{ "id": "09d8fbde-0008-49bb-99da-03eeaca72be1", "title": "Predator trio bench \u2014 09d8fbde-0008-49bb-99da-03eeaca72be1", "date": "2026-05-04", "hardware": "predator", "engine": "llamacpp", "harness": "predator-trio-1", "model_family": "gemma/granite/qwen3.5", "model_sizes": [ "granite-4.1:8b", "gemma-4:e4b-it", "qwen3.5:9b" ], "task_kind": null, "headline": "includes prefill time, so true generation rate is slightly higher. Use llama-bench's", "summary_md_path": "runs/09d8fbde-0008-49bb-99da-03eeaca72be1.md", "raw_jsonl_path": "runs/09d8fbde-0008-49bb-99da-03eeaca72be1.jsonl", "log_path": "runs/09d8fbde-0008-49bb-99da-03eeaca72be1.log", "synthesis_doc": "A3B_AND_CPU_OVERNIGHT_2026-05-05.md", "cells": [ { "cell_id": "predator:llamacpp:granite-4.1:8b-q4km", "n_calls": 14, "n_errors": 0, "duration_ms_mean": 8831.33, "duration_ms_p50": 6403.0, "tokens_per_sec_mean": 13.49, "tokens_per_sec_max": 15.75 }, { "cell_id": "predator:llamacpp:gemma-4:e4b-it-q4km", "n_calls": 14, "n_errors": 0, "duration_ms_mean": 9888.42, "duration_ms_p50": 8199.0, "tokens_per_sec_mean": 21.82, "tokens_per_sec_max": 23.66 }, { "cell_id": "predator:llamacpp:qwen3.5:9b-q4km", "n_calls": 14, "n_errors": 0, "duration_ms_mean": 37136.33, "duration_ms_p50": 35324.5, "tokens_per_sec_mean": 14.04, "tokens_per_sec_max": 14.57 } ], "n_calls_total": 42, "n_errors_total": 0, "started_at": "2026-05-04T16:01:52Z", "tags": [ "gemma", "granite", "predator", "qwen3", "qwen3.5", "trio" ], "status": "complete", "visibility": "draft", "cells_full": [ { "cell_id": "predator:llamacpp:granite-4.1:8b-q4km", "n_calls": 14, "n_errors": 0, "duration_ms_mean": 8831.33, "duration_ms_p50": 6403.0, "tokens_per_sec_mean": 13.49, "tokens_per_sec_max": 15.75, "calls": [ { "type": "vram_snapshot", "model_key": "granite", "cell_id": "predator:llamacpp:granite-4.1:8b-q4km", "raw": "5990, 40, 6144" }, { "type": "llama_bench", "model_key": "granite", "cell_id": "predator:llamacpp:granite-4.1:8b-q4km", "raw": "llama-bench.exe : ggml_cuda_init: found 1 CUDA devices (Total VRAM: 6143 MiB):\r\nAt line:1 char:1\r\n+ & 'D:\\WeeyugaTools\\llama.cpp\\llama-bench.exe' -m 'D:\\WeeyugaModels\\ll ...\r\n+ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\r\n + CategoryInfo : NotSpecified: (ggml_cuda_init:...RAM: 6143 MiB)::String) [], RemoteException\r\n + FullyQualifiedErrorId : NativeCommandError\r\n \r\n Device 0: NVIDIA GeForce GTX 1060, compute capability 6.1, VMM: yes, VRAM: 6143 MiB\r\nload_backend: loaded CUDA backend from D:\\WeeyugaTools\\llama.cpp\\ggml-cuda.dll\r\nload_backend: loaded RPC backend from D:\\WeeyugaTools\\llama.cpp\\ggml-rpc.dll\r\nload_backend: loaded CPU backend from D:\\WeeyugaTools\\llama.cpp\\ggml-cpu-haswell.dll\r\n| model | size | params | backend | ngl | test | t/s |\r\n| ------------------------------ | ---------: | ---------: | ---------- | --: | --------------: | -------------------: |\r\n| granite 3B Q4_K - Medium | 4.98 GiB | 8.79 B | CUDA | 99 | pp512 | 142.89 \u00b1 0.51 |\r\n| granite 3B Q4_K - Medium | 4.98 GiB | 8.79 B | CUDA | 99 | tg128 | 12.19 \u00b1 0.04 |\r\n\r\nbuild: 665abc609 (8951)\r\n\r" }, { "type": "call", "cell_id": "predator:llamacpp:granite-4.1:8b-q4km", "model_key": "granite", "prompt_id": "hello", "run_idx": 0, "phase": "cold", "total_duration_ms": 1782, "prompt_tokens": 9, "completion_tokens": 10, "tokens_per_sec": 5.611672278338945, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:granite-4.1:8b-q4km", "model_key": "granite", "prompt_id": "hello", "run_idx": 1, "phase": "warm", "total_duration_ms": 919, "prompt_tokens": 9, "completion_tokens": 10, "tokens_per_sec": 10.88139281828074, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:granite-4.1:8b-q4km", "model_key": "granite", "prompt_id": "hello", "run_idx": 2, "phase": "warm", "total_duration_ms": 917, "prompt_tokens": 9, "completion_tokens": 10, "tokens_per_sec": 10.905125408942203, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:granite-4.1:8b-q4km", "model_key": "granite", "prompt_id": "hello", "run_idx": 3, "phase": "warm", "total_duration_ms": 868, "prompt_tokens": 9, "completion_tokens": 10, "tokens_per_sec": 11.52073732718894, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:granite-4.1:8b-q4km", "model_key": "granite", "prompt_id": "P-MEDIUM", "run_idx": 0, "phase": "cold", "total_duration_ms": 6095, "prompt_tokens": 22, "completion_tokens": 88, "tokens_per_sec": 14.438063986874488, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:granite-4.1:8b-q4km", "model_key": "granite", "prompt_id": "P-MEDIUM", "run_idx": 1, "phase": "warm", "total_duration_ms": 6204, "prompt_tokens": 22, "completion_tokens": 94, "tokens_per_sec": 15.151515151515152, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:granite-4.1:8b-q4km", "model_key": "granite", "prompt_id": "P-MEDIUM", "run_idx": 2, "phase": "warm", "total_duration_ms": 6989, "prompt_tokens": 22, "completion_tokens": 106, "tokens_per_sec": 15.16669051366433, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:granite-4.1:8b-q4km", "model_key": "granite", "prompt_id": "P-MEDIUM", "run_idx": 3, "phase": "warm", "total_duration_ms": 6602, "prompt_tokens": 22, "completion_tokens": 102, "tokens_per_sec": 15.44986367767343, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:granite-4.1:8b-q4km", "model_key": "granite", "prompt_id": "P-HARD", "run_idx": 0, "phase": "cold", "total_duration_ms": 20275, "prompt_tokens": 28, "completion_tokens": 317, "tokens_per_sec": 15.635018495684342, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:granite-4.1:8b-q4km", "model_key": "granite", "prompt_id": "P-HARD", "run_idx": 1, "phase": "warm", "total_duration_ms": 18761, "prompt_tokens": 28, "completion_tokens": 295, "tokens_per_sec": 15.72410852299984, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:granite-4.1:8b-q4km", "model_key": "granite", "prompt_id": "P-HARD", "run_idx": 2, "phase": "warm", "total_duration_ms": 18910, "prompt_tokens": 28, "completion_tokens": 297, "tokens_per_sec": 15.70597567424643, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:granite-4.1:8b-q4km", "model_key": "granite", "prompt_id": "P-HARD", "run_idx": 3, "phase": "warm", "total_duration_ms": 17654, "prompt_tokens": 28, "completion_tokens": 278, "tokens_per_sec": 15.747139458479666, "finish_reason": "stop", "error": null } ] }, { "cell_id": "predator:llamacpp:gemma-4:e4b-it-q4km", "n_calls": 14, "n_errors": 0, "duration_ms_mean": 9888.42, "duration_ms_p50": 8199.0, "tokens_per_sec_mean": 21.82, "tokens_per_sec_max": 23.66, "calls": [ { "type": "vram_snapshot", "model_key": "gemma", "cell_id": "predator:llamacpp:gemma-4:e4b-it-q4km", "raw": "4408, 1622, 6144" }, { "type": "llama_bench", "model_key": "gemma", "cell_id": "predator:llamacpp:gemma-4:e4b-it-q4km", "raw": "llama-bench.exe : ggml_cuda_init: found 1 CUDA devices (Total VRAM: 6143 MiB):\r\nAt line:1 char:1\r\n+ & 'D:\\WeeyugaTools\\llama.cpp\\llama-bench.exe' -m 'D:\\WeeyugaModels\\ll ...\r\n+ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\r\n + CategoryInfo : NotSpecified: (ggml_cuda_init:...RAM: 6143 MiB)::String) [], RemoteException\r\n + FullyQualifiedErrorId : NativeCommandError\r\n \r\n Device 0: NVIDIA GeForce GTX 1060, compute capability 6.1, VMM: yes, VRAM: 6143 MiB\r\nload_backend: loaded CUDA backend from D:\\WeeyugaTools\\llama.cpp\\ggml-cuda.dll\r\nload_backend: loaded RPC backend from D:\\WeeyugaTools\\llama.cpp\\ggml-rpc.dll\r\nload_backend: loaded CPU backend from D:\\WeeyugaTools\\llama.cpp\\ggml-cpu-haswell.dll\r\n| model | size | params | backend | ngl | test | t/s |\r\n| ------------------------------ | ---------: | ---------: | ---------- | --: | --------------: | -------------------: |\r\n| gemma4 E4B Q4_K - Medium | 4.62 GiB | 7.52 B | CUDA | 99 | pp512 | 498.70 \u00b1 0.89 |\r\n| gemma4 E4B Q4_K - Medium | 4.62 GiB | 7.52 B | CUDA | 99 | tg128 | 24.53 \u00b1 0.06 |\r\n\r\nbuild: 665abc609 (8951)\r\n\r" }, { "type": "call", "cell_id": "predator:llamacpp:gemma-4:e4b-it-q4km", "model_key": "gemma", "prompt_id": "hello", "run_idx": 0, "phase": "cold", "total_duration_ms": 3519, "prompt_tokens": 17, "completion_tokens": 64, "tokens_per_sec": 18.186984938903098, "finish_reason": "length", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:gemma-4:e4b-it-q4km", "model_key": "gemma", "prompt_id": "hello", "run_idx": 1, "phase": "warm", "total_duration_ms": 851, "prompt_tokens": 17, "completion_tokens": 12, "tokens_per_sec": 14.10105757931845, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:gemma-4:e4b-it-q4km", "model_key": "gemma", "prompt_id": "hello", "run_idx": 2, "phase": "warm", "total_duration_ms": 2918, "prompt_tokens": 17, "completion_tokens": 64, "tokens_per_sec": 21.93283070596299, "finish_reason": "length", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:gemma-4:e4b-it-q4km", "model_key": "gemma", "prompt_id": "hello", "run_idx": 3, "phase": "warm", "total_duration_ms": 2850, "prompt_tokens": 17, "completion_tokens": 64, "tokens_per_sec": 22.45614035087719, "finish_reason": "length", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:gemma-4:e4b-it-q4km", "model_key": "gemma", "prompt_id": "P-MEDIUM", "run_idx": 0, "phase": "cold", "total_duration_ms": 3858, "prompt_tokens": 29, "completion_tokens": 86, "tokens_per_sec": 22.291342664593053, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:gemma-4:e4b-it-q4km", "model_key": "gemma", "prompt_id": "P-MEDIUM", "run_idx": 1, "phase": "warm", "total_duration_ms": 4140, "prompt_tokens": 29, "completion_tokens": 90, "tokens_per_sec": 21.73913043478261, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:gemma-4:e4b-it-q4km", "model_key": "gemma", "prompt_id": "P-MEDIUM", "run_idx": 2, "phase": "warm", "total_duration_ms": 12258, "prompt_tokens": 29, "completion_tokens": 287, "tokens_per_sec": 23.413281122532226, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:gemma-4:e4b-it-q4km", "model_key": "gemma", "prompt_id": "P-MEDIUM", "run_idx": 3, "phase": "warm", "total_duration_ms": 13034, "prompt_tokens": 29, "completion_tokens": 308, "tokens_per_sec": 23.63050483351235, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:gemma-4:e4b-it-q4km", "model_key": "gemma", "prompt_id": "P-HARD", "run_idx": 0, "phase": "cold", "total_duration_ms": 28440, "prompt_tokens": 37, "completion_tokens": 672, "tokens_per_sec": 23.628691983122362, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:gemma-4:e4b-it-q4km", "model_key": "gemma", "prompt_id": "P-HARD", "run_idx": 1, "phase": "warm", "total_duration_ms": 16230, "prompt_tokens": 37, "completion_tokens": 384, "tokens_per_sec": 23.65988909426987, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:gemma-4:e4b-it-q4km", "model_key": "gemma", "prompt_id": "P-HARD", "run_idx": 2, "phase": "warm", "total_duration_ms": 15838, "prompt_tokens": 37, "completion_tokens": 371, "tokens_per_sec": 23.424674832680896, "finish_reason": "stop", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:gemma-4:e4b-it-q4km", "model_key": "gemma", "prompt_id": "P-HARD", "run_idx": 3, "phase": "warm", "total_duration_ms": 14725, "prompt_tokens": 37, "completion_tokens": 344, "tokens_per_sec": 23.3616298811545, "finish_reason": "stop", "error": null } ] }, { "cell_id": "predator:llamacpp:qwen3.5:9b-q4km", "n_calls": 14, "n_errors": 0, "duration_ms_mean": 37136.33, "duration_ms_p50": 35324.5, "tokens_per_sec_mean": 14.04, "tokens_per_sec_max": 14.57, "calls": [ { "type": "vram_snapshot", "model_key": "qwen", "cell_id": "predator:llamacpp:qwen3.5:9b-q4km", "raw": "5954, 76, 6144" }, { "type": "llama_bench", "model_key": "qwen", "cell_id": "predator:llamacpp:qwen3.5:9b-q4km", "raw": "llama-bench.exe : ggml_cuda_init: found 1 CUDA devices (Total VRAM: 6143 MiB):\r\nAt line:1 char:1\r\n+ & 'D:\\WeeyugaTools\\llama.cpp\\llama-bench.exe' -m 'D:\\WeeyugaModels\\ll ...\r\n+ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\r\n + CategoryInfo : NotSpecified: (ggml_cuda_init:...RAM: 6143 MiB)::String) [], RemoteException\r\n + FullyQualifiedErrorId : NativeCommandError\r\n \r\n Device 0: NVIDIA GeForce GTX 1060, compute capability 6.1, VMM: yes, VRAM: 6143 MiB\r\nload_backend: loaded CUDA backend from D:\\WeeyugaTools\\llama.cpp\\ggml-cuda.dll\r\nload_backend: loaded RPC backend from D:\\WeeyugaTools\\llama.cpp\\ggml-rpc.dll\r\nload_backend: loaded CPU backend from D:\\WeeyugaTools\\llama.cpp\\ggml-cpu-haswell.dll\r\n| model | size | params | backend | ngl | test | t/s |\r\n| ------------------------------ | ---------: | ---------: | ---------- | --: | --------------: | -------------------: |\r\n| qwen35 9B Q4_K - Medium | 5.28 GiB | 8.95 B | CUDA | 99 | pp512 | 63.64 \u00b1 0.14 |\r\n| qwen35 9B Q4_K - Medium | 5.28 GiB | 8.95 B | CUDA | 99 | tg128 | 7.43 \u00b1 0.01 |\r\n\r\nbuild: 665abc609 (8951)\r\n\r" }, { "type": "call", "cell_id": "predator:llamacpp:qwen3.5:9b-q4km", "model_key": "qwen", "prompt_id": "hello", "run_idx": 0, "phase": "cold", "total_duration_ms": 5514, "prompt_tokens": 11, "completion_tokens": 64, "tokens_per_sec": 11.606819006166122, "finish_reason": "length", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:qwen3.5:9b-q4km", "model_key": "qwen", "prompt_id": "hello", "run_idx": 1, "phase": "warm", "total_duration_ms": 4659, "prompt_tokens": 11, "completion_tokens": 64, "tokens_per_sec": 13.736853402017601, "finish_reason": "length", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:qwen3.5:9b-q4km", "model_key": "qwen", "prompt_id": "hello", "run_idx": 2, "phase": "warm", "total_duration_ms": 4633, "prompt_tokens": 11, "completion_tokens": 64, "tokens_per_sec": 13.813943449169004, "finish_reason": "length", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:qwen3.5:9b-q4km", "model_key": "qwen", "prompt_id": "hello", "run_idx": 3, "phase": "warm", "total_duration_ms": 4624, "prompt_tokens": 11, "completion_tokens": 64, "tokens_per_sec": 13.84083044982699, "finish_reason": "length", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:qwen3.5:9b-q4km", "model_key": "qwen", "prompt_id": "P-MEDIUM", "run_idx": 0, "phase": "cold", "total_duration_ms": 35678, "prompt_tokens": 24, "completion_tokens": 512, "tokens_per_sec": 14.350580189472506, "finish_reason": "length", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:qwen3.5:9b-q4km", "model_key": "qwen", "prompt_id": "P-MEDIUM", "run_idx": 1, "phase": "warm", "total_duration_ms": 35311, "prompt_tokens": 24, "completion_tokens": 512, "tokens_per_sec": 14.499730962023166, "finish_reason": "length", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:qwen3.5:9b-q4km", "model_key": "qwen", "prompt_id": "P-MEDIUM", "run_idx": 2, "phase": "warm", "total_duration_ms": 35338, "prompt_tokens": 24, "completion_tokens": 512, "tokens_per_sec": 14.488652442130284, "finish_reason": "length", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:qwen3.5:9b-q4km", "model_key": "qwen", "prompt_id": "P-MEDIUM", "run_idx": 3, "phase": "warm", "total_duration_ms": 35235, "prompt_tokens": 24, "completion_tokens": 512, "tokens_per_sec": 14.531006101887328, "finish_reason": "length", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:qwen3.5:9b-q4km", "model_key": "qwen", "prompt_id": "P-HARD", "run_idx": 0, "phase": "cold", "total_duration_ms": 73737, "prompt_tokens": 32, "completion_tokens": 1024, "tokens_per_sec": 13.887193674817256, "finish_reason": "length", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:qwen3.5:9b-q4km", "model_key": "qwen", "prompt_id": "P-HARD", "run_idx": 1, "phase": "warm", "total_duration_ms": 70291, "prompt_tokens": 32, "completion_tokens": 1024, "tokens_per_sec": 14.568010129319545, "finish_reason": "length", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:qwen3.5:9b-q4km", "model_key": "qwen", "prompt_id": "P-HARD", "run_idx": 2, "phase": "warm", "total_duration_ms": 70266, "prompt_tokens": 32, "completion_tokens": 1024, "tokens_per_sec": 14.573193294054022, "finish_reason": "length", "error": null }, { "type": "call", "cell_id": "predator:llamacpp:qwen3.5:9b-q4km", "model_key": "qwen", "prompt_id": "P-HARD", "run_idx": 3, "phase": "warm", "total_duration_ms": 70350, "prompt_tokens": 32, "completion_tokens": 1024, "tokens_per_sec": 14.555792466240229, "finish_reason": "length", "error": null } ] } ], "meta_record": { "type": "meta", "benchmark_run_id": "09d8fbde-0008-49bb-99da-03eeaca72be1", "harness_version": "predator-trio-1", "started_at_utc": "2026-05-04T16:01:52Z", "host": "Slobodans-MacBook-Air.local", "models": { "granite": { "cell_id": "predator:llamacpp:granite-4.1:8b-q4km", "gguf": "granite-4.1-8b-Q4_K_M.gguf" }, "gemma": { "cell_id": "predator:llamacpp:gemma-4:e4b-it-q4km", "gguf": "gemma-4-E4B-it-Q4_K_M.gguf" }, "qwen": { "cell_id": "predator:llamacpp:qwen3.5:9b-q4km", "gguf": "Qwen3.5-9B-Q4_K_M.gguf" } }, "node": "predator", "engine": "llamacpp", "predator_target_url": "http://10.8.0.7:11436" }, "packaged_at": "2026-05-05T17:43:34Z" }