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armiger

Text Classification
ONNX
norvitech
armiger
bitmagnet
torrent-classification
media-classification
byte-level-transformer
multi-task-learning
int8
Model card Files
xet
 Community
armiger
File size: 4,292 Bytes
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{
  "model_name": "armiger",
  "version": "2.1.0",
  "architecture": "armiger-v2-byte-rope-transformer-8head",
  "checkpoint": "H350000_Curated_Wave2-seed0 (direct-side hardened junk head)",
  "format": "onnx-int8-dynamic",
  "size_bytes": 8283542,
  "sha256": "0f7496a70565145d09a8b29b09de9b99171cf483e5c32ff32e89df1931231401",
  "artifacts": {
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    "calibration.json": {
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    },
    "vocab.json": {
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      "sha256": "c10afea430188e0207752e93bf0b340fbb585858684037c5134a477cbc0dd7bb"
    },
    "armiger_inference.py": {
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  },
  "heads": {
    "category": [
      "movie",
      "tv_show",
      "xxx",
      "music",
      "comic",
      "game",
      "audiobook",
      "software",
      "ebook",
      "course",
      "unknown"
    ],
    "adult": [
      "non_adult",
      "adult"
    ],
    "anime": [
      "non_anime",
      "anime"
    ],
    "lang": [
      "english",
      "non_english",
      "multi_or_unknown"
    ],
    "junk": [
      "clean",
      "junk"
    ],
    "owner_scope": [
      "allowed_type",
      "excluded"
    ],
    "english_subs": [
      "no_eng_subs",
      "has_eng_subs",
      "unknown"
    ],
    "title_language": [
      "english_title",
      "non_english_title"
    ]
  },
  "mondrian_thresholds": {
    "adult": 0.5451,
    "junk": 0.101,
    "owner_scope": 0.477
  },
  "benchmarks_unmutated_ground_truth": {
    "oct15_confirmation_n2835": {
      "standalone_neural_11class_acc": 95.06,
      "fair_hybrid_with_zero_cue_plugin_11class_acc": 95.49,
      "standalone_neural_movie_vs_tv_acc": 96.6,
      "fair_hybrid_movie_vs_tv_acc": 97.15,
      "standalone_neural_catalog_matching_acc": 95.85,
      "fair_hybrid_catalog_matching_acc": 96.39,
      "standalone_neural_audio_lang_binary_n545_acc": 96.88,
      "with_audio_guard_binary_n545_acc": 97.8,
      "audio_lang_3class_n772_acc": 92.75,
      "anime_n507_acc": 99.61,
      "adult_n2781_acc": 98.53,
      "junk_n2170_acc": 100.0,
      "owner_scope_n2669_acc": 98.65,
      "title_language_n969_acc": 93.7
    },
    "fresh_confirmation_n1402": {
      "standalone_neural_11class_acc": 94.44,
      "fair_hybrid_11class_acc": 94.58,
      "adult_n1393_acc": 98.21,
      "junk_n1291_acc": 100.0,
      "anime_n253_acc": 99.6
    },
    "beyond_confirmation_n1025": {
      "standalone_neural_11class_acc": 92.88,
      "fair_hybrid_11class_acc": 95.12,
      "adult_n1016_acc": 98.52,
      "junk_n977_acc": 99.9,
      "anime_n636_acc": 98.9,
      "title_language_n604_acc": 98.51
    },
    "zero_cue_2000_n2000": {
      "standalone_neural_11class_acc": 87.35,
      "fair_hybrid_11class_acc": 91.5,
      "adult_acc": 99.9,
      "junk_acc": 100.0,
      "anime_n1998_acc": 95.8,
      "lang_acc": 88.15,
      "title_language_acc": 97.75
    },
    "multilang_3000_n3000": {
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      "fair_hybrid_11class_acc": 98.4,
      "adult_acc": 100.0,
      "junk_acc": 100.0,
      "anime_n2625_acc": 96.38,
      "lang_acc": 91.47
    },
    "five_split_summary_n10262": {
      "weighted_mean_standalone_neural_acc": 93.95,
      "weighted_mean_fair_hybrid_acc": 95.39,
      "macro_mean_standalone_neural_acc": 93.42,
      "macro_mean_fair_hybrid_acc": 95.0
    },
    "swarm_liveliness": {
      "way4_priors_formula_auroc": 86.64,
      "with_swarm_adapter_public_tracker_n757_auroc": 92.42,
      "with_swarm_adapter_public_holdout_n493_auroc": 93.03,
      "with_swarm_adapter_multi_source_corpus_n10278_auroc": 96.83
    },
    "overall_6dim_composite_mean": 96.5
  },
  "hardware_latency_benchmarks": {
    "apple_m4_pro_cpu_onnx_int8_single_item_p50_ms": 2.44,
    "apple_m4_pro_cpu_onnx_int8_batch64_per_item_ms": 3.07,
    "apple_m4_pro_cpu_onnx_int8_batch64_throughput_items_sec": 326.0,
    "apple_m4_pro_mps_gpu_fp32_batch64_per_item_ms": 0.29,
    "nvidia_rtx_gpu_fp32_batch64_per_item_ms": 0.21
  },
  "parameter_count": 8050139
}