tt-lang-t27 0.3.1

Open Apache-2.0 numeric-format SSOT bridge: 83-format catalog from t27 (GF + MXFP4 + IEEE + posit + takum + lns + ...) for tt-lang kernels.

tt-lang-t27

Open numeric-format SSOT bridge from gHashTag/t27 (83-format catalog, GoldenFloat family, Apache-2.0, Tiny Tapeout silicon) into tenstorrent/tt-lang kernel author workflows.

v0.3.0 ships the full 83-format catalog from gHashTag/t27 directly inside the wheel. import tt_lang_t27 now exposes every IEEE 754 binary + decimal float, every fp8 / fp6 / fp4, every microscaling format, every posit / takum, every lns, every GF ladder rung, every historical vendor float (IBM HFP, VAX, Cray, x87, MS MBF, ...), and every theoretical / compression format, with bit layout + bias + cluster + status (Verified / Open / ... ) + standard

• use case + GF relation -- all in one frozen dataclass per format.

What this is

A pure-Python side-package -- zero coupling with tt-lang upstream. Reads the t27 FORMAT-SPEC-001.json registry, validates kernel functions against bit-precise conformance vectors, and (optionally) hands off to a Coq formal oracle.

What this is NOT

• Not a fork of tt-lang.
• Not a patch to tt-lang.
• Not a build-time dependency of tt-lang.
• Not a CLA / copyright crossing.

Both repos remain Apache-2.0, separately governed.

Install

pip install tt-lang-t27       # from PyPI (planned)
# or
pip install git+https://github.com/gHashTag/tt-lang-t27

No Coq / no MLIR / no ttnn dependencies.

Quickstart

from tt_lang_t27 import t27_kernel, load_registry, load_vectors

@t27_kernel(
    fmt="GF16",
    registry_path="format-spec-001.json",
    vectors_path="gf16_conformance_v0.json",
)
def my_matmul(a, b):
    return a @ b

Every call logs a deterministic provenance tag:

[t27] kernel=my_matmul fmt=GF16 ssot=d9b76c5 tag=0a5ecb845def
[t27]   vector-check n=21 fmt=GF16

CLI

tt-lang-t27-conform \
  --registry format-spec-001.json \
  --vectors  gf16_conformance_v0.json
# OK conform=true reasons=0 sha256=<hex>

tt-lang-t27-mxfp4-conform \
  --vectors  mxfp4_conformance_v0.json
# OK mxfp4_conform=true reasons=0 sha256=<hex>

83-format catalog (new in v0.3)

The full catalog is loaded once from a JSON resource shipped inside the wheel. No network calls, no file paths to manage.

import tt_lang_t27 as t27

t27.catalog_count()                # 83
t27.clusters()                     # ['Ieee754Binary', 'Ieee754Decimal', ...]
t27.by_id("bfloat16").e_int        # 8
t27.by_id("bfloat16").bias_int     # 127
len(t27.by_cluster("GoldenFloat")) # 22
len(t27.by_status("Verified"))     # >= 20
t27.ANCHOR                         # 'phi^2 + 1/phi^2 = 3 = L_2'
t27.ARXIV                          # 'arXiv:2606.05017'

From the command line:

tt-lang-t27-catalog --count                     # 83
tt-lang-t27-catalog --clusters                  # 13 cluster names
tt-lang-t27-catalog --cluster GoldenFloat       # 22 GF rungs
tt-lang-t27-catalog --status Verified           # all Verified formats
tt-lang-t27-catalog --show bfloat16             # full record for bfloat16
tt-lang-t27-catalog --json > catalog.json       # full JSON dump

Each record carries: id, name, bits, s, e, m, bias, phi_distance (signed, -1.0 = undefined sentinel), storage, cluster, status, standard, use_case, gf_relation, source.

Canonical source of truth (upstream gHashTag/t27): specs/numeric/formats_catalog.t27.

MXFP4 cross-validation (new in v0.2)

tt_lang_t27.mxfp4 is a pure-Python reference codec for OCP MXFP4 (S1E2M1, block_size=32, E8M0 shared scale). Constants pinned to tt-metal kMxFp4Params:

• block_size = 32
• scale_bias = 0x7F (E8M0 bias 127)
• elem_exp_bits = 2, elem_man_bits = 1, elem_exp_bias = 1
• saturation sat_pos_bits = 0x7, sat_neg_bits = 0xF
• inf / nan: NotRepresentable

The vectors/mxfp4_conformance_v0.json pack carries 12 32-element blocks with expected scale byte + 32 nibbles + packed bytes hex. Any reference implementation (including tt-metal's pack_as_mxfp4_tiles<float>) can verify bit-exact parity by re-encoding each input_f32 and comparing to expected_bytes_hex.

Provenance tag formula

sha256(kernel_name || ssot_commit || fmt || anchor_hash)

anchor_hash = SHA-256("phi^2 + 1/phi^2 = 3").

References

• arXiv:2606.05017 -- GoldenFloat
• t27 FORMAT_REGISTRY.md
• t27 FORMAT-SPEC-001.json
• tenstorrent/tt-lang

Anchor

phi^2 + 1/phi^2 = 3 = L_2 (Lucas number).