Model save

README.md

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+---
+license: apache-2.0
+base_model: google/vit-base-patch16-224-in21k
+tags:
+- generated_from_trainer
+datasets:
+- imagefolder
+model-index:
+- name: vit-base-plankton
+  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. -->
+
+# vit-base-plankton
+
+This model is a fine-tuned version of [google/vit-base-patch16-224-in21k](https://huggingface.co/google/vit-base-patch16-224-in21k) on the imagefolder dataset.
+
+## 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: 0.0002
+- train_batch_size: 16
+- eval_batch_size: 8
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 2
+
+### Training results
+
+
+
+### Framework versions
+
+- Transformers 4.35.2
+- Pytorch 2.1.0+cu118
+- Datasets 2.15.0
+- Tokenizers 0.15.0

config.json

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+{
+  "_name_or_path": "google/vit-base-patch16-224-in21k",
+  "architectures": [
+    "ViTForImageClassification"
+  ],
+  "attention_probs_dropout_prob": 0.0,
+  "encoder_stride": 16,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.0,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "Acantharia",
+    "1": "Amphisolenia",
+    "10": "Climacocylis_scalaria",
+    "11": "Codonellidae",
+    "12": "Copepoda_Maxillopoda",
+    "13": "Corycaeidae",
+    "14": "Coscinodiscophycidae",
+    "15": "Coscinodiscus",
+    "16": "Cyanobacteria_Proteobacteria",
+    "17": "Cystidium",
+    "18": "Diatoma",
+    "19": "Dinoflagellates",
+    "2": "Appendicularia",
+    "20": "Dinophyceae",
+    "21": "Eutintinnus",
+    "22": "Foraminifera",
+    "23": "Fritillariidae",
+    "24": "Guinardia",
+    "25": "Harpacticidae",
+    "26": "Limacina",
+    "27": "Nassellaria_Polycystinea",
+    "28": "Navicula",
+    "29": "Neoceratium",
+    "3": "Asterionella",
+    "30": "Neoceratium_fusus_Neoceratium",
+    "31": "Neoceratium_pentagonum",
+    "32": "Nitzschia",
+    "33": "Oikopleura",
+    "34": "Oithonidae",
+    "35": "Ornithocercus",
+    "36": "Ostracoda",
+    "37": "Planktoniella_sol",
+    "38": "Pleurosigma",
+    "39": "Polychaeta_larva",
+    "4": "Asterolamprales",
+    "40": "Pseudo-nitzschia",
+    "41": "Pyrocystaceae",
+    "42": "Pyrocystis_noctiluca",
+    "43": "Pyrophacus",
+    "44": "Rhizaria",
+    "45": "Rhizosolenia",
+    "46": "Striatella",
+    "47": "Thalassionema",
+    "48": "Thalassiosira",
+    "49": "Tintinnida",
+    "5": "Calanoida",
+    "50": "Xystonellopsis",
+    "51": "aggregates",
+    "52": "artefact",
+    "53": "badfocus-aggregate",
+    "54": "badfocus_Copepoda",
+    "55": "badfocus_other",
+    "56": "bubble",
+    "57": "clumps",
+    "58": "copepoda-cut",
+    "59": "crumple_sphere",
+    "6": "Chaetoceros_Chaetocerotales",
+    "60": "detritus",
+    "61": "dinophysis_schuettii_Dinophysis",
+    "62": "dry",
+    "63": "egg_sac_egg",
+    "64": "fecal_pellets",
+    "65": "fiber_detritus",
+    "66": "fiber_plastic",
+    "67": "larvae_Gastropoda",
+    "68": "multiple_Acantharea",
+    "69": "multiple_Copepoda",
+    "7": "Chaetoceros_Mediophyceae",
+    "70": "multiple_Diatoma",
+    "71": "multiple_Rhizosolenia",
+    "72": "multiple_organisms",
+    "73": "multiple_other",
+    "74": "nauplii_Copepoda",
+    "75": "nauplii_Crustacea",
+    "76": "othertocheck",
+    "77": "part_Copepoda",
+    "78": "part_Crustacea",
+    "79": "part_Rhizaria",
+    "8": "Chaetoceros_protuberans",
+    "80": "part_diatom",
+    "81": "pennate_Bacillariophyta",
+    "82": "puff",
+    "83": "rods",
+    "84": "spines_Rhizaria",
+    "85": "t001",
+    "86": "t002",
+    "87": "t003",
+    "88": "transparent",
+    "9": "Ciliophora"
+  },
+  "image_size": 224,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "Acantharia": "0",
+    "Amphisolenia": "1",
+    "Appendicularia": "2",
+    "Asterionella": "3",
+    "Asterolamprales": "4",
+    "Calanoida": "5",
+    "Chaetoceros_Chaetocerotales": "6",
+    "Chaetoceros_Mediophyceae": "7",
+    "Chaetoceros_protuberans": "8",
+    "Ciliophora": "9",
+    "Climacocylis_scalaria": "10",
+    "Codonellidae": "11",
+    "Copepoda_Maxillopoda": "12",
+    "Corycaeidae": "13",
+    "Coscinodiscophycidae": "14",
+    "Coscinodiscus": "15",
+    "Cyanobacteria_Proteobacteria": "16",
+    "Cystidium": "17",
+    "Diatoma": "18",
+    "Dinoflagellates": "19",
+    "Dinophyceae": "20",
+    "Eutintinnus": "21",
+    "Foraminifera": "22",
+    "Fritillariidae": "23",
+    "Guinardia": "24",
+    "Harpacticidae": "25",
+    "Limacina": "26",
+    "Nassellaria_Polycystinea": "27",
+    "Navicula": "28",
+    "Neoceratium": "29",
+    "Neoceratium_fusus_Neoceratium": "30",
+    "Neoceratium_pentagonum": "31",
+    "Nitzschia": "32",
+    "Oikopleura": "33",
+    "Oithonidae": "34",
+    "Ornithocercus": "35",
+    "Ostracoda": "36",
+    "Planktoniella_sol": "37",
+    "Pleurosigma": "38",
+    "Polychaeta_larva": "39",
+    "Pseudo-nitzschia": "40",
+    "Pyrocystaceae": "41",
+    "Pyrocystis_noctiluca": "42",
+    "Pyrophacus": "43",
+    "Rhizaria": "44",
+    "Rhizosolenia": "45",
+    "Striatella": "46",
+    "Thalassionema": "47",
+    "Thalassiosira": "48",
+    "Tintinnida": "49",
+    "Xystonellopsis": "50",
+    "aggregates": "51",
+    "artefact": "52",
+    "badfocus-aggregate": "53",
+    "badfocus_Copepoda": "54",
+    "badfocus_other": "55",
+    "bubble": "56",
+    "clumps": "57",
+    "copepoda-cut": "58",
+    "crumple_sphere": "59",
+    "detritus": "60",
+    "dinophysis_schuettii_Dinophysis": "61",
+    "dry": "62",
+    "egg_sac_egg": "63",
+    "fecal_pellets": "64",
+    "fiber_detritus": "65",
+    "fiber_plastic": "66",
+    "larvae_Gastropoda": "67",
+    "multiple_Acantharea": "68",
+    "multiple_Copepoda": "69",
+    "multiple_Diatoma": "70",
+    "multiple_Rhizosolenia": "71",
+    "multiple_organisms": "72",
+    "multiple_other": "73",
+    "nauplii_Copepoda": "74",
+    "nauplii_Crustacea": "75",
+    "othertocheck": "76",
+    "part_Copepoda": "77",
+    "part_Crustacea": "78",
+    "part_Rhizaria": "79",
+    "part_diatom": "80",
+    "pennate_Bacillariophyta": "81",
+    "puff": "82",
+    "rods": "83",
+    "spines_Rhizaria": "84",
+    "t001": "85",
+    "t002": "86",
+    "t003": "87",
+    "transparent": "88"
+  },
+  "layer_norm_eps": 1e-12,
+  "model_type": "vit",
+  "num_attention_heads": 12,
+  "num_channels": 3,
+  "num_hidden_layers": 12,
+  "patch_size": 16,
+  "problem_type": "single_label_classification",
+  "qkv_bias": true,
+  "torch_dtype": "float32",
+  "transformers_version": "4.35.2"
+}

model.safetensors

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preprocessor_config.json

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+{
+  "do_normalize": true,
+  "do_rescale": true,
+  "do_resize": true,
+  "image_mean": [
+    0.5,
+    0.5,
+    0.5
+  ],
+  "image_processor_type": "ViTImageProcessor",
+  "image_std": [
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+    0.5
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+  "rescale_factor": 0.00392156862745098,
+  "size": {
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+    "width": 224
+  }
+}

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