Buckets:

davanstrien
/

iconclass-smoke-evals

Files

xet

davanstrien/iconclass-smoke-evals / v3.json

davanstrien

5 days ago

download

raw

21.8 kB

	{
	"summary": {
	"model": "davanstrien/qwen35-4b-iconclass-grpo-v3",
	"dataset": "davanstrien/iconclass-vlm-sft",
	"split": "test",
	"num_evaluated": 40,
	"num_skipped": 0,
	"elapsed_seconds": 275.0,
	"exact_match_accuracy": 0.05,
	"hierarchical_f1": 0.5763,
	"code_precision": 0.2812,
	"code_recall": 0.2858,
	"code_f1": 0.2835,
	"valid_json_pct": 1.0,
	"valid_code_pct": 1.0
	},
	"results": [
	{
	"index": 0,
	"gt_codes": [
	"92B361",
	"12B13",
	"12EE13",
	"25F33(EAGLE)",
	"31E3"
	],
	"predicted_codes": [
	"73",
	"73D721",
	"73D7211",
	"73D7212"
	],
	"generated_text": "{\"iconclass-codes\": [\"73\", \"73D721\", \"73D7211\", \"73D7212\"]}",
	"valid_json": true,
	"valid_code_count": 4,
	"total_predicted": 4,
	"exact_match": false,
	"hierarchical_f1": 0.0,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 1,
	"gt_codes": [
	"48C27(+321)",
	"92F2"
	],
	"predicted_codes": [
	"48C24"
	],
	"generated_text": "{\"iconclass-codes\": [\"48C24\"]}",
	"valid_json": true,
	"valid_code_count": 1,
	"total_predicted": 1,
	"exact_match": false,
	"hierarchical_f1": 0.5333333333333333,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 2,
	"gt_codes": [
	"86(MONSTRATUR IN UNDIS)",
	"22C5:24A6",
	"46C24",
	"25H214",
	"25I1"
	],
	"predicted_codes": [
	"25H23",
	"25I12",
	"25I1",
	"25H11",
	"86(AMOR OMNIA VINCIT)"
	],
	"generated_text": "{\"iconclass-codes\": [\"25H23\", \"25I12\", \"25I1\", \"25H11\", \"86(AMOR OMNIA VINCIT)\"]}",
	"valid_json": true,
	"valid_code_count": 5,
	"total_predicted": 5,
	"exact_match": false,
	"hierarchical_f1": 0.6855397727272728,
	"code_precision": 0.2,
	"code_recall": 0.2
	},
	{
	"index": 3,
	"gt_codes": [
	"11I613",
	"11I1"
	],
	"predicted_codes": [
	"44B113",
	"61B2(ROMAN EMPIRE)"
	],
	"generated_text": "{\"iconclass-codes\": [\"44B113\", \"61B2(ROMAN EMPIRE)\"]}",
	"valid_json": true,
	"valid_code_count": 2,
	"total_predicted": 2,
	"exact_match": false,
	"hierarchical_f1": 0.0,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 4,
	"gt_codes": [
	"25H11",
	"25H213",
	"25I",
	"46C112"
	],
	"predicted_codes": [
	"25H11",
	"25H213",
	"46C112",
	"46C131",
	"46C13141"
	],
	"generated_text": "{\"iconclass-codes\": [\"25H11\", \"25H213\", \"46C112\", \"46C131\", \"46C13141\"]}",
	"valid_json": true,
	"valid_code_count": 5,
	"total_predicted": 5,
	"exact_match": false,
	"hierarchical_f1": 0.8772225384177574,
	"code_precision": 0.6,
	"code_recall": 0.75
	},
	{
	"index": 5,
	"gt_codes": [
	"25G31",
	"31D15",
	"25H11",
	"46C13142",
	"25H"
	],
	"predicted_codes": [
	"25H11",
	"25H213",
	"25I",
	"25I2",
	"46C131"
	],
	"generated_text": "{\"iconclass-codes\": [\"25H11\", \"25H213\", \"25I\", \"25I2\", \"46C131\"]}",
	"valid_json": true,
	"valid_code_count": 5,
	"total_predicted": 5,
	"exact_match": false,
	"hierarchical_f1": 0.6101424489795918,
	"code_precision": 0.2,
	"code_recall": 0.2
	},
	{
	"index": 6,
	"gt_codes": [
	"25G41(CARNATION)",
	"31A2421",
	"31D15:61BB",
	"41D221(SLUIERKAP)",
	"61B(+53)"
	],
	"predicted_codes": [
	"31A2421",
	"31D15:61BB",
	"61B(+53)",
	"61B:31A2212(+1)"
	],
	"generated_text": "{\"iconclass-codes\": [\"31A2421\", \"31D15:61BB\", \"61B(+53)\", \"61B:31A2212(+1)\"]}",
	"valid_json": true,
	"valid_code_count": 4,
	"total_predicted": 4,
	"exact_match": false,
	"hierarchical_f1": 0.7175879396984924,
	"code_precision": 0.75,
	"code_recall": 0.6
	},
	{
	"index": 7,
	"gt_codes": [
	"61B(+51)",
	"41D221(TURBAN)",
	"73",
	"32B321",
	"61B:31D14"
	],
	"predicted_codes": [
	"31A2211",
	"31A2421",
	"61B(+52)",
	"61B:31A2212(+1)",
	"61B:31D14"
	],
	"generated_text": "{\"iconclass-codes\": [\"31A2211\", \"31A2421\", \"61B(+52)\", \"61B:31A2212(+1)\", \"61B:31D14\"]}",
	"valid_json": true,
	"valid_code_count": 5,
	"total_predicted": 5,
	"exact_match": false,
	"hierarchical_f1": 0.5254399269072636,
	"code_precision": 0.2,
	"code_recall": 0.2
	},
	{
	"index": 8,
	"gt_codes": [
	"49L171",
	"49M413",
	"49M3",
	"49L12(V)",
	"49L12(E)"
	],
	"predicted_codes": [
	"49L171",
	"49M413",
	"49M3",
	"49L12(V)"
	],
	"generated_text": "{\"iconclass-codes\": [\"49L171\", \"49M413\", \"49M3\", \"49L12(V)\"]}",
	"valid_json": true,
	"valid_code_count": 4,
	"total_predicted": 4,
	"exact_match": false,
	"hierarchical_f1": 1.0,
	"code_precision": 1.0,
	"code_recall": 0.8
	},
	{
	"index": 9,
	"gt_codes": [
	"31A231",
	"31A2421",
	"61B(+53)"
	],
	"predicted_codes": [
	"31A231",
	"31A2421",
	"61B(+54)",
	"61B:31A2212(+1)"
	],
	"generated_text": "{\"iconclass-codes\": [\"31A231\", \"31A2421\", \"61B(+54)\", \"61B:31A2212(+1)\"]}",
	"valid_json": true,
	"valid_code_count": 4,
	"total_predicted": 4,
	"exact_match": false,
	"hierarchical_f1": 0.9431968295904887,
	"code_precision": 0.5,
	"code_recall": 0.6666666666666666
	},
	{
	"index": 10,
	"gt_codes": [
	"41C5",
	"44B113",
	"44B1511"
	],
	"predicted_codes": [
	"11P3113",
	"44B113",
	"44B192",
	"44B193",
	"44B194"
	],
	"generated_text": "{\"iconclass-codes\": [\"11P3113\", \"44B113\", \"44B192\", \"44B193\", \"44B194\"]}",
	"valid_json": true,
	"valid_code_count": 5,
	"total_predicted": 5,
	"exact_match": false,
	"hierarchical_f1": 0.6646616541353384,
	"code_precision": 0.2,
	"code_recall": 0.3333333333333333
	},
	{
	"index": 11,
	"gt_codes": [
	"25F711"
	],
	"predicted_codes": [
	"25F711"
	],
	"generated_text": "{\"iconclass-codes\": [\"25F711\"]}",
	"valid_json": true,
	"valid_code_count": 1,
	"total_predicted": 1,
	"exact_match": true,
	"hierarchical_f1": 1.0,
	"code_precision": 1.0,
	"code_recall": 1.0
	},
	{
	"index": 12,
	"gt_codes": [
	"11Q712",
	"25I22",
	"34B11"
	],
	"predicted_codes": [
	"11Q712",
	"25I241"
	],
	"generated_text": "{\"iconclass-codes\": [\"11Q712\", \"25I241\"]}",
	"valid_json": true,
	"valid_code_count": 2,
	"total_predicted": 2,
	"exact_match": false,
	"hierarchical_f1": 0.704,
	"code_precision": 0.5,
	"code_recall": 0.3333333333333333
	},
	{
	"index": 13,
	"gt_codes": [
	"54A44(+4)",
	"54D3(+4)",
	"51MM11(+4)",
	"46C24111",
	"25F44(+5246)"
	],
	"predicted_codes": [
	"25F44(+51)",
	"25F44(TURTLE)(+512)",
	"86(QUOD NEMO VITAT)",
	"56F2(+4)",
	"86(QUOD NEMO VITAT, NEMO VITAT)"
	],
	"generated_text": "{\"iconclass-codes\": [\"25F44(+51)\", \"25F44(TURTLE)(+512)\", \"86(QUOD NEMO VITAT)\", \"56F2(+4)\", \"86(QUOD NEMO VITAT, NEMO VITAT)\"]}",
	"valid_json": true,
	"valid_code_count": 5,
	"total_predicted": 5,
	"exact_match": false,
	"hierarchical_f1": 0.3678306878306879,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 14,
	"gt_codes": [
	"61B:31A2212(+1)",
	"61B:31D14",
	"31A2518",
	"41D223(JERKIN)",
	"31A231"
	],
	"predicted_codes": [
	"31A231",
	"31A2422",
	"61B(+53)",
	"61B:31A2212(+1)",
	"61B:31D14"
	],
	"generated_text": "{\"iconclass-codes\": [\"31A231\", \"31A2422\", \"61B(+53)\", \"61B:31A2212(+1)\", \"61B:31D14\"]}",
	"valid_json": true,
	"valid_code_count": 5,
	"total_predicted": 5,
	"exact_match": false,
	"hierarchical_f1": 0.8130232558139536,
	"code_precision": 0.6,
	"code_recall": 0.6
	},
	{
	"index": 15,
	"gt_codes": [
	"94C133"
	],
	"predicted_codes": [
	"98B(HERACLIDES)68"
	],
	"generated_text": "{\"iconclass-codes\": [\"98B(HERACLIDES)68\"]}",
	"valid_json": true,
	"valid_code_count": 1,
	"total_predicted": 1,
	"exact_match": false,
	"hierarchical_f1": 0.19,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 16,
	"gt_codes": [
	"31A2422",
	"61B(+52)",
	"61B:31D14"
	],
	"predicted_codes": [
	"11H(JOHN)"
	],
	"generated_text": "{\"iconclass-codes\": [\"11H(JOHN)\"]}",
	"valid_json": true,
	"valid_code_count": 1,
	"total_predicted": 1,
	"exact_match": false,
	"hierarchical_f1": 0.0,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 17,
	"gt_codes": [
	"31A2422",
	"45B",
	"61B(+52)",
	"61B:31D14"
	],
	"predicted_codes": [
	"31A2422",
	"45B",
	"61B(+52)",
	"61B:31A2212(+1)",
	"61B:31D14"
	],
	"generated_text": "{\"iconclass-codes\": [\"31A2422\", \"45B\", \"61B(+52)\", \"61B:31A2212(+1)\", \"61B:31D14\"]}",
	"valid_json": true,
	"valid_code_count": 5,
	"total_predicted": 5,
	"exact_match": false,
	"hierarchical_f1": 0.990154001514769,
	"code_precision": 0.8,
	"code_recall": 1.0
	},
	{
	"index": 18,
	"gt_codes": [
	"46C13141(+763)"
	],
	"predicted_codes": [
	"46C1314"
	],
	"generated_text": "{\"iconclass-codes\": [\"46C1314\"]}",
	"valid_json": true,
	"valid_code_count": 1,
	"total_predicted": 1,
	"exact_match": false,
	"hierarchical_f1": 0.9500000000000001,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 19,
	"gt_codes": [
	"31D15",
	"49M32"
	],
	"predicted_codes": [
	"31A2421",
	"31D15:61BB",
	"61B(+53)",
	"61B:31A2212(+1)"
	],
	"generated_text": "{\"iconclass-codes\": [\"31A2421\", \"31D15:61BB\", \"61B(+53)\", \"61B:31A2212(+1)\"]}",
	"valid_json": true,
	"valid_code_count": 4,
	"total_predicted": 4,
	"exact_match": false,
	"hierarchical_f1": 0.3585483870967741,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 20,
	"gt_codes": [
	"48C1612",
	"48C2",
	"11Q712",
	"25H155",
	"25I13"
	],
	"predicted_codes": [
	"25G3",
	"25G41(ROSE)",
	"25H",
	"25I",
	"41A646"
	],
	"generated_text": "{\"iconclass-codes\": [\"25G3\", \"25G41(ROSE)\", \"25H\", \"25I\", \"41A646\"]}",
	"valid_json": true,
	"valid_code_count": 5,
	"total_predicted": 5,
	"exact_match": false,
	"hierarchical_f1": 0.3534104683195592,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 21,
	"gt_codes": [
	"31D15",
	"41A1",
	"31D112",
	"25H15",
	"25G3"
	],
	"predicted_codes": [
	"25G3",
	"25H15",
	"25I",
	"46C11"
	],
	"generated_text": "{\"iconclass-codes\": [\"25G3\", \"25H15\", \"25I\", \"46C11\"]}",
	"valid_json": true,
	"valid_code_count": 4,
	"total_predicted": 4,
	"exact_match": false,
	"hierarchical_f1": 0.5208977325312355,
	"code_precision": 0.5,
	"code_recall": 0.4
	},
	{
	"index": 22,
	"gt_codes": [
	"41D221"
	],
	"predicted_codes": [
	"44B112",
	"61B2(OSMAN II, Sultan of the Ottoman Empire)1(+52)"
	],
	"generated_text": "{\"iconclass-codes\": [\"44B112\", \"61B2(OSMAN II, Sultan of the Ottoman Empire)1(+52)\"]}",
	"valid_json": true,
	"valid_code_count": 2,
	"total_predicted": 2,
	"exact_match": false,
	"hierarchical_f1": 0.13333333333333333,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 23,
	"gt_codes": [
	"73A6"
	],
	"predicted_codes": [
	"73B641",
	"73B6411",
	"25H11",
	"41A3211",
	"41A33"
	],
	"generated_text": "{\"iconclass-codes\": [\"73B641\", \"73B6411\", \"25H11\", \"41A3211\", \"41A33\"]}",
	"valid_json": true,
	"valid_code_count": 5,
	"total_predicted": 5,
	"exact_match": false,
	"hierarchical_f1": 0.21714285714285714,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 24,
	"gt_codes": [
	"25F24(STAG)",
	"25B3",
	"48A9876",
	"25F43",
	"12Q21"
	],
	"predicted_codes": [
	"25F23(LION)",
	"48A9876",
	"48A9875",
	"48A9878",
	"48C161"
	],
	"generated_text": "{\"iconclass-codes\": [\"25F23(LION)\", \"48A9876\", \"48A9875\", \"48A9878\", \"48C161\"]}",
	"valid_json": true,
	"valid_code_count": 5,
	"total_predicted": 5,
	"exact_match": false,
	"hierarchical_f1": 0.6613644314868805,
	"code_precision": 0.2,
	"code_recall": 0.2
	},
	{
	"index": 25,
	"gt_codes": [
	"73C8212",
	"73C8214",
	"73C8215"
	],
	"predicted_codes": [
	"73G326",
	"73G3261"
	],
	"generated_text": "{\"iconclass-codes\": [\"73G326\", \"73G3261\"]}",
	"valid_json": true,
	"valid_code_count": 2,
	"total_predicted": 2,
	"exact_match": false,
	"hierarchical_f1": 0.39493670886075954,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 26,
	"gt_codes": [
	"73A11"
	],
	"predicted_codes": [
	"73C721",
	"73C7211"
	],
	"generated_text": "{\"iconclass-codes\": [\"73C721\", \"73C7211\"]}",
	"valid_json": true,
	"valid_code_count": 2,
	"total_predicted": 2,
	"exact_match": false,
	"hierarchical_f1": 0.38,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 27,
	"gt_codes": [
	"49L171",
	"49M413",
	"49M3",
	"49L12(S)"
	],
	"predicted_codes": [
	"49L171",
	"49M413",
	"49M3",
	"49L12(S)"
	],
	"generated_text": "{\"iconclass-codes\": [\"49L171\", \"49M413\", \"49M3\", \"49L12(S)\"]}",
	"valid_json": true,
	"valid_code_count": 4,
	"total_predicted": 4,
	"exact_match": true,
	"hierarchical_f1": 1.0,
	"code_precision": 1.0,
	"code_recall": 1.0
	},
	{
	"index": 28,
	"gt_codes": [
	"41C741",
	"43B31"
	],
	"predicted_codes": [
	"41A33",
	"41C12",
	"41C741",
	"41C741(+1)",
	"41C741(+1)"
	],
	"generated_text": "{\"iconclass-codes\": [\"41A33\", \"41C12\", \"41C741\", \"41C741(+1)\", \"41C741(+1)\"]}",
	"valid_json": true,
	"valid_code_count": 5,
	"total_predicted": 5,
	"exact_match": false,
	"hierarchical_f1": 0.6820143884892086,
	"code_precision": 0.25,
	"code_recall": 0.5
	},
	{
	"index": 29,
	"gt_codes": [
	"46C21",
	"46C223"
	],
	"predicted_codes": [
	"25I",
	"46C24"
	],
	"generated_text": "{\"iconclass-codes\": [\"25I\", \"46C24\"]}",
	"valid_json": true,
	"valid_code_count": 2,
	"total_predicted": 2,
	"exact_match": false,
	"hierarchical_f1": 0.5288135593220339,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 30,
	"gt_codes": [
	"49E391"
	],
	"predicted_codes": [
	"41C326",
	"41C741",
	"41C741(+1)"
	],
	"generated_text": "{\"iconclass-codes\": [\"41C326\", \"41C741\", \"41C741(+1)\"]}",
	"valid_json": true,
	"valid_code_count": 3,
	"total_predicted": 3,
	"exact_match": false,
	"hierarchical_f1": 0.20000000000000004,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 31,
	"gt_codes": [
	"31A231",
	"31D15",
	"41D2321",
	"61B(+55)"
	],
	"predicted_codes": [
	"31A231",
	"31D15",
	"31D15:61BB",
	"61B(+55)"
	],
	"generated_text": "{\"iconclass-codes\": [\"31A231\", \"31D15\", \"31D15:61BB\", \"61B(+55)\"]}",
	"valid_json": true,
	"valid_code_count": 4,
	"total_predicted": 4,
	"exact_match": false,
	"hierarchical_f1": 0.8435448577680524,
	"code_precision": 0.75,
	"code_recall": 0.75
	},
	{
	"index": 32,
	"gt_codes": [
	"73D58",
	"73D641"
	],
	"predicted_codes": [
	"73D641",
	"73D643"
	],
	"generated_text": "{\"iconclass-codes\": [\"73D641\", \"73D643\"]}",
	"valid_json": true,
	"valid_code_count": 2,
	"total_predicted": 2,
	"exact_match": false,
	"hierarchical_f1": 0.8596541786743516,
	"code_precision": 0.5,
	"code_recall": 0.5
	},
	{
	"index": 33,
	"gt_codes": [
	"33B3",
	"41A221",
	"41A722",
	"56DD1"
	],
	"predicted_codes": [
	"31D112",
	"31D15",
	"41A2",
	"41A721",
	"41A761"
	],
	"generated_text": "{\"iconclass-codes\": [\"31D112\", \"31D15\", \"41A2\", \"41A721\", \"41A761\"]}",
	"valid_json": true,
	"valid_code_count": 5,
	"total_predicted": 5,
	"exact_match": false,
	"hierarchical_f1": 0.5098495875788452,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 34,
	"gt_codes": [
	"25A3",
	"45C41",
	"45K21"
	],
	"predicted_codes": [
	"25A3",
	"45K"
	],
	"generated_text": "{\"iconclass-codes\": [\"25A3\", \"45K\"]}",
	"valid_json": true,
	"valid_code_count": 2,
	"total_predicted": 2,
	"exact_match": false,
	"hierarchical_f1": 0.711149825783972,
	"code_precision": 0.5,
	"code_recall": 0.3333333333333333
	},
	{
	"index": 35,
	"gt_codes": [
	"73C8172",
	"73C8171"
	],
	"predicted_codes": [
	"73C721",
	"73C7212"
	],
	"generated_text": "{\"iconclass-codes\": [\"73C721\", \"73C7212\"]}",
	"valid_json": true,
	"valid_code_count": 2,
	"total_predicted": 2,
	"exact_match": false,
	"hierarchical_f1": 0.5924050632911392,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 36,
	"gt_codes": [
	"25F23(PANTHER)",
	"31A2323",
	"31A2518",
	"42A1931",
	"46C161"
	],
	"predicted_codes": [
	"31A221",
	"46C14",
	"46A17",
	"31D15",
	"46C1463"
	],
	"generated_text": "{\"iconclass-codes\": [\"31A221\", \"46C14\", \"46A17\", \"31D15\", \"46C1463\"]}",
	"valid_json": true,
	"valid_code_count": 5,
	"total_predicted": 5,
	"exact_match": false,
	"hierarchical_f1": 0.5463188405797101,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 37,
	"gt_codes": [
	"12B61",
	"25I",
	"41A12"
	],
	"predicted_codes": [
	"25I",
	"25I1",
	"25I146",
	"41A12"
	],
	"generated_text": "{\"iconclass-codes\": [\"25I\", \"25I1\", \"25I146\", \"41A12\"]}",
	"valid_json": true,
	"valid_code_count": 4,
	"total_predicted": 4,
	"exact_match": false,
	"hierarchical_f1": 0.7210103329506313,
	"code_precision": 0.5,
	"code_recall": 0.6666666666666666
	},
	{
	"index": 38,
	"gt_codes": [
	"23I41",
	"41C32",
	"41C12",
	"31D14",
	"47I4221"
	],
	"predicted_codes": [
	"23U22",
	"23O22",
	"41C7111",
	"23U23",
	"47I4223"
	],
	"generated_text": "{\"iconclass-codes\": [\"23U22\", \"23O22\", \"41C7111\", \"23U23\", \"47I4223\"]}",
	"valid_json": true,
	"valid_code_count": 5,
	"total_predicted": 5,
	"exact_match": false,
	"hierarchical_f1": 0.5199846449136276,
	"code_precision": 0.0,
	"code_recall": 0.0
	},
	{
	"index": 39,
	"gt_codes": [
	"31D13",
	"61B:31A2212(+1)",
	"31A2421",
	"41D222(RUFF)",
	"31AA533(EMPIREKRULLEN)"
	],
	"predicted_codes": [
	"31A2421",
	"31D15:61BB",
	"61B(+52)",
	"61B:31A2212(+1)"
	],
	"generated_text": "{\"iconclass-codes\": [\"31A2421\", \"31D15:61BB\", \"61B(+52)\", \"61B:31A2212(+1)\"]}",
	"valid_json": true,
	"valid_code_count": 4,
	"total_predicted": 4,
	"exact_match": false,
	"hierarchical_f1": 0.7436889332003987,
	"code_precision": 0.5,
	"code_recall": 0.4
	}
	]
	}

Xet Storage Details

Size:: 21.8 kB
Xet hash:: 0fd4b11bf703b922cc9fcf80610446ec66577f9bc06133e46184039a7d391ae5

Xet efficiently stores files, intelligently splitting them into unique chunks and accelerating uploads and downloads. More info.