microscope-memory 1.2.0

Pure binary cognitive memory engine with REST API bridge for LLM integration. Zero-JSON core, mmap-based, hierarchical, sub-microsecond search.
Documentation 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94

{
  "corpus": "beir/scifact",
  "config_file": "scifact_config.toml",
  "config": "provider=candle model=all-MiniLM-L6-v2 semantic_weight=1.0",
  "indexed_documents": 5183,
  "queries": 286,
  "k_values": [
    1,
    5,
    10
  ],
  "results": [
    {
      "system": "microscope (recall, end-to-end)",
      "note": "includes process start, config load and state load",
      "latency": {
        "p50_ms": 156.3029,
        "p95_ms": 366.349,
        "p99_ms": 474.9192,
        "mean_ms": 187.1304
      },
      "recall_at_k": {
        "1": 152,
        "5": 214,
        "10": 234
      },
      "recall_rate": {
        "1": 53.1,
        "5": 74.8,
        "10": 81.8
      }
    },
    {
      "system": "faiss IndexFlatIP (MiniLM)",
      "note": "all-MiniLM-L6-v2, d=384; 1 thread; query only",
      "latency": {
        "p50_ms": 0.3749,
        "p95_ms": 0.5612,
        "p99_ms": 0.6822,
        "mean_ms": 0.3964
      },
      "recall_at_k": {
        "1": 138,
        "5": 210,
        "10": 224
      },
      "recall_rate": {
        "1": 48.3,
        "5": 73.4,
        "10": 78.3
      }
    },
    {
      "system": "faiss IndexHNSWFlat (MiniLM)",
      "note": "all-MiniLM-L6-v2, d=384; 1 thread; query only",
      "latency": {
        "p50_ms": 0.0549,
        "p95_ms": 0.0874,
        "p99_ms": 0.1054,
        "mean_ms": 0.0567
      },
      "recall_at_k": {
        "1": 136,
        "5": 206,
        "10": 219
      },
      "recall_rate": {
        "1": 47.6,
        "5": 72.0,
        "10": 76.6
      }
    },
    {
      "system": "sqlite fts5 (bm25)",
      "note": "in-memory; query time only, no index build",
      "latency": {
        "p50_ms": 7.9633,
        "p95_ms": 15.4804,
        "p99_ms": 18.5535,
        "mean_ms": 8.4718
      },
      "recall_at_k": {
        "1": 131,
        "5": 191,
        "10": 214
      },
      "recall_rate": {
        "1": 45.8,
        "5": 66.8,
        "10": 74.8
      }
    }
  ]
}