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Beta
MiniMax

MiniMax-M2.7230B

Benchmark profile and published results.

MoE230B
Position in the field

Best values compared

Best metrics of this model against the minimum, average and maximum of all published systems.

NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAll GPUs
Generation548,6 tok/s
Min 9,4Ø 555,4Max 2.143,6
Unter dem Durchschnitt · 512 Systeme im Feld
Prefill4.931 tok/s
Min 28Ø 6.219Max 21.843
Unter dem Durchschnitt · 512 Systeme im Feld
Time to First Token1.014 ms
Min 59Ø 9.221Max 168.314
Ueber dem Durchschnitt · 512 Systeme im Feld
Performance profile

Throughput by hardware & engine

Each bubble is a GPU, CPU or engine – position shows prompt processing (X) and output speed (Y), bubble size the number of runs.

GPUby graphics card

7135353561780,001.7803.5615.341Prefill (tok/s)Generation (tok/s)NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition - 548,6 tok/s Generation, 3.645 tok/s Prefill, TTFT 9.650 ms (6 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA GB10 - 174,2 tok/s Generation, 4.309 tok/s Prefill, TTFT 7.582 ms (13 Laufe)NVIDIA GB10AMD Radeon AI PRO R9700 - 14,5 tok/s Generation, 187 tok/s Prefill, TTFT 92.001 ms (14 Laufe)AMD Radeon AI PRO R97...NVIDIA RTX PRO 6000 Blackwell Workstation Edition - 7,0 tok/s Generation, 84 tok/s Prefill, TTFT 98.659 ms (5 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA GeForce RTX 5090 - 6,0 tok/s Generation, 66 tok/s Prefill, TTFT 126.812 ms (5 Laufe)NVIDIA GeForce RTX 50...NVIDIA GeForce RTX 3090 Ti - 4,0 tok/s Generation, 10 tok/s Prefill, TTFT 346.143 ms (3 Laufe)NVIDIA GeForce RTX 30...NVIDIA GeForce RTX 2060 - 2,6 tok/s Generation, 24 tok/s Prefill, TTFT 193.311 ms (3 Laufe)NVIDIA GeForce RTX 20...
NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 548,6 tok/sNVIDIA GB10 174,2 tok/sAMD Radeon AI PRO R9700 14,5 tok/sNVIDIA RTX PRO 6000 Blackwell Workstation Edition 7,0 tok/sNVIDIA GeForce RTX 5090 6,0 tok/sNVIDIA GeForce RTX 3090 Ti 4,0 tok/sNVIDIA GeForce RTX 2060 2,6 tok/s

CPUby processor

7135353561780,001.7803.5615.341Prefill (tok/s)Generation (tok/s)AMD Ryzen Threadripper PRO 9965WX 24-Cores - 548,6 tok/s Generation, 3.645 tok/s Prefill, TTFT 9.650 ms (6 Laufe)AMD Ryzen Threadrippe...NVIDIA Grace - 174,2 tok/s Generation, 4.309 tok/s Prefill, TTFT 7.582 ms (13 Laufe)NVIDIA GraceAMD Ryzen Threadripper PRO 7955WX 16-Cores - 14,5 tok/s Generation, 187 tok/s Prefill, TTFT 92.001 ms (14 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 9 9950X 16-Core Processor - 7,0 tok/s Generation, 84 tok/s Prefill, TTFT 98.659 ms (5 Laufe)AMD Ryzen 9 9950X 16-...AMD Ryzen 7 5800X3D 8-Core Processor - 6,0 tok/s Generation, 66 tok/s Prefill, TTFT 126.812 ms (5 Laufe)AMD Ryzen 7 5800X3D 8...AMD Ryzen 9 8945HX with Radeon Graphics - 4,0 tok/s Generation, 10 tok/s Prefill, TTFT 346.143 ms (3 Laufe)AMD Ryzen 9 8945HX wi...Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz - 2,6 tok/s Generation, 24 tok/s Prefill, TTFT 193.311 ms (3 Laufe)Intel(R) Xeon(R) CPU ...
AMD Ryzen Threadripper PRO 9965WX 24-Cores 548,6 tok/sNVIDIA Grace 174,2 tok/sAMD Ryzen Threadripper PRO 7955WX 16-Cores 14,5 tok/sAMD Ryzen 9 9950X 16-Core Processor 7,0 tok/sAMD Ryzen 7 5800X3D 8-Core Processor 6,0 tok/sAMD Ryzen 9 8945HX with Radeon Graphics 4,0 tok/sIntel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz 2,6 tok/s

ENGby engine

7135343561780,001.4802.9594.439Prefill (tok/s)Generation (tok/s)llama.cpp - 548,6 tok/s Generation, 738 tok/s Prefill, TTFT 125.269 ms (32 Laufe)llama.cppvLLM - 174,2 tok/s Generation, 3.600 tok/s Prefill, TTFT 10.381 ms (16 Laufe)vLLMunbekannt - 3,0 tok/s Generation, 139 tok/s Prefill, TTFT 15.493 ms (1 Lauf)unbekannt
llama.cpp 548,6 tok/svLLM 174,2 tok/sunbekannt 3,0 tok/s
Throughput & latency

Performance benchmark

Metric:
#Model / MakerMetricsParallelGPU / CPU / RAMRuntime
1MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
548,62 tok/s TG
Prefill 4.931 · TTFT 20.370 ms
10×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
2MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
530,51 tok/s TG
Prefill 4.240 · TTFT 21.543 ms
10×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
3MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
312,31 tok/s TG
Prefill 4.491 · TTFT 6.623 ms
5×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
4MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
305,98 tok/s TG
Prefill 3.962 · TTFT 7.171 ms
5×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
5MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
174,20 tok/s TG
Prefill 5.042 · TTFT 47.620 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQDetails →
6MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
112,80 tok/s TG
Prefill 1.953 · TTFT 1.180 ms
1×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
7MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
112,58 tok/s TG
Prefill 2.290 · TTFT 1.014 ms
1×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
8MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
108,63 tok/s TG
Prefill 4.568 · TTFT 13.673 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQDetails →
9MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
106,12 tok/s TG
Prefill 5.634 · TTFT 12.854 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQDetails →
10MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
103,25 tok/s TG
Prefill 6.620 · TTFT 5.066 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQDetails →
11MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
66,75 tok/s TG
Prefill 6.946 · TTFT 4.901 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQDetails →
12MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
64,45 tok/s TG
Prefill 7.167 · TTFT 4.743 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQDetails →
13MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
52,46 tok/s TG
Prefill 5.268 · TTFT 2.720 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQDetails →
14MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
51,61 tok/s TG
Prefill 5.448 · TTFT 2.676 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQDetails →
15MiniMax-M2.7230BMiniMax Performance benchmarkPerformancetest Small 1.0
34,37 tok/s TG
Prefill 503 · TTFT 105 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQDetails →
16MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
31,52 tok/s TG
Prefill 2.328 · TTFT 991 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQDetails →
17MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
29,35 tok/s TG
Prefill 1.986 · TTFT 1.157 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQDetails →
18MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
24,25 tok/s TG
Prefill 2.437 · TTFT 960 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQDetails →
19MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
24,01 tok/s TG
Prefill 2.068 · TTFT 1.108 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQDetails →
20MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
14,51 tok/s TG
Prefill 104 · TTFT 153.543 ms
5×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
21MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
12,89 tok/s TG
Prefill 103 · TTFT 154.280 ms
5×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
22MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
12,34 tok/s TG
Prefill 103 · TTFT 154.375 ms
5×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
23MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
9,03 tok/s TG
Prefill 49 · TTFT 47.605 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
24MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
8,97 tok/s TG
Prefill 41 · TTFT 59.968 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
25MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
8,96 tok/s TG
Prefill 41 · TTFT 60.147 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
26MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
8,62 tok/s TG
Prefill 104 · TTFT 186.906 ms
10×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
27MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
8,38 tok/s TG
Prefill 105 · TTFT 186.362 ms
10×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
28MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
7,29 tok/s TG
Prefill 105 · TTFT 186.321 ms
10×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
29MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
7,06 tok/s TG
Prefill 266 · TTFT 8.622 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQDetails →
30MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
7,00 tok/s TG
Prefill 96 · TTFT 109.168 ms
10×NVIDIA RTX PRO 6000 Blackwell Workstation EditionAMD Ryzen 9 9950X 16-Core Processor · 92 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
31MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
6,30 tok/s TG
Prefill 94 · TTFT 111.517 ms
5×NVIDIA RTX PRO 6000 Blackwell Workstation EditionAMD Ryzen 9 9950X 16-Core Processor · 92 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
32MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
5,96 tok/s TG
Prefill 73 · TTFT 143.452 ms
10×NVIDIA GeForce RTX 5090AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMllama.cppcodex_cliUD-Q4_K_MDetails →
33MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
5,95 tok/s TG
Prefill 67 · TTFT 150.288 ms
5×NVIDIA GeForce RTX 5090AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMllama.cppcodex_cliUD-Q4_K_MDetails →
34MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
5,85 tok/s TG
Prefill 71 · TTFT 147.489 ms
5×NVIDIA GeForce RTX 5090AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMllama.cppcodex_cliUD-Q4_K_MDetails →
35MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
5,22 tok/s TG
Prefill 53 · TTFT 44.470 ms
1×NVIDIA RTX PRO 6000 Blackwell Workstation EditionAMD Ryzen 9 9950X 16-Core Processor · 92 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
36MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
4,79 tok/s TG
Prefill 75 · TTFT 140.576 ms
10×NVIDIA GeForce RTX 5090AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMllama.cppcodex_cliUD-Q4_K_MDetails →
37MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
4,78 tok/s TG
Prefill 95 · TTFT 110.730 ms
10×NVIDIA RTX PRO 6000 Blackwell Workstation EditionAMD Ryzen 9 9950X 16-Core Processor · 92 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
38MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
4,61 tok/s TG
Prefill 717 · TTFT 35.394 ms
10×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQDetails →
39MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
3,95 tok/s TG
Prefill 10 · TTFT 246.180 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_MDetails →
40MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
3,92 tok/s TG
Prefill 600 · TTFT 23.512 ms
5×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQDetails →
41MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
3,42 tok/s TG
Prefill 83 · TTFT 117.412 ms
5×NVIDIA RTX PRO 6000 Blackwell Workstation EditionAMD Ryzen 9 9950X 16-Core Processor · 92 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
42MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
3,34 tok/s TG
Prefill 44 · TTFT 52.253 ms
1×NVIDIA GeForce RTX 5090AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMllama.cppcodex_cliUD-Q4_K_MDetails →
43MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
3,00 tok/s TG
Prefill 139 · TTFT 15.493 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
44MiniMax-M2.7230BMiniMax Performance benchmark
3,00 tok/s TG
Prefill 139 · TTFT 15.493 ms
1×3x AMD Radeon AI PRO R970032x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclawQ4_K_MDetails →
45MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,62 tok/s TG
Prefill 15 · TTFT 156.050 ms
1×2x NVIDIA GeForce RTX 20604x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
46MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
0,04 tok/s TG
Prefill 29 · TTFT 211.132 ms
5×2x NVIDIA GeForce RTX 20604x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
47MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
0,03 tok/s TG
Prefill 28 · TTFT 212.753 ms
10×2x NVIDIA GeForce RTX 20604x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawUD-Q4_K_MDetails →
48MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
0,01 tok/s TG
Prefill 11 · TTFT 381.533 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_MDetails →
49MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
0,01 tok/s TG
Prefill 10 · TTFT 410.716 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_MDetails →
Agent & chat rating

Harness benchmark

Metric:
#Model / MakerMetricsGPU / CPU / RAMRuntime
1MiniMax-M2.7230BMiniMax Harness benchmarkTool-Parcours Dossier 40 V1.0
3.641 Pkt
61,1% · 40/40 Aufg. · 8.209,0 s
NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQDetails →
2MiniMax-M2.7230BMiniMax Harness benchmarkTool Usage Standard 1.0
858 Pkt
28,8% · 16/16 Aufg. · 1.222,0 s
NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMgodclawDetails →