MENTHOS
Collection
MENTHOS (ModernBERT Embedded Network THreat Operational Suite) - a collection of ModernBERT-based models for various detection tasks in cybersecurity. • 6 items • Updated
label int64 | log string |
|---|---|
1 | nvidia-nvswitch4: SXid (PCI:0000:c6:00.0): 19084, Non-fatal, Link 29 AN1 Heartbeat Timeout Error (First) |
1 | nvidia-nvswitch0: SXid (PCI:0000:c2:00.0): 20034, Fatal, Link 28 LTSSM Fault Up |
0 | Normal zone: 524284 pages used for memmap |
1 | nvidia-nvswitch0: SXid (PCI:0000:c2:00.0): 20034, Fatal, Link 29 LTSSM Fault Up |
1 | nvidia-nvswitch2: SXid (PCI:0000:c4:00.0): 10002, Severity 5 Engine instance 00 Sub-engine instance 00 |
1 | NVRM: Xid (PCI:0000:0f:00): 64, pid=57530, Row Remapper Error: (0x00000005d28c03a0) - All reserved rows for bank are remapped |
0 | BIOS-e820: [mem 0x000001a030000000-0x000001a0501fffff] reserved |
0 | BIOS-e820: [mem 0x0000006050000000-0x000000804f2fffff] usable |
0 | SRAT: PXM 7 -> APIC 0x00e9 -> Node 7 |
0 | SRAT: PXM 4 -> APIC 0x009e -> Node 4 |
1 | nvidia-nvswitch2: SXid (PCI:0000:c4:00.0): 20034, Fatal, Link 27 LTSSM Fault Up |
0 | SRAT: PXM 5 -> APIC 0x00ae -> Node 5 |
1 | nvidia-nvswitch3: SXid (PCI:0000:c5:00.0): 20034, Fatal, Link 24 LTSSM Fault Up |
0 | SRAT: PXM 4 -> APIC 0x008b -> Node 4 |
0 | BIOS-e820: [mem 0x0000000075db0000-0x0000000075ffffff] reserved |
1 | nvidia-nvswitch1: SXid (PCI:0000:c3:00.0): 20034, Fatal, Link 25 LTSSM Fault Up |
0 | SRAT: PXM 3 -> APIC 0x0079 -> Node 3 |
0 | BIOS-e820: [mem 0x0000010000000000-0x0000011fffefffff] usable |
0 | SRAT: PXM 6 -> APIC 0x00c9 -> Node 6 |
1 | nvidia-nvswitch3: SXid (PCI:0000:c5:00.0): 19084, Non-fatal, Link 10 AN1 Heartbeat Timeout Error (First) |
0 | Normal zone: 33554176 pages, LIFO batch:63 |
0 | SRAT: PXM 5 -> APIC 0x00b2 -> Node 5 |
0 | SRAT: PXM 6 -> APIC 0x00d7 -> Node 6 |
1 | NVRM: Xid (PCI:0000:bd:00): 31, pid=14169, Ch 00000008, intr 00000000. MMU Fault: ENGINE GRAPHICS GPCCLIENT_T1_0 faulted @ 0x7ef0_1b000000. Fault is of type FAULT_PDE ACCESS_TYPE_VIRT_WRITE |
0 | On node 6 totalpages: 33554176 |
1 | nvidia-nvswitch1: SXid (PCI:0000:c3:00.0): 19084, Non-fatal, Link 25 AN1 Heartbeat Timeout Error (First) |
0 | SRAT: PXM 6 -> APIC 0x00c7 -> Node 6 |
1 | NVRM: Xid (PCI:0000:0f:00): 64, pid=190370, Row Remapper Error: (0x00000005d13fd340) - All reserved rows for bank are remapped |
1 | NVRM: Xid (PCI:0000:0f:00): 64, pid=2147483771, Row Remapper Error: (0x000000009c301ba0) - All reserved rows for bank are remapped |
1 | nvidia-nvswitch1: SXid (PCI:0000:c3:00.0): 20034, Fatal, Link 24 LTSSM Fault Up |
1 | nvidia-nvswitch0: SXid (PCI:0000:c2:00.0): 10002, Severity 5 Engine instance 00 Sub-engine instance 00 |
0 | DMA32 zone: 10660 pages used for memmap |
0 | SRAT: PXM 5 -> APIC 0x00b5 -> Node 5 |
0 | SRAT: PXM 1 -> APIC 0x002c -> Node 1 |
0 | DMA zone: 24 pages reserved |
0 | BIOS-e820: [mem 0x0000002050000000-0x000000404fefffff] usable |
0 | SRAT: PXM 7 -> APIC 0x00e8 -> Node 7 |
0 | SRAT: PXM 7 -> APIC 0x00fe -> Node 7 |
0 | SRAT: PXM 3 -> APIC 0x0077 -> Node 3 |
1 | nvidia-nvswitch3: SXid (PCI:0000:c5:00.0): 20034, Fatal, Link 25 LTSSM Fault Up |
0 | SRAT: PXM 4 -> APIC 0x0093 -> Node 4 |
1 | nvidia-nvswitch3: SXid (PCI:0000:c5:00.0): 12028, Non-fatal, Link 27 egress non-posted PRIV error (First) |
0 | BRK [0x50bb004000, 0x50bb004fff] PGTABLE |
0 | {19}[Hardware Error]: Error 1, type: corrected |
0 | printk: log_buf_len total cpu_extra contributions: 1044480 bytes |
0 | A0000-BFFFF write-through |
1 | nvidia-nvswitch0: SXid (PCI:0000:c2:00.0): 19084, Non-fatal, Link 29 AN1 Heartbeat Timeout Error (First) |
0 | PM: Registered nosave memory: [mem 0x404ff00000-0x404fffffff] |
1 | NVRM: Xid (PCI:0000:0f:00): 64, pid=243770, Row Remapper Error: (0x0000000090a385e0) - All reserved rows for bank are remapped |
0 | pci 0000:57:00.0: [1022:1485] type 00 class 0x130000 |
1 | nvidia-nvswitch0: SXid (PCI:0000:c2:00.0): 20034, Fatal, Link 29 LTSSM Fault Up |
0 | BIOS-e820: [mem 0x0000000073d23000-0x00000000741a3fff] ACPI NVS |
0 | SRAT: PXM 7 -> APIC 0x00eb -> Node 7 |
1 | nvidia-nvswitch5: SXid (PCI:0000:c7:00.0): 20034, Fatal, Link 10 LTSSM Fault Up |
1 | nvidia-nvswitch2: SXid (PCI:0000:c4:00.0): 20034, Fatal, Link 09 LTSSM Fault Up |
1 | nvidia-nvswitch0: SXid (PCI:0000:c2:00.0): 19084, Non-fatal, Link 28 AN1 Heartbeat Timeout Error (First) |
0 | SRAT: PXM 3 -> APIC 0x007d -> Node 3 |
1 | nvidia-nvswitch4: SXid (PCI:0000:c6:00.0): 19084, Non-fatal, Link 29 AN1 Heartbeat Timeout Error (First) |
0 | pci 0000:57:00.2: enabling Extended Tags |
0 | SRAT: PXM 0 -> APIC 0x0002 -> Node 0 |
1 | nvidia-nvswitch1: SXid (PCI:0000:c3:00.0): 20034, Fatal, Link 25 LTSSM Fault Up |
0 | BIOS-e820: [mem 0x0000000030042000-0x000000007190cfff] usable |
0 | SRAT: PXM 3 -> APIC 0x006f -> Node 3 |
0 | SRAT: PXM 5 -> APIC 0x00a8 -> Node 5 |
0 | Dentry cache hash table entries: 33554432 (order: 16, 268435456 bytes, vmalloc) |
0 | SRAT: PXM 5 -> APIC 0x00a6 -> Node 5 |
0 | SRAT: PXM 4 -> APIC 0x008e -> Node 4 |
0 | SRAT: PXM 4 -> APIC 0x0089 -> Node 4 |
1 | nvidia-nvswitch5: SXid (PCI:0000:c7:00.0): 20034, Fatal, Link 30 LTSSM Fault Up |
1 | NVRM: Xid (PCI:0000:0f:00): 64, pid=83191, Row Remapper Error: (0x00000005a5cd1f80) - All reserved rows for bank are remapped |
0 | SRAT: PXM 3 -> APIC 0x0073 -> Node 3 |
0 | Spectre V2 : mitigation: Enabling conditional Indirect Branch Prediction Barrier |
0 | SRAT: PXM 0 -> APIC 0x0016 -> Node 0 |
0 | SRAT: PXM 4 -> APIC 0x008f -> Node 4 |
1 | nvidia-nvswitch3: SXid (PCI:0000:c5:00.0): 20034, Fatal, Link 11 LTSSM Fault Up |
0 | PM: Registered nosave memory: [mem 0xf0300000-0xf22fffff] |
1 | nvidia-nvswitch5: SXid (PCI:0000:c7:00.0): 20034, Fatal, Link 10 LTSSM Fault Up |
1 | NVRM: Xid (PCI:0000:0f:00): 64, pid=2979, Row Remapper Error: (0x00000005af6b8a60) - All reserved rows for bank are remapped |
0 | SRAT: PXM 2 -> APIC 0x0053 -> Node 2 |
0 | x86/PAT: Configuration [0-7]: WB WC UC- UC WB WP UC- WT |
1 | NVRM: Xid (PCI:0000:0f:00): 64, pid=33466, Row Remapper Error: (0x00000005bab88380) - All reserved rows for bank are remapped |
1 | nvidia-nvswitch2: SXid (PCI:0000:c4:00.0): 19084, Non-fatal, Link 08 AN1 Heartbeat Timeout Error (First) |
0 | SRAT: PXM 2 -> APIC 0x0059 -> Node 2 |
0 | SRAT: PXM 6 -> APIC 0x00cb -> Node 6 |
0 | IOAPIC[0]: apic_id 240, version 33, address 0xfec00000, GSI 0-23 |
0 | SRAT: PXM 4 -> APIC 0x0088 -> Node 4 |
1 | NVRM: Xid (PCI:0000:0f:00): 64, pid=117028, Row Remapper Error: (0x00000005b2b2ff80) - All reserved rows for bank are remapped |
1 | nvidia-nvswitch4: SXid (PCI:0000:c6:00.0): 20034, Fatal, Link 29 LTSSM Fault Up |
1 | NVRM: Xid (PCI:0000:0f:00): 64, pid=210321, Row Remapper Error: (0x000000058487bb60) - All reserved rows for bank are remapped |
1 | nvidia-nvswitch3: SXid (PCI:0000:c5:00.0): 19084, Non-fatal, Link 10 AN1 Heartbeat Timeout Error (First) |
1 | nvidia-nvswitch2: SXid (PCI:0000:c4:00.0): 20034, Fatal, Link 09 LTSSM Fault Up |
0 | SRAT: PXM 6 -> APIC 0x00c8 -> Node 6 |
1 | NVRM: Xid (PCI:0000:47:00): 31, pid=239289, Ch 00000008, intr 00000000. MMU Fault: ENGINE GRAPHICS GPCCLIENT_GCC faulted @ 0x7ee6_7a400000. Fault is of type FAULT_PDE ACCESS_TYPE_VIRT_READ |
1 | nvidia-nvswitch1: SXid (PCI:0000:c3:00.0): 19084, Non-fatal, Link 25 AN1 Heartbeat Timeout Error (First) |
1 | nvidia-nvswitch2: SXid (PCI:0000:c4:00.0): 20034, Fatal, Link 08 LTSSM Fault Up |
0 | MTRR default type: uncachable |
0 | SRAT: PXM 4 -> APIC 0x008c -> Node 4 |
0 | SRAT: PXM 1 -> APIC 0x0033 -> Node 1 |
0 | pci 0000:50:00.0: bridge window [mem 0xd0500000-0xd07fffff] |
0 | SRAT: PXM 5 -> APIC 0x00b6 -> Node 5 |
MENTHOS-dataset-rootcause is a binary log classification dataset built for root-cause identification experiments.
label, log).The prepared train, validation, and test splits are included with the dataset release.
| split | rows | label 0 | label 1 |
|---|---|---|---|
| train | 1266 | 633 | 633 |
| validation | 296 | 148 | 148 |
| test | 296 | 148 | 148 |
@misc{borovic_li-dobnik_kranjec_ferme_2026,
title = {MENTHOS-dataset-rootcause},
author = {Borovic, Li Dobnik, Kranjec, Ferme},
year = {2026},
publisher = {Hugging Face},
howpublished = {\url{https://huggingface.co/datasets/LHRS-UM-FERI/MENTHOS-dataset-rootcause}}
}
MENTHOS-dataset-rootcause je binarni dataset zapisov za eksperimente zaznavanja koreninskih vzrokov.
label, log).Pripravljene train, validation in test delitve so vključene v izdajo nabora podatkov.
| split | vrstic | label 0 | label 1 |
|---|---|---|---|
| train | 1266 | 633 | 633 |
| validation | 296 | 148 | 148 |
| test | 296 | 148 | 148 |
@misc{borovic_li-dobnik_kranjec_ferme_2026,
title = {MENTHOS-dataset-rootcause},
author = {Borovic, Li Dobnik, Kranjec, Ferme},
year = {2026},
publisher = {Hugging Face},
howpublished = {\url{https://huggingface.co/datasets/LHRS-UM-FERI/MENTHOS-dataset-rootcause}}
}