",
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"use_case": "OPEN R&D: bridge GF4-GF8; FP6 E2M3 hint",
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"gf_relation": "experimental",
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"source": "specs/numeric/gf6.t27"
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},
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{
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"id": "gf10",
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"name": "GF10 (rule-derived)",
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"bits": 10,
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"s_bits": 1,
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"e_bits": 3,
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"m_bits": 6,
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"bias": 3,
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"phi_distance": 0.118,
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"storage": "u16",
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"cluster": "GoldenFloat",
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"status": "Open",
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"standard": "this work; rule e=round(9/phi^2)=3; bridge GF8-GF12",
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"use_case": "OPEN R&D: tight-precision activations",
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"gf_relation": "experimental",
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"source": "specs/numeric/gf10.t27"
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},
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{
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"id": "gf14",
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"name": "GF14 (rule-derived)",
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"bits": 14,
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"s_bits": 1,
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"e_bits": 5,
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"m_bits": 8,
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"bias": 15,
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"phi_distance": 0.007,
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"storage": "u16",
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"cluster": "GoldenFloat",
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"status": "Open",
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"standard": "this work; rule e=round(13/phi^2)=5; bridge GF12-GF16; lowest phi-dist below GF48",
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"use_case": "OPEN R&D: drop-in for fp16 with tighter phi alignment",
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"gf_relation": "experimental",
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"source": "specs/numeric/gf14.t27"
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},
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{
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"id": "gf48",
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"name": "GF48 (rule-derived)",
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"bits": 48,
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"s_bits": 1,
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"e_bits": 18,
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"m_bits": 29,
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"bias": 131071,
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"phi_distance": 0.003,
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"storage": "u64_padded",
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"cluster": "GoldenFloat",
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"status": "Open",
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"standard": "this work; rule e=round(47/phi^2)=18",
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"use_case": "OPEN R&D: between GF32 and GF64; tightest phi-dist of the wide rungs",
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| 817 |
+
"gf_relation": "experimental",
|
| 818 |
+
"source": "specs/numeric/gf48.t27"
|
| 819 |
+
},
|
| 820 |
+
{
|
| 821 |
+
"id": "gf96",
|
| 822 |
+
"name": "GF96 (rule-derived)",
|
| 823 |
+
"bits": 96,
|
| 824 |
+
"s_bits": 1,
|
| 825 |
+
"e_bits": 36,
|
| 826 |
+
"m_bits": 59,
|
| 827 |
+
"bias": 34359738367,
|
| 828 |
+
"phi_distance": 0.008,
|
| 829 |
+
"storage": "u128_padded",
|
| 830 |
+
"cluster": "GoldenFloat",
|
| 831 |
+
"status": "Open",
|
| 832 |
+
"standard": "this work; rule e=round(95/phi^2)=36",
|
| 833 |
+
"use_case": "OPEN R&D: between GF64 and GF128 (phi-aligned extended)",
|
| 834 |
+
"gf_relation": "experimental",
|
| 835 |
+
"source": "specs/numeric/gf96.t27"
|
| 836 |
},
|
| 837 |
{
|
| 838 |
"id": "gf128",
|
| 839 |
+
"name": "GF128 (rule-derived)",
|
| 840 |
"bits": 128,
|
| 841 |
"s_bits": 1,
|
| 842 |
+
"e_bits": 49,
|
| 843 |
+
"m_bits": 78,
|
| 844 |
+
"bias": 281474976710655,
|
| 845 |
+
"phi_distance": 0.01,
|
| 846 |
"storage": "u128",
|
| 847 |
"cluster": "GoldenFloat",
|
| 848 |
+
"status": "Open",
|
| 849 |
+
"standard": "this work; rule e=round(127/phi^2)=49 (corrects v1.1 typo e=48)",
|
| 850 |
"use_case": "OPEN R&D: phi-aligned binary128 alternative",
|
| 851 |
"gf_relation": "experimental",
|
| 852 |
+
"source": "specs/numeric/gf128.t27"
|
| 853 |
},
|
| 854 |
{
|
| 855 |
"id": "gf256",
|
| 856 |
+
"name": "GF256 (rule-derived)",
|
| 857 |
"bits": 256,
|
| 858 |
"s_bits": 1,
|
| 859 |
"e_bits": 97,
|
| 860 |
"m_bits": 158,
|
| 861 |
+
"bias": 79228162514264337593543950335,
|
| 862 |
+
"phi_distance": 0.004,
|
| 863 |
"storage": "u256_software",
|
| 864 |
"cluster": "GoldenFloat",
|
| 865 |
+
"status": "Open",
|
| 866 |
+
"standard": "this work; rule e=round(255/phi^2)=97; normative bias=2^96-1",
|
| 867 |
"use_case": "OPEN R&D: phi-aligned binary256 alternative",
|
| 868 |
"gf_relation": "experimental",
|
| 869 |
+
"source": "specs/numeric/gf256.t27"
|
| 870 |
},
|
| 871 |
{
|
| 872 |
"id": "gf8_bfp",
|
formats_catalog.md
CHANGED
|
@@ -7,7 +7,7 @@ Status labels: Verified | EmpiricalFit | Open | Risk | Retracted |
|
|
| 7 |
Experimental | Historical. phi_distance: lower = more phi-aligned;
|
| 8 |
-1 sentinel = undefined (non-radix-2 or non-FP).
|
| 9 |
|
| 10 |
-
Total formats:
|
| 11 |
|
| 12 |
| ID | Bits | S:E:M | Bias | phi_dist | Storage | Cluster | Status | Standard | Use case | GF rel. |
|
| 13 |
|----|-----:|------|-----:|--------:|---------|---------|--------|----------|----------|---------|
|
|
@@ -52,12 +52,16 @@ Total formats: 77.
|
|
| 52 |
| gf12 | 12 | 1:4:7 | 7 | 0.047 | u16 | GoldenFloat | Verified | this work; L0/F3 | mid-range / audio | self |
|
| 53 |
| gf16 | 16 | 1:6:9 | 31 | 0.049 | u16 | GoldenFloat | Verified | this work; PHI_BIAS=60; FPGA 35/35 at 323 MHz Artix-7 | training and inference (production) | self |
|
| 54 |
| gf20 | 20 | 1:7:12 | 63 | 0.035 | u32 | GoldenFloat | Experimental | this work; 17-squared empirical PHI_BIAS=289 | high-precision edge | self |
|
| 55 |
-
| gf24 | 24 | 1:9:14 | 255 | 0.025 | u32 | GoldenFloat | Experimental | this work;
|
| 56 |
| gf32 | 32 | 1:12:19 | 2047 | 0.014 | u32 | GoldenFloat | Verified | this work; F0 resolved | fp32 drop-in | self |
|
| 57 |
| gf64 | 64 | 1:24:39 | 8388607 | 0.003 | u64 | GoldenFloat | Verified | this work; EXP_MAX - BIAS | scientific / double | self |
|
| 58 |
-
| gf6 | 6 | 1:2:3 | 1 | 0.
|
| 59 |
-
|
|
| 60 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 61 |
| gf8_bfp | 8 | 1:3:4 | 3 | 0.132 | u8_plus_shared_exp | GoldenFloat | Experimental | this work; per-tile shared exponent | OPEN R&D: LLM-quantization-friendly GF8 | experimental |
|
| 62 |
| gf_lns_hybrid | 16 | 1:6:9 | 31 | 0.049 | u16_plus_lns_path | GoldenFloat | Experimental | this work; mul in log-space, accumulate Lucas-closed | OPEN R&D: dual-space arithmetic | experimental |
|
| 63 |
| mxgf6 | 6 | 1:2:3 | 1 | 0.050 | u8_packed_plus_e8m0 | GoldenFloat | Experimental | this work; OCP MX block + GF6 | OPEN R&D: phi-aligned MX-6 candidate | experimental |
|
|
|
|
| 7 |
Experimental | Historical. phi_distance: lower = more phi-aligned;
|
| 8 |
-1 sentinel = undefined (non-radix-2 or non-FP).
|
| 9 |
|
| 10 |
+
Total formats: 81.
|
| 11 |
|
| 12 |
| ID | Bits | S:E:M | Bias | phi_dist | Storage | Cluster | Status | Standard | Use case | GF rel. |
|
| 13 |
|----|-----:|------|-----:|--------:|---------|---------|--------|----------|----------|---------|
|
|
|
|
| 52 |
| gf12 | 12 | 1:4:7 | 7 | 0.047 | u16 | GoldenFloat | Verified | this work; L0/F3 | mid-range / audio | self |
|
| 53 |
| gf16 | 16 | 1:6:9 | 31 | 0.049 | u16 | GoldenFloat | Verified | this work; PHI_BIAS=60; FPGA 35/35 at 323 MHz Artix-7 | training and inference (production) | self |
|
| 54 |
| gf20 | 20 | 1:7:12 | 63 | 0.035 | u32 | GoldenFloat | Experimental | this work; 17-squared empirical PHI_BIAS=289 | high-precision edge | self |
|
| 55 |
+
| gf24 | 24 | 1:9:14 | 255 | 0.025 | u32 | GoldenFloat | Experimental | this work; rule e=round(23/phi^2)=9; normative bias=2^(e-1)-1=255; empirical PHI_BIAS=1364 (=L15) OPEN | server inference | self |
|
| 56 |
| gf32 | 32 | 1:12:19 | 2047 | 0.014 | u32 | GoldenFloat | Verified | this work; F0 resolved | fp32 drop-in | self |
|
| 57 |
| gf64 | 64 | 1:24:39 | 8388607 | 0.003 | u64 | GoldenFloat | Verified | this work; EXP_MAX - BIAS | scientific / double | self |
|
| 58 |
+
| gf6 | 6 | 1:2:3 | 1 | 0.049 | u8_packed | GoldenFloat | Open | this work; rule e=round(5/phi^2)=2; FP6 E2M3 bridge | OPEN R&D: bridge GF4-GF8; FP6 E2M3 hint | experimental |
|
| 59 |
+
| gf10 | 10 | 1:3:6 | 3 | 0.118 | u16 | GoldenFloat | Open | this work; rule e=round(9/phi^2)=3; bridge GF8-GF12 | OPEN R&D: tight-precision activations | experimental |
|
| 60 |
+
| gf14 | 14 | 1:5:8 | 15 | 0.007 | u16 | GoldenFloat | Open | this work; rule e=round(13/phi^2)=5; bridge GF12-GF16; lowest phi-dist below GF48 | OPEN R&D: drop-in for fp16 with tighter phi alignment | experimental |
|
| 61 |
+
| gf48 | 48 | 1:18:29 | 131071 | 0.003 | u64_padded | GoldenFloat | Open | this work; rule e=round(47/phi^2)=18 | OPEN R&D: between GF32 and GF64; tightest phi-dist of the wide rungs | experimental |
|
| 62 |
+
| gf96 | 96 | 1:36:59 | 34359738367 | 0.008 | u128_padded | GoldenFloat | Open | this work; rule e=round(95/phi^2)=36 | OPEN R&D: between GF64 and GF128 (phi-aligned extended) | experimental |
|
| 63 |
+
| gf128 | 128 | 1:49:78 | 281474976710655 | 0.010 | u128 | GoldenFloat | Open | this work; rule e=round(127/phi^2)=49 (corrects v1.1 typo e=48) | OPEN R&D: phi-aligned binary128 alternative | experimental |
|
| 64 |
+
| gf256 | 256 | 1:97:158 | 79228162514264337593543950335 | 0.004 | u256_software | GoldenFloat | Open | this work; rule e=round(255/phi^2)=97; normative bias=2^96-1 | OPEN R&D: phi-aligned binary256 alternative | experimental |
|
| 65 |
| gf8_bfp | 8 | 1:3:4 | 3 | 0.132 | u8_plus_shared_exp | GoldenFloat | Experimental | this work; per-tile shared exponent | OPEN R&D: LLM-quantization-friendly GF8 | experimental |
|
| 66 |
| gf_lns_hybrid | 16 | 1:6:9 | 31 | 0.049 | u16_plus_lns_path | GoldenFloat | Experimental | this work; mul in log-space, accumulate Lucas-closed | OPEN R&D: dual-space arithmetic | experimental |
|
| 67 |
| mxgf6 | 6 | 1:2:3 | 1 | 0.050 | u8_packed_plus_e8m0 | GoldenFloat | Experimental | this work; OCP MX block + GF6 | OPEN R&D: phi-aligned MX-6 candidate | experimental |
|