model_id stringclasses 11
values | model_display_name stringclasses 11
values | publisher stringclasses 8
values | quantization stringclasses 3
values | format stringclasses 1
value | regime stringclasses 5
values | hardware dict | runtime dict | benchmark dict | evaluation dict | session dict |
|---|---|---|---|---|---|---|---|---|---|---|
liquid-ai/LFM2-24B-A2B | lfm2-24b-a2b | liquid-ai | Q4_K_M | GGUF | moe_partial_cpu_expert_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 16384,
"gpu_offload": "max",
"expert_offload_to_cpu": true,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0.7,
"top_p": null,
"ncmoe": null,
"n... | {
"tok_per_sec": 44.05,
"ttft_seconds": null,
"tokens_generated": 1024,
"vram_used_gb": null,
"ram_used_gb_peak": null,
"prompt_id": "moe-explainer-500w"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "ncmoe=26 (14 layers experts on GPU, 26 on CPU). ngl=999, np=1, threads=6. VRAM projected 5866 MiB / 7063 MiB free (1194 MiB headroom). Good balance of speed and headroom."
} | {
"date": "2026-05-13T00:00:00",
"run_type": "cold_server"
} |
liquid-ai/LFM2-24B-A2B | lfm2-24b-a2b | liquid-ai | Q4_K_M | GGUF | moe_partial_cpu_expert_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 16384,
"gpu_offload": "max",
"expert_offload_to_cpu": true,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0.7,
"top_p": null,
"ncmoe": null,
"n... | {
"tok_per_sec": 47.52,
"ttft_seconds": null,
"tokens_generated": 1024,
"vram_used_gb": null,
"ram_used_gb_peak": null,
"prompt_id": "moe-explainer-500w"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "ncmoe=24 (16 layers experts on GPU, 24 on CPU). ngl=999, np=1, threads=6. VRAM projected 6563 MiB / 7063 MiB free (498 MiB headroom). Safe practical config with good speed."
} | {
"date": "2026-05-13T00:00:00",
"run_type": "cold_server"
} |
liquid-ai/LFM2-24B-A2B | lfm2-24b-a2b | liquid-ai | Q4_K_M | GGUF | moe_partial_cpu_expert_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 16384,
"gpu_offload": "max",
"expert_offload_to_cpu": true,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0.7,
"top_p": null,
"ncmoe": null,
"n... | {
"tok_per_sec": 49.79,
"ttft_seconds": null,
"tokens_generated": 1024,
"vram_used_gb": null,
"ram_used_gb_peak": null,
"prompt_id": "moe-explainer-500w"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "ncmoe=22 SWEET SPOT at 16K (18 layers experts on GPU, 22 on CPU). ngl=999, np=1, threads=6. VRAM projected 7261 MiB / 7063 MiB free (-200 MiB over budget). Over-commits but no cliff — LFM2 handles VRAM pressure gracefully. Hybrid SSM+conv architecture: 1... | {
"date": "2026-05-13T00:00:00",
"run_type": "cold_server"
} |
liquid-ai/LFM2-24B-A2B | lfm2-24b-a2b | liquid-ai | Q4_K_M | GGUF | moe_partial_cpu_expert_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "max",
"expert_offload_to_cpu": true,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0.7,
"top_p": null,
"ncmoe": null,
"n... | {
"tok_per_sec": 52.23,
"ttft_seconds": null,
"tokens_generated": 1024,
"vram_used_gb": null,
"ram_used_gb_peak": null,
"prompt_id": "moe-explainer-500w"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "ncmoe=22 BEST OVERALL CONFIG at 32K (18 layers experts on GPU, 22 on CPU). ngl=999, np=1, threads=6. VRAM projected 7479 MiB / 7063 MiB free (-418 MiB over budget). 32K context essentially free vs 16K (52.23 vs 49.79 — same counterintuitive pattern as Qw... | {
"date": "2026-05-13T00:00:00",
"run_type": "cold_server"
} |
liquid-ai/LFM2-24B-A2B | lfm2-24b-a2b | liquid-ai | Q4_K_M | GGUF | moe_partial_cpu_expert_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 65536,
"gpu_offload": "max",
"expert_offload_to_cpu": true,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0.7,
"top_p": null,
"ncmoe": null,
"n... | {
"tok_per_sec": 37.56,
"ttft_seconds": null,
"tokens_generated": 1024,
"vram_used_gb": null,
"ram_used_gb_peak": null,
"prompt_id": "moe-explainer-500w"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "ncmoe=22 at 65K (18 layers experts on GPU, 22 on CPU). ngl=999, np=1, threads=6. VRAM projected 7915 MiB / 7063 MiB free (-854 MiB over budget). Gentle degradation: -28% vs 32K sweet spot (37.56 vs 52.23). Compares favourably to Qwen at 65K (-51%) and Ge... | {
"date": "2026-05-13T00:00:00",
"run_type": "cold_server"
} |
meta-llama/Llama-3.2-1B-Instruct | llama-3.2-1b | meta-llama | Q4_K_M | GGUF | full_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "max",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
"ng... | {
"tok_per_sec": 228.2,
"ttft_seconds": null,
"tokens_generated": 512,
"vram_used_gb": 2.07,
"ram_used_gb_peak": null,
"prompt_id": "tcp-udp-explanation"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "Baseline at low context depth (64 prompt tokens). ngl=999, np=1, threads=6. Full GPU offload, 2123 MiB VRAM used, 5829 MiB free. Dense 1.24B all-active. Speed ceiling for this hardware. No thinking mode."
} | {
"date": "2026-05-16T00:00:00",
"run_type": "cold_server"
} |
meta-llama/Llama-3.2-1B-Instruct | llama-3.2-1b | meta-llama | Q4_K_M | GGUF | full_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "max",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
"ng... | {
"tok_per_sec": 210.7,
"ttft_seconds": null,
"tokens_generated": 256,
"vram_used_gb": 2.08,
"ram_used_gb_peak": null,
"prompt_id": "context-fill-8k"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "~8K context fill (6050 prompt tokens). Prompt eval 16791 tok/s. VRAM 2135 MiB. -7.7% from baseline."
} | {
"date": "2026-05-16T00:00:00",
"run_type": "warm_server"
} |
meta-llama/Llama-3.2-1B-Instruct | llama-3.2-1b | meta-llama | Q4_K_M | GGUF | full_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "max",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
"ng... | {
"tok_per_sec": 189.8,
"ttft_seconds": null,
"tokens_generated": 251,
"vram_used_gb": 2.1,
"ram_used_gb_peak": null,
"prompt_id": "context-fill-16k"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "~16K context fill (12050 prompt tokens). Prompt eval 12570.8 tok/s. VRAM 2147 MiB. -16.8% from baseline."
} | {
"date": "2026-05-16T00:00:00",
"run_type": "warm_server"
} |
meta-llama/Llama-3.2-1B-Instruct | llama-3.2-1b | meta-llama | Q4_K_M | GGUF | full_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "max",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
"ng... | {
"tok_per_sec": 171.4,
"ttft_seconds": null,
"tokens_generated": 256,
"vram_used_gb": 2.11,
"ram_used_gb_peak": null,
"prompt_id": "context-fill-24k"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "~24K context fill (18050 prompt tokens). Prompt eval 9950.4 tok/s. VRAM 2159 MiB. -24.9% from baseline."
} | {
"date": "2026-05-16T00:00:00",
"run_type": "warm_server"
} |
meta-llama/Llama-3.2-1B-Instruct | llama-3.2-1b | meta-llama | Q4_K_M | GGUF | full_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "max",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
"ng... | {
"tok_per_sec": 235.5,
"ttft_seconds": null,
"tokens_generated": 1663,
"vram_used_gb": 2.11,
"ram_used_gb_peak": null,
"prompt_id": "sustained-throughput-2048"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "Sustained throughput: asked 2048, got 1663 (hit EOS). Speed held at 235.5 tok/s. No thinking mode. Quality: 4/6 pass, 2/6 fail. JSON fences fail, logic puzzle fail (missed riddle entirely)."
} | {
"date": "2026-05-16T00:00:00",
"run_type": "warm_server"
} |
mistralai/Mistral-7B-Instruct-v0.3 | mistral-7b-v0.3 | mistralai | Q4_K_M | GGUF | full_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "max",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
"ng... | {
"tok_per_sec": 56.4,
"ttft_seconds": null,
"tokens_generated": 512,
"vram_used_gb": 6.56,
"ram_used_gb_peak": null,
"prompt_id": "tcp-udp-explanation"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "Baseline at low context depth (37 prompt tokens). ngl=999, np=1, threads=6. Full GPU offload, 6722 MiB VRAM used, 1466 MiB free. Dense 7.3B all-active. VRAM-hungry but fast. No thinking mode."
} | {
"date": "2026-05-14T00:00:00",
"run_type": "cold_server"
} |
mistralai/Mistral-7B-Instruct-v0.3 | mistral-7b-v0.3 | mistralai | Q4_K_M | GGUF | full_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "max",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
"ng... | {
"tok_per_sec": 43.4,
"ttft_seconds": null,
"tokens_generated": 486,
"vram_used_gb": 6.59,
"ram_used_gb_peak": null,
"prompt_id": "context-fill-8k"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "~8K context fill (7273 prompt tokens). Prompt eval 3070 tok/s. VRAM 6752 MiB. -23% from baseline."
} | {
"date": "2026-05-14T00:00:00",
"run_type": "warm_server"
} |
mistralai/Mistral-7B-Instruct-v0.3 | mistral-7b-v0.3 | mistralai | Q4_K_M | GGUF | full_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "max",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
"ng... | {
"tok_per_sec": 35.7,
"ttft_seconds": null,
"tokens_generated": 414,
"vram_used_gb": 6.62,
"ram_used_gb_peak": null,
"prompt_id": "context-fill-16k"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "~16K context fill (14523 prompt tokens). Prompt eval 2610 tok/s. VRAM 6780 MiB. -37% from baseline."
} | {
"date": "2026-05-14T00:00:00",
"run_type": "warm_server"
} |
mistralai/Mistral-7B-Instruct-v0.3 | mistral-7b-v0.3 | mistralai | Q4_K_M | GGUF | full_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "max",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
"ng... | {
"tok_per_sec": 30.5,
"ttft_seconds": null,
"tokens_generated": 103,
"vram_used_gb": 6.65,
"ram_used_gb_peak": null,
"prompt_id": "context-fill-24k"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "~24K context fill (21777 prompt tokens). Prompt eval 2145 tok/s. VRAM 6810 MiB. -46% from baseline."
} | {
"date": "2026-05-14T00:00:00",
"run_type": "warm_server"
} |
mistralai/Mistral-7B-Instruct-v0.3 | mistral-7b-v0.3 | mistralai | Q4_K_M | GGUF | full_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "max",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
"ng... | {
"tok_per_sec": 26.4,
"ttft_seconds": null,
"tokens_generated": 116,
"vram_used_gb": 6.68,
"ram_used_gb_peak": null,
"prompt_id": "context-fill-32k"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "~32K context fill (29027 prompt tokens). Prompt eval 1740 tok/s. VRAM 6835 MiB. -53% from baseline. Steep degradation, all 32 layers full attention."
} | {
"date": "2026-05-14T00:00:00",
"run_type": "warm_server"
} |
mistralai/Mistral-7B-Instruct-v0.3 | mistral-7b-v0.3 | mistralai | Q4_K_M | GGUF | full_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "max",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
"ng... | {
"tok_per_sec": 56.2,
"ttft_seconds": null,
"tokens_generated": 798,
"vram_used_gb": 6.62,
"ram_used_gb_peak": null,
"prompt_id": "sustained-throughput-2048"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "Sustained throughput test: asked for 2048, got 798 (hit EOS). Speed held at 56.2 tok/s. No thinking mode. Quality: 5/6 pass, 1/6 partial. Best quality score. Confident hallucinations: claims fictional researchers are 'notable'."
} | {
"date": "2026-05-14T00:00:00",
"run_type": "warm_server"
} |
Qwen/Qwen3-8B | qwen3-8b | Qwen | Q4_K_M | GGUF | full_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "max",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
"ng... | {
"tok_per_sec": 50.8,
"ttft_seconds": null,
"tokens_generated": 512,
"vram_used_gb": 7.65,
"ram_used_gb_peak": null,
"prompt_id": "tcp-udp-explanation"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "Baseline at low context depth (37 prompt tokens). ngl=999, np=1, threads=6. Full GPU offload, 7836 MiB VRAM used. Dense 8.2B all-active. VRAM tight at 32K: model 4.7 GB + KV cache 2.4 GB. Compute-bound not memory-bound."
} | {
"date": "2026-05-16T00:00:00",
"run_type": "cold_server"
} |
Qwen/Qwen3-8B | qwen3-8b | Qwen | Q4_K_M | GGUF | full_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "max",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
"ng... | {
"tok_per_sec": 44.8,
"ttft_seconds": null,
"tokens_generated": 256,
"vram_used_gb": 7.68,
"ram_used_gb_peak": null,
"prompt_id": "context-fill-8k"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "~8K context fill (6023 prompt tokens). Prompt eval 2943.9 tok/s. VRAM 7862 MiB. -11.8% from baseline."
} | {
"date": "2026-05-16T00:00:00",
"run_type": "warm_server"
} |
Qwen/Qwen3-8B | qwen3-8b | Qwen | Q4_K_M | GGUF | full_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "max",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
"ng... | {
"tok_per_sec": 40.4,
"ttft_seconds": null,
"tokens_generated": 256,
"vram_used_gb": 7.7,
"ram_used_gb_peak": null,
"prompt_id": "context-fill-16k"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "~16K context fill (12023 prompt tokens). Prompt eval 2314.1 tok/s. VRAM 7884 MiB. -20.5% from baseline."
} | {
"date": "2026-05-16T00:00:00",
"run_type": "warm_server"
} |
Qwen/Qwen3-8B | qwen3-8b | Qwen | Q4_K_M | GGUF | full_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "max",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
"ng... | {
"tok_per_sec": 36.6,
"ttft_seconds": null,
"tokens_generated": 256,
"vram_used_gb": 7.72,
"ram_used_gb_peak": null,
"prompt_id": "context-fill-24k"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "~24K context fill (18023 prompt tokens). Prompt eval 1713.3 tok/s. VRAM 7906 MiB. -27.9% from baseline."
} | {
"date": "2026-05-16T00:00:00",
"run_type": "warm_server"
} |
Qwen/Qwen3-8B | qwen3-8b | Qwen | Q4_K_M | GGUF | full_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "max",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
"ng... | {
"tok_per_sec": 50,
"ttft_seconds": null,
"tokens_generated": 2048,
"vram_used_gb": 7.72,
"ram_used_gb_peak": null,
"prompt_id": "sustained-throughput-2048"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "Sustained throughput test: 2048 tokens @ 50.0 tok/s. Thinking mode active. Quality: 4/6 pass, 1/6 partial, 1/6 fail. Code gen fail (reasoning consumed all tokens). Hallucination pass (first model to correctly identify fictional study)."
} | {
"date": "2026-05-16T00:00:00",
"run_type": "warm_server"
} |
Qwen/Qwen3.6-27B | qwen3.6-27b-dense | Qwen | Q4_K_M | GGUF | dense_partial_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "partial",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
... | {
"tok_per_sec": 3.28,
"ttft_seconds": null,
"tokens_generated": 512,
"vram_used_gb": 6.63,
"ram_used_gb_peak": 12.1,
"prompt_id": "tcp-udp-explanation"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "Baseline at low context depth (19 prompt tokens). ngl=20 of 64 layers, -c 32768. 27B all-active dense hybrid SSM+attention. Partial GPU offload: 5547 MiB model on GPU, 11163 MiB on host. VRAM total 6784 MiB. Prompt eval 7.9 tok/s. Brutally slow decode: C... | {
"date": "2026-05-18T00:00:00",
"run_type": "cold_server"
} |
Qwen/Qwen3.6-27B | qwen3.6-27b-dense | Qwen | Q4_K_M | GGUF | dense_partial_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "partial",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
... | {
"tok_per_sec": 2.96,
"ttft_seconds": null,
"tokens_generated": 256,
"vram_used_gb": null,
"ram_used_gb_peak": null,
"prompt_id": "context-fill-8k"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "~8K context fill (6363 prompt tokens). Prompt eval 272.8 tok/s. -9.8% from baseline. DeltaNet layers (48/64) don't scale with context, degradation from 16 attention layers only."
} | {
"date": "2026-05-18T00:00:00",
"run_type": "warm_server"
} |
Qwen/Qwen3.6-27B | qwen3.6-27b-dense | Qwen | Q4_K_M | GGUF | dense_partial_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "partial",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
... | {
"tok_per_sec": 2.62,
"ttft_seconds": null,
"tokens_generated": 256,
"vram_used_gb": null,
"ram_used_gb_peak": null,
"prompt_id": "context-fill-16k"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "~16K context fill (12703 prompt tokens). Prompt eval 284.5 tok/s. -20.1% from baseline."
} | {
"date": "2026-05-18T00:00:00",
"run_type": "warm_server"
} |
Qwen/Qwen3.6-27B | qwen3.6-27b-dense | Qwen | Q4_K_M | GGUF | dense_partial_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "partial",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
... | {
"tok_per_sec": 2.12,
"ttft_seconds": null,
"tokens_generated": 256,
"vram_used_gb": null,
"ram_used_gb_peak": null,
"prompt_id": "context-fill-24k"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "~24K context fill (19045 prompt tokens). Prompt eval 280.1 tok/s. -35.4% from baseline. Worst context degradation in benchmark set."
} | {
"date": "2026-05-18T00:00:00",
"run_type": "warm_server"
} |
Qwen/Qwen3.6-27B | qwen3.6-27b-dense | Qwen | Q4_K_M | GGUF | dense_partial_gpu_offload | {
"gpu": "NVIDIA GeForce RTX 4060 Ti",
"vram_gb": 8,
"system_ram_gb": 32,
"ram_spec": "DDR5-6000 CL36",
"cpu": "AMD Ryzen 5 7600X",
"platform": "WSL2 Ubuntu 26.04 on Windows 11"
} | {
"engine": "llama-server (turboquant b9082-5aeb2fdbe)",
"context_length": 32768,
"gpu_offload": "partial",
"expert_offload_to_cpu": false,
"kv_cache_quant_k": "q8_0",
"kv_cache_quant_v": "q8_0",
"flash_attention": true,
"thinking_disabled": false,
"temperature": 0,
"top_p": null,
"ncmoe": null,
... | {
"tok_per_sec": 3.15,
"ttft_seconds": null,
"tokens_generated": 2048,
"vram_used_gb": 6.63,
"ram_used_gb_peak": null,
"prompt_id": "sustained-throughput-2048"
} | {
"quality_5pt": null,
"hit_length_target": null,
"notes": "Sustained throughput test: 2048 max tokens. Average decode across 6 quality tests: 3.14 tok/s. Quality: 5/6 pass, 0 partial, 1 fail. Best quality of all 9 models. Best hallucination resistance: firm refusal of fictional study. Code gen fail: thinking con... | {
"date": "2026-05-18T00:00:00",
"run_type": "warm_server"
} |
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