MAMBO-v3 / bundle /performance /summary.json
system's picture
system HF Staff
Publish MAMBO_v3 from 5026cd0558a118363e2615a6719dba454c577cbb
a70e530 verified
Raw History Blame Contribute Delete
4.88 kB
{
"count": 941,
"species_count": 367,
"cutoff": "2026-10-02T09:34:25.483757+00:00",
"samples_sha256": "ac1337eac527e02fa989b4bf226bb6100f81d3c912090c1916301588c7e0bd02",
"mini_metrics_revision": "70cc69adc05362863439277048e06386c1f885e1",
"unmapped_truth": 0,
"threshold_selection": "mini_metrics.evaluate_file(optimal=True, seed=42, opt_crit=MacroF1)",
"report_count": 890,
"calibration_count": 51,
"shared_species_count": 15,
"figures": {
"quality.png": "d5cfa620e8fc52ae544cf9702cab24aeb3eff5dc59cb121a5e8a944afc72130c",
"speed.png": "ec087f206263e878c32f31634eebf9aafaa003b20aacf67a5c09426aea51d88e"
},
"selection": {
"source_count": 1000,
"adult_count": 954,
"excluded_taxonomy_count": 13,
"authority": "GBIF",
"screening": "Gemini 3.1 Flash-Lite adult-image audit",
"policy": "Accepted species references only; subspecies promoted to species; genus predictions incorrect; identical accepted keys merged",
"source_samples_sha256": "cd739037823ca14818aed36d7d1200bc53473f9a7b8d821ecb93b6cb5cd1eae4"
},
"models": {
"nemo": {
"threshold": 0.8742289245128632,
"coverage": 0.8764044943820225,
"macro_accuracy": 0.9764432040467022,
"macro_f1": 0.8343346964989047,
"median_ms": 91.08396898955107,
"csv_sha256": "5bc373e3bc9c2680dcbf4f55f543897ab36efab4222c1c8e08dfce493a369d53",
"macro_accuracy_shared": 0.989891395154553,
"macro_f1_shared": 0.9538167228771518,
"runtime": {
"cpu": "AMD EPYC 9535 64-Core Processor",
"threads": 4,
"backend": "onnx",
"versions": {
"torch": "2.12.0+cpu",
"numpy": "2.4.6",
"onnxruntime": "1.29.0"
},
"source": "5494b0670da7442994c2454a4634aada3c2b0b6e",
"script_sha256": "e429b7e0ae7d0713f9141786b66727b0f7dab42caba74e236447180f4979ebc3"
}
},
"nemo-tta": {
"threshold": 0.5849800407886505,
"coverage": 0.8910112359550562,
"macro_accuracy": 0.947967673036925,
"macro_f1": 0.8326101003767133,
"median_ms": 278.65285193547606,
"csv_sha256": "5091d4386c3b7657f09a2cbdfae1f6dd7e24f86b815a3ccae58bfcbe61892190",
"macro_accuracy_shared": 0.9958851674641148,
"macro_f1_shared": 0.9505554018273684,
"runtime": {
"cpu": "AMD EPYC 9535 64-Core Processor",
"threads": 4,
"backend": "onnx",
"versions": {
"torch": "2.12.0+cpu",
"numpy": "2.4.6",
"onnxruntime": "1.29.0"
},
"source": "909969327d4cb4938abb8e9460d39ce0c1a1adc3",
"script_sha256": "61b23cc0c063902783e8fc19310bce80a57ef3eddca041a84a4ba81601710b61"
}
},
"meghan": {
"threshold": 0.72243931889534,
"coverage": 0.7966292134831461,
"macro_accuracy": 0.9756278484348658,
"macro_f1": 0.7440076204410869,
"median_ms": 1215.3353868052363,
"csv_sha256": "62ceb463eb4e0de42fde3f4dbc28f030b661b8ccdc4f8d93f0fec2ac61c2320c",
"macro_accuracy_shared": 0.9952091767881243,
"macro_f1_shared": 0.9453270730215272,
"runtime": {
"cpu": "AMD EPYC 9535 64-Core Processor",
"threads": 4,
"backend": "torch",
"versions": {
"torch": "2.12.0+cpu",
"numpy": "2.4.6",
"open-clip-torch": "3.3.0"
},
"source": "909969327d4cb4938abb8e9460d39ce0c1a1adc3",
"script_sha256": "61b23cc0c063902783e8fc19310bce80a57ef3eddca041a84a4ba81601710b61"
}
},
"inaturalist": {
"threshold": 0.20815533399581904,
"coverage": 0.9674157303370786,
"macro_accuracy": 0.9395267049178931,
"macro_f1": 0.8538638500438227,
"median_ms": 809.7709668800235,
"csv_sha256": "a409bf5b867d26b128867f6eefb298957f78f0e5740ceb1d3c38b2e67c2e1a7d",
"macro_accuracy_shared": 0.9824320688727468,
"macro_f1_shared": 0.9737014225980248,
"collection_timing": {
"completed_requests": 1000,
"intervals": 999,
"first_completion": "2026-10-02T10:16:11.615101+00:00",
"last_completion": "2026-10-02T12:19:01.468880+00:00",
"elapsed_seconds": 7369.853779,
"mean_seconds_per_completion": 7.37723101001001,
"timestamps_sha256": "36dfa4c5fd80751dfb92f4d67868bcc6099f62b0ac1ac2c836feb55f2b1e443f",
"scope": "Original 1000-image collection, before adult/taxonomy filtering; completion-to-completion time includes pacing, rate-limit retries, taxonomy lookups and any pauses; not isolated rate-limit duration."
}
}
},
"score_policy": "Cached top-1 predictions and confidence; normalization merges labels, not score vectors.",
"reporting_ids_sha256": "0de617f64c7d3be5a1765b7abedd8bd6807d57b0aa71338d9577d0b9a3e9fae3",
"calibration_ids_sha256": "629150211eb01db0ce8ed44b4c978430a6fb9ed0ef3e50f4a7412a4259204d77"
}