Hugging Face's logo

MedMLX
/
flexray-mlx

Image Segmentation
MLX
Safetensors
English
native-mlx
apple-silicon
medical-imaging
x-ray
segmentation
noncommercial
research
Model card Files
xet
 Community
flexray-mlx
File size: 4,858 Bytes
e2f3a68
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
{
  "schema_version": "medmlx.run.v1",
  "model": "flexray",
  "configuration": "FleXray flux0375 single member, label 'lungs', threshold 0.5, no TTA",
  "date": "2026-10-08",
  "package": {
    "name": "flexray-mlx",
    "path": "<repositories>/flexray-mlx",
    "git_revision": "d768bb15d04ee677ecec0c469fd3170256b345df",
    "branch": "main",
    "dirty": false,
    "remote": "https://github.com/MedMLX/flexray-mlx"
  },
  "environment": {
    "machine": "MacBook Pro (2021), Apple M1 Max, 10-core CPU, 24-core GPU, 64 GB",
    "macos": "27.0",
    "python": "3.12.12",
    "mlx_version": "0.32.3",
    "device": "gpu"
  },
  "command": {
    "entry_point": "flexray_mlx.medmlx:run",
    "kwargs": {
      "image_path": "<home>/Documents/Codex/2026-10-08/https-drive-google-com-drive-folders/outputs/medmlx/datasets/qualification-2026-10-08/montgomery_cxr/CXR_png/MCUCXR_0001_0.png",
      "weights_path": "<repositories>/radnn/checkpoints/flexray",
      "output_dir": "<paper-repo>/work/runs/flexray/out",
      "label_name": "lungs",
      "overwrite": true
    },
    "invocation": "cd <repositories>/flexray-mlx && .venv/bin/python <paper-repo>/work/runs/_harness/run_one.py flexray_mlx.medmlx <kwargs.json> <run_result.json>",
    "process": "fresh Python process per model"
  },
  "checkpoint": {
    "path": "<repositories>/radnn/checkpoints/flexray",
    "member_safetensors_sha256": "716ce3a8fb2a6abe22b2f2188fd596ddc4642b273fb0d336d629448154fc6d24",
    "registry_sha256_match": true,
    "conversion": "released safetensors snapshot loaded directly"
  },
  "inputs": [
    {
      "role": "image",
      "path": "<home>/Documents/Codex/2026-10-08/https-drive-google-com-drive-folders/outputs/medmlx/datasets/qualification-2026-10-08/montgomery_cxr/CXR_png/MCUCXR_0001_0.png",
      "sha256": "754d3ef3986e8682624f2e1c2cd14aacd3a503869f965a38235b6b07465e12da",
      "dataset": "NLM Montgomery County CXR",
      "case_id": "MCUCXR_0001_0",
      "derivation": "original PNG",
      "figure_use": "restricted (NLM terms limit sharing outside the research group)"
    }
  ],
  "outputs": {
    "mask": {
      "path": "<paper-repo>/work/runs/flexray/out/source_image_label.png",
      "sha256": "b15043cce30dd30b470f153c7722f903405965aa04010258e8b039a258bd57a9"
    },
    "display_source": {
      "path": "<paper-repo>/work/runs/flexray/out/source_image.png",
      "sha256": "df159b66ce277c081f77d55bf52274dad1d64a9976a47d20bb15fe612899b83f"
    },
    "probabilities": {
      "path": "<paper-repo>/work/runs/flexray/out/probabilities.npy",
      "sha256": "7e2c354963f329e6bf3001586d732b8ff6dd1e02f12c0f32bbe898b7cdd39f75"
    },
    "prediction": {
      "path": "<paper-repo>/work/runs/flexray/out/prediction.json",
      "sha256": "05fc9b5a3aa5a310bd722193c3af34838502fa652414c77be30be49fec1984e8"
    }
  },
  "checks": [
    {
      "name": "mask_reopens_on_source_grid",
      "result": "pass",
      "detail": {
        "mask": [
          4020,
          4892
        ],
        "source": [
          4020,
          4892
        ]
      }
    },
    {
      "name": "mask_binary",
      "result": "pass",
      "detail": [
        0,
        1
      ]
    },
    {
      "name": "probabilities_shape_finite_unit_interval",
      "result": "pass",
      "detail": {
        "shape": [
          61,
          256,
          256
        ],
        "range": [
          0.0,
          1.0
        ]
      }
    },
    {
      "name": "prediction_json_reopens",
      "result": "pass",
      "detail": null
    },
    {
      "name": "lungs_overlap_manual_lung_masks",
      "result": "pass",
      "detail": {
        "lung Dice vs Montgomery manual left+right masks (informational)": 0.8435
      }
    }
  ],
  "duration_s": 1.455,
  "timing_boundary": "wall clock around the single run() call: weight loading, preprocessing, MLX inference and export; interpreter start-up and package import excluded; one run, no warmup",
  "mlx_peak_gb": 1.86,
  "memory_definition": "mx.get_peak_memory() after mx.reset_peak_memory() immediately before run(); decimal GB",
  "panel": "paper/figures/runs/flexray.png",
  "status": "success",
  "failure_cause": null,
  "notes": "Panel shows a Montgomery radiograph; NLM terms restrict redistribution, so the panel is for internal review only until figure use is cleared.",
  "key_check": "61 sigmoid channels on 256x256; lung Dice 0.844 vs manual masks",
  "figure_use": "restricted",
  "figure_use_review": {
    "date": "2026-10-09",
    "source_url": "https://data.lhncbc.nlm.nih.gov/public/Tuberculosis-Chest-X-ray-Datasets/Montgomery-County-CXR-Set/MontgomerySet/NLM-MontgomeryCXRSet-ReadMe.pdf",
    "terms": "Do not share the dataset outside the research group/organization; attribute NLM in publications.",
    "panel_status": "Internal review only; existing restriction retained."
  }
}