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aneforge
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ane-rooflines

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apple-neural-engine
apple-silicon
roofline
hardware
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ANE roofline + numeric-cliff data (4 community machines)

Browse files
Files changed (7) hide show
  1. README.md +76 -0
  2. ROOFLINES.md +46 -0
  3. raw/roofline-apple-m1-MacBookPro17_1-dcf5b8a7dd09-b1ab0125.json +2356 -0
  4. raw/roofline-apple-m1-max-MacBookPro18_2-8dc9588b5db6-2d0173cb.json +2440 -0
  5. raw/roofline-apple-m2-pro-Mac14_12-723396ad9091-370b3d53.json +2347 -0
  6. raw/roofline-apple-m5-pro-Mac17_8-c38210cfc8ea-a154b89e.json +0 -0
  7. rooflines.csv +5 -0
README.md ADDED
@@ -0,0 +1,76 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: mit
3
+ pretty_name: ANE Rooflines
4
+ tags:
5
+ - benchmark
6
+ - apple-neural-engine
7
+ - apple-silicon
8
+ - roofline
9
+ - hardware
10
+ size_categories:
11
+ - n<1K
12
+ configs:
13
+ - config_name: default
14
+ data_files: rooflines.csv
15
+ ---
16
+
17
+ # ANE Rooflines
18
+
19
+ Cross-Apple-Silicon performance and fp16-correctness measurements for the Apple
20
+ Neural Engine (ANE), collected with [ANEForge](https://github.com/sbryngelson/ANEForge).
21
+ Each row is one machine (grouped by hardware hash; identical silicon in different
22
+ chassis stays distinct by model identifier).
23
+
24
+ These are **community-contributed submissions** mirrored from the public
25
+ [`bench/results/rooflines/`](https://github.com/sbryngelson/ANEForge/tree/main/bench/results/rooflines)
26
+ in the repo. The full per-size sweeps live in `raw/`; `rooflines.csv` is the flattened
27
+ headline table; `ROOFLINES.md` is the human-readable version.
28
+
29
+ ```python
30
+ from datasets import load_dataset
31
+ ds = load_dataset("aneforge/ane-rooflines") # the flattened headline table
32
+ ```
33
+
34
+ ## Columns
35
+
36
+ | column | meaning |
37
+ | --- | --- |
38
+ | `chip`, `model_identifier`, `hardware_hash` | machine identity |
39
+ | `p_cores`, `e_cores`, `gpu_cores`, `ram_gb` | CPU perf/efficiency cores, GPU cores, unified memory |
40
+ | `macos_version`, `macos_build`, `aneforge_version` | software the run was recorded under |
41
+ | `power` | `ac`, `ac (high-power)`, or `battery` at run time |
42
+ | `contributor` | GitHub handle who submitted the run |
43
+ | `peak_fp16_gemm_tflops` | **headline compute** peak (measured on every machine) |
44
+ | `bandwidth_gbps`, `ridge_flop_per_byte` | streaming bandwidth and the ridge point |
45
+ | `peak_perf_per_w_gflops` | peak GFLOP/s per watt |
46
+ | `decode_tok_s` | single-stream LLM decode throughput |
47
+ | `matmul_inf_cliff`, `slice_x16_cliff`, `reduce_exact_sum` | fp16 correctness cliffs (magnitudes where the engine silently returns a wrong answer) |
48
+ | `timestamp_utc` | when the run was recorded |
49
+
50
+ ## Reading notes
51
+
52
+ - **`peak_fp16_gemm_tflops` is the most robust cross-chip number.** Bandwidth/ridge come
53
+ from a streaming sweep and are more dispatch-overhead-sensitive on smaller/older parts,
54
+ so treat them as indicative.
55
+ - **`decode_tok_s` currently reports only on A16+ (e.g. M5).** The decode benchmark's
56
+ 32000-vocab head exceeded the 16384 max matmul dimension on the A13-A15 families; a
57
+ tiled head fixes this and the older machines re-run to populate it. Blank means the run
58
+ predates the tiled head, not that the chip cannot decode.
59
+ - **Correctness cliffs are magnitude thresholds, independent of clock**, so they are valid
60
+ even on battery. `matmul` ~ `fp16_max/2` (~32752); `slice` clamps `|value|>4094` on
61
+ pre-A16 parts and is exact on A16+; `reduce` is bit-exact for integer sums up to 2048.
62
+
63
+ ## Contribute your chip
64
+
65
+ Run the suite on any Apple Silicon Mac and open a PR:
66
+
67
+ ```sh
68
+ PYTHONPATH=. python3 bench/roofline_suite.py --contributor <your-gh-handle>
69
+ ```
70
+
71
+ See the [roofline drive](https://github.com/sbryngelson/ANEForge/issues/137). More chip
72
+ generations sharpen the per-family map.
73
+
74
+ ## Cite
75
+
76
+ > Bryngelson, S. H. *ANEForge: Python for direct computation on the Apple Neural Engine.* arXiv:2606.17090 (2026).
ROOFLINES.md ADDED
@@ -0,0 +1,46 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!-- generated by bench/aggregate_rooflines.py; do not edit by hand -->
2
+ # ANE roofline results
3
+
4
+ Accumulated across **4 machine(s)**, 4 submission(s). Each row is a distinct machine (grouped by hardware hash; identical silicon in different chassis stays separate by model identifier).
5
+
6
+ Add yours: `PYTHONPATH=. python3 bench/roofline_suite.py --contributor <your-gh-handle>`, commit the JSON it writes under `bench/results/rooflines/`, regenerate this file with `python3 bench/aggregate_rooflines.py`, and open a PR. See [`rooflines/README.md`](rooflines/README.md).
7
+
8
+ Thanks to [@axiom-of-choice](https://github.com/axiom-of-choice), [@diegobauavi](https://github.com/diegobauavi), [@sbryngelson](https://github.com/sbryngelson) for contributing datapoints.
9
+
10
+ ## Machines
11
+
12
+ | Chip | Model | CPU (P+E) | GPU | Memory | macOS | Power | Code (main merge-base) | By | Runs |
13
+ | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
14
+ | Apple M1 | MacBookPro17,1 | 4+4 | 8 | 16 GB unified | 26.5.2 (25F84) | ac | 263e02ff1898 | [@diegobauavi](https://github.com/diegobauavi) | 1 |
15
+ | Apple M1 Max | MacBookPro18,2 | 8+2 | 32 | 32 GB unified | 26.5.1 (25F80) | ac (high-power) | d6de5315b059 | [@sbryngelson](https://github.com/sbryngelson) | 1 |
16
+ | Apple M2 Pro | Mac14,12 | 6+4 | 16 | 32 GB unified | 26.5.2 (25F84) | ac | 263e02ff1898 (+1) | [@axiom-of-choice](https://github.com/axiom-of-choice) | 1 |
17
+ | Apple M5 Pro | Mac17,8 | 6+12 | 20 | 48 GB unified | 26.5.1 (25F80) | ac (high-power) | 55a1c6afdad3 (dirty) | [@sbryngelson](https://github.com/sbryngelson) | 1 |
18
+
19
+ ## Numeric cliffs (correctness rooflines)
20
+
21
+ Where fp16 math on the engine silently goes wrong (issue #115, docs/cross-chip.md). These are magnitude thresholds, independent of clock, so they are valid even on battery.
22
+
23
+ | Chip | Model | matmul inf-cliff | slice-x16 (Q.4 crop-DMA) | reduce exact-sum |
24
+ | --- | --- | --- | --- | --- |
25
+ | Apple M1 | MacBookPro17,1 | ~32759 | clamp @ 4094 | <= 2048 |
26
+ | Apple M1 Max | MacBookPro18,2 | ~32759 | clamp @ 4094 | <= 2048 |
27
+ | Apple M2 Pro | Mac14,12 | ~32759 | clamp @ 4094 | <= 2048 |
28
+ | Apple M5 Pro | Mac17,8 | ~32759 | exact (no clamp) | <= 2048 |
29
+
30
+ _matmul: output magnitude that flips finite->inf (~fp16_max/2). slice: the pre-A16 crop-DMA clamps |value|>4094; 'exact' means the clamp is gone (A16/M5). reduce: largest all-exact integer row-sum (fp16 grid coarsens past 2048)._
31
+
32
+ ## Performance rooflines (headline)
33
+
34
+ Peak ANE numbers only; the full per-size sweeps, all-engine comparison, and per-rail watts live in each machine's JSON under `perf_rooflines`. Perf depends on power/thermals, so the state is shown per row.
35
+
36
+ **Peak fp16 GEMM (TF/s)** is the headline compute number -- measured directly on every machine and the most robust cross-chip comparison. Bandwidth/ridge come from the streaming sweep and are more dispatch-overhead-sensitive on smaller/older parts, so read them as indicative. Decode is migrating to a tiled vocab head (#181); see the note under the table.
37
+
38
+ | Chip | Model | Peak fp16 GEMM (TF/s) | Bandwidth (GB/s) | Ridge (FLOP/byte) | Peak perf/W (GF/s/W) | Decode @b1 (tok/s) | Power |
39
+ | --- | --- | --- | --- | --- | --- | --- | --- |
40
+ | Apple M1 | MacBookPro17,1 | 2.7 | 0.86 | 3149 | 442 | n/a | ac |
41
+ | Apple M1 Max | MacBookPro18,2 | 4.6 | 6.9 | 659 | 918 | n/a | ac (high-power) |
42
+ | Apple M2 Pro | Mac14,12 | 3.3 | 0.96 | 3404 | 1379 | n/a | ac |
43
+ | Apple M5 Pro | Mac17,8 | 10.0 | 24 | 418 | 918 | 117 | ac (high-power) |
44
+
45
+ _`n/a` decode = a stale datapoint from before the tiled vocab head (#181). The old untiled 32000-vocab lm_head exceeds the 16384 max matmul dimension on the A13-A15 families, so only A16+ (M5) reported. The tiled head fixes this; the older machines re-run to populate it. Until then, use **Peak fp16 GEMM (TF/s)** as the headline._
46
+
raw/roofline-apple-m1-MacBookPro17_1-dcf5b8a7dd09-b1ab0125.json ADDED
@@ -0,0 +1,2356 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "suite": "roofline",
3
+ "schema_version": 2,
4
+ "contributor": "diegobauavi",
5
+ "machine": {
6
+ "hardware": {
7
+ "model_identifier": "MacBookPro17,1",
8
+ "chip": "Apple M1",
9
+ "physical_cpu": 8,
10
+ "p_cores": 4,
11
+ "e_cores": 4,
12
+ "gpu_cores": 8,
13
+ "memory_architecture": "unified",
14
+ "ram_gb": 16,
15
+ "ram_bytes": 17179869184,
16
+ "ane_rated_tops": 11.0
17
+ },
18
+ "hardware_hash": "dcf5b8a7dd09",
19
+ "environment": {
20
+ "model_name": "MacBook Pro",
21
+ "macos_version": "26.5.2",
22
+ "macos_build": "25F84",
23
+ "aneforge_version": "0.2.1.dev42",
24
+ "aneforge_git": {
25
+ "commit": "263e02ff189874793481252ec0c5ffaef877e114",
26
+ "short": "263e02ff1898",
27
+ "branch": "main",
28
+ "dirty": false,
29
+ "main": {
30
+ "ref": "origin/main",
31
+ "merge_base": "263e02ff189874793481252ec0c5ffaef877e114",
32
+ "merge_base_short": "263e02ff1898",
33
+ "commits_ahead": 0,
34
+ "commits_behind": 0
35
+ }
36
+ },
37
+ "power": {
38
+ "source": "ac",
39
+ "is_laptop": true,
40
+ "energy_mode": {
41
+ "mode": "automatic",
42
+ "raw": 0,
43
+ "key": "lowpowermode"
44
+ },
45
+ "battery_pct": 80,
46
+ "battery_state": "charging"
47
+ },
48
+ "gpu_wired_limit_mb": 0,
49
+ "thermal_state": "nominal",
50
+ "have_sudo": true,
51
+ "timestamp_utc": "2026-08-01T20:23:15Z",
52
+ "sudo_authorized": true
53
+ },
54
+ "run_id": "b1ab0125"
55
+ },
56
+ "numeric_cliffs": {
57
+ "plane": "numeric",
58
+ "matmul_saturation": {
59
+ "metric": "output_magnitude_inf_cliff",
60
+ "expected": 32752,
61
+ "by_K": [
62
+ {
63
+ "cliff": 32758.8,
64
+ "K": 4,
65
+ "expected": 32752
66
+ },
67
+ {
68
+ "cliff": 32758.8,
69
+ "K": 8,
70
+ "expected": 32752
71
+ },
72
+ {
73
+ "cliff": 32758.8,
74
+ "K": 32,
75
+ "expected": 32752
76
+ },
77
+ {
78
+ "cliff": 32758.8,
79
+ "K": 64,
80
+ "expected": 32752
81
+ },
82
+ {
83
+ "cliff": 32758.8,
84
+ "K": 128,
85
+ "expected": 32752
86
+ }
87
+ ]
88
+ },
89
+ "slice_saturation": {
90
+ "metric": "sliced_value_inf_cliff",
91
+ "cliff": 4094.1,
92
+ "expected_pre_a16": 4094,
93
+ "interpretation": "None == exact (A16/M5); a number == the pre-A16 clamp"
94
+ },
95
+ "reduce_exactness": {
96
+ "metric": "last_all_exact_integer_row_sum",
97
+ "expected_boundary": 2048,
98
+ "n_terms": 8,
99
+ "last_all_exact": 2048,
100
+ "first_wrong": {
101
+ "target": 2049,
102
+ "got": 2050.0
103
+ }
104
+ }
105
+ },
106
+ "perf_rooflines": [
107
+ {
108
+ "script": "device_saturation_sweep.py",
109
+ "result_file": "device_saturation_sweep_results.json",
110
+ "returncode": 0,
111
+ "seconds": 403.2,
112
+ "summary": {
113
+ "gemm": [
114
+ {
115
+ "N": 512,
116
+ "gflop": 0.268435456,
117
+ "devices": {
118
+ "CPU": {
119
+ "dtype": "fp32",
120
+ "lat_ms": 0.21712493617087603,
121
+ "gflops": 1236.317950089081,
122
+ "relerr": 4.0286235201554195e-07,
123
+ "power": {
124
+ "active_pkg_W": 7.7645,
125
+ "active_pkg_cv_pct": 2.0410558951082427,
126
+ "iter_ms": 0.22014692194380334,
127
+ "n_pm_samples": 8,
128
+ "ane_active_mW": 0.0,
129
+ "gpu_active_mW": 1.5,
130
+ "cpu_active_mW": 7748.0,
131
+ "flags": [
132
+ "only 8 pm samples - short window, treat as indicative"
133
+ ],
134
+ "gflops_sustained": 1219.3468508659105,
135
+ "perf_per_W": 157.04125840246127
136
+ }
137
+ },
138
+ "GPU": {
139
+ "dtype": "fp16",
140
+ "lat_ms": 0.47774997074157,
141
+ "gflops": 561.87435361499,
142
+ "relerr": 0.0003590542849354668,
143
+ "power": {
144
+ "active_pkg_W": 2.043,
145
+ "active_pkg_cv_pct": 13.31663726654169,
146
+ "iter_ms": 0.6375671178284343,
147
+ "n_pm_samples": 8,
148
+ "ane_active_mW": 0.0,
149
+ "gpu_active_mW": 1579.0,
150
+ "cpu_active_mW": 417.0,
151
+ "flags": [
152
+ "only 8 pm samples - short window, treat as indicative"
153
+ ],
154
+ "gflops_sustained": 421.03089775755103,
155
+ "perf_per_W": 206.08462934779786
156
+ }
157
+ },
158
+ "ANE": {
159
+ "dtype": "fp16",
160
+ "lat_ms": 0.7555420743301511,
161
+ "gflops": 355.2885605186047,
162
+ "relerr": 0.0025780039702379166,
163
+ "power": {
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1233
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1298
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1316
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1320
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1326
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+ "ane_err": "RuntimeError: ane_e5rt_program_compile failed (mil=/Users/diegobautistaaviles/Models/.aneforge-cache/f4e66bff1746589c0ee1c4a8/model.mil, mask=0x4). See stderr for the actual Espresso error.",
1329
+ "cpu_gbps": 3.097796957453317,
1330
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1332
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1333
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1339
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1340
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1341
+ "ane_err": "RuntimeError: ane_e5rt_program_compile failed (mil=/Users/diegobautistaaviles/Models/.aneforge-cache/b0b6bcd88301a762baa4cc10/model.mil, mask=0x4). See stderr for the actual Espresso error.",
1342
+ "cpu_gbps": 3.0846214571045922,
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1355
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1356
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1362
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1370
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1372
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1375
+ ],
1376
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1386
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1387
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1388
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1389
+ "loaded_pkg_W": 4.4455,
1390
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1391
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1392
+ "active_pkg_min_W": 4.297,
1393
+ "active_pkg_p90_W": 4.372,
1394
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1395
+ "flags": [
1396
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1397
+ ],
1398
+ "gbps_loop": 3.007874361285173,
1399
+ "gbps_per_W": 0.6920221698573963
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+ }
1401
+ }
1402
+ }
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1404
+ "coverage": {
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+ "rows": [
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1407
+ "op": "abs",
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+ "set": "_EMIT",
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+ "class": "bandwidth-bound",
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+ "where": "THIS bandwidth roofline"
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+ },
1412
+ {
1413
+ "op": "add",
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+ "set": "_EMIT",
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+ "class": "bandwidth-bound",
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+ "where": "THIS bandwidth roofline"
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+ },
1418
+ {
1419
+ "op": "adds",
1420
+ "set": "_EMIT",
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+ "class": "dispatch/latency-bound",
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+ "where": "floor finding (CPU wins tiny)"
1423
+ },
1424
+ {
1425
+ "op": "affine",
1426
+ "set": "_EMIT",
1427
+ "class": "UNCLASSIFIED",
1428
+ "where": "!! add to a class"
1429
+ },
1430
+ {
1431
+ "op": "atan",
1432
+ "set": "_EMIT",
1433
+ "class": "UNCLASSIFIED",
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+ "where": "!! add to a class"
1435
+ },
1436
+ {
1437
+ "op": "avg_pool",
1438
+ "set": "_EMIT",
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+ "class": "bandwidth-bound",
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+ "where": "THIS bandwidth roofline"
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+ },
1442
+ {
1443
+ "op": "batch_norm",
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+ "set": "_EMIT",
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+ "class": "bandwidth-bound",
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+ "where": "THIS bandwidth roofline"
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+ },
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+ {
1449
+ "op": "bmm",
1450
+ "set": "_EMIT",
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+ "class": "compute-bound",
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+ "where": "saturation sweep (GEMM/conv peaks)"
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+ },
1454
+ {
1455
+ "op": "bmm_w",
1456
+ "set": "_EMIT",
1457
+ "class": "UNCLASSIFIED",
1458
+ "where": "!! add to a class"
1459
+ },
1460
+ {
1461
+ "op": "cast",
1462
+ "set": "_EMIT",
1463
+ "class": "UNCLASSIFIED",
1464
+ "where": "!! add to a class"
1465
+ },
1466
+ {
1467
+ "op": "ceil",
1468
+ "set": "_EMIT",
1469
+ "class": "UNCLASSIFIED",
1470
+ "where": "!! add to a class"
1471
+ },
1472
+ {
1473
+ "op": "channel_layer_norm",
1474
+ "set": "_EMIT",
1475
+ "class": "UNCLASSIFIED",
1476
+ "where": "!! add to a class"
1477
+ },
1478
+ {
1479
+ "op": "clamped_relu",
1480
+ "set": "_EMIT",
1481
+ "class": "UNCLASSIFIED",
1482
+ "where": "!! add to a class"
1483
+ },
1484
+ {
1485
+ "op": "clip",
1486
+ "set": "_EMIT",
1487
+ "class": "bandwidth-bound",
1488
+ "where": "THIS bandwidth roofline"
1489
+ },
1490
+ {
1491
+ "op": "concat",
1492
+ "set": "_EMIT",
1493
+ "class": "bandwidth-bound",
1494
+ "where": "THIS bandwidth roofline"
1495
+ },
1496
+ {
1497
+ "op": "const_array",
1498
+ "set": "_EMIT",
1499
+ "class": "UNCLASSIFIED",
1500
+ "where": "!! add to a class"
1501
+ },
1502
+ {
1503
+ "op": "conv",
1504
+ "set": "_EMIT",
1505
+ "class": "compute-bound",
1506
+ "where": "saturation sweep (GEMM/conv peaks)"
1507
+ },
1508
+ {
1509
+ "op": "conv_transpose",
1510
+ "set": "_EMIT",
1511
+ "class": "compute-bound",
1512
+ "where": "saturation sweep (GEMM/conv peaks)"
1513
+ },
1514
+ {
1515
+ "op": "cos",
1516
+ "set": "_EMIT",
1517
+ "class": "bandwidth-bound",
1518
+ "where": "THIS bandwidth roofline"
1519
+ },
1520
+ {
1521
+ "op": "crop",
1522
+ "set": "_EMIT",
1523
+ "class": "UNCLASSIFIED",
1524
+ "where": "!! add to a class"
1525
+ },
1526
+ {
1527
+ "op": "depth_to_space",
1528
+ "set": "_EMIT",
1529
+ "class": "UNCLASSIFIED",
1530
+ "where": "!! add to a class"
1531
+ },
1532
+ {
1533
+ "op": "dynamic_conv",
1534
+ "set": "_EMIT",
1535
+ "class": "UNCLASSIFIED",
1536
+ "where": "!! add to a class"
1537
+ },
1538
+ {
1539
+ "op": "einsum",
1540
+ "set": "_EMIT",
1541
+ "class": "UNCLASSIFIED",
1542
+ "where": "!! add to a class"
1543
+ },
1544
+ {
1545
+ "op": "elu",
1546
+ "set": "_EMIT",
1547
+ "class": "bandwidth-bound",
1548
+ "where": "THIS bandwidth roofline"
1549
+ },
1550
+ {
1551
+ "op": "equal",
1552
+ "set": "_EMIT",
1553
+ "class": "UNCLASSIFIED",
1554
+ "where": "!! add to a class"
1555
+ },
1556
+ {
1557
+ "op": "erf",
1558
+ "set": "_EMIT",
1559
+ "class": "bandwidth-bound",
1560
+ "where": "THIS bandwidth roofline"
1561
+ },
1562
+ {
1563
+ "op": "exp",
1564
+ "set": "_EMIT",
1565
+ "class": "bandwidth-bound",
1566
+ "where": "THIS bandwidth roofline"
1567
+ },
1568
+ {
1569
+ "op": "exp2",
1570
+ "set": "_EMIT",
1571
+ "class": "UNCLASSIFIED",
1572
+ "where": "!! add to a class"
1573
+ },
1574
+ {
1575
+ "op": "expand_dims",
1576
+ "set": "_EMIT",
1577
+ "class": "UNCLASSIFIED",
1578
+ "where": "!! add to a class"
1579
+ },
1580
+ {
1581
+ "op": "flatten2d",
1582
+ "set": "_EMIT",
1583
+ "class": "UNCLASSIFIED",
1584
+ "where": "!! add to a class"
1585
+ },
1586
+ {
1587
+ "op": "floor",
1588
+ "set": "_EMIT",
1589
+ "class": "UNCLASSIFIED",
1590
+ "where": "!! add to a class"
1591
+ },
1592
+ {
1593
+ "op": "gelu",
1594
+ "set": "_EMIT",
1595
+ "class": "bandwidth-bound",
1596
+ "where": "THIS bandwidth roofline"
1597
+ },
1598
+ {
1599
+ "op": "greater",
1600
+ "set": "_EMIT",
1601
+ "class": "UNCLASSIFIED",
1602
+ "where": "!! add to a class"
1603
+ },
1604
+ {
1605
+ "op": "greater_equal",
1606
+ "set": "_EMIT",
1607
+ "class": "UNCLASSIFIED",
1608
+ "where": "!! add to a class"
1609
+ },
1610
+ {
1611
+ "op": "group_norm",
1612
+ "set": "_EMIT",
1613
+ "class": "bandwidth-bound",
1614
+ "where": "THIS bandwidth roofline"
1615
+ },
1616
+ {
1617
+ "op": "instance_norm",
1618
+ "set": "_EMIT",
1619
+ "class": "UNCLASSIFIED",
1620
+ "where": "!! add to a class"
1621
+ },
1622
+ {
1623
+ "op": "inverse",
1624
+ "set": "_EMIT",
1625
+ "class": "UNCLASSIFIED",
1626
+ "where": "!! add to a class"
1627
+ },
1628
+ {
1629
+ "op": "l2_norm",
1630
+ "set": "_EMIT",
1631
+ "class": "bandwidth-bound",
1632
+ "where": "THIS bandwidth roofline"
1633
+ },
1634
+ {
1635
+ "op": "layer_norm",
1636
+ "set": "_EMIT",
1637
+ "class": "bandwidth-bound",
1638
+ "where": "THIS bandwidth roofline"
1639
+ },
1640
+ {
1641
+ "op": "leaky_relu",
1642
+ "set": "_EMIT",
1643
+ "class": "bandwidth-bound",
1644
+ "where": "THIS bandwidth roofline"
1645
+ },
1646
+ {
1647
+ "op": "less",
1648
+ "set": "_EMIT",
1649
+ "class": "UNCLASSIFIED",
1650
+ "where": "!! add to a class"
1651
+ },
1652
+ {
1653
+ "op": "less_equal",
1654
+ "set": "_EMIT",
1655
+ "class": "UNCLASSIFIED",
1656
+ "where": "!! add to a class"
1657
+ },
1658
+ {
1659
+ "op": "linear_activation",
1660
+ "set": "_EMIT",
1661
+ "class": "UNCLASSIFIED",
1662
+ "where": "!! add to a class"
1663
+ },
1664
+ {
1665
+ "op": "local_response_norm",
1666
+ "set": "_EMIT",
1667
+ "class": "UNCLASSIFIED",
1668
+ "where": "!! add to a class"
1669
+ },
1670
+ {
1671
+ "op": "log",
1672
+ "set": "_EMIT",
1673
+ "class": "bandwidth-bound",
1674
+ "where": "THIS bandwidth roofline"
1675
+ },
1676
+ {
1677
+ "op": "logical_not",
1678
+ "set": "_EMIT",
1679
+ "class": "UNCLASSIFIED",
1680
+ "where": "!! add to a class"
1681
+ },
1682
+ {
1683
+ "op": "matmul",
1684
+ "set": "_EMIT",
1685
+ "class": "compute-bound",
1686
+ "where": "saturation sweep (GEMM/conv peaks)"
1687
+ },
1688
+ {
1689
+ "op": "max_pool",
1690
+ "set": "_EMIT",
1691
+ "class": "bandwidth-bound",
1692
+ "where": "THIS bandwidth roofline"
1693
+ },
1694
+ {
1695
+ "op": "maximum",
1696
+ "set": "_EMIT",
1697
+ "class": "bandwidth-bound",
1698
+ "where": "THIS bandwidth roofline"
1699
+ },
1700
+ {
1701
+ "op": "minimum",
1702
+ "set": "_EMIT",
1703
+ "class": "bandwidth-bound",
1704
+ "where": "THIS bandwidth roofline"
1705
+ },
1706
+ {
1707
+ "op": "mul",
1708
+ "set": "_EMIT",
1709
+ "class": "bandwidth-bound",
1710
+ "where": "THIS bandwidth roofline"
1711
+ },
1712
+ {
1713
+ "op": "muls",
1714
+ "set": "_EMIT",
1715
+ "class": "dispatch/latency-bound",
1716
+ "where": "floor finding (CPU wins tiny)"
1717
+ },
1718
+ {
1719
+ "op": "not_equal",
1720
+ "set": "_EMIT",
1721
+ "class": "UNCLASSIFIED",
1722
+ "where": "!! add to a class"
1723
+ },
1724
+ {
1725
+ "op": "pixel_shuffle",
1726
+ "set": "_EMIT",
1727
+ "class": "bandwidth-bound",
1728
+ "where": "THIS bandwidth roofline"
1729
+ },
1730
+ {
1731
+ "op": "pixel_unshuffle",
1732
+ "set": "_EMIT",
1733
+ "class": "bandwidth-bound",
1734
+ "where": "THIS bandwidth roofline"
1735
+ },
1736
+ {
1737
+ "op": "pow",
1738
+ "set": "_EMIT",
1739
+ "class": "bandwidth-bound",
1740
+ "where": "THIS bandwidth roofline"
1741
+ },
1742
+ {
1743
+ "op": "prelu",
1744
+ "set": "_EMIT",
1745
+ "class": "UNCLASSIFIED",
1746
+ "where": "!! add to a class"
1747
+ },
1748
+ {
1749
+ "op": "real_div",
1750
+ "set": "_EMIT",
1751
+ "class": "bandwidth-bound",
1752
+ "where": "THIS bandwidth roofline"
1753
+ },
1754
+ {
1755
+ "op": "reduce_l1_norm",
1756
+ "set": "_EMIT",
1757
+ "class": "UNCLASSIFIED",
1758
+ "where": "!! add to a class"
1759
+ },
1760
+ {
1761
+ "op": "reduce_log_sum",
1762
+ "set": "_EMIT",
1763
+ "class": "UNCLASSIFIED",
1764
+ "where": "!! add to a class"
1765
+ },
1766
+ {
1767
+ "op": "reduce_log_sum_exp",
1768
+ "set": "_EMIT",
1769
+ "class": "UNCLASSIFIED",
1770
+ "where": "!! add to a class"
1771
+ },
1772
+ {
1773
+ "op": "reduce_max",
1774
+ "set": "_EMIT",
1775
+ "class": "bandwidth-bound",
1776
+ "where": "THIS bandwidth roofline"
1777
+ },
1778
+ {
1779
+ "op": "reduce_mean",
1780
+ "set": "_EMIT",
1781
+ "class": "bandwidth-bound",
1782
+ "where": "THIS bandwidth roofline"
1783
+ },
1784
+ {
1785
+ "op": "reduce_min",
1786
+ "set": "_EMIT",
1787
+ "class": "bandwidth-bound",
1788
+ "where": "THIS bandwidth roofline"
1789
+ },
1790
+ {
1791
+ "op": "reduce_sum",
1792
+ "set": "_EMIT",
1793
+ "class": "bandwidth-bound",
1794
+ "where": "THIS bandwidth roofline"
1795
+ },
1796
+ {
1797
+ "op": "reduce_sum_square",
1798
+ "set": "_EMIT",
1799
+ "class": "UNCLASSIFIED",
1800
+ "where": "!! add to a class"
1801
+ },
1802
+ {
1803
+ "op": "relu",
1804
+ "set": "_EMIT",
1805
+ "class": "bandwidth-bound",
1806
+ "where": "THIS bandwidth roofline"
1807
+ },
1808
+ {
1809
+ "op": "relu6",
1810
+ "set": "_EMIT",
1811
+ "class": "bandwidth-bound",
1812
+ "where": "THIS bandwidth roofline"
1813
+ },
1814
+ {
1815
+ "op": "reshape",
1816
+ "set": "_EMIT",
1817
+ "class": "bandwidth-bound",
1818
+ "where": "THIS bandwidth roofline"
1819
+ },
1820
+ {
1821
+ "op": "resize_bilinear",
1822
+ "set": "_EMIT",
1823
+ "class": "UNCLASSIFIED",
1824
+ "where": "!! add to a class"
1825
+ },
1826
+ {
1827
+ "op": "resize_nearest_neighbor",
1828
+ "set": "_EMIT",
1829
+ "class": "UNCLASSIFIED",
1830
+ "where": "!! add to a class"
1831
+ },
1832
+ {
1833
+ "op": "reverse",
1834
+ "set": "_EMIT",
1835
+ "class": "UNCLASSIFIED",
1836
+ "where": "!! add to a class"
1837
+ },
1838
+ {
1839
+ "op": "rms_norm",
1840
+ "set": "_EMIT",
1841
+ "class": "bandwidth-bound",
1842
+ "where": "THIS bandwidth roofline"
1843
+ },
1844
+ {
1845
+ "op": "round",
1846
+ "set": "_EMIT",
1847
+ "class": "UNCLASSIFIED",
1848
+ "where": "!! add to a class"
1849
+ },
1850
+ {
1851
+ "op": "rsqrt",
1852
+ "set": "_EMIT",
1853
+ "class": "bandwidth-bound",
1854
+ "where": "THIS bandwidth roofline"
1855
+ },
1856
+ {
1857
+ "op": "scaled_tanh",
1858
+ "set": "_EMIT",
1859
+ "class": "UNCLASSIFIED",
1860
+ "where": "!! add to a class"
1861
+ },
1862
+ {
1863
+ "op": "select",
1864
+ "set": "_EMIT",
1865
+ "class": "UNCLASSIFIED",
1866
+ "where": "!! add to a class"
1867
+ },
1868
+ {
1869
+ "op": "sigmoid",
1870
+ "set": "_EMIT",
1871
+ "class": "bandwidth-bound",
1872
+ "where": "THIS bandwidth roofline"
1873
+ },
1874
+ {
1875
+ "op": "sigmoid_hard",
1876
+ "set": "_EMIT",
1877
+ "class": "UNCLASSIFIED",
1878
+ "where": "!! add to a class"
1879
+ },
1880
+ {
1881
+ "op": "sign",
1882
+ "set": "_EMIT",
1883
+ "class": "UNCLASSIFIED",
1884
+ "where": "!! add to a class"
1885
+ },
1886
+ {
1887
+ "op": "silu",
1888
+ "set": "_EMIT",
1889
+ "class": "bandwidth-bound",
1890
+ "where": "THIS bandwidth roofline"
1891
+ },
1892
+ {
1893
+ "op": "sin",
1894
+ "set": "_EMIT",
1895
+ "class": "bandwidth-bound",
1896
+ "where": "THIS bandwidth roofline"
1897
+ },
1898
+ {
1899
+ "op": "slice_by_size",
1900
+ "set": "_EMIT",
1901
+ "class": "UNCLASSIFIED",
1902
+ "where": "!! add to a class"
1903
+ },
1904
+ {
1905
+ "op": "softmax",
1906
+ "set": "_EMIT",
1907
+ "class": "bandwidth-bound",
1908
+ "where": "THIS bandwidth roofline"
1909
+ },
1910
+ {
1911
+ "op": "softplus",
1912
+ "set": "_EMIT",
1913
+ "class": "bandwidth-bound",
1914
+ "where": "THIS bandwidth roofline"
1915
+ },
1916
+ {
1917
+ "op": "softsign",
1918
+ "set": "_EMIT",
1919
+ "class": "UNCLASSIFIED",
1920
+ "where": "!! add to a class"
1921
+ },
1922
+ {
1923
+ "op": "space_to_depth",
1924
+ "set": "_EMIT",
1925
+ "class": "UNCLASSIFIED",
1926
+ "where": "!! add to a class"
1927
+ },
1928
+ {
1929
+ "op": "split",
1930
+ "set": "_EMIT",
1931
+ "class": "UNCLASSIFIED",
1932
+ "where": "!! add to a class"
1933
+ },
1934
+ {
1935
+ "op": "sqrt",
1936
+ "set": "_EMIT",
1937
+ "class": "bandwidth-bound",
1938
+ "where": "THIS bandwidth roofline"
1939
+ },
1940
+ {
1941
+ "op": "square",
1942
+ "set": "_EMIT",
1943
+ "class": "bandwidth-bound",
1944
+ "where": "THIS bandwidth roofline"
1945
+ },
1946
+ {
1947
+ "op": "squeeze",
1948
+ "set": "_EMIT",
1949
+ "class": "UNCLASSIFIED",
1950
+ "where": "!! add to a class"
1951
+ },
1952
+ {
1953
+ "op": "stack",
1954
+ "set": "_EMIT",
1955
+ "class": "UNCLASSIFIED",
1956
+ "where": "!! add to a class"
1957
+ },
1958
+ {
1959
+ "op": "sub",
1960
+ "set": "_EMIT",
1961
+ "class": "bandwidth-bound",
1962
+ "where": "THIS bandwidth roofline"
1963
+ },
1964
+ {
1965
+ "op": "tanh",
1966
+ "set": "_EMIT",
1967
+ "class": "bandwidth-bound",
1968
+ "where": "THIS bandwidth roofline"
1969
+ },
1970
+ {
1971
+ "op": "threshold",
1972
+ "set": "_EMIT",
1973
+ "class": "UNCLASSIFIED",
1974
+ "where": "!! add to a class"
1975
+ },
1976
+ {
1977
+ "op": "thresholded_relu",
1978
+ "set": "_EMIT",
1979
+ "class": "UNCLASSIFIED",
1980
+ "where": "!! add to a class"
1981
+ },
1982
+ {
1983
+ "op": "tile",
1984
+ "set": "_EMIT",
1985
+ "class": "UNCLASSIFIED",
1986
+ "where": "!! add to a class"
1987
+ },
1988
+ {
1989
+ "op": "transpose",
1990
+ "set": "_EMIT",
1991
+ "class": "bandwidth-bound",
1992
+ "where": "THIS bandwidth roofline"
1993
+ },
1994
+ {
1995
+ "op": "upsample",
1996
+ "set": "_EMIT",
1997
+ "class": "bandwidth-bound",
1998
+ "where": "THIS bandwidth roofline"
1999
+ },
2000
+ {
2001
+ "op": "upsample_bilinear",
2002
+ "set": "_EMIT",
2003
+ "class": "UNCLASSIFIED",
2004
+ "where": "!! add to a class"
2005
+ },
2006
+ {
2007
+ "op": "argmax",
2008
+ "set": "NETPLIST_OPS",
2009
+ "class": "bridge:worker-raceable",
2010
+ "where": "bridge:worker (raceable silicon via persistent worker)"
2011
+ },
2012
+ {
2013
+ "op": "batch_to_space",
2014
+ "set": "NETPLIST_OPS",
2015
+ "class": "bridge:subprocess-not-raceable",
2016
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2017
+ },
2018
+ {
2019
+ "op": "channel_to_space",
2020
+ "set": "NETPLIST_OPS",
2021
+ "class": "bridge:subprocess-not-raceable",
2022
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2023
+ },
2024
+ {
2025
+ "op": "cost_volume",
2026
+ "set": "NETPLIST_OPS",
2027
+ "class": "bridge:subprocess-not-raceable",
2028
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2029
+ },
2030
+ {
2031
+ "op": "cross_correlation",
2032
+ "set": "NETPLIST_OPS",
2033
+ "class": "bridge:subprocess-not-raceable",
2034
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2035
+ },
2036
+ {
2037
+ "op": "cross_product",
2038
+ "set": "NETPLIST_OPS",
2039
+ "class": "bridge:subprocess-not-raceable",
2040
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2041
+ },
2042
+ {
2043
+ "op": "dynamic_slice",
2044
+ "set": "NETPLIST_OPS",
2045
+ "class": "bridge:subprocess-not-raceable",
2046
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2047
+ },
2048
+ {
2049
+ "op": "flatten",
2050
+ "set": "NETPLIST_OPS",
2051
+ "class": "bridge:subprocess-not-raceable",
2052
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2053
+ },
2054
+ {
2055
+ "op": "fps",
2056
+ "set": "NETPLIST_OPS",
2057
+ "class": "bridge:subprocess-not-raceable",
2058
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2059
+ },
2060
+ {
2061
+ "op": "input_view",
2062
+ "set": "NETPLIST_OPS",
2063
+ "class": "bridge:subprocess-not-raceable",
2064
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2065
+ },
2066
+ {
2067
+ "op": "lrn",
2068
+ "set": "NETPLIST_OPS",
2069
+ "class": "bridge:subprocess-not-raceable",
2070
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2071
+ },
2072
+ {
2073
+ "op": "minmax_norm",
2074
+ "set": "NETPLIST_OPS",
2075
+ "class": "bridge:subprocess-not-raceable",
2076
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2077
+ },
2078
+ {
2079
+ "op": "radius_search",
2080
+ "set": "NETPLIST_OPS",
2081
+ "class": "bridge:subprocess-not-raceable",
2082
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2083
+ },
2084
+ {
2085
+ "op": "scaled_elementwise",
2086
+ "set": "NETPLIST_OPS",
2087
+ "class": "bridge:subprocess-not-raceable",
2088
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2089
+ },
2090
+ {
2091
+ "op": "sdpa",
2092
+ "set": "NETPLIST_OPS",
2093
+ "class": "bridge:worker-raceable",
2094
+ "where": "bridge:worker (raceable - covered as attention class)"
2095
+ },
2096
+ {
2097
+ "op": "sort",
2098
+ "set": "NETPLIST_OPS",
2099
+ "class": "bridge:subprocess-not-raceable",
2100
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2101
+ },
2102
+ {
2103
+ "op": "space_to_batch",
2104
+ "set": "NETPLIST_OPS",
2105
+ "class": "bridge:subprocess-not-raceable",
2106
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2107
+ },
2108
+ {
2109
+ "op": "space_to_channel",
2110
+ "set": "NETPLIST_OPS",
2111
+ "class": "bridge:subprocess-not-raceable",
2112
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2113
+ },
2114
+ {
2115
+ "op": "topk",
2116
+ "set": "NETPLIST_OPS",
2117
+ "class": "bridge:worker-raceable",
2118
+ "where": "bridge:worker (raceable silicon via persistent worker)"
2119
+ }
2120
+ ],
2121
+ "counts": {
2122
+ "compute-bound": 4,
2123
+ "bandwidth-bound": 44,
2124
+ "dispatch/latency-bound": 2,
2125
+ "bridge:worker-raceable": 3,
2126
+ "bridge:subprocess-not-raceable": 16,
2127
+ "UNCLASSIFIED": 50
2128
+ },
2129
+ "n_emit": 100,
2130
+ "n_netplist": 19,
2131
+ "worker_ops": [
2132
+ "argmax",
2133
+ "sdpa",
2134
+ "topk"
2135
+ ],
2136
+ "a1_only_ops": [
2137
+ "batch_to_space",
2138
+ "channel_to_space",
2139
+ "cost_volume",
2140
+ "cross_correlation",
2141
+ "cross_product",
2142
+ "dynamic_slice",
2143
+ "flatten",
2144
+ "fps",
2145
+ "input_view",
2146
+ "lrn",
2147
+ "minmax_norm",
2148
+ "radius_search",
2149
+ "scaled_elementwise",
2150
+ "sort",
2151
+ "space_to_batch",
2152
+ "space_to_channel"
2153
+ ],
2154
+ "unclassified": [
2155
+ "affine",
2156
+ "atan",
2157
+ "bmm_w",
2158
+ "cast",
2159
+ "ceil",
2160
+ "channel_layer_norm",
2161
+ "clamped_relu",
2162
+ "const_array",
2163
+ "crop",
2164
+ "depth_to_space",
2165
+ "dynamic_conv",
2166
+ "einsum",
2167
+ "equal",
2168
+ "exp2",
2169
+ "expand_dims",
2170
+ "flatten2d",
2171
+ "floor",
2172
+ "greater",
2173
+ "greater_equal",
2174
+ "instance_norm",
2175
+ "inverse",
2176
+ "less",
2177
+ "less_equal",
2178
+ "linear_activation",
2179
+ "local_response_norm",
2180
+ "logical_not",
2181
+ "not_equal",
2182
+ "prelu",
2183
+ "reduce_l1_norm",
2184
+ "reduce_log_sum",
2185
+ "reduce_log_sum_exp",
2186
+ "reduce_sum_square",
2187
+ "resize_bilinear",
2188
+ "resize_nearest_neighbor",
2189
+ "reverse",
2190
+ "round",
2191
+ "scaled_tanh",
2192
+ "select",
2193
+ "sigmoid_hard",
2194
+ "sign",
2195
+ "slice_by_size",
2196
+ "softsign",
2197
+ "space_to_depth",
2198
+ "split",
2199
+ "squeeze",
2200
+ "stack",
2201
+ "threshold",
2202
+ "thresholded_relu",
2203
+ "tile",
2204
+ "upsample_bilinear"
2205
+ ]
2206
+ }
2207
+ }
2208
+ }
2209
+ },
2210
+ {
2211
+ "script": "decode_measurement.py",
2212
+ "result_file": "decode_measurement_results.json",
2213
+ "returncode": 0,
2214
+ "seconds": 37.2,
2215
+ "summary": {
2216
+ "config": {
2217
+ "d_model": 1024,
2218
+ "n_layers": 4,
2219
+ "n_heads": 16,
2220
+ "d_head": 64,
2221
+ "d_ff": 4096,
2222
+ "vocab": 32000,
2223
+ "s_kv": 128
2224
+ },
2225
+ "quick": true,
2226
+ "batch": 32,
2227
+ "flops_per_token": {
2228
+ "1": 201850880.0,
2229
+ "32": 6459228160.0
2230
+ },
2231
+ "have": {
2232
+ "ane": true,
2233
+ "mlx": true,
2234
+ "sudo": true
2235
+ },
2236
+ "idle_pkg_W": 0.0885,
2237
+ "rows": [
2238
+ {
2239
+ "device": "CPU",
2240
+ "batch": 1,
2241
+ "status": "ok",
2242
+ "latency_per_step_ms": 56.66187510360032,
2243
+ "latency_per_token_ms": 56.66187510360032,
2244
+ "tokens_per_s": 17.648551131984327,
2245
+ "relerr": 8.406558109252458e-07,
2246
+ "active_pkg_W": 5.3495,
2247
+ "active_pkg_cv_pct": 4.254153098903496,
2248
+ "ane_active_mW": 0.0,
2249
+ "gpu_active_mW": 5.0,
2250
+ "cpu_active_mW": 5345.5,
2251
+ "energy_iter_ms": 56.80772639721273,
2252
+ "flags": [
2253
+ "only 8 pm samples - short window, treat as indicative"
2254
+ ],
2255
+ "tokens_per_s_sustained": 17.60323926727448,
2256
+ "tokens_per_s_per_W": 3.29063263244686,
2257
+ "mJ_per_token": 303.8929323618895
2258
+ },
2259
+ {
2260
+ "device": "GPU",
2261
+ "batch": 1,
2262
+ "status": "ok",
2263
+ "latency_per_step_ms": 4.018291947431862,
2264
+ "latency_per_token_ms": 4.018291947431862,
2265
+ "tokens_per_s": 248.8619575387278,
2266
+ "relerr": 0.002412337613669659,
2267
+ "active_pkg_W": 1.129,
2268
+ "active_pkg_cv_pct": 60.88169441983585,
2269
+ "ane_active_mW": 0.0,
2270
+ "gpu_active_mW": 829.0,
2271
+ "cpu_active_mW": 181.5,
2272
+ "energy_iter_ms": 5.542723484114121,
2273
+ "flags": [
2274
+ "loaded-package CV 61% (>35%) - sub-ms op vs sampler, low confidence",
2275
+ "only 8 pm samples - short window, treat as indicative"
2276
+ ],
2277
+ "tokens_per_s_sustained": 180.4167216470528,
2278
+ "tokens_per_s_per_W": 159.80223352263314,
2279
+ "mJ_per_token": 6.257734813564842
2280
+ },
2281
+ {
2282
+ "device": "ANE",
2283
+ "batch": 1,
2284
+ "status": "NotImplementedError: aneforge: tensor (1, 32000) (op 'matmul') exceeds ANE family 2's max dimension 16384; tile the graph or target a higher chip."
2285
+ },
2286
+ {
2287
+ "device": "ANE8",
2288
+ "batch": 1,
2289
+ "status": "NotImplementedError: aneforge: tensor (1, 32000) (op 'matmul') exceeds ANE family 2's max dimension 16384; tile the graph or target a higher chip."
2290
+ },
2291
+ {
2292
+ "device": "CPU",
2293
+ "batch": 32,
2294
+ "status": "ok",
2295
+ "latency_per_step_ms": 80.98145795520395,
2296
+ "latency_per_token_ms": 2.5306705611001235,
2297
+ "tokens_per_s": 395.15218431484965,
2298
+ "relerr": 3.023021706744241e-06,
2299
+ "active_pkg_W": 5.3415,
2300
+ "active_pkg_cv_pct": 1.0761009113801134,
2301
+ "ane_active_mW": 0.0,
2302
+ "gpu_active_mW": 1.0,
2303
+ "cpu_active_mW": 5342.5,
2304
+ "energy_iter_ms": 97.57972135412274,
2305
+ "flags": [
2306
+ "only 8 pm samples - short window, treat as indicative"
2307
+ ],
2308
+ "tokens_per_s_sustained": 327.9369889146338,
2309
+ "tokens_per_s_per_W": 61.39417559012146,
2310
+ "mJ_per_token": 16.288190050407707
2311
+ },
2312
+ {
2313
+ "device": "GPU",
2314
+ "batch": 32,
2315
+ "status": "ok",
2316
+ "latency_per_step_ms": 10.590624995529652,
2317
+ "latency_per_token_ms": 0.3309570311103016,
2318
+ "tokens_per_s": 3021.54027864336,
2319
+ "relerr": 0.002348927255974923,
2320
+ "active_pkg_W": 6.3575,
2321
+ "active_pkg_cv_pct": 4.258444888601912,
2322
+ "ane_active_mW": 0.0,
2323
+ "gpu_active_mW": 6090.0,
2324
+ "cpu_active_mW": 165.0,
2325
+ "energy_iter_ms": 11.497576611143852,
2326
+ "flags": [
2327
+ "only 8 pm samples - short window, treat as indicative"
2328
+ ],
2329
+ "tokens_per_s_sustained": 2783.1951968890976,
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+ "cpu_lat_ms": 23.298250045627356
916
+ },
917
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918
+ "nelem": 33554432,
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+ "shape": [
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924
+ "ane_lat_ms": 33.16658298717812,
925
+ "ane_relerr": 0.0010575844059769537,
926
+ "cpu_gbps": 2.8858028154671387,
927
+ "cpu_lat_ms": 93.01933401729912
928
+ }
929
+ ],
930
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931
+ "ane": {
932
+ "gbps": 5.142015339514829,
933
+ "at_nelem": 8388608
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935
+ "cpu": {
936
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937
+ "at_nelem": 1048576
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+ }
939
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940
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941
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942
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+ "iters": 183,
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+ "n_pm_samples": 8,
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+ "ane_loaded_mW": 587.0,
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+ "ane_active_mW": 587.0,
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+ "cpu_loaded_mW": 3969.5,
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+ "cpu_active_mW": 3187.0,
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+ "gpu_loaded_mW": 712.0,
950
+ "gpu_active_mW": 0.0,
951
+ "loaded_pkg_W": 5.274,
952
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+ "active_pkg_mean_W": 3.713375,
954
+ "active_pkg_min_W": 3.4435,
955
+ "active_pkg_p90_W": 4.0121,
956
+ "active_pkg_cv_pct": 4.261721546703404,
957
+ "flags": [
958
+ "only 8 pm samples - short window, treat as indicative"
959
+ ],
960
+ "gbps_loop": 5.163397030415134,
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+ "gbps_per_W": 1.3837322873951854
962
+ },
963
+ "cpu": {
964
+ "iter_ms": 94.25616011767667,
965
+ "iters": 51,
966
+ "n_pm_samples": 8,
967
+ "ane_loaded_mW": 0.0,
968
+ "ane_active_mW": 0.0,
969
+ "cpu_loaded_mW": 5891.0,
970
+ "cpu_active_mW": 5108.5,
971
+ "gpu_loaded_mW": 718.0,
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+ "gpu_active_mW": 0.0,
973
+ "loaded_pkg_W": 6.6045,
974
+ "active_pkg_W": 5.062,
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+ "active_pkg_mean_W": 5.022625,
976
+ "active_pkg_min_W": 4.6545,
977
+ "active_pkg_p90_W": 5.1085,
978
+ "active_pkg_cv_pct": 2.165804321909658,
979
+ "flags": [
980
+ "only 8 pm samples - short window, treat as indicative"
981
+ ],
982
+ "gbps_loop": 2.84793540989644,
983
+ "gbps_per_W": 0.5626107091853891
984
+ }
985
+ }
986
+ },
987
+ "layer_norm": {
988
+ "byte_factor": 2,
989
+ "sizes": [
990
+ {
991
+ "nelem": 1048576,
992
+ "shape": [
993
+ 256,
994
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+ ],
996
+ "ane_err": "RuntimeError: ane_e5rt_program_compile failed (mil=/Users/spencer/Models/.aneforge-cache/be7f77f75c7f8bb1d93ab898/model.mil, mask=0x4). See stderr for the actual Espresso error.",
997
+ "cpu_gbps": 4.208596478954501,
998
+ "cpu_lat_ms": 1.993207959458232
999
+ },
1000
+ {
1001
+ "nelem": 8388608,
1002
+ "shape": [
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1005
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1006
+ "ane_err": "RuntimeError: ane_e5rt_program_compile failed (mil=/Users/spencer/Models/.aneforge-cache/f4e66bff1746589c0ee1c4a8/model.mil, mask=0x4). See stderr for the actual Espresso error.",
1007
+ "cpu_gbps": 3.8384936258301043,
1008
+ "cpu_lat_ms": 17.48312503332272
1009
+ },
1010
+ {
1011
+ "nelem": 33554432,
1012
+ "shape": [
1013
+ 8192,
1014
+ 4096
1015
+ ],
1016
+ "ane_err": "RuntimeError: ane_e5rt_program_compile failed (mil=/Users/spencer/Models/.aneforge-cache/b0b6bcd88301a762baa4cc10/model.mil, mask=0x4). See stderr for the actual Espresso error.",
1017
+ "cpu_gbps": 3.8033174932469347,
1018
+ "cpu_lat_ms": 70.57929201982915
1019
+ }
1020
+ ],
1021
+ "peak": {
1022
+ "cpu": {
1023
+ "gbps": 4.208596478954501,
1024
+ "at_nelem": 1048576
1025
+ }
1026
+ },
1027
+ "power": {
1028
+ "cpu": {
1029
+ "iter_ms": 72.21409531881693,
1030
+ "iters": 66,
1031
+ "n_pm_samples": 8,
1032
+ "ane_loaded_mW": 0.0,
1033
+ "ane_active_mW": 0.0,
1034
+ "cpu_loaded_mW": 5625.5,
1035
+ "cpu_active_mW": 4843.0,
1036
+ "gpu_loaded_mW": 724.0,
1037
+ "gpu_active_mW": 0.0,
1038
+ "loaded_pkg_W": 6.3475,
1039
+ "active_pkg_W": 4.805,
1040
+ "active_pkg_mean_W": 4.9595,
1041
+ "active_pkg_min_W": 4.7225,
1042
+ "active_pkg_p90_W": 5.356599999999999,
1043
+ "active_pkg_cv_pct": 5.294724405931004,
1044
+ "flags": [
1045
+ "only 8 pm samples - short window, treat as indicative"
1046
+ ],
1047
+ "gbps_loop": 3.7172169064070983,
1048
+ "gbps_per_W": 0.773614340563392
1049
+ }
1050
+ }
1051
+ }
1052
+ },
1053
+ "coverage": {
1054
+ "rows": [
1055
+ {
1056
+ "op": "abs",
1057
+ "set": "_EMIT",
1058
+ "class": "bandwidth-bound",
1059
+ "where": "THIS bandwidth roofline"
1060
+ },
1061
+ {
1062
+ "op": "add",
1063
+ "set": "_EMIT",
1064
+ "class": "bandwidth-bound",
1065
+ "where": "THIS bandwidth roofline"
1066
+ },
1067
+ {
1068
+ "op": "adds",
1069
+ "set": "_EMIT",
1070
+ "class": "dispatch/latency-bound",
1071
+ "where": "floor finding (CPU wins tiny)"
1072
+ },
1073
+ {
1074
+ "op": "affine",
1075
+ "set": "_EMIT",
1076
+ "class": "UNCLASSIFIED",
1077
+ "where": "!! add to a class"
1078
+ },
1079
+ {
1080
+ "op": "atan",
1081
+ "set": "_EMIT",
1082
+ "class": "UNCLASSIFIED",
1083
+ "where": "!! add to a class"
1084
+ },
1085
+ {
1086
+ "op": "avg_pool",
1087
+ "set": "_EMIT",
1088
+ "class": "bandwidth-bound",
1089
+ "where": "THIS bandwidth roofline"
1090
+ },
1091
+ {
1092
+ "op": "batch_norm",
1093
+ "set": "_EMIT",
1094
+ "class": "bandwidth-bound",
1095
+ "where": "THIS bandwidth roofline"
1096
+ },
1097
+ {
1098
+ "op": "bmm",
1099
+ "set": "_EMIT",
1100
+ "class": "compute-bound",
1101
+ "where": "saturation sweep (GEMM/conv peaks)"
1102
+ },
1103
+ {
1104
+ "op": "bmm_w",
1105
+ "set": "_EMIT",
1106
+ "class": "UNCLASSIFIED",
1107
+ "where": "!! add to a class"
1108
+ },
1109
+ {
1110
+ "op": "cast",
1111
+ "set": "_EMIT",
1112
+ "class": "UNCLASSIFIED",
1113
+ "where": "!! add to a class"
1114
+ },
1115
+ {
1116
+ "op": "ceil",
1117
+ "set": "_EMIT",
1118
+ "class": "UNCLASSIFIED",
1119
+ "where": "!! add to a class"
1120
+ },
1121
+ {
1122
+ "op": "channel_layer_norm",
1123
+ "set": "_EMIT",
1124
+ "class": "UNCLASSIFIED",
1125
+ "where": "!! add to a class"
1126
+ },
1127
+ {
1128
+ "op": "clamped_relu",
1129
+ "set": "_EMIT",
1130
+ "class": "UNCLASSIFIED",
1131
+ "where": "!! add to a class"
1132
+ },
1133
+ {
1134
+ "op": "clip",
1135
+ "set": "_EMIT",
1136
+ "class": "bandwidth-bound",
1137
+ "where": "THIS bandwidth roofline"
1138
+ },
1139
+ {
1140
+ "op": "concat",
1141
+ "set": "_EMIT",
1142
+ "class": "bandwidth-bound",
1143
+ "where": "THIS bandwidth roofline"
1144
+ },
1145
+ {
1146
+ "op": "const_array",
1147
+ "set": "_EMIT",
1148
+ "class": "UNCLASSIFIED",
1149
+ "where": "!! add to a class"
1150
+ },
1151
+ {
1152
+ "op": "conv",
1153
+ "set": "_EMIT",
1154
+ "class": "compute-bound",
1155
+ "where": "saturation sweep (GEMM/conv peaks)"
1156
+ },
1157
+ {
1158
+ "op": "conv_transpose",
1159
+ "set": "_EMIT",
1160
+ "class": "compute-bound",
1161
+ "where": "saturation sweep (GEMM/conv peaks)"
1162
+ },
1163
+ {
1164
+ "op": "cos",
1165
+ "set": "_EMIT",
1166
+ "class": "bandwidth-bound",
1167
+ "where": "THIS bandwidth roofline"
1168
+ },
1169
+ {
1170
+ "op": "crop",
1171
+ "set": "_EMIT",
1172
+ "class": "UNCLASSIFIED",
1173
+ "where": "!! add to a class"
1174
+ },
1175
+ {
1176
+ "op": "depth_to_space",
1177
+ "set": "_EMIT",
1178
+ "class": "UNCLASSIFIED",
1179
+ "where": "!! add to a class"
1180
+ },
1181
+ {
1182
+ "op": "dynamic_conv",
1183
+ "set": "_EMIT",
1184
+ "class": "UNCLASSIFIED",
1185
+ "where": "!! add to a class"
1186
+ },
1187
+ {
1188
+ "op": "einsum",
1189
+ "set": "_EMIT",
1190
+ "class": "UNCLASSIFIED",
1191
+ "where": "!! add to a class"
1192
+ },
1193
+ {
1194
+ "op": "elu",
1195
+ "set": "_EMIT",
1196
+ "class": "bandwidth-bound",
1197
+ "where": "THIS bandwidth roofline"
1198
+ },
1199
+ {
1200
+ "op": "equal",
1201
+ "set": "_EMIT",
1202
+ "class": "UNCLASSIFIED",
1203
+ "where": "!! add to a class"
1204
+ },
1205
+ {
1206
+ "op": "erf",
1207
+ "set": "_EMIT",
1208
+ "class": "bandwidth-bound",
1209
+ "where": "THIS bandwidth roofline"
1210
+ },
1211
+ {
1212
+ "op": "exp",
1213
+ "set": "_EMIT",
1214
+ "class": "bandwidth-bound",
1215
+ "where": "THIS bandwidth roofline"
1216
+ },
1217
+ {
1218
+ "op": "exp2",
1219
+ "set": "_EMIT",
1220
+ "class": "UNCLASSIFIED",
1221
+ "where": "!! add to a class"
1222
+ },
1223
+ {
1224
+ "op": "expand_dims",
1225
+ "set": "_EMIT",
1226
+ "class": "UNCLASSIFIED",
1227
+ "where": "!! add to a class"
1228
+ },
1229
+ {
1230
+ "op": "flatten2d",
1231
+ "set": "_EMIT",
1232
+ "class": "UNCLASSIFIED",
1233
+ "where": "!! add to a class"
1234
+ },
1235
+ {
1236
+ "op": "floor",
1237
+ "set": "_EMIT",
1238
+ "class": "UNCLASSIFIED",
1239
+ "where": "!! add to a class"
1240
+ },
1241
+ {
1242
+ "op": "gelu",
1243
+ "set": "_EMIT",
1244
+ "class": "bandwidth-bound",
1245
+ "where": "THIS bandwidth roofline"
1246
+ },
1247
+ {
1248
+ "op": "greater",
1249
+ "set": "_EMIT",
1250
+ "class": "UNCLASSIFIED",
1251
+ "where": "!! add to a class"
1252
+ },
1253
+ {
1254
+ "op": "greater_equal",
1255
+ "set": "_EMIT",
1256
+ "class": "UNCLASSIFIED",
1257
+ "where": "!! add to a class"
1258
+ },
1259
+ {
1260
+ "op": "group_norm",
1261
+ "set": "_EMIT",
1262
+ "class": "bandwidth-bound",
1263
+ "where": "THIS bandwidth roofline"
1264
+ },
1265
+ {
1266
+ "op": "instance_norm",
1267
+ "set": "_EMIT",
1268
+ "class": "UNCLASSIFIED",
1269
+ "where": "!! add to a class"
1270
+ },
1271
+ {
1272
+ "op": "inverse",
1273
+ "set": "_EMIT",
1274
+ "class": "UNCLASSIFIED",
1275
+ "where": "!! add to a class"
1276
+ },
1277
+ {
1278
+ "op": "l2_norm",
1279
+ "set": "_EMIT",
1280
+ "class": "bandwidth-bound",
1281
+ "where": "THIS bandwidth roofline"
1282
+ },
1283
+ {
1284
+ "op": "layer_norm",
1285
+ "set": "_EMIT",
1286
+ "class": "bandwidth-bound",
1287
+ "where": "THIS bandwidth roofline"
1288
+ },
1289
+ {
1290
+ "op": "leaky_relu",
1291
+ "set": "_EMIT",
1292
+ "class": "bandwidth-bound",
1293
+ "where": "THIS bandwidth roofline"
1294
+ },
1295
+ {
1296
+ "op": "less",
1297
+ "set": "_EMIT",
1298
+ "class": "UNCLASSIFIED",
1299
+ "where": "!! add to a class"
1300
+ },
1301
+ {
1302
+ "op": "less_equal",
1303
+ "set": "_EMIT",
1304
+ "class": "UNCLASSIFIED",
1305
+ "where": "!! add to a class"
1306
+ },
1307
+ {
1308
+ "op": "linear_activation",
1309
+ "set": "_EMIT",
1310
+ "class": "UNCLASSIFIED",
1311
+ "where": "!! add to a class"
1312
+ },
1313
+ {
1314
+ "op": "local_response_norm",
1315
+ "set": "_EMIT",
1316
+ "class": "UNCLASSIFIED",
1317
+ "where": "!! add to a class"
1318
+ },
1319
+ {
1320
+ "op": "log",
1321
+ "set": "_EMIT",
1322
+ "class": "bandwidth-bound",
1323
+ "where": "THIS bandwidth roofline"
1324
+ },
1325
+ {
1326
+ "op": "logical_not",
1327
+ "set": "_EMIT",
1328
+ "class": "UNCLASSIFIED",
1329
+ "where": "!! add to a class"
1330
+ },
1331
+ {
1332
+ "op": "matmul",
1333
+ "set": "_EMIT",
1334
+ "class": "compute-bound",
1335
+ "where": "saturation sweep (GEMM/conv peaks)"
1336
+ },
1337
+ {
1338
+ "op": "max_pool",
1339
+ "set": "_EMIT",
1340
+ "class": "bandwidth-bound",
1341
+ "where": "THIS bandwidth roofline"
1342
+ },
1343
+ {
1344
+ "op": "maximum",
1345
+ "set": "_EMIT",
1346
+ "class": "bandwidth-bound",
1347
+ "where": "THIS bandwidth roofline"
1348
+ },
1349
+ {
1350
+ "op": "minimum",
1351
+ "set": "_EMIT",
1352
+ "class": "bandwidth-bound",
1353
+ "where": "THIS bandwidth roofline"
1354
+ },
1355
+ {
1356
+ "op": "mul",
1357
+ "set": "_EMIT",
1358
+ "class": "bandwidth-bound",
1359
+ "where": "THIS bandwidth roofline"
1360
+ },
1361
+ {
1362
+ "op": "muls",
1363
+ "set": "_EMIT",
1364
+ "class": "dispatch/latency-bound",
1365
+ "where": "floor finding (CPU wins tiny)"
1366
+ },
1367
+ {
1368
+ "op": "not_equal",
1369
+ "set": "_EMIT",
1370
+ "class": "UNCLASSIFIED",
1371
+ "where": "!! add to a class"
1372
+ },
1373
+ {
1374
+ "op": "pixel_shuffle",
1375
+ "set": "_EMIT",
1376
+ "class": "bandwidth-bound",
1377
+ "where": "THIS bandwidth roofline"
1378
+ },
1379
+ {
1380
+ "op": "pixel_unshuffle",
1381
+ "set": "_EMIT",
1382
+ "class": "bandwidth-bound",
1383
+ "where": "THIS bandwidth roofline"
1384
+ },
1385
+ {
1386
+ "op": "pow",
1387
+ "set": "_EMIT",
1388
+ "class": "bandwidth-bound",
1389
+ "where": "THIS bandwidth roofline"
1390
+ },
1391
+ {
1392
+ "op": "prelu",
1393
+ "set": "_EMIT",
1394
+ "class": "UNCLASSIFIED",
1395
+ "where": "!! add to a class"
1396
+ },
1397
+ {
1398
+ "op": "real_div",
1399
+ "set": "_EMIT",
1400
+ "class": "bandwidth-bound",
1401
+ "where": "THIS bandwidth roofline"
1402
+ },
1403
+ {
1404
+ "op": "reduce_l1_norm",
1405
+ "set": "_EMIT",
1406
+ "class": "UNCLASSIFIED",
1407
+ "where": "!! add to a class"
1408
+ },
1409
+ {
1410
+ "op": "reduce_log_sum",
1411
+ "set": "_EMIT",
1412
+ "class": "UNCLASSIFIED",
1413
+ "where": "!! add to a class"
1414
+ },
1415
+ {
1416
+ "op": "reduce_log_sum_exp",
1417
+ "set": "_EMIT",
1418
+ "class": "UNCLASSIFIED",
1419
+ "where": "!! add to a class"
1420
+ },
1421
+ {
1422
+ "op": "reduce_max",
1423
+ "set": "_EMIT",
1424
+ "class": "bandwidth-bound",
1425
+ "where": "THIS bandwidth roofline"
1426
+ },
1427
+ {
1428
+ "op": "reduce_mean",
1429
+ "set": "_EMIT",
1430
+ "class": "bandwidth-bound",
1431
+ "where": "THIS bandwidth roofline"
1432
+ },
1433
+ {
1434
+ "op": "reduce_min",
1435
+ "set": "_EMIT",
1436
+ "class": "bandwidth-bound",
1437
+ "where": "THIS bandwidth roofline"
1438
+ },
1439
+ {
1440
+ "op": "reduce_sum",
1441
+ "set": "_EMIT",
1442
+ "class": "bandwidth-bound",
1443
+ "where": "THIS bandwidth roofline"
1444
+ },
1445
+ {
1446
+ "op": "reduce_sum_square",
1447
+ "set": "_EMIT",
1448
+ "class": "UNCLASSIFIED",
1449
+ "where": "!! add to a class"
1450
+ },
1451
+ {
1452
+ "op": "relu",
1453
+ "set": "_EMIT",
1454
+ "class": "bandwidth-bound",
1455
+ "where": "THIS bandwidth roofline"
1456
+ },
1457
+ {
1458
+ "op": "relu6",
1459
+ "set": "_EMIT",
1460
+ "class": "bandwidth-bound",
1461
+ "where": "THIS bandwidth roofline"
1462
+ },
1463
+ {
1464
+ "op": "reshape",
1465
+ "set": "_EMIT",
1466
+ "class": "bandwidth-bound",
1467
+ "where": "THIS bandwidth roofline"
1468
+ },
1469
+ {
1470
+ "op": "resize_bilinear",
1471
+ "set": "_EMIT",
1472
+ "class": "UNCLASSIFIED",
1473
+ "where": "!! add to a class"
1474
+ },
1475
+ {
1476
+ "op": "resize_nearest_neighbor",
1477
+ "set": "_EMIT",
1478
+ "class": "UNCLASSIFIED",
1479
+ "where": "!! add to a class"
1480
+ },
1481
+ {
1482
+ "op": "reverse",
1483
+ "set": "_EMIT",
1484
+ "class": "UNCLASSIFIED",
1485
+ "where": "!! add to a class"
1486
+ },
1487
+ {
1488
+ "op": "rms_norm",
1489
+ "set": "_EMIT",
1490
+ "class": "bandwidth-bound",
1491
+ "where": "THIS bandwidth roofline"
1492
+ },
1493
+ {
1494
+ "op": "round",
1495
+ "set": "_EMIT",
1496
+ "class": "UNCLASSIFIED",
1497
+ "where": "!! add to a class"
1498
+ },
1499
+ {
1500
+ "op": "rsqrt",
1501
+ "set": "_EMIT",
1502
+ "class": "bandwidth-bound",
1503
+ "where": "THIS bandwidth roofline"
1504
+ },
1505
+ {
1506
+ "op": "scaled_tanh",
1507
+ "set": "_EMIT",
1508
+ "class": "UNCLASSIFIED",
1509
+ "where": "!! add to a class"
1510
+ },
1511
+ {
1512
+ "op": "select",
1513
+ "set": "_EMIT",
1514
+ "class": "UNCLASSIFIED",
1515
+ "where": "!! add to a class"
1516
+ },
1517
+ {
1518
+ "op": "sigmoid",
1519
+ "set": "_EMIT",
1520
+ "class": "bandwidth-bound",
1521
+ "where": "THIS bandwidth roofline"
1522
+ },
1523
+ {
1524
+ "op": "sigmoid_hard",
1525
+ "set": "_EMIT",
1526
+ "class": "UNCLASSIFIED",
1527
+ "where": "!! add to a class"
1528
+ },
1529
+ {
1530
+ "op": "sign",
1531
+ "set": "_EMIT",
1532
+ "class": "UNCLASSIFIED",
1533
+ "where": "!! add to a class"
1534
+ },
1535
+ {
1536
+ "op": "silu",
1537
+ "set": "_EMIT",
1538
+ "class": "bandwidth-bound",
1539
+ "where": "THIS bandwidth roofline"
1540
+ },
1541
+ {
1542
+ "op": "sin",
1543
+ "set": "_EMIT",
1544
+ "class": "bandwidth-bound",
1545
+ "where": "THIS bandwidth roofline"
1546
+ },
1547
+ {
1548
+ "op": "slice_by_size",
1549
+ "set": "_EMIT",
1550
+ "class": "UNCLASSIFIED",
1551
+ "where": "!! add to a class"
1552
+ },
1553
+ {
1554
+ "op": "softmax",
1555
+ "set": "_EMIT",
1556
+ "class": "bandwidth-bound",
1557
+ "where": "THIS bandwidth roofline"
1558
+ },
1559
+ {
1560
+ "op": "softplus",
1561
+ "set": "_EMIT",
1562
+ "class": "bandwidth-bound",
1563
+ "where": "THIS bandwidth roofline"
1564
+ },
1565
+ {
1566
+ "op": "softsign",
1567
+ "set": "_EMIT",
1568
+ "class": "UNCLASSIFIED",
1569
+ "where": "!! add to a class"
1570
+ },
1571
+ {
1572
+ "op": "space_to_depth",
1573
+ "set": "_EMIT",
1574
+ "class": "UNCLASSIFIED",
1575
+ "where": "!! add to a class"
1576
+ },
1577
+ {
1578
+ "op": "split",
1579
+ "set": "_EMIT",
1580
+ "class": "UNCLASSIFIED",
1581
+ "where": "!! add to a class"
1582
+ },
1583
+ {
1584
+ "op": "sqrt",
1585
+ "set": "_EMIT",
1586
+ "class": "bandwidth-bound",
1587
+ "where": "THIS bandwidth roofline"
1588
+ },
1589
+ {
1590
+ "op": "square",
1591
+ "set": "_EMIT",
1592
+ "class": "bandwidth-bound",
1593
+ "where": "THIS bandwidth roofline"
1594
+ },
1595
+ {
1596
+ "op": "squeeze",
1597
+ "set": "_EMIT",
1598
+ "class": "UNCLASSIFIED",
1599
+ "where": "!! add to a class"
1600
+ },
1601
+ {
1602
+ "op": "stack",
1603
+ "set": "_EMIT",
1604
+ "class": "UNCLASSIFIED",
1605
+ "where": "!! add to a class"
1606
+ },
1607
+ {
1608
+ "op": "sub",
1609
+ "set": "_EMIT",
1610
+ "class": "bandwidth-bound",
1611
+ "where": "THIS bandwidth roofline"
1612
+ },
1613
+ {
1614
+ "op": "tanh",
1615
+ "set": "_EMIT",
1616
+ "class": "bandwidth-bound",
1617
+ "where": "THIS bandwidth roofline"
1618
+ },
1619
+ {
1620
+ "op": "threshold",
1621
+ "set": "_EMIT",
1622
+ "class": "UNCLASSIFIED",
1623
+ "where": "!! add to a class"
1624
+ },
1625
+ {
1626
+ "op": "thresholded_relu",
1627
+ "set": "_EMIT",
1628
+ "class": "UNCLASSIFIED",
1629
+ "where": "!! add to a class"
1630
+ },
1631
+ {
1632
+ "op": "tile",
1633
+ "set": "_EMIT",
1634
+ "class": "UNCLASSIFIED",
1635
+ "where": "!! add to a class"
1636
+ },
1637
+ {
1638
+ "op": "transpose",
1639
+ "set": "_EMIT",
1640
+ "class": "bandwidth-bound",
1641
+ "where": "THIS bandwidth roofline"
1642
+ },
1643
+ {
1644
+ "op": "upsample",
1645
+ "set": "_EMIT",
1646
+ "class": "bandwidth-bound",
1647
+ "where": "THIS bandwidth roofline"
1648
+ },
1649
+ {
1650
+ "op": "upsample_bilinear",
1651
+ "set": "_EMIT",
1652
+ "class": "UNCLASSIFIED",
1653
+ "where": "!! add to a class"
1654
+ },
1655
+ {
1656
+ "op": "argmax",
1657
+ "set": "NETPLIST_OPS",
1658
+ "class": "bridge:worker-raceable",
1659
+ "where": "bridge:worker (raceable silicon via persistent worker)"
1660
+ },
1661
+ {
1662
+ "op": "batch_to_space",
1663
+ "set": "NETPLIST_OPS",
1664
+ "class": "bridge:subprocess-not-raceable",
1665
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
1666
+ },
1667
+ {
1668
+ "op": "channel_to_space",
1669
+ "set": "NETPLIST_OPS",
1670
+ "class": "bridge:subprocess-not-raceable",
1671
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
1672
+ },
1673
+ {
1674
+ "op": "cost_volume",
1675
+ "set": "NETPLIST_OPS",
1676
+ "class": "bridge:subprocess-not-raceable",
1677
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
1678
+ },
1679
+ {
1680
+ "op": "cross_correlation",
1681
+ "set": "NETPLIST_OPS",
1682
+ "class": "bridge:subprocess-not-raceable",
1683
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
1684
+ },
1685
+ {
1686
+ "op": "cross_product",
1687
+ "set": "NETPLIST_OPS",
1688
+ "class": "bridge:subprocess-not-raceable",
1689
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
1690
+ },
1691
+ {
1692
+ "op": "dynamic_slice",
1693
+ "set": "NETPLIST_OPS",
1694
+ "class": "bridge:subprocess-not-raceable",
1695
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
1696
+ },
1697
+ {
1698
+ "op": "flatten",
1699
+ "set": "NETPLIST_OPS",
1700
+ "class": "bridge:subprocess-not-raceable",
1701
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
1702
+ },
1703
+ {
1704
+ "op": "fps",
1705
+ "set": "NETPLIST_OPS",
1706
+ "class": "bridge:subprocess-not-raceable",
1707
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
1708
+ },
1709
+ {
1710
+ "op": "input_view",
1711
+ "set": "NETPLIST_OPS",
1712
+ "class": "bridge:subprocess-not-raceable",
1713
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
1714
+ },
1715
+ {
1716
+ "op": "lrn",
1717
+ "set": "NETPLIST_OPS",
1718
+ "class": "bridge:subprocess-not-raceable",
1719
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
1720
+ },
1721
+ {
1722
+ "op": "minmax_norm",
1723
+ "set": "NETPLIST_OPS",
1724
+ "class": "bridge:subprocess-not-raceable",
1725
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
1726
+ },
1727
+ {
1728
+ "op": "radius_search",
1729
+ "set": "NETPLIST_OPS",
1730
+ "class": "bridge:subprocess-not-raceable",
1731
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
1732
+ },
1733
+ {
1734
+ "op": "scaled_elementwise",
1735
+ "set": "NETPLIST_OPS",
1736
+ "class": "bridge:subprocess-not-raceable",
1737
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
1738
+ },
1739
+ {
1740
+ "op": "sdpa",
1741
+ "set": "NETPLIST_OPS",
1742
+ "class": "bridge:worker-raceable",
1743
+ "where": "bridge:worker (raceable - covered as attention class)"
1744
+ },
1745
+ {
1746
+ "op": "sort",
1747
+ "set": "NETPLIST_OPS",
1748
+ "class": "bridge:subprocess-not-raceable",
1749
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
1750
+ },
1751
+ {
1752
+ "op": "space_to_batch",
1753
+ "set": "NETPLIST_OPS",
1754
+ "class": "bridge:subprocess-not-raceable",
1755
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
1756
+ },
1757
+ {
1758
+ "op": "space_to_channel",
1759
+ "set": "NETPLIST_OPS",
1760
+ "class": "bridge:subprocess-not-raceable",
1761
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
1762
+ },
1763
+ {
1764
+ "op": "topk",
1765
+ "set": "NETPLIST_OPS",
1766
+ "class": "bridge:worker-raceable",
1767
+ "where": "bridge:worker (raceable silicon via persistent worker)"
1768
+ }
1769
+ ],
1770
+ "counts": {
1771
+ "compute-bound": 4,
1772
+ "bandwidth-bound": 44,
1773
+ "dispatch/latency-bound": 2,
1774
+ "bridge:worker-raceable": 3,
1775
+ "bridge:subprocess-not-raceable": 16,
1776
+ "UNCLASSIFIED": 50
1777
+ },
1778
+ "n_emit": 100,
1779
+ "n_netplist": 19,
1780
+ "worker_ops": [
1781
+ "argmax",
1782
+ "sdpa",
1783
+ "topk"
1784
+ ],
1785
+ "a1_only_ops": [
1786
+ "batch_to_space",
1787
+ "channel_to_space",
1788
+ "cost_volume",
1789
+ "cross_correlation",
1790
+ "cross_product",
1791
+ "dynamic_slice",
1792
+ "flatten",
1793
+ "fps",
1794
+ "input_view",
1795
+ "lrn",
1796
+ "minmax_norm",
1797
+ "radius_search",
1798
+ "scaled_elementwise",
1799
+ "sort",
1800
+ "space_to_batch",
1801
+ "space_to_channel"
1802
+ ],
1803
+ "unclassified": [
1804
+ "affine",
1805
+ "atan",
1806
+ "bmm_w",
1807
+ "cast",
1808
+ "ceil",
1809
+ "channel_layer_norm",
1810
+ "clamped_relu",
1811
+ "const_array",
1812
+ "crop",
1813
+ "depth_to_space",
1814
+ "dynamic_conv",
1815
+ "einsum",
1816
+ "equal",
1817
+ "exp2",
1818
+ "expand_dims",
1819
+ "flatten2d",
1820
+ "floor",
1821
+ "greater",
1822
+ "greater_equal",
1823
+ "instance_norm",
1824
+ "inverse",
1825
+ "less",
1826
+ "less_equal",
1827
+ "linear_activation",
1828
+ "local_response_norm",
1829
+ "logical_not",
1830
+ "not_equal",
1831
+ "prelu",
1832
+ "reduce_l1_norm",
1833
+ "reduce_log_sum",
1834
+ "reduce_log_sum_exp",
1835
+ "reduce_sum_square",
1836
+ "resize_bilinear",
1837
+ "resize_nearest_neighbor",
1838
+ "reverse",
1839
+ "round",
1840
+ "scaled_tanh",
1841
+ "select",
1842
+ "sigmoid_hard",
1843
+ "sign",
1844
+ "slice_by_size",
1845
+ "softsign",
1846
+ "space_to_depth",
1847
+ "split",
1848
+ "squeeze",
1849
+ "stack",
1850
+ "threshold",
1851
+ "thresholded_relu",
1852
+ "tile",
1853
+ "upsample_bilinear"
1854
+ ]
1855
+ }
1856
+ }
1857
+ }
1858
+ },
1859
+ {
1860
+ "script": "decode_measurement.py",
1861
+ "result_file": "decode_measurement_results.json",
1862
+ "returncode": 0,
1863
+ "seconds": 26.9,
1864
+ "summary": {
1865
+ "config": {
1866
+ "d_model": 1024,
1867
+ "n_layers": 4,
1868
+ "n_heads": 16,
1869
+ "d_head": 64,
1870
+ "d_ff": 4096,
1871
+ "vocab": 32000,
1872
+ "s_kv": 128
1873
+ },
1874
+ "quick": true,
1875
+ "batch": 32,
1876
+ "flops_per_token": {
1877
+ "1": 201850880.0,
1878
+ "32": 6459228160.0
1879
+ },
1880
+ "have": {
1881
+ "ane": true,
1882
+ "mlx": false,
1883
+ "sudo": true
1884
+ },
1885
+ "idle_pkg_W": 1.1465,
1886
+ "rows": [
1887
+ {
1888
+ "device": "CPU",
1889
+ "batch": 1,
1890
+ "status": "ok",
1891
+ "latency_per_step_ms": 39.25704100402072,
1892
+ "latency_per_token_ms": 39.25704100402072,
1893
+ "tokens_per_s": 25.473137414956458,
1894
+ "relerr": 8.415643295642995e-07,
1895
+ "active_pkg_W": 6.7935,
1896
+ "active_pkg_cv_pct": 0.5770479279645463,
1897
+ "ane_active_mW": 0.0,
1898
+ "gpu_active_mW": 0.0,
1899
+ "cpu_active_mW": 6825.0,
1900
+ "energy_iter_ms": 39.51066115694044,
1901
+ "flags": [
1902
+ "only 8 pm samples - short window, treat as indicative"
1903
+ ],
1904
+ "tokens_per_s_sustained": 25.309624560011702,
1905
+ "tokens_per_s_per_W": 3.7255648134263195,
1906
+ "mJ_per_token": 268.4156765696749
1907
+ },
1908
+ {
1909
+ "device": "ANE",
1910
+ "batch": 1,
1911
+ "status": "NotImplementedError: aneforge: tensor (1, 32000) (op 'matmul') exceeds ANE family 2's max dimension 16384; tile the graph or target a higher chip."
1912
+ },
1913
+ {
1914
+ "device": "ANE8",
1915
+ "batch": 1,
1916
+ "status": "NotImplementedError: aneforge: tensor (1, 32000) (op 'matmul') exceeds ANE family 2's max dimension 16384; tile the graph or target a higher chip."
1917
+ },
1918
+ {
1919
+ "device": "CPU",
1920
+ "batch": 32,
1921
+ "status": "ok",
1922
+ "latency_per_step_ms": 133.45074997050688,
1923
+ "latency_per_token_ms": 4.17033593657834,
1924
+ "tokens_per_s": 239.7888360093302,
1925
+ "relerr": 1.6604349836602382e-06,
1926
+ "active_pkg_W": 17.843,
1927
+ "active_pkg_cv_pct": 1.6346754666472114,
1928
+ "ane_active_mW": 0.0,
1929
+ "gpu_active_mW": 0.0,
1930
+ "cpu_active_mW": 17885.0,
1931
+ "energy_iter_ms": 163.83389723293175,
1932
+ "flags": [
1933
+ "only 8 pm samples - short window, treat as indicative"
1934
+ ],
1935
+ "tokens_per_s_sustained": 195.31977533625917,
1936
+ "tokens_per_s_per_W": 10.946577107899971,
1937
+ "mJ_per_token": 91.35275713522503
1938
+ },
1939
+ {
1940
+ "device": "ANE",
1941
+ "batch": 32,
1942
+ "status": "NotImplementedError: aneforge: tensor (32, 32000) (op 'matmul') exceeds ANE family 2's max dimension 16384; tile the graph or target a higher chip."
1943
+ },
1944
+ {
1945
+ "device": "ANE8",
1946
+ "batch": 32,
1947
+ "status": "NotImplementedError: aneforge: tensor (32, 32000) (op 'matmul') exceeds ANE family 2's max dimension 16384; tile the graph or target a higher chip."
1948
+ }
1949
+ ]
1950
+ }
1951
+ },
1952
+ {
1953
+ "script": "roofline_analysis.py",
1954
+ "result_file": "roofline_analysis_results.json",
1955
+ "returncode": 0,
1956
+ "seconds": 2.4,
1957
+ "summary": {
1958
+ "ceilings": {
1959
+ "compute": {
1960
+ "CPU": {
1961
+ "gemm_peak_gflops": 509.7412917006825,
1962
+ "gemm_peak_at_N": 4096,
1963
+ "conv_peak_gflops": 4.326475293651336,
1964
+ "conv_peak_at_C": 512
1965
+ },
1966
+ "ANE": {
1967
+ "gemm_peak_gflops": 4561.582231756931,
1968
+ "gemm_peak_at_N": 4096,
1969
+ "conv_peak_gflops": 6846.741918034857,
1970
+ "conv_peak_at_C": 512
1971
+ }
1972
+ },
1973
+ "bandwidth_gbps": {
1974
+ "CPU": 86.44394037007775,
1975
+ "ANE": 6.918305849613406
1976
+ },
1977
+ "ridge_flop_per_byte": {
1978
+ "CPU": 5.896784546359337,
1979
+ "ANE": 659.3496053678853
1980
+ },
1981
+ "archetype_achieved_gbps": {
1982
+ "streaming (relu / x*2)": {
1983
+ "CPU": 86.44394037007775,
1984
+ "ANE": 6.918305849613406
1985
+ },
1986
+ "gelu (light compute)": {
1987
+ "CPU": 100.25600540939688,
1988
+ "ANE": 6.812362319168898
1989
+ },
1990
+ "reduction (sum)": {
1991
+ "CPU": 24.043290391418612,
1992
+ "ANE": 12.637509322242892
1993
+ },
1994
+ "softmax": {
1995
+ "CPU": 3.0332139828562936,
1996
+ "ANE": 5.142015339514829
1997
+ },
1998
+ "layer_norm": {
1999
+ "CPU": 4.208596478954501
2000
+ }
2001
+ }
2002
+ },
2003
+ "archetype_ai": [
2004
+ {
2005
+ "archetype": "matmul square N=512",
2006
+ "class": "compute",
2007
+ "formula": "AI = 2N^3 / (3N^2 * 2B) = N/3",
2008
+ "flops": 268435456.0,
2009
+ "bytes_fp16": 1572864,
2010
+ "ai_fp16": 170.66666666666666,
2011
+ "note": "AI = 2N^3 / (3N^2 * 2) = N/3. Grows with N -> large GEMM is compute-bound.",
2012
+ "represents": [
2013
+ "matmul(large)",
2014
+ "bmm",
2015
+ "linear"
2016
+ ]
2017
+ },
2018
+ {
2019
+ "archetype": "matmul square N=2048",
2020
+ "class": "compute",
2021
+ "formula": "AI = 2N^3 / (3N^2 * 2B) = N/3",
2022
+ "flops": 17179869184.0,
2023
+ "bytes_fp16": 25165824,
2024
+ "ai_fp16": 682.6666666666666,
2025
+ "note": "AI = 2N^3 / (3N^2 * 2) = N/3. Grows with N -> large GEMM is compute-bound.",
2026
+ "represents": [
2027
+ "matmul(large)",
2028
+ "bmm",
2029
+ "linear"
2030
+ ]
2031
+ },
2032
+ {
2033
+ "archetype": "matmul square N=8192",
2034
+ "class": "compute",
2035
+ "formula": "AI = 2N^3 / (3N^2 * 2B) = N/3",
2036
+ "flops": 1099511627776.0,
2037
+ "bytes_fp16": 402653184,
2038
+ "ai_fp16": 2730.6666666666665,
2039
+ "note": "AI = 2N^3 / (3N^2 * 2) = N/3. Grows with N -> large GEMM is compute-bound.",
2040
+ "represents": [
2041
+ "matmul(large)",
2042
+ "bmm",
2043
+ "linear"
2044
+ ]
2045
+ },
2046
+ {
2047
+ "archetype": "matmul GEMV M=1 (decode), K=N=4096",
2048
+ "class": "memory",
2049
+ "formula": "2*1*K*N / (1*K + K*N + 1*N)*2B ~ 2KN/(KN*2B) = 1/bpe = 1.0 FLOP/byte (fp16)",
2050
+ "flops": 33554432.0,
2051
+ "bytes_fp16": 33570816,
2052
+ "ai_fp16": 0.9995119570522206,
2053
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+ "represents": [
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+ "GEMV",
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+ "M=1 projection"
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+ "note": "reuse: each input elem in ~9*Cout MACs -> high AI, clears every ridge.",
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+ "represents": [
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+ "conv_transpose"
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2090
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2127
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+ "source": "MEASURED GEMV"
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+ }
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+ ]
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+ },
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+ "ascii_rooflines": {
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+ "CPU": " CPU roofline (compute roof gemm=510 GF/s conv=4 GF/s, bw=86 GB/s, ridge R=6 FLOP/byte)\n y=GFLOP/s [1..765] x=AI [0.1..2731] (log-log)\n | R________________________1_____________\n | /// 0 \n | /// \n | // \n | 7// \n | /// \n | // \n | //b \n | // \n | /// a \n |/6 \n | 9 \n | 5 4 \n | \n | 8 \n | \n | \n | \n +---------------------------------------------------------------- AI->\n [0] matmul square N=512 AI= 85.333 345.4 GFLOP/s 67.8%roof\n [1] matmul square N=2048 AI= 341.333 502.5 GFLOP/s 98.6%roof\n [4] conv 3x3 (C=512,B=4,64x64) AI=1009.973 4.3 GFLOP/s 100.0%roof\n [5] conv 3x3 (C=64,B=16,64x64) AI= 143.370 4.3 GFLOP/s 99.3%roof\n [6] relu / copy (1R+1W, ~1 flop) AI= 0.125 10.8 GFLOP/s 100.0%roof\n [7] gelu / silu (~10 flop, 1R+1W) AI= 1.250 125.3 GFLOP/s 116.0%roof\n [8] softmax (~5 flop, 1R+1W) AI= 0.625 1.9 GFLOP/s 3.5%roof\n [9] layer_norm (~10 flop, 1R+1W) AI= 1.250 5.3 GFLOP/s 4.9%roof\n [a] attention block [1,12,512,64] AI= 26.100 11.1 GFLOP/s 2.2%roof\n [b] GEMV M=1 K=N=4096 (decode) AI= 0.500 32.4 GFLOP/s 75.0%roof",
2429
+ "ANE": " ANE roofline (compute roof gemm=4.6 TF/s conv=6.8 TF/s, bw=7 GB/s, ridge R=659 FLOP/byte)\n y=GFLOP/s [1..10270] x=AI [0.1..5461] (log-log)\n | 4 \n | /1_____________\n | /// \n | //5 \n | a ///0 \n | /// \n | //// \n | /// \n | /// \n | b //// \n | /// \n | //7 \n | //8/ \n | /// \n | 6/// \n | //// \n |// \n | \n +---------------------------------------------------------------- AI->\n [0] matmul square N=512 AI= 170.667 562.8 GFLOP/s 47.7%roof\n [1] matmul square N=2048 AI= 682.667 3998.5 GFLOP/s 87.7%roof\n [4] conv 3x3 (C=512,B=4,64x64) AI=2019.945 6846.7 GFLOP/s 100.0%roof\n [5] conv 3x3 (C=64,B=16,64x64) AI= 286.740 1747.5 GFLOP/s 88.1%roof\n [6] relu / copy (1R+1W, ~1 flop) AI= 0.250 1.7 GFLOP/s 100.0%roof\n [7] gelu / silu (~10 flop, 1R+1W) AI= 2.500 17.0 GFLOP/s 98.5%roof\n [8] softmax (~5 flop, 1R+1W) AI= 1.250 6.4 GFLOP/s 74.3%roof\n [a] attention block [1,12,512,64] AI= 52.200 569.6 GFLOP/s 157.7%roof\n [b] GEMV M=1 K=N=4096 (decode) AI= 1.000 45.2 GFLOP/s 654.1%roof"
2430
+ },
2431
+ "meta": {
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+ "source_compute_json": "/Users/spencer/Downloads/aneforge-new/bench/results/device_saturation_sweep_results.json",
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+ "source_bandwidth_json": "/Users/spencer/Downloads/aneforge-new/bench/results/device_bandwidth_roofline_results.json",
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+ "fp16_bytes": 2,
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+ "cpu_fp32_bytes": 4
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+ }
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+ }
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+ }
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+ ]
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+ {
1411
+ "op": "adds",
1412
+ "set": "_EMIT",
1413
+ "class": "dispatch/latency-bound",
1414
+ "where": "floor finding (CPU wins tiny)"
1415
+ },
1416
+ {
1417
+ "op": "affine",
1418
+ "set": "_EMIT",
1419
+ "class": "UNCLASSIFIED",
1420
+ "where": "!! add to a class"
1421
+ },
1422
+ {
1423
+ "op": "atan",
1424
+ "set": "_EMIT",
1425
+ "class": "UNCLASSIFIED",
1426
+ "where": "!! add to a class"
1427
+ },
1428
+ {
1429
+ "op": "avg_pool",
1430
+ "set": "_EMIT",
1431
+ "class": "bandwidth-bound",
1432
+ "where": "THIS bandwidth roofline"
1433
+ },
1434
+ {
1435
+ "op": "batch_norm",
1436
+ "set": "_EMIT",
1437
+ "class": "bandwidth-bound",
1438
+ "where": "THIS bandwidth roofline"
1439
+ },
1440
+ {
1441
+ "op": "bmm",
1442
+ "set": "_EMIT",
1443
+ "class": "compute-bound",
1444
+ "where": "saturation sweep (GEMM/conv peaks)"
1445
+ },
1446
+ {
1447
+ "op": "bmm_w",
1448
+ "set": "_EMIT",
1449
+ "class": "UNCLASSIFIED",
1450
+ "where": "!! add to a class"
1451
+ },
1452
+ {
1453
+ "op": "cast",
1454
+ "set": "_EMIT",
1455
+ "class": "UNCLASSIFIED",
1456
+ "where": "!! add to a class"
1457
+ },
1458
+ {
1459
+ "op": "ceil",
1460
+ "set": "_EMIT",
1461
+ "class": "UNCLASSIFIED",
1462
+ "where": "!! add to a class"
1463
+ },
1464
+ {
1465
+ "op": "channel_layer_norm",
1466
+ "set": "_EMIT",
1467
+ "class": "UNCLASSIFIED",
1468
+ "where": "!! add to a class"
1469
+ },
1470
+ {
1471
+ "op": "clamped_relu",
1472
+ "set": "_EMIT",
1473
+ "class": "UNCLASSIFIED",
1474
+ "where": "!! add to a class"
1475
+ },
1476
+ {
1477
+ "op": "clip",
1478
+ "set": "_EMIT",
1479
+ "class": "bandwidth-bound",
1480
+ "where": "THIS bandwidth roofline"
1481
+ },
1482
+ {
1483
+ "op": "concat",
1484
+ "set": "_EMIT",
1485
+ "class": "bandwidth-bound",
1486
+ "where": "THIS bandwidth roofline"
1487
+ },
1488
+ {
1489
+ "op": "const_array",
1490
+ "set": "_EMIT",
1491
+ "class": "UNCLASSIFIED",
1492
+ "where": "!! add to a class"
1493
+ },
1494
+ {
1495
+ "op": "conv",
1496
+ "set": "_EMIT",
1497
+ "class": "compute-bound",
1498
+ "where": "saturation sweep (GEMM/conv peaks)"
1499
+ },
1500
+ {
1501
+ "op": "conv_transpose",
1502
+ "set": "_EMIT",
1503
+ "class": "compute-bound",
1504
+ "where": "saturation sweep (GEMM/conv peaks)"
1505
+ },
1506
+ {
1507
+ "op": "cos",
1508
+ "set": "_EMIT",
1509
+ "class": "bandwidth-bound",
1510
+ "where": "THIS bandwidth roofline"
1511
+ },
1512
+ {
1513
+ "op": "crop",
1514
+ "set": "_EMIT",
1515
+ "class": "UNCLASSIFIED",
1516
+ "where": "!! add to a class"
1517
+ },
1518
+ {
1519
+ "op": "depth_to_space",
1520
+ "set": "_EMIT",
1521
+ "class": "UNCLASSIFIED",
1522
+ "where": "!! add to a class"
1523
+ },
1524
+ {
1525
+ "op": "dynamic_conv",
1526
+ "set": "_EMIT",
1527
+ "class": "UNCLASSIFIED",
1528
+ "where": "!! add to a class"
1529
+ },
1530
+ {
1531
+ "op": "einsum",
1532
+ "set": "_EMIT",
1533
+ "class": "UNCLASSIFIED",
1534
+ "where": "!! add to a class"
1535
+ },
1536
+ {
1537
+ "op": "elu",
1538
+ "set": "_EMIT",
1539
+ "class": "bandwidth-bound",
1540
+ "where": "THIS bandwidth roofline"
1541
+ },
1542
+ {
1543
+ "op": "equal",
1544
+ "set": "_EMIT",
1545
+ "class": "UNCLASSIFIED",
1546
+ "where": "!! add to a class"
1547
+ },
1548
+ {
1549
+ "op": "erf",
1550
+ "set": "_EMIT",
1551
+ "class": "bandwidth-bound",
1552
+ "where": "THIS bandwidth roofline"
1553
+ },
1554
+ {
1555
+ "op": "exp",
1556
+ "set": "_EMIT",
1557
+ "class": "bandwidth-bound",
1558
+ "where": "THIS bandwidth roofline"
1559
+ },
1560
+ {
1561
+ "op": "exp2",
1562
+ "set": "_EMIT",
1563
+ "class": "UNCLASSIFIED",
1564
+ "where": "!! add to a class"
1565
+ },
1566
+ {
1567
+ "op": "expand_dims",
1568
+ "set": "_EMIT",
1569
+ "class": "UNCLASSIFIED",
1570
+ "where": "!! add to a class"
1571
+ },
1572
+ {
1573
+ "op": "flatten2d",
1574
+ "set": "_EMIT",
1575
+ "class": "UNCLASSIFIED",
1576
+ "where": "!! add to a class"
1577
+ },
1578
+ {
1579
+ "op": "floor",
1580
+ "set": "_EMIT",
1581
+ "class": "UNCLASSIFIED",
1582
+ "where": "!! add to a class"
1583
+ },
1584
+ {
1585
+ "op": "gelu",
1586
+ "set": "_EMIT",
1587
+ "class": "bandwidth-bound",
1588
+ "where": "THIS bandwidth roofline"
1589
+ },
1590
+ {
1591
+ "op": "greater",
1592
+ "set": "_EMIT",
1593
+ "class": "UNCLASSIFIED",
1594
+ "where": "!! add to a class"
1595
+ },
1596
+ {
1597
+ "op": "greater_equal",
1598
+ "set": "_EMIT",
1599
+ "class": "UNCLASSIFIED",
1600
+ "where": "!! add to a class"
1601
+ },
1602
+ {
1603
+ "op": "group_norm",
1604
+ "set": "_EMIT",
1605
+ "class": "bandwidth-bound",
1606
+ "where": "THIS bandwidth roofline"
1607
+ },
1608
+ {
1609
+ "op": "instance_norm",
1610
+ "set": "_EMIT",
1611
+ "class": "UNCLASSIFIED",
1612
+ "where": "!! add to a class"
1613
+ },
1614
+ {
1615
+ "op": "inverse",
1616
+ "set": "_EMIT",
1617
+ "class": "UNCLASSIFIED",
1618
+ "where": "!! add to a class"
1619
+ },
1620
+ {
1621
+ "op": "l2_norm",
1622
+ "set": "_EMIT",
1623
+ "class": "bandwidth-bound",
1624
+ "where": "THIS bandwidth roofline"
1625
+ },
1626
+ {
1627
+ "op": "layer_norm",
1628
+ "set": "_EMIT",
1629
+ "class": "bandwidth-bound",
1630
+ "where": "THIS bandwidth roofline"
1631
+ },
1632
+ {
1633
+ "op": "leaky_relu",
1634
+ "set": "_EMIT",
1635
+ "class": "bandwidth-bound",
1636
+ "where": "THIS bandwidth roofline"
1637
+ },
1638
+ {
1639
+ "op": "less",
1640
+ "set": "_EMIT",
1641
+ "class": "UNCLASSIFIED",
1642
+ "where": "!! add to a class"
1643
+ },
1644
+ {
1645
+ "op": "less_equal",
1646
+ "set": "_EMIT",
1647
+ "class": "UNCLASSIFIED",
1648
+ "where": "!! add to a class"
1649
+ },
1650
+ {
1651
+ "op": "linear_activation",
1652
+ "set": "_EMIT",
1653
+ "class": "UNCLASSIFIED",
1654
+ "where": "!! add to a class"
1655
+ },
1656
+ {
1657
+ "op": "local_response_norm",
1658
+ "set": "_EMIT",
1659
+ "class": "UNCLASSIFIED",
1660
+ "where": "!! add to a class"
1661
+ },
1662
+ {
1663
+ "op": "log",
1664
+ "set": "_EMIT",
1665
+ "class": "bandwidth-bound",
1666
+ "where": "THIS bandwidth roofline"
1667
+ },
1668
+ {
1669
+ "op": "logical_not",
1670
+ "set": "_EMIT",
1671
+ "class": "UNCLASSIFIED",
1672
+ "where": "!! add to a class"
1673
+ },
1674
+ {
1675
+ "op": "matmul",
1676
+ "set": "_EMIT",
1677
+ "class": "compute-bound",
1678
+ "where": "saturation sweep (GEMM/conv peaks)"
1679
+ },
1680
+ {
1681
+ "op": "max_pool",
1682
+ "set": "_EMIT",
1683
+ "class": "bandwidth-bound",
1684
+ "where": "THIS bandwidth roofline"
1685
+ },
1686
+ {
1687
+ "op": "maximum",
1688
+ "set": "_EMIT",
1689
+ "class": "bandwidth-bound",
1690
+ "where": "THIS bandwidth roofline"
1691
+ },
1692
+ {
1693
+ "op": "minimum",
1694
+ "set": "_EMIT",
1695
+ "class": "bandwidth-bound",
1696
+ "where": "THIS bandwidth roofline"
1697
+ },
1698
+ {
1699
+ "op": "mul",
1700
+ "set": "_EMIT",
1701
+ "class": "bandwidth-bound",
1702
+ "where": "THIS bandwidth roofline"
1703
+ },
1704
+ {
1705
+ "op": "muls",
1706
+ "set": "_EMIT",
1707
+ "class": "dispatch/latency-bound",
1708
+ "where": "floor finding (CPU wins tiny)"
1709
+ },
1710
+ {
1711
+ "op": "not_equal",
1712
+ "set": "_EMIT",
1713
+ "class": "UNCLASSIFIED",
1714
+ "where": "!! add to a class"
1715
+ },
1716
+ {
1717
+ "op": "pixel_shuffle",
1718
+ "set": "_EMIT",
1719
+ "class": "bandwidth-bound",
1720
+ "where": "THIS bandwidth roofline"
1721
+ },
1722
+ {
1723
+ "op": "pixel_unshuffle",
1724
+ "set": "_EMIT",
1725
+ "class": "bandwidth-bound",
1726
+ "where": "THIS bandwidth roofline"
1727
+ },
1728
+ {
1729
+ "op": "pow",
1730
+ "set": "_EMIT",
1731
+ "class": "bandwidth-bound",
1732
+ "where": "THIS bandwidth roofline"
1733
+ },
1734
+ {
1735
+ "op": "prelu",
1736
+ "set": "_EMIT",
1737
+ "class": "UNCLASSIFIED",
1738
+ "where": "!! add to a class"
1739
+ },
1740
+ {
1741
+ "op": "real_div",
1742
+ "set": "_EMIT",
1743
+ "class": "bandwidth-bound",
1744
+ "where": "THIS bandwidth roofline"
1745
+ },
1746
+ {
1747
+ "op": "reduce_l1_norm",
1748
+ "set": "_EMIT",
1749
+ "class": "UNCLASSIFIED",
1750
+ "where": "!! add to a class"
1751
+ },
1752
+ {
1753
+ "op": "reduce_log_sum",
1754
+ "set": "_EMIT",
1755
+ "class": "UNCLASSIFIED",
1756
+ "where": "!! add to a class"
1757
+ },
1758
+ {
1759
+ "op": "reduce_log_sum_exp",
1760
+ "set": "_EMIT",
1761
+ "class": "UNCLASSIFIED",
1762
+ "where": "!! add to a class"
1763
+ },
1764
+ {
1765
+ "op": "reduce_max",
1766
+ "set": "_EMIT",
1767
+ "class": "bandwidth-bound",
1768
+ "where": "THIS bandwidth roofline"
1769
+ },
1770
+ {
1771
+ "op": "reduce_mean",
1772
+ "set": "_EMIT",
1773
+ "class": "bandwidth-bound",
1774
+ "where": "THIS bandwidth roofline"
1775
+ },
1776
+ {
1777
+ "op": "reduce_min",
1778
+ "set": "_EMIT",
1779
+ "class": "bandwidth-bound",
1780
+ "where": "THIS bandwidth roofline"
1781
+ },
1782
+ {
1783
+ "op": "reduce_sum",
1784
+ "set": "_EMIT",
1785
+ "class": "bandwidth-bound",
1786
+ "where": "THIS bandwidth roofline"
1787
+ },
1788
+ {
1789
+ "op": "reduce_sum_square",
1790
+ "set": "_EMIT",
1791
+ "class": "UNCLASSIFIED",
1792
+ "where": "!! add to a class"
1793
+ },
1794
+ {
1795
+ "op": "relu",
1796
+ "set": "_EMIT",
1797
+ "class": "bandwidth-bound",
1798
+ "where": "THIS bandwidth roofline"
1799
+ },
1800
+ {
1801
+ "op": "relu6",
1802
+ "set": "_EMIT",
1803
+ "class": "bandwidth-bound",
1804
+ "where": "THIS bandwidth roofline"
1805
+ },
1806
+ {
1807
+ "op": "reshape",
1808
+ "set": "_EMIT",
1809
+ "class": "bandwidth-bound",
1810
+ "where": "THIS bandwidth roofline"
1811
+ },
1812
+ {
1813
+ "op": "resize_bilinear",
1814
+ "set": "_EMIT",
1815
+ "class": "UNCLASSIFIED",
1816
+ "where": "!! add to a class"
1817
+ },
1818
+ {
1819
+ "op": "resize_nearest_neighbor",
1820
+ "set": "_EMIT",
1821
+ "class": "UNCLASSIFIED",
1822
+ "where": "!! add to a class"
1823
+ },
1824
+ {
1825
+ "op": "reverse",
1826
+ "set": "_EMIT",
1827
+ "class": "UNCLASSIFIED",
1828
+ "where": "!! add to a class"
1829
+ },
1830
+ {
1831
+ "op": "rms_norm",
1832
+ "set": "_EMIT",
1833
+ "class": "bandwidth-bound",
1834
+ "where": "THIS bandwidth roofline"
1835
+ },
1836
+ {
1837
+ "op": "round",
1838
+ "set": "_EMIT",
1839
+ "class": "UNCLASSIFIED",
1840
+ "where": "!! add to a class"
1841
+ },
1842
+ {
1843
+ "op": "rsqrt",
1844
+ "set": "_EMIT",
1845
+ "class": "bandwidth-bound",
1846
+ "where": "THIS bandwidth roofline"
1847
+ },
1848
+ {
1849
+ "op": "scaled_tanh",
1850
+ "set": "_EMIT",
1851
+ "class": "UNCLASSIFIED",
1852
+ "where": "!! add to a class"
1853
+ },
1854
+ {
1855
+ "op": "select",
1856
+ "set": "_EMIT",
1857
+ "class": "UNCLASSIFIED",
1858
+ "where": "!! add to a class"
1859
+ },
1860
+ {
1861
+ "op": "sigmoid",
1862
+ "set": "_EMIT",
1863
+ "class": "bandwidth-bound",
1864
+ "where": "THIS bandwidth roofline"
1865
+ },
1866
+ {
1867
+ "op": "sigmoid_hard",
1868
+ "set": "_EMIT",
1869
+ "class": "UNCLASSIFIED",
1870
+ "where": "!! add to a class"
1871
+ },
1872
+ {
1873
+ "op": "sign",
1874
+ "set": "_EMIT",
1875
+ "class": "UNCLASSIFIED",
1876
+ "where": "!! add to a class"
1877
+ },
1878
+ {
1879
+ "op": "silu",
1880
+ "set": "_EMIT",
1881
+ "class": "bandwidth-bound",
1882
+ "where": "THIS bandwidth roofline"
1883
+ },
1884
+ {
1885
+ "op": "sin",
1886
+ "set": "_EMIT",
1887
+ "class": "bandwidth-bound",
1888
+ "where": "THIS bandwidth roofline"
1889
+ },
1890
+ {
1891
+ "op": "slice_by_size",
1892
+ "set": "_EMIT",
1893
+ "class": "UNCLASSIFIED",
1894
+ "where": "!! add to a class"
1895
+ },
1896
+ {
1897
+ "op": "softmax",
1898
+ "set": "_EMIT",
1899
+ "class": "bandwidth-bound",
1900
+ "where": "THIS bandwidth roofline"
1901
+ },
1902
+ {
1903
+ "op": "softplus",
1904
+ "set": "_EMIT",
1905
+ "class": "bandwidth-bound",
1906
+ "where": "THIS bandwidth roofline"
1907
+ },
1908
+ {
1909
+ "op": "softsign",
1910
+ "set": "_EMIT",
1911
+ "class": "UNCLASSIFIED",
1912
+ "where": "!! add to a class"
1913
+ },
1914
+ {
1915
+ "op": "space_to_depth",
1916
+ "set": "_EMIT",
1917
+ "class": "UNCLASSIFIED",
1918
+ "where": "!! add to a class"
1919
+ },
1920
+ {
1921
+ "op": "split",
1922
+ "set": "_EMIT",
1923
+ "class": "UNCLASSIFIED",
1924
+ "where": "!! add to a class"
1925
+ },
1926
+ {
1927
+ "op": "sqrt",
1928
+ "set": "_EMIT",
1929
+ "class": "bandwidth-bound",
1930
+ "where": "THIS bandwidth roofline"
1931
+ },
1932
+ {
1933
+ "op": "square",
1934
+ "set": "_EMIT",
1935
+ "class": "bandwidth-bound",
1936
+ "where": "THIS bandwidth roofline"
1937
+ },
1938
+ {
1939
+ "op": "squeeze",
1940
+ "set": "_EMIT",
1941
+ "class": "UNCLASSIFIED",
1942
+ "where": "!! add to a class"
1943
+ },
1944
+ {
1945
+ "op": "stack",
1946
+ "set": "_EMIT",
1947
+ "class": "UNCLASSIFIED",
1948
+ "where": "!! add to a class"
1949
+ },
1950
+ {
1951
+ "op": "sub",
1952
+ "set": "_EMIT",
1953
+ "class": "bandwidth-bound",
1954
+ "where": "THIS bandwidth roofline"
1955
+ },
1956
+ {
1957
+ "op": "tanh",
1958
+ "set": "_EMIT",
1959
+ "class": "bandwidth-bound",
1960
+ "where": "THIS bandwidth roofline"
1961
+ },
1962
+ {
1963
+ "op": "threshold",
1964
+ "set": "_EMIT",
1965
+ "class": "UNCLASSIFIED",
1966
+ "where": "!! add to a class"
1967
+ },
1968
+ {
1969
+ "op": "thresholded_relu",
1970
+ "set": "_EMIT",
1971
+ "class": "UNCLASSIFIED",
1972
+ "where": "!! add to a class"
1973
+ },
1974
+ {
1975
+ "op": "tile",
1976
+ "set": "_EMIT",
1977
+ "class": "UNCLASSIFIED",
1978
+ "where": "!! add to a class"
1979
+ },
1980
+ {
1981
+ "op": "transpose",
1982
+ "set": "_EMIT",
1983
+ "class": "bandwidth-bound",
1984
+ "where": "THIS bandwidth roofline"
1985
+ },
1986
+ {
1987
+ "op": "upsample",
1988
+ "set": "_EMIT",
1989
+ "class": "bandwidth-bound",
1990
+ "where": "THIS bandwidth roofline"
1991
+ },
1992
+ {
1993
+ "op": "upsample_bilinear",
1994
+ "set": "_EMIT",
1995
+ "class": "UNCLASSIFIED",
1996
+ "where": "!! add to a class"
1997
+ },
1998
+ {
1999
+ "op": "argmax",
2000
+ "set": "NETPLIST_OPS",
2001
+ "class": "bridge:worker-raceable",
2002
+ "where": "bridge:worker (raceable silicon via persistent worker)"
2003
+ },
2004
+ {
2005
+ "op": "batch_to_space",
2006
+ "set": "NETPLIST_OPS",
2007
+ "class": "bridge:subprocess-not-raceable",
2008
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2009
+ },
2010
+ {
2011
+ "op": "channel_to_space",
2012
+ "set": "NETPLIST_OPS",
2013
+ "class": "bridge:subprocess-not-raceable",
2014
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2015
+ },
2016
+ {
2017
+ "op": "cost_volume",
2018
+ "set": "NETPLIST_OPS",
2019
+ "class": "bridge:subprocess-not-raceable",
2020
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2021
+ },
2022
+ {
2023
+ "op": "cross_correlation",
2024
+ "set": "NETPLIST_OPS",
2025
+ "class": "bridge:subprocess-not-raceable",
2026
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2027
+ },
2028
+ {
2029
+ "op": "cross_product",
2030
+ "set": "NETPLIST_OPS",
2031
+ "class": "bridge:subprocess-not-raceable",
2032
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2033
+ },
2034
+ {
2035
+ "op": "dynamic_slice",
2036
+ "set": "NETPLIST_OPS",
2037
+ "class": "bridge:subprocess-not-raceable",
2038
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2039
+ },
2040
+ {
2041
+ "op": "flatten",
2042
+ "set": "NETPLIST_OPS",
2043
+ "class": "bridge:subprocess-not-raceable",
2044
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2045
+ },
2046
+ {
2047
+ "op": "fps",
2048
+ "set": "NETPLIST_OPS",
2049
+ "class": "bridge:subprocess-not-raceable",
2050
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2051
+ },
2052
+ {
2053
+ "op": "input_view",
2054
+ "set": "NETPLIST_OPS",
2055
+ "class": "bridge:subprocess-not-raceable",
2056
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2057
+ },
2058
+ {
2059
+ "op": "lrn",
2060
+ "set": "NETPLIST_OPS",
2061
+ "class": "bridge:subprocess-not-raceable",
2062
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2063
+ },
2064
+ {
2065
+ "op": "minmax_norm",
2066
+ "set": "NETPLIST_OPS",
2067
+ "class": "bridge:subprocess-not-raceable",
2068
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2069
+ },
2070
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2071
+ "op": "radius_search",
2072
+ "set": "NETPLIST_OPS",
2073
+ "class": "bridge:subprocess-not-raceable",
2074
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2075
+ },
2076
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2077
+ "op": "scaled_elementwise",
2078
+ "set": "NETPLIST_OPS",
2079
+ "class": "bridge:subprocess-not-raceable",
2080
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2081
+ },
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+ {
2083
+ "op": "sdpa",
2084
+ "set": "NETPLIST_OPS",
2085
+ "class": "bridge:worker-raceable",
2086
+ "where": "bridge:worker (raceable - covered as attention class)"
2087
+ },
2088
+ {
2089
+ "op": "sort",
2090
+ "set": "NETPLIST_OPS",
2091
+ "class": "bridge:subprocess-not-raceable",
2092
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2093
+ },
2094
+ {
2095
+ "op": "space_to_batch",
2096
+ "set": "NETPLIST_OPS",
2097
+ "class": "bridge:subprocess-not-raceable",
2098
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2099
+ },
2100
+ {
2101
+ "op": "space_to_channel",
2102
+ "set": "NETPLIST_OPS",
2103
+ "class": "bridge:subprocess-not-raceable",
2104
+ "where": "subprocess-per-call: dispatch-bound ARTIFACT, NOT a fair speed race (needs a persistent worker to benchmark silicon)"
2105
+ },
2106
+ {
2107
+ "op": "topk",
2108
+ "set": "NETPLIST_OPS",
2109
+ "class": "bridge:worker-raceable",
2110
+ "where": "bridge:worker (raceable silicon via persistent worker)"
2111
+ }
2112
+ ],
2113
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2114
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2115
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2117
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2118
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2119
+ "UNCLASSIFIED": 50
2120
+ },
2121
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2122
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2124
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2125
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2126
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2127
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2128
+ "a1_only_ops": [
2129
+ "batch_to_space",
2130
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2131
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2132
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2134
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2135
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2136
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2137
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2138
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2139
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2140
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2141
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2142
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2143
+ "space_to_batch",
2144
+ "space_to_channel"
2145
+ ],
2146
+ "unclassified": [
2147
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2148
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2149
+ "bmm_w",
2150
+ "cast",
2151
+ "ceil",
2152
+ "channel_layer_norm",
2153
+ "clamped_relu",
2154
+ "const_array",
2155
+ "crop",
2156
+ "depth_to_space",
2157
+ "dynamic_conv",
2158
+ "einsum",
2159
+ "equal",
2160
+ "exp2",
2161
+ "expand_dims",
2162
+ "flatten2d",
2163
+ "floor",
2164
+ "greater",
2165
+ "greater_equal",
2166
+ "instance_norm",
2167
+ "inverse",
2168
+ "less",
2169
+ "less_equal",
2170
+ "linear_activation",
2171
+ "local_response_norm",
2172
+ "logical_not",
2173
+ "not_equal",
2174
+ "prelu",
2175
+ "reduce_l1_norm",
2176
+ "reduce_log_sum",
2177
+ "reduce_log_sum_exp",
2178
+ "reduce_sum_square",
2179
+ "resize_bilinear",
2180
+ "resize_nearest_neighbor",
2181
+ "reverse",
2182
+ "round",
2183
+ "scaled_tanh",
2184
+ "select",
2185
+ "sigmoid_hard",
2186
+ "sign",
2187
+ "slice_by_size",
2188
+ "softsign",
2189
+ "space_to_depth",
2190
+ "split",
2191
+ "squeeze",
2192
+ "stack",
2193
+ "threshold",
2194
+ "thresholded_relu",
2195
+ "tile",
2196
+ "upsample_bilinear"
2197
+ ]
2198
+ }
2199
+ }
2200
+ }
2201
+ },
2202
+ {
2203
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2204
+ "result_file": "decode_measurement_results.json",
2205
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2206
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2207
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2208
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2209
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2210
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2211
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2213
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2216
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2217
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2218
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2220
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2221
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2222
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2223
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2224
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2225
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2226
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2227
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2228
+ "idle_pkg_W": 7.6135,
2229
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2231
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2232
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2234
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2273
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2274
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2276
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2277
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2278
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2281
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2282
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2283
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2316
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+ "batch": 32,
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+ "status": "NotImplementedError: aneforge: tensor (32, 32000) (op 'matmul') exceeds ANE family 3's max dimension 16384; tile the graph or target a higher chip."
2328
+ },
2329
+ {
2330
+ "device": "ANE8",
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+ "batch": 32,
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+ "status": "NotImplementedError: aneforge: tensor (32, 32000) (op 'matmul') exceeds ANE family 3's max dimension 16384; tile the graph or target a higher chip."
2333
+ }
2334
+ ]
2335
+ }
2336
+ },
2337
+ {
2338
+ "script": "roofline_analysis.py",
2339
+ "result_file": "roofline_analysis_results.json",
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+ "returncode": 1,
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+ "error": [
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raw/roofline-apple-m5-pro-Mac17_8-c38210cfc8ea-a154b89e.json ADDED
The diff for this file is too large to render. See raw diff
 
rooflines.csv ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ chip,model_identifier,hardware_hash,p_cores,e_cores,gpu_cores,ram_gb,macos_version,macos_build,aneforge_version,power,contributor,peak_fp16_gemm_tflops,bandwidth_gbps,ridge_flop_per_byte,peak_perf_per_w_gflops,decode_tok_s,matmul_inf_cliff,slice_x16_cliff,reduce_exact_sum,timestamp_utc
2
+ Apple M1,"MacBookPro17,1",dcf5b8a7dd09,4,4,8,16,26.5.2,25F84,0.2.1.dev42,ac,diegobauavi,2.69655578863585,0.8564273674361607,3148.6100178096603,441.94925131304194,,~32759,clamp @ 4094,<= 2048,2026-08-01T20:23:15Z
3
+ Apple M1 Max,"MacBookPro18,2",8dc9588b5db6,8,2,32,32,26.5.1,25F80,0.2.0,ac (high-power),sbryngelson,4.561582231756931,6.918305849613406,659.3496053678853,918.0061262873708,,~32759,clamp @ 4094,<= 2048,2026-08-01T23:53:56Z
4
+ Apple M2 Pro,"Mac14,12",723396ad9091,6,4,16,32,26.5.2,25F84,0.2.1.dev33,ac,axiom-of-choice,3.2634850363779067,0.9586683792350782,3404.1855422224753,1378.7905315307037,,~32759,clamp @ 4094,<= 2048,2026-08-01T19:52:48Z
5
+ Apple M5 Pro,"Mac17,8",c38210cfc8ea,6,12,20,48,26.5.1,25F80,0.1.4.dev32+gb8dc90fe6.d20260624,ac (high-power),sbryngelson,10.041569131237107,23.995035012385173,418.4852877294863,918.4642866526486,116.68043921079412,~32759,exact (no clamp),<= 2048,2026-08-01T16:39:18Z