# CIS-2 third-party conformance suite (E21: RMSNorm, RoPE table, exp_pinned, attention block, matvec + CLI protocol) This directory lets someone with an independent CIS-2 implementation check individual normative primitives against pinned vectors, without building or reading this repo's `src/`, `verify2/`, or `verify3/`. It is narrower and more granular than the full end-to-end §13.1 witness digest in `EXPECTED_DIGESTS.md` (which requires the SmolLM2-135M weights and a full forward pass): each vector here exercises exactly one primitive with a small, hand-sized input. **Status.** RMSNorm (§8), RoPE table (§7), exp_pinned (§6.2 pinned exp() polynomial), one attention block (§9.2–§9.4), and one matvec (§5.2) vector exist, plus a `cis2-conformance` CLI wrapper implementing the stdin/stdout protocol documented in `PROTOCOL.md`. See "What's missing" at the bottom for what's still outstanding. ## Protocol Each vector is a pair of files under `vectors/`: - `.txt` — the input. `key=value` lines. Vector-valued fields (suffixed `_bits`) are comma-separated `0x`-prefixed 32-bit hex strings, each the raw IEEE-754 binary32 bit pattern of one element (not a decimal literal — this avoids any ambiguity from a language's string-to-float parser rounding differently than another's). Scalar fields follow the same `_bits` convention. - `.expected` — the pinned output: `out_bits` (same comma-separated hex-bit-pattern convention, one element per output value, in index order) and `out_sha256` (lowercase hex SHA-256 of the concatenation of each output element's 4 raw bytes, **little-endian**, in index order — the same "feed_f32_le" convention `src/math.rs::table_digest` already uses in this repo). A conforming implementation reproduces `out_bits` exactly (bit-for-bit, not "close") and therefore also `out_sha256`. The digest is provided as a convenience for a one-line pass/fail check; the bit patterns are the normative artifact. A `cis2-conformance ` CLI wrapper exists (`src/bin/cis2_conformance.rs`, run via `cargo run --release --bin cis2-conformance -- /path/to/your-binary`) that drives every vector below against an arbitrary black-box binary over stdin/stdout and reports PASS/FAIL per vector — see `PROTOCOL.md` for the exact wire contract. An implementer may use that wrapper directly, or hand-roll the same steps against these files without it: 1. Parses `.txt`. 2. Runs the algorithm cited by `spec_ref=` in that file, on that input, in fp32, following every rule in the cited section (reduction order, no FMA, association order, etc. — see `docs/CIS2_SPEC_v0.2.md` §§1–3 for the general rules that apply throughout, not just the cited section). 3. Compares the output bit patterns against `.expected`'s `out_bits`. ## Vectors ### `rmsnorm_v1` (§8 RMSNorm) - Spec reference: `docs/CIS2_SPEC_v0.2.md` §8 (RMSNorm), which in turn depends on §5.3 (strict left-to-right sequential sum) and §6.1 (`rsqrt` = `1.0f32 / x.sqrt()`, both IEEE-754-mandatory correctly-rounded ops). - `n=8` (deliberately small and hand-checkable; the real model uses `hidden=576`, but the algorithm is length-independent). - Algorithm (verbatim from spec §8): ``` for i in 0..n: sq[i] = x[i] * x[i] ss = sum_seq(sq) # §5.3, strict left-to-right mean = ss / (n as f32) inv = rsqrt(mean + eps) # §6.1: 1.0 / (mean+eps).sqrt() for i in 0..n: scaled = x[i] * inv out[i] = scaled * weight[i] # THIS association, not x[i]*(inv*weight[i]) ``` - `eps_bits=0x3727C5AC` is CIS-2's pinned `EPS_F32` (§2.3: `1.0e-5f64` cast to f32), used everywhere in the spec, not a value specific to this vector. - Input `x` and `gamma` were chosen to be exactly representable in f32 (halves/quarters of small integers), so there is no ambiguity in how `.txt` itself was produced, only in how the RMSNorm arithmetic is carried out. **How this vector was derived** (so it is provably correct, not just asserted): `tests/conformance_rmsnorm.rs` includes `src/math.rs` by path (`sum_seq`, `rsqrt_cr` — the same functions `src/main.rs::rmsnorm` calls for the full-model §13.1 witness digest) and reimplements the §8 loop above verbatim, computes the SHA-256 digest per the convention above, and asserts both the bit patterns and the digest match `vectors/rmsnorm_v1.expected`. Run it with: ``` cargo test --test conformance_rmsnorm ``` This was run once while authoring the vector (see `LOG.md`/commit message for the exact `cargo test` output) to derive `rmsnorm_v1.expected` from the reference implementation; the test now exists as a standing self-check that the fixture stays correct across any future edit to `src/math.rs`. ### `rope_v1` (§7 RoPE table: `inv_freq` + per-position cos/sin) - Spec reference: `docs/CIS2_SPEC_v0.2.md` §7 (RoPE), specifically §7.1 (`inv_freq` construction via the general, theta-general `ln_pinned(rope_theta)` / `exp_pinned` route — not v0.1's hardcoded literal), §7.2 (`inv_freq_table_digest`), and §7.3 (per-position cos/sin table). §7.4 (rotate-half application to a query/key head) is NOT covered by this vector — it is pure elementwise arithmetic given a cos/sin table and is deferred to a future attention-block vector (see "What's missing"). - `head_dim=8` (so `half = head_dim/2 = 4`; deliberately small and hand-checkable, same rationale as `rmsnorm_v1`'s `n=8` — the real model uses `head_dim=64`, but the construction is length-independent). - `rope_theta=10000.0` (`0x461C4000`) — deliberately **not** one of the two model-pinned values (`100000.0` SmolLM2, `1000000.0` Qwen2.5-0.5B) cited in spec §7's "which `rope_theta` values are conformant" note, to exercise the theta-general `ln_pinned` path at an arbitrary value rather than only the two values the spec's own worked examples use. - `positions=0,3` — two hand-sized sequence positions (§7.3's `pos`, cast to f32 exactly), to exercise both the degenerate `pos=0` case (`angle=0` for every `i`, so `cos_v` is all `1.0` and `sin_v` is all `0.0` bit-exactly — a useful sanity check that range reduction doesn't perturb the zero case) and a nonzero case. - `out_bits` layout (20 values, index order): `inv_freq[0..4)`, then `cos_v[0..4)`/`sin_v[0..4)` at `pos=0`, then `cos_v[0..4)`/`sin_v[0..4)` at `pos=3` — see the header comment in `rope_v1.expected` for the exact slice boundaries. - Two digests are pinned: `out_sha256` (this suite's general convention, full output, same as `rmsnorm_v1`) and `inv_freq_table_digest` (raw SHA-256 over only the `inv_freq` values, index order — the same construction as spec §7.2 and `src/main.rs`'s own `inv_freq_table_digest` variable, so this vector can also be checked directly against that specific spec definition). **How this vector was derived**: `tests/conformance_rope.rs` includes `src/math.rs` by path (`ln_pinned`, `exp_pinned`, `cos_pinned`, `sin_pinned` — the same functions `src/main.rs` calls for the full-model inv_freq/cos/sin construction) and reimplements §7.1/§7.2/§7.3 verbatim, then asserts both the per-element bit patterns and both digests match `vectors/rope_v1.expected`. Run it with: ``` cargo test --test conformance_rope ``` This was run once while authoring the vector to derive `rope_v1.expected` from the reference implementation; the test now exists as a standing self-check that the fixture stays correct across any future edit to `src/math.rs`. (An `#[ignore]`d `print_bits_for_generation` test in the same file is not part of the pinned suite; it exists only to regenerate the fixture if the reference math ever changes — run with `cargo test --test conformance_rope print_bits -- --ignored --nocapture`.) ### `exp_pinned_v1` (§6.2 pinned exp(x) polynomial) - Spec reference: `docs/CIS2_SPEC_v0.2.md` §6.2 (the pinned exp(x) route (b) fallback described normatively in `src/math.rs::exp_pinned`'s module doc comment) — the same function used by §7.1's RoPE `inv_freq` construction (already exercised indirectly by `rope_v1` above), §9's softmax, and SiLU's gate. - `n=8` (deliberately small and hand-sized, same rationale as `rmsnorm_v1`'s `n=8` / `rope_v1`'s `head_dim=8`). - Inputs span §6.2's documented accuracy domain `x in [-40,40]` (softmax post-max-sub args <= 0, SiLU gate args, RoPE inv_freq exponents): the two domain endpoints (`-40.0`, `40.0`), mid-range values on each side (`-10.0`, `-1.0`, `10.0`), the two special values `0.0` and `1.0` (`exp(0)=1` exactly is a useful bit-exact sanity check that range reduction doesn't perturb the zero case), and `0.5` for a non-integer, non-zero small positive value. - `out_bits` layout: 8 values, index order matching `x_bits`. - Only the general `out_sha256` convention is pinned here (no table-specific digest, unlike `rope_v1`'s `inv_freq_table_digest`) — `src/math.rs::table_digest()` already covers the exp/sin/cos/ln coefficient tables as a whole (see `EXPECTED_DIGESTS.md`); this vector is about the *function's output* on specific inputs, not the coefficients themselves. **How this vector was derived**: `tests/conformance_exp_pinned.rs` includes `src/math.rs` by path (`exp_pinned` — the same function `src/main.rs`/`src/math.rs::silu_pinned`/`src/math.rs::softmax_seq` call) and evaluates it directly on each `x_bits` input, computes the SHA-256 digest per the convention above, and asserts both the bit patterns and the digest match `vectors/exp_pinned_v1.expected`. Run it with: ``` cargo test --test conformance_exp_pinned ``` This was run once while authoring the vector (see `LOG.md`/commit message for the exact `cargo test` output) to derive `exp_pinned_v1.expected` from the reference implementation; the test now exists as a standing self-check that the fixture stays correct across any future edit to `src/math.rs`. (An `#[ignore]`d `print_bits_for_generation` test in the same file is not part of the pinned suite; it exists only to regenerate the fixture if the reference math ever changes — run with `cargo test --test conformance_exp_pinned print_bits -- --ignored --nocapture`.) ### `attention_block_v1` (§9.2 Score, §9.3 Softmax, §9.4 V-mix) - Spec reference: `docs/CIS2_SPEC_v0.2.md` §9.2 (score: `dot_seq(q_head, k_j) * rsqrt(head_dim)`, the multiply by scale applied *after* the dot, as a separate op), §9.3 (softmax, in place), §9.4 (V-mix: for each output dim, a strict left-to-right accumulation of `scores[j] * v[j][d]`). RoPE (§7, already covered by `rope_v1` above) is assumed already applied to the `q_head`/`k_bits` inputs, per §9.1's ordering (RoPE happens before scoring) — this vector starts from already-rotated q/k, as the spec's own §9.2 step does. - `head_dim=8`, `seq_len=3` (deliberately small and hand-sized, same rationale as the other vectors above; the real model uses `head_dim=64` and a much longer causal cache, but the algorithm is length-independent). Every cached position `j = 0..=pos` (`pos = seq_len - 1`) is attended (causal, current step). - GQA's `kv_head = qh / group` head-to-KV-head mapping (§9's opening paragraph) is a pure indexing detail on top of this same per-head arithmetic, not additional numeric behavior, so this vector covers exactly one query head against its already-selected KV cache and does not separately exercise the mapping. - `out_bits` layout: `head_dim=8` values, `out_head[0..head_dim)`, index order. **How this vector was derived**: `tests/conformance_attention_block.rs` includes `src/math.rs` by path (`dot_seq`, `rsqrt_cr`, `softmax_seq` — the same functions `src/main.rs`'s per-layer attention loop calls) and reimplements the §9.2/§9.3/§9.4 pipeline above verbatim, computes the SHA-256 digest per the convention above, and asserts both the bit patterns and the digest match `vectors/attention_block_v1.expected`. Run it with: ``` cargo test --test conformance_attention_block ``` This was run once while authoring the vector to derive `attention_block_v1.expected` from the reference implementation; the test now exists as a standing self-check that the fixture stays correct across any future edit to `src/math.rs`. (An `#[ignore]`d `print_bits_for_generation` test in the same file is not part of the pinned suite; it exists only to regenerate the fixture if the reference math ever changes — run with `cargo test --test conformance_attention_block print_bits -- --ignored --nocapture`.) ### `matvec_v1` (§5.2 Matvec) - Spec reference: `docs/CIS2_SPEC_v0.2.md` §5.2 (matvec: `y[o] = dot_seq(w[o,:], x)` for each output row `o`), which in turn depends on §5.1 (strict left-to-right sequential dot product). - `out_features=3`, `in_features=3` (deliberately small and hand-sized, same rationale as the other vectors above). - Row 0 of `w` is §5.1's own worked order-sensitivity example verbatim (`[1e8, 1.0, -1e8]` dotted against `x = [1,1,1]`), which must give exactly `0.0_f32` (the `1.0` term is lost to rounding against the `1e8` partial sum) — a conforming implementation MUST reproduce this exact cancellation, not just "close". Rows 1 and 2 use small exactly-representable values. - `out_bits` layout: 3 values, `y[0]` (the §5.1 example, must be exactly `0x00000000`), `y[1]`, `y[2]`. **How this vector was derived**: `tests/conformance_matvec.rs` includes `src/math.rs` by path (`dot_seq` — the same function `src/main.rs`'s per-layer projections/MLP/lm_head calls use) and reimplements §5.2's per-row matvec verbatim, computes the SHA-256 digest per the convention above, and asserts both the bit patterns and the digest match `vectors/matvec_v1.expected`. Run it with: ``` cargo test --test conformance_matvec ``` This was run once while authoring the vector to derive `matvec_v1.expected` from the reference implementation; the test now exists as a standing self-check that the fixture stays correct across any future edit to `src/math.rs`. (An `#[ignore]`d `print_bits_for_generation` test in the same file is not part of the pinned suite; it exists only to regenerate the fixture if the reference math ever changes — run with `cargo test --test conformance_matvec print_bits -- --ignored --nocapture`.) ## The `cis2-conformance` CLI `src/bin/cis2_conformance.rs` implements the stdin/stdout protocol documented in `PROTOCOL.md`: given a path to a third-party binary, it runs every vector above against that binary (one invocation per vector, vector's `op=` value as argv, `.txt` content on stdin, `out_sha256=...` expected on stdout) and reports PASS/FAIL per vector plus a summary. See `PROTOCOL.md` for the full wire contract. `src/bin/cis2_conformance_reference_candidate.rs` is a reference candidate binary (reusing `src/math.rs` directly, unlike a real third-party candidate) that exists only to smoke-test `cis2-conformance` itself against a known-good implementation; it is not part of the advertised protocol surface. ``` cargo run --release --bin cis2-conformance -- /path/to/your-binary ``` ## What's missing (next pass, E21 continues) Not yet done: - RoPE §7.4 rotation vector (apply a pinned cos/sin table to a hand-sized query/key head slice — pure elementwise arithmetic, not covered by `rope_v1` above; `attention_block_v1` above assumes RoPE already applied rather than exercising the rotation step itself). - A dual-ISA (x86_64/aarch64) CI job that runs this suite against the in-repo reference implementation on both ISAs, the same way `scripts/self_check.sh` / CI already does for the full §13.1 vector (explicitly out of scope for this pass).