End of training

README.md

@@ -0,0 +1,61 @@
+---
+license: apache-2.0
+base_model: facebook/convnext-base-224-22k
+tags:
+- generated_from_trainer
+model-index:
+- name: convnext-base-224-22k-finetuned-combinedSpiders
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# convnext-base-224-22k-finetuned-combinedSpiders
+
+This model is a fine-tuned version of [facebook/convnext-base-224-22k](https://huggingface.co/facebook/convnext-base-224-22k) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- eval_loss: 0.5055
+- eval_accuracy: 0.8606
+- eval_precision: 0.7626
+- eval_recall: 0.6524
+- eval_f1: 0.6879
+- eval_runtime: 165.6691
+- eval_samples_per_second: 162.481
+- eval_steps_per_second: 10.159
+- step: 0
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 5e-05
+- train_batch_size: 16
+- eval_batch_size: 16
+- seed: 42
+- gradient_accumulation_steps: 4
+- total_train_batch_size: 64
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_ratio: 0.1
+- num_epochs: 4
+
+### Framework versions
+
+- Transformers 4.35.1
+- Pytorch 2.1.0+cu118
+- Datasets 2.14.6
+- Tokenizers 0.14.1

all_results.json

@@ -0,0 +1,16 @@
+{
+    "epoch": 4.0,
+    "eval_accuracy": 0.8605765658667063,
+    "eval_f1": 0.6878646311031043,
+    "eval_loss": 0.505486786365509,
+    "eval_precision": 0.762582833894176,
+    "eval_recall": 0.6523661583106175,
+    "eval_runtime": 165.6691,
+    "eval_samples_per_second": 162.481,
+    "eval_steps_per_second": 10.159,
+    "total_flos": 6.8284774551813e+19,
+    "train_loss": 1.060067500640039,
+    "train_runtime": 12677.4822,
+    "train_samples_per_second": 67.943,
+    "train_steps_per_second": 1.061
+}

config.json

@@ -0,0 +1,494 @@
+{
+  "_name_or_path": "facebook/convnext-base-224-22k",
+  "architectures": [
+    "ConvNextForImageClassification"
+  ],
+  "depths": [
+    3,
+    3,
+    27,
+    3
+  ],
+  "drop_path_rate": 0.0,
+  "hidden_act": "gelu",
+  "hidden_sizes": [
+    128,
+    256,
+    512,
+    1024
+  ],
+  "id2label": {
+    "0": "Acantholycosa_lignaria",
+    "1": "Aculepeira_ceropegia",
+    "2": "Agalenatea_redii",
+    "3": "Agelena_labyrinthica",
+    "4": "Aglaoctenus_castaneus",
+    "5": "Aglaoctenus_lagotis",
+    "6": "Allocosa_funerea",
+    "7": "Allotrochosina_schauinslandi",
+    "8": "Alopecosa_albofasciata",
+    "9": "Alopecosa_barbipes",
+    "10": "Alopecosa_cuneata",
+    "11": "Alopecosa_inquilina",
+    "12": "Alopecosa_kochi",
+    "13": "Alopecosa_pulverulenta",
+    "14": "Anahita_punctulata",
+    "15": "Anasaitis_canosa",
+    "16": "Ancylometes_bogotensis",
+    "17": "Ancylometes_concolor",
+    "18": "Ancylometes_rufus",
+    "19": "Anoteropsis_hilaris",
+    "20": "Anoteropsis_litoralis",
+    "21": "Anyphaena_accentuata",
+    "22": "Aphonopelma_hentzi",
+    "23": "Araneus_diadematus",
+    "24": "Araneus_marmoreus",
+    "25": "Araneus_quadratus",
+    "26": "Araneus_trifolium",
+    "27": "Araniella_displicata",
+    "28": "Arctosa_cinerea",
+    "29": "Arctosa_leopardus",
+    "30": "Arctosa_littoralis",
+    "31": "Arctosa_perita",
+    "32": "Arctosa_personata",
+    "33": "Argiope_argentata",
+    "34": "Argiope_aurantia",
+    "35": "Argiope_bruennichi",
+    "36": "Argiope_keyserlingi",
+    "37": "Argiope_lobata",
+    "38": "Argiope_trifasciata",
+    "39": "Asthenoctenus_borellii",
+    "40": "Attulus_fasciger",
+    "41": "Aulonia_albimana",
+    "42": "Austracantha_minax",
+    "43": "Badumna_longinqua",
+    "44": "Carrhotus_xanthogramma",
+    "45": "Centroctenus_brevipes",
+    "46": "Cheiracanthium_erraticum",
+    "47": "Cheiracanthium_gracile",
+    "48": "Cheiracanthium_inclusum",
+    "49": "Cheiracanthium_mildei",
+    "50": "Cheiracanthium_punctorium",
+    "51": "Colonus_hesperus",
+    "52": "Colonus_sylvanus",
+    "53": "Ctenus_amphora",
+    "54": "Ctenus_hibernalis",
+    "55": "Ctenus_medius",
+    "56": "Ctenus_ornatus",
+    "57": "Cupiennius_coccineus",
+    "58": "Cupiennius_getazi",
+    "59": "Cupiennius_salei",
+    "60": "Cyclosa_conica",
+    "61": "Cyrtophora_citricola",
+    "62": "Diapontia_uruguayensis",
+    "63": "Dolomedes_albineus",
+    "64": "Dolomedes_minor",
+    "65": "Dolomedes_scriptus",
+    "66": "Dolomedes_tenebrosus",
+    "67": "Dolomedes_triton",
+    "68": "Dysdera_crocata",
+    "69": "Ebrechtella_tricuspidata",
+    "70": "Enoplognatha_ovata",
+    "71": "Eratigena_agrestis",
+    "72": "Eratigena_duellica",
+    "73": "Eriophora_ravilla",
+    "74": "Eris_militaris",
+    "75": "Evarcha_arcuata",
+    "76": "Gasteracantha_cancriformis",
+    "77": "Geolycosa_vultuosa",
+    "78": "Gladicosa_gulosa",
+    "79": "Gladicosa_pulchra",
+    "80": "Habronattus_pyrrithrix",
+    "81": "Hasarius_adansoni",
+    "82": "Helpis_minitabunda",
+    "83": "Hentzia_mitrata",
+    "84": "Hentzia_palmarum",
+    "85": "Herpyllus_ecclesiasticus",
+    "86": "Heteropoda_venatoria",
+    "87": "Hippasa_holmerae",
+    "88": "Hogna_antelucana",
+    "89": "Hogna_baltimoriana",
+    "90": "Hogna_bivittata",
+    "91": "Hogna_carolinensis",
+    "92": "Hogna_crispipes",
+    "93": "Hogna_frondicola",
+    "94": "Hogna_gumia",
+    "95": "Hogna_radiata",
+    "96": "Holocnemus_pluchei",
+    "97": "Kukulcania_hibernalis",
+    "98": "Lampona_cylindrata",
+    "99": "Larinioides_cornutus",
+    "100": "Larinioides_sclopetarius",
+    "101": "Latrodectus_bishopi",
+    "102": "Latrodectus_curacaviensis",
+    "103": "Latrodectus_geometricus",
+    "104": "Latrodectus_hasselti",
+    "105": "Latrodectus_hesperus",
+    "106": "Latrodectus_katipo",
+    "107": "Latrodectus_mactans",
+    "108": "Latrodectus_mirabilis",
+    "109": "Latrodectus_renivulvatus",
+    "110": "Latrodectus_tredecimguttatus",
+    "111": "Latrodectus_variolus",
+    "112": "Leucauge_argyra",
+    "113": "Leucauge_argyrobapta",
+    "114": "Leucauge_dromedaria",
+    "115": "Leucauge_venusta",
+    "116": "Loxosceles_amazonica",
+    "117": "Loxosceles_deserta",
+    "118": "Loxosceles_laeta",
+    "119": "Loxosceles_reclusa",
+    "120": "Loxosceles_rufescens",
+    "121": "Loxosceles_tenochtitlan",
+    "122": "Loxosceles_yucatana",
+    "123": "Lycosa_erythrognatha",
+    "124": "Lycosa_hispanica",
+    "125": "Lycosa_pampeana",
+    "126": "Lycosa_praegrandis",
+    "127": "Lycosa_singoriensis",
+    "128": "Lycosa_tarantula",
+    "129": "Lyssomanes_viridis",
+    "130": "Maevia_inclemens",
+    "131": "Mangora_acalypha",
+    "132": "Maratus_griseus",
+    "133": "Marpissa_muscosa",
+    "134": "Mecynogea_lemniscata",
+    "135": "Menemerus_bivittatus",
+    "136": "Menemerus_semilimbatus",
+    "137": "Micrathena_gracilis",
+    "138": "Micrathena_sagittata",
+    "139": "Micrommata_virescens",
+    "140": "Missulena_bradleyi",
+    "141": "Missulena_occatoria",
+    "142": "Misumena_vatia",
+    "143": "Misumenoides_formosipes",
+    "144": "Misumessus_oblongus",
+    "145": "Naphrys_pulex",
+    "146": "Neoscona_arabesca",
+    "147": "Neoscona_crucifera",
+    "148": "Neoscona_oaxacensis",
+    "149": "Nephila_pilipes",
+    "150": "Neriene_radiata",
+    "151": "Nesticodes_rufipes",
+    "152": "Nuctenea_umbratica",
+    "153": "Oxyopes_salticus",
+    "154": "Oxyopes_scalaris",
+    "155": "Paraphidippus_aurantius",
+    "156": "Parasteatoda_tepidariorum",
+    "157": "Paratrochosina_amica",
+    "158": "Pardosa_amentata",
+    "159": "Pardosa_lapidicina",
+    "160": "Pardosa_mercurialis",
+    "161": "Pardosa_moesta",
+    "162": "Pardosa_wagleri",
+    "163": "Peucetia_viridans",
+    "164": "Phidippus_audax",
+    "165": "Phidippus_clarus",
+    "166": "Phidippus_johnsoni",
+    "167": "Phidippus_putnami",
+    "168": "Philaeus_chrysops",
+    "169": "Philodromus_dispar",
+    "170": "Pholcus_phalangioides",
+    "171": "Phoneutria_boliviensis",
+    "172": "Phoneutria_depilata",
+    "173": "Phoneutria_fera",
+    "174": "Phoneutria_nigriventer",
+    "175": "Phoneutria_pertyi",
+    "176": "Phoneutria_reidyi",
+    "177": "Pirata_piraticus",
+    "178": "Pisaura_mirabilis",
+    "179": "Pisaurina_mira",
+    "180": "Platycryptus_californicus",
+    "181": "Platycryptus_undatus",
+    "182": "Plebs_eburnus",
+    "183": "Plexippus_paykulli",
+    "184": "Portacosa_cinerea",
+    "185": "Rabidosa_hentzi",
+    "186": "Rabidosa_punctulata",
+    "187": "Rabidosa_rabida",
+    "188": "Salticus_scenicus",
+    "189": "Sassacus_vitis",
+    "190": "Schizocosa_avida",
+    "191": "Schizocosa_malitiosa",
+    "192": "Schizocosa_mccooki",
+    "193": "Scytodes_thoracica",
+    "194": "Sicarius_thomisoides",
+    "195": "Socca_pustulosa",
+    "196": "Sosippus_californicus",
+    "197": "Steatoda_grossa",
+    "198": "Steatoda_nobilis",
+    "199": "Steatoda_triangulosa",
+    "200": "Synema_globosum",
+    "201": "Thomisus_onustus",
+    "202": "Tigrosa_annexa",
+    "203": "Tigrosa_aspersa",
+    "204": "Tigrosa_georgicola",
+    "205": "Tigrosa_helluo",
+    "206": "Trichonephila_clavata",
+    "207": "Trichonephila_clavipes",
+    "208": "Trichonephila_edulis",
+    "209": "Trichonephila_plumipes",
+    "210": "Trochosa_ruricola",
+    "211": "Trochosa_sepulchralis",
+    "212": "Trochosa_terricola",
+    "213": "Tropicosa_moesta",
+    "214": "Venator_immansuetus",
+    "215": "Venator_spenceri",
+    "216": "Venatrix_furcillata",
+    "217": "Verrucosa_arenata",
+    "218": "Wadicosa_fidelis",
+    "219": "Xerolycosa_miniata",
+    "220": "Xerolycosa_nemoralis",
+    "221": "Zoropsis_spinimana",
+    "222": "Zygiella_x-notata"
+  },
+  "image_size": 224,
+  "initializer_range": 0.02,
+  "label2id": {
+    "Acantholycosa_lignaria": 0,
+    "Aculepeira_ceropegia": 1,
+    "Agalenatea_redii": 2,
+    "Agelena_labyrinthica": 3,
+    "Aglaoctenus_castaneus": 4,
+    "Aglaoctenus_lagotis": 5,
+    "Allocosa_funerea": 6,
+    "Allotrochosina_schauinslandi": 7,
+    "Alopecosa_albofasciata": 8,
+    "Alopecosa_barbipes": 9,
+    "Alopecosa_cuneata": 10,
+    "Alopecosa_inquilina": 11,
+    "Alopecosa_kochi": 12,
+    "Alopecosa_pulverulenta": 13,
+    "Anahita_punctulata": 14,
+    "Anasaitis_canosa": 15,
+    "Ancylometes_bogotensis": 16,
+    "Ancylometes_concolor": 17,
+    "Ancylometes_rufus": 18,
+    "Anoteropsis_hilaris": 19,
+    "Anoteropsis_litoralis": 20,
+    "Anyphaena_accentuata": 21,
+    "Aphonopelma_hentzi": 22,
+    "Araneus_diadematus": 23,
+    "Araneus_marmoreus": 24,
+    "Araneus_quadratus": 25,
+    "Araneus_trifolium": 26,
+    "Araniella_displicata": 27,
+    "Arctosa_cinerea": 28,
+    "Arctosa_leopardus": 29,
+    "Arctosa_littoralis": 30,
+    "Arctosa_perita": 31,
+    "Arctosa_personata": 32,
+    "Argiope_argentata": 33,
+    "Argiope_aurantia": 34,
+    "Argiope_bruennichi": 35,
+    "Argiope_keyserlingi": 36,
+    "Argiope_lobata": 37,
+    "Argiope_trifasciata": 38,
+    "Asthenoctenus_borellii": 39,
+    "Attulus_fasciger": 40,
+    "Aulonia_albimana": 41,
+    "Austracantha_minax": 42,
+    "Badumna_longinqua": 43,
+    "Carrhotus_xanthogramma": 44,
+    "Centroctenus_brevipes": 45,
+    "Cheiracanthium_erraticum": 46,
+    "Cheiracanthium_gracile": 47,
+    "Cheiracanthium_inclusum": 48,
+    "Cheiracanthium_mildei": 49,
+    "Cheiracanthium_punctorium": 50,
+    "Colonus_hesperus": 51,
+    "Colonus_sylvanus": 52,
+    "Ctenus_amphora": 53,
+    "Ctenus_hibernalis": 54,
+    "Ctenus_medius": 55,
+    "Ctenus_ornatus": 56,
+    "Cupiennius_coccineus": 57,
+    "Cupiennius_getazi": 58,
+    "Cupiennius_salei": 59,
+    "Cyclosa_conica": 60,
+    "Cyrtophora_citricola": 61,
+    "Diapontia_uruguayensis": 62,
+    "Dolomedes_albineus": 63,
+    "Dolomedes_minor": 64,
+    "Dolomedes_scriptus": 65,
+    "Dolomedes_tenebrosus": 66,
+    "Dolomedes_triton": 67,
+    "Dysdera_crocata": 68,
+    "Ebrechtella_tricuspidata": 69,
+    "Enoplognatha_ovata": 70,
+    "Eratigena_agrestis": 71,
+    "Eratigena_duellica": 72,
+    "Eriophora_ravilla": 73,
+    "Eris_militaris": 74,
+    "Evarcha_arcuata": 75,
+    "Gasteracantha_cancriformis": 76,
+    "Geolycosa_vultuosa": 77,
+    "Gladicosa_gulosa": 78,
+    "Gladicosa_pulchra": 79,
+    "Habronattus_pyrrithrix": 80,
+    "Hasarius_adansoni": 81,
+    "Helpis_minitabunda": 82,
+    "Hentzia_mitrata": 83,
+    "Hentzia_palmarum": 84,
+    "Herpyllus_ecclesiasticus": 85,
+    "Heteropoda_venatoria": 86,
+    "Hippasa_holmerae": 87,
+    "Hogna_antelucana": 88,
+    "Hogna_baltimoriana": 89,
+    "Hogna_bivittata": 90,
+    "Hogna_carolinensis": 91,
+    "Hogna_crispipes": 92,
+    "Hogna_frondicola": 93,
+    "Hogna_gumia": 94,
+    "Hogna_radiata": 95,
+    "Holocnemus_pluchei": 96,
+    "Kukulcania_hibernalis": 97,
+    "Lampona_cylindrata": 98,
+    "Larinioides_cornutus": 99,
+    "Larinioides_sclopetarius": 100,
+    "Latrodectus_bishopi": 101,
+    "Latrodectus_curacaviensis": 102,
+    "Latrodectus_geometricus": 103,
+    "Latrodectus_hasselti": 104,
+    "Latrodectus_hesperus": 105,
+    "Latrodectus_katipo": 106,
+    "Latrodectus_mactans": 107,
+    "Latrodectus_mirabilis": 108,
+    "Latrodectus_renivulvatus": 109,
+    "Latrodectus_tredecimguttatus": 110,
+    "Latrodectus_variolus": 111,
+    "Leucauge_argyra": 112,
+    "Leucauge_argyrobapta": 113,
+    "Leucauge_dromedaria": 114,
+    "Leucauge_venusta": 115,
+    "Loxosceles_amazonica": 116,
+    "Loxosceles_deserta": 117,
+    "Loxosceles_laeta": 118,
+    "Loxosceles_reclusa": 119,
+    "Loxosceles_rufescens": 120,
+    "Loxosceles_tenochtitlan": 121,
+    "Loxosceles_yucatana": 122,
+    "Lycosa_erythrognatha": 123,
+    "Lycosa_hispanica": 124,
+    "Lycosa_pampeana": 125,
+    "Lycosa_praegrandis": 126,
+    "Lycosa_singoriensis": 127,
+    "Lycosa_tarantula": 128,
+    "Lyssomanes_viridis": 129,
+    "Maevia_inclemens": 130,
+    "Mangora_acalypha": 131,
+    "Maratus_griseus": 132,
+    "Marpissa_muscosa": 133,
+    "Mecynogea_lemniscata": 134,
+    "Menemerus_bivittatus": 135,
+    "Menemerus_semilimbatus": 136,
+    "Micrathena_gracilis": 137,
+    "Micrathena_sagittata": 138,
+    "Micrommata_virescens": 139,
+    "Missulena_bradleyi": 140,
+    "Missulena_occatoria": 141,
+    "Misumena_vatia": 142,
+    "Misumenoides_formosipes": 143,
+    "Misumessus_oblongus": 144,
+    "Naphrys_pulex": 145,
+    "Neoscona_arabesca": 146,
+    "Neoscona_crucifera": 147,
+    "Neoscona_oaxacensis": 148,
+    "Nephila_pilipes": 149,
+    "Neriene_radiata": 150,
+    "Nesticodes_rufipes": 151,
+    "Nuctenea_umbratica": 152,
+    "Oxyopes_salticus": 153,
+    "Oxyopes_scalaris": 154,
+    "Paraphidippus_aurantius": 155,
+    "Parasteatoda_tepidariorum": 156,
+    "Paratrochosina_amica": 157,
+    "Pardosa_amentata": 158,
+    "Pardosa_lapidicina": 159,
+    "Pardosa_mercurialis": 160,
+    "Pardosa_moesta": 161,
+    "Pardosa_wagleri": 162,
+    "Peucetia_viridans": 163,
+    "Phidippus_audax": 164,
+    "Phidippus_clarus": 165,
+    "Phidippus_johnsoni": 166,
+    "Phidippus_putnami": 167,
+    "Philaeus_chrysops": 168,
+    "Philodromus_dispar": 169,
+    "Pholcus_phalangioides": 170,
+    "Phoneutria_boliviensis": 171,
+    "Phoneutria_depilata": 172,
+    "Phoneutria_fera": 173,
+    "Phoneutria_nigriventer": 174,
+    "Phoneutria_pertyi": 175,
+    "Phoneutria_reidyi": 176,
+    "Pirata_piraticus": 177,
+    "Pisaura_mirabilis": 178,
+    "Pisaurina_mira": 179,
+    "Platycryptus_californicus": 180,
+    "Platycryptus_undatus": 181,
+    "Plebs_eburnus": 182,
+    "Plexippus_paykulli": 183,
+    "Portacosa_cinerea": 184,
+    "Rabidosa_hentzi": 185,
+    "Rabidosa_punctulata": 186,
+    "Rabidosa_rabida": 187,
+    "Salticus_scenicus": 188,
+    "Sassacus_vitis": 189,
+    "Schizocosa_avida": 190,
+    "Schizocosa_malitiosa": 191,
+    "Schizocosa_mccooki": 192,
+    "Scytodes_thoracica": 193,
+    "Sicarius_thomisoides": 194,
+    "Socca_pustulosa": 195,
+    "Sosippus_californicus": 196,
+    "Steatoda_grossa": 197,
+    "Steatoda_nobilis": 198,
+    "Steatoda_triangulosa": 199,
+    "Synema_globosum": 200,
+    "Thomisus_onustus": 201,
+    "Tigrosa_annexa": 202,
+    "Tigrosa_aspersa": 203,
+    "Tigrosa_georgicola": 204,
+    "Tigrosa_helluo": 205,
+    "Trichonephila_clavata": 206,
+    "Trichonephila_clavipes": 207,
+    "Trichonephila_edulis": 208,
+    "Trichonephila_plumipes": 209,
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