| # bankml 0.2.11 release gate — 2026-09-29T21:13:57Z |
| # rustc 1.95.0 (59807616e 2026-04-14) · AMD Ryzen 3 3200U with Radeon Vega Mobile Gfx · 4 threads |
| unittests: test result: ok. 54 passed; 0 failed; 28 ignored; 0 measured; 0 filtered out; finished in 0.66s |
| testing/cli.rs: test result: ok. 6 passed; 0 failed; 0 ignored; 0 measured; 0 filtered out; finished in 0.14s |
| clippy: clean |
| spdx: 51/51 files carry the licence of their layer |
| ok need_more |
| ui data layer: all ok |
| postgres connector (throwaway cluster): all ok |
| iNFT mint and load (throwaway anvil devnet): all ok |
| model importer (loopback source; carrier on spare ports): all ok |
| 28/28 agree |
| ## oracle_tokenizer |
| tokenizer oracle: 4258 of 4258 cases token-identical to llama.cpp b11192 |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 0.64s |
| ## oracle_chat_template |
| chat-template oracle: 317 of 317 conversations byte-identical to llama.cpp b11192 |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 0.01s |
| ## oracle_forward_embed_norm |
| forward oracle: inp_embd 300 of 300 rows and attn_norm-0 300 of 300 rows bit-exact against the shipped ggml b11192 |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 0.22s |
| ## oracle_forward_qkv_rope |
| forward oracle: layer-0 Qcur/Kcur/Vcur 140 of 140 rows (28 tokens at positions 0–27 and 7–63214, YaRN attn_factor 1) bit-exact against the shipped ggml b11192 |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 0.18s |
| ## oracle_forward_attention |
| forward oracle: layer-0 kqv_out/attn_out/ffn_inp/l_out 112 of 112 rows (28 tokens, causal, f16 K/V) bit-exact against the shipped ggml b11192 |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 0.57s |
| ## oracle_forward_attention_tiled |
| forward oracle: tiled flash attention 150 of 150 rows bit-exact against the shipped ggml b11192 (the reference kernel would match 1) |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 2.28s |
| ## oracle_forward_attention_split |
| forward oracle: split-KV flash attention 14 of 14 decode rows (257–1,000 cells, 3 and 4 threads) bit-exact against the shipped ggml b11192 |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 1.34s |
| ## oracle_forward_swiglu_sweep |
| forward oracle: swiglu 24600 of 24600 values bit-exact against the shipped ggml b11192 (±120 and the edges) |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 0.01s |
| ## oracle_forward_model |
| forward oracle: Bonsai-8B-Q1_0: whole model 1064 of 1064 rows (36 layers' l_out, result_norm, logits × 28 tokens; greedy token 28 of 28) bit-exact against the shipped ggml b11192 — 20.0 s, 4 threads |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 20.18s |
| ## oracle_forward_model_ternary |
| forward oracle: Ternary-Bonsai-8B-Q2_0_g64: whole model 1064 of 1064 rows (36 layers' l_out, result_norm, logits × 28 tokens; greedy token 28 of 28) bit-exact against the shipped ggml b11192 — 18.2 s, 4 threads |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 18.48s |
| ## oracle_greedy_llama_server |
| greedy oracle: Bonsai-8B-Q1_0: 6 of 6 chat prompts generate llama-server b11192's tokens exactly (164 tokens, ends of turn included) — 218 s, 4 threads |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 217.78s |
| ## oracle_greedy_llama_server_ternary |
| greedy oracle: Ternary-Bonsai-8B-Q2_0_g64: 6 of 6 chat prompts generate llama-server b11192's tokens exactly (140 tokens, ends of turn included) — 156 s, 4 threads |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 156.66s |
| ## oracle_greedy_llama_server_long |
| greedy oracle: long-Bonsai-8B-Q1_0: 6 of 6 chat prompts generate llama-server b11192's tokens exactly (117 tokens, ends of turn included) — 506 s, 4 threads |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 506.03s |
| ## oracle_greedy_llama_server_deep |
| greedy oracle: deep-Bonsai-8B-Q1_0: 3 of 3 chat prompts generate llama-server b11192's tokens exactly (600 tokens, ends of turn included) — 912 s, 4 threads |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 912.30s |
| ## oracle_sample_llama_server |
| sample oracle: 40 of 40 seeded continuations identical to llama-server b11192's (1175 tokens; top-k, top-p, min-p, temperature, the mt19937 draw) |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 705.02s |
| ## oracle_ggml_b11192_real_bonsai_1_7b |
| oracle: 197 tensors / 1719904256 weights dequantized bit-exact; 788 q8_0 rows byte-exact; 788 vec_dot and vec_dot_act bit-exact vs ggml AVX2; generic port == ggml generic in 788/788 |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 11.03s |
| ## oracle_ggml_b11192_real_bonsai_8b_q1_0 |
| oracle: 254 tensors / 8188239872 weights dequantized bit-exact; 762 q8_0 rows byte-exact; 762 vec_dot and vec_dot_act bit-exact vs ggml AVX2; generic port == ggml generic in 762/762 |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 41.43s |
| ## oracle_ggml_b11192_real_ternary_bonsai_8b |
| oracle: 254 Q2_0 tensors / 8188239872 weights dequantized bit-exact; 762 q8_0 rows byte-exact; 762 vec_dot_ref, vec_dot_act (AVX2) and scalar bit-exact vs ggml haswell; no-FMA model == ggml x64 in 762/762 |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 41.01s |
| ## ab_vs_ggml |
| GEMV 12288x4096, ns/block min/median: bankml mat_vec 9.79/22.26 (1.052x ggml median) |
| GEMV 12288x4096, ns/block min/median: ggml b11192 10.29/23.42 | bankml vec_dot 10.83/24.20 (0.968x) | bankml vec_dot_act 9.82/21.85 (1.072x) |
| prefill 1024x4096 x 32 cols, ns/(block·col) min/median: ggml per-pair 9.92/10.12 | bankml 1x4 tile 9.13/9.21 (1.099x) | bankml Q8Act tile 8.18/8.25 (1.226x) |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 1.40s |
| ## ab_vs_ggml_q2_0 |
| decode GEMV, 1 thread, ns/block (64 weights) min/median, ms/matmul = median: |
| blk.0.attn_q.weight 4096x4096 ggml 34.05/ 34.43 ( 9.0 ms) | bankml 3.53/ 3.55 ( 0.9 ms) | 9.71x |
| blk.0.attn_k.weight 1024x4096 ggml 33.81/ 34.11 ( 2.2 ms) | bankml 3.45/ 3.51 ( 0.2 ms) | 9.71x |
| blk.0.attn_output.weight 4096x4096 ggml 34.03/ 34.28 ( 9.0 ms) | bankml 3.49/ 3.55 ( 0.9 ms) | 9.67x |
| blk.0.ffn_gate.weight 12288x4096 ggml 34.16/ 34.87 ( 27.4 ms) | bankml 3.52/ 3.60 ( 2.8 ms) | 9.68x |
| blk.0.ffn_down.weight 4096x12288 ggml 33.99/ 34.17 ( 26.9 ms) | bankml 3.51/ 3.56 ( 2.8 ms) | 9.59x |
| output.weight 151669x4096 ggml 34.44/ 34.79 ( 337.7 ms) | bankml 3.60/ 3.61 ( 35.1 ms) | 9.63x |
| activation n=4096: q8_0 quantize 27.2 µs + bankml layout 6.9 µs (median) |
| activation n=12288: q8_0 quantize 97.4 µs + bankml layout 19.9 µs (median) |
| prefill 1024x4096 x 32 cols, ns/(block·col) min/median: ggml per-pair 34.70/38.06 | bankml mat_vec per column 3.49/3.57 (10.67x) | bankml 1x4 tile 2.77/2.86 (13.32x) |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 4.80s |
| ## bench_q1_0_prefill_act |
| prefill 1024x4096 x 32 ns/(block·col) min/median: 1x4 (q8 bytes) 9.58/10.08 | 1x4 sel (Q8Act) 8.19/8.24 (1.223x) |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 0.18s |
| ## bench_memory_floor |
| 1 thread(s): 16.50 GB/s read → floor for one ternary token (2.13 GB) 0.129 s, one 1-bit token (1.06 GB) 0.064 s |
| 2 thread(s): 17.35 GB/s read → floor for one ternary token (2.13 GB) 0.123 s, one 1-bit token (1.06 GB) 0.061 s |
| 3 thread(s): 17.21 GB/s read → floor for one ternary token (2.13 GB) 0.124 s, one 1-bit token (1.06 GB) 0.062 s |
| 4 thread(s): 16.90 GB/s read → floor for one ternary token (2.13 GB) 0.126 s, one 1-bit token (1.06 GB) 0.063 s |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 1.66s |
| ## decode_budget_q1_0 |
| decode budget: 253 Q1_0 matmuls, 7567003648 weights (1.06 GB of blocks) per token |
| 1 thread(s): ggml b11192 0.604/0.622 s/token (min/median) | bankml 0.602/0.609 | 1.02x | matmul-only ceiling ggml 1.66, bankml 1.66 tok/s |
| 2 thread(s): ggml b11192 0.406/0.412 s/token (min/median) | bankml 0.411/0.473 | 0.87x | matmul-only ceiling ggml 2.46, bankml 2.43 tok/s |
| 3 thread(s): ggml b11192 0.348/0.354 s/token (min/median) | bankml 0.339/0.424 | 0.84x | matmul-only ceiling ggml 2.87, bankml 2.95 tok/s |
| 4 thread(s): ggml b11192 0.332/0.335 s/token (min/median) | bankml 0.340/0.348 | 0.96x | matmul-only ceiling ggml 3.01, bankml 2.94 tok/s |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 14.32s |
| ## decode_budget_q2_0 |
| decode budget: 253 Q2_0 matmuls, 7567003648 weights (2.13 GB of blocks) per token |
| 1 thread(s): ggml b11192 4.210/4.261 s/token (min/median) | bankml 0.430/0.472 s/token | 9.79x | matmul-only ceiling ggml 0.24, bankml 2.33 tok/s |
| attn_k ggml 0.087 s bankml 0.009 s (mean of 3 passes) |
| attn_output ggml 0.339 s bankml 0.036 s (mean of 3 passes) |
| attn_q ggml 0.338 s bankml 0.037 s (mean of 3 passes) |
| attn_v ggml 0.084 s bankml 0.009 s (mean of 3 passes) |
| ffn_down ggml 1.022 s bankml 0.108 s (mean of 3 passes) |
| ffn_gate ggml 1.021 s bankml 0.109 s (mean of 3 passes) |
| ffn_up ggml 1.016 s bankml 0.110 s (mean of 3 passes) |
| output ggml 0.400 s bankml 0.040 s (mean of 3 passes) |
| 3 thread(s): ggml b11192 2.154/2.312 s/token (min/median) | bankml 0.229/0.241 s/token | 9.39x | matmul-only ceiling ggml 0.46, bankml 4.36 tok/s |
| attn_k ggml 0.046 s bankml 0.005 s (mean of 3 passes) |
| attn_output ggml 0.183 s bankml 0.020 s (mean of 3 passes) |
| attn_q ggml 0.182 s bankml 0.021 s (mean of 3 passes) |
| attn_v ggml 0.047 s bankml 0.006 s (mean of 3 passes) |
| ffn_down ggml 0.544 s bankml 0.057 s (mean of 3 passes) |
| ffn_gate ggml 0.542 s bankml 0.059 s (mean of 3 passes) |
| ffn_up ggml 0.540 s bankml 0.059 s (mean of 3 passes) |
| output ggml 0.179 s bankml 0.021 s (mean of 3 passes) |
| . |
| test result: ok. 1 passed; 0 failed; 0 ignored; 0 measured; 81 filtered out; finished in 31.34s |
| # gate done |
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