TalonMeyer/dvm-cars-vit-first-5k

README.md

@@ -0,0 +1,81 @@
+---
+library_name: transformers
+license: apache-2.0
+base_model: google/vit-base-patch16-224
+tags:
+- image-classification
+- generated_from_trainer
+datasets:
+- imagefolder
+metrics:
+- accuracy
+model-index:
+- name: dvm-cars-vit-first-5k
+  results:
+  - task:
+      name: Image Classification
+      type: image-classification
+    dataset:
+      name: TalonMeyer/dvm-cars-dataset-first-5k
+      type: imagefolder
+      config: default
+      split: validation
+      args: default
+    metrics:
+    - name: Accuracy
+      type: accuracy
+      value: 0.4431137724550898
+---
+
+<!-- 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. -->
+
+# dvm-cars-vit-first-5k
+
+This model is a fine-tuned version of [google/vit-base-patch16-224](https://huggingface.co/google/vit-base-patch16-224) on the TalonMeyer/dvm-cars-dataset-first-5k dataset.
+It achieves the following results on the evaluation set:
+- Loss: 2.3711
+- Accuracy: 0.4431
+
+## 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: 0.0003
+- 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: 5
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Accuracy |
+|:-------------:|:-----:|:----:|:---------------:|:--------:|
+| 3.1701        | 1.0   | 251  | 2.9441          | 0.2994   |
+| 2.5577        | 2.0   | 502  | 2.6693          | 0.3333   |
+| 2.3469        | 3.0   | 753  | 2.5099          | 0.3593   |
+| 2.1792        | 4.0   | 1004 | 2.4285          | 0.4032   |
+| 2.0967        | 5.0   | 1255 | 2.4063          | 0.4152   |
+
+
+### Framework versions
+
+- Transformers 4.44.2
+- Pytorch 2.4.0+cu121
+- Datasets 2.21.0
+- Tokenizers 0.19.1

config.json

@@ -0,0 +1,228 @@
+{
+  "_name_or_path": "google/vit-base-patch16-224",
+  "architectures": [
+    "ViTForImageClassification"
+  ],
+  "attention_probs_dropout_prob": 0.0,
+  "encoder_stride": 16,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.0,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "Kia Rio 2006 Black",
+    "1": "Kia Rio 2006 Blue",
+    "2": "Kia Rio 2006 Red",
+    "3": "Kia Rio 2006 Silver",
+    "4": "Kia Rio 2011 Black",
+    "5": "Kia Rio 2011 Blue",
+    "6": "Kia Rio 2011 Red",
+    "7": "Kia Rio 2011 Silver",
+    "8": "Kia Rio 2011 Unlisted",
+    "9": "Kia Rio 2011 White",
+    "10": "Kia Rio 2012 Grey",
+    "11": "Kia Rio 2015 Black",
+    "12": "Kia Rio 2015 Blue",
+    "13": "Kia Rio 2015 Grey",
+    "14": "Kia Rio 2015 Red",
+    "15": "Kia Rio 2015 Silver",
+    "16": "Kia Rio 2015 Unlisted",
+    "17": "Kia Rio 2015 White",
+    "18": "Kia Rio 2015 Yellow",
+    "19": "Kia Rio 2016 Black",
+    "20": "Kia Rio 2016 Blue",
+    "21": "Kia Rio 2016 Grey",
+    "22": "Kia Rio 2016 Red",
+    "23": "Kia Rio 2016 Silver",
+    "24": "Kia Rio 2016 Unlisted",
+    "25": "Kia Rio 2016 White",
+    "26": "Kia Rio 2016 Yellow",
+    "27": "Kia Rio 2019 Black",
+    "28": "Kia Rio 2019 Blue",
+    "29": "Kia Rio 2019 Brown",
+    "30": "Kia Rio 2019 Grey",
+    "31": "Kia Rio 2019 Red",
+    "32": "Kia Rio 2019 Silver",
+    "33": "Kia Rio 2019 White",
+    "34": "Kia Rio 2019 Yellow",
+    "35": "Kia Soul 2009 Beige",
+    "36": "Kia Soul 2009 Black",
+    "37": "Kia Soul 2009 Blue",
+    "38": "Kia Soul 2009 Orange",
+    "39": "Kia Soul 2009 Red",
+    "40": "Kia Soul 2009 Silver",
+    "41": "Kia Soul 2009 Unlisted",
+    "42": "Kia Soul 2009 White",
+    "43": "Kia Soul 2010 Black",
+    "44": "Kia Soul 2010 Blue",
+    "45": "Kia Soul 2010 Brown",
+    "46": "Kia Soul 2010 Grey",
+    "47": "Kia Soul 2010 Red",
+    "48": "Kia Soul 2010 Silver",
+    "49": "Kia Soul 2010 Unlisted",
+    "50": "Kia Soul 2010 White",
+    "51": "Kia Soul 2011 Black",
+    "52": "Kia Soul 2011 Blue",
+    "53": "Kia Soul 2011 Bronze",
+    "54": "Kia Soul 2011 Brown",
+    "55": "Kia Soul 2011 Green",
+    "56": "Kia Soul 2011 Grey",
+    "57": "Kia Soul 2011 Red",
+    "58": "Kia Soul 2011 Silver",
+    "59": "Kia Soul 2011 Unlisted",
+    "60": "Kia Soul 2011 White",
+    "61": "Kia Soul 2012 Black",
+    "62": "Kia Soul 2012 Blue",
+    "63": "Kia Soul 2012 Green",
+    "64": "Kia Soul 2012 Red",
+    "65": "Kia Soul 2012 Silver",
+    "66": "Kia Soul 2012 White",
+    "67": "Kia Soul 2013 Black",
+    "68": "Kia Soul 2013 Blue",
+    "69": "Kia Soul 2013 Bronze",
+    "70": "Kia Soul 2013 Red",
+    "71": "Kia Soul 2013 Silver",
+    "72": "Kia Soul 2013 Unlisted",
+    "73": "Kia Soul 2013 White",
+    "74": "Kia Soul 2014 Black",
+    "75": "Kia Soul 2014 Blue",
+    "76": "Kia Soul 2014 Brown",
+    "77": "Kia Soul 2014 Green",
+    "78": "Kia Soul 2014 Multicolour",
+    "79": "Kia Soul 2014 Red",
+    "80": "Kia Soul 2014 Silver",
+    "81": "Kia Soul 2014 Unlisted",
+    "82": "Kia Soul 2014 White",
+    "83": "Kia Soul 2014 Yellow",
+    "84": "Kia Soul 2015 Black",
+    "85": "Kia Soul 2015 Blue",
+    "86": "Kia Soul 2015 Green",
+    "87": "Kia Soul 2015 Grey",
+    "88": "Kia Soul 2015 Red",
+    "89": "Kia Soul 2015 Silver",
+    "90": "Kia Soul 2015 Unlisted",
+    "91": "Kia Soul 2015 White",
+    "92": "Kia Soul 2015 Yellow",
+    "93": "Kia Soul 2016 Black",
+    "94": "Kia Soul 2016 Blue",
+    "95": "Kia Soul 2016 Grey",
+    "96": "Kia Soul 2016 Red",
+    "97": "Kia Soul 2016 Silver",
+    "98": "Kia Soul 2016 White",
+    "99": "Kia Soul 2016 Yellow"
+  },
+  "image_size": 224,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "Kia Rio 2006 Black": 0,
+    "Kia Rio 2006 Blue": 1,
+    "Kia Rio 2006 Red": 2,
+    "Kia Rio 2006 Silver": 3,
+    "Kia Rio 2011 Black": 4,
+    "Kia Rio 2011 Blue": 5,
+    "Kia Rio 2011 Red": 6,
+    "Kia Rio 2011 Silver": 7,
+    "Kia Rio 2011 Unlisted": 8,
+    "Kia Rio 2011 White": 9,
+    "Kia Rio 2012 Grey": 10,
+    "Kia Rio 2015 Black": 11,
+    "Kia Rio 2015 Blue": 12,
+    "Kia Rio 2015 Grey": 13,
+    "Kia Rio 2015 Red": 14,
+    "Kia Rio 2015 Silver": 15,
+    "Kia Rio 2015 Unlisted": 16,
+    "Kia Rio 2015 White": 17,
+    "Kia Rio 2015 Yellow": 18,
+    "Kia Rio 2016 Black": 19,
+    "Kia Rio 2016 Blue": 20,
+    "Kia Rio 2016 Grey": 21,
+    "Kia Rio 2016 Red": 22,
+    "Kia Rio 2016 Silver": 23,
+    "Kia Rio 2016 Unlisted": 24,
+    "Kia Rio 2016 White": 25,
+    "Kia Rio 2016 Yellow": 26,
+    "Kia Rio 2019 Black": 27,
+    "Kia Rio 2019 Blue": 28,
+    "Kia Rio 2019 Brown": 29,
+    "Kia Rio 2019 Grey": 30,
+    "Kia Rio 2019 Red": 31,
+    "Kia Rio 2019 Silver": 32,
+    "Kia Rio 2019 White": 33,
+    "Kia Rio 2019 Yellow": 34,
+    "Kia Soul 2009 Beige": 35,
+    "Kia Soul 2009 Black": 36,
+    "Kia Soul 2009 Blue": 37,
+    "Kia Soul 2009 Orange": 38,
+    "Kia Soul 2009 Red": 39,
+    "Kia Soul 2009 Silver": 40,
+    "Kia Soul 2009 Unlisted": 41,
+    "Kia Soul 2009 White": 42,
+    "Kia Soul 2010 Black": 43,
+    "Kia Soul 2010 Blue": 44,
+    "Kia Soul 2010 Brown": 45,
+    "Kia Soul 2010 Grey": 46,
+    "Kia Soul 2010 Red": 47,
+    "Kia Soul 2010 Silver": 48,
+    "Kia Soul 2010 Unlisted": 49,
+    "Kia Soul 2010 White": 50,
+    "Kia Soul 2011 Black": 51,
+    "Kia Soul 2011 Blue": 52,
+    "Kia Soul 2011 Bronze": 53,
+    "Kia Soul 2011 Brown": 54,
+    "Kia Soul 2011 Green": 55,
+    "Kia Soul 2011 Grey": 56,
+    "Kia Soul 2011 Red": 57,
+    "Kia Soul 2011 Silver": 58,
+    "Kia Soul 2011 Unlisted": 59,
+    "Kia Soul 2011 White": 60,
+    "Kia Soul 2012 Black": 61,
+    "Kia Soul 2012 Blue": 62,
+    "Kia Soul 2012 Green": 63,
+    "Kia Soul 2012 Red": 64,
+    "Kia Soul 2012 Silver": 65,
+    "Kia Soul 2012 White": 66,
+    "Kia Soul 2013 Black": 67,
+    "Kia Soul 2013 Blue": 68,
+    "Kia Soul 2013 Bronze": 69,
+    "Kia Soul 2013 Red": 70,
+    "Kia Soul 2013 Silver": 71,
+    "Kia Soul 2013 Unlisted": 72,
+    "Kia Soul 2013 White": 73,
+    "Kia Soul 2014 Black": 74,
+    "Kia Soul 2014 Blue": 75,
+    "Kia Soul 2014 Brown": 76,
+    "Kia Soul 2014 Green": 77,
+    "Kia Soul 2014 Multicolour": 78,
+    "Kia Soul 2014 Red": 79,
+    "Kia Soul 2014 Silver": 80,
+    "Kia Soul 2014 Unlisted": 81,
+    "Kia Soul 2014 White": 82,
+    "Kia Soul 2014 Yellow": 83,
+    "Kia Soul 2015 Black": 84,
+    "Kia Soul 2015 Blue": 85,
+    "Kia Soul 2015 Green": 86,
+    "Kia Soul 2015 Grey": 87,
+    "Kia Soul 2015 Red": 88,
+    "Kia Soul 2015 Silver": 89,
+    "Kia Soul 2015 Unlisted": 90,
+    "Kia Soul 2015 White": 91,
+    "Kia Soul 2015 Yellow": 92,
+    "Kia Soul 2016 Black": 93,
+    "Kia Soul 2016 Blue": 94,
+    "Kia Soul 2016 Grey": 95,
+    "Kia Soul 2016 Red": 96,
+    "Kia Soul 2016 Silver": 97,
+    "Kia Soul 2016 White": 98,
+    "Kia Soul 2016 Yellow": 99
+  },
+  "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": "4.44.2"
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d6a0a070dd0625eaacbb6f5ec56aa4d02dde25e5e4f383208e044009636f8ef9
+size 343525432

preprocessor_config.json

@@ -0,0 +1,22 @@
+{
+  "do_normalize": true,
+  "do_rescale": true,
+  "do_resize": true,
+  "image_mean": [
+    0.5,
+    0.5,
+    0.5
+  ],
+  "image_processor_type": "ViTImageProcessor",
+  "image_std": [
+    0.5,
+    0.5,
+    0.5
+  ],
+  "resample": 2,
+  "rescale_factor": 0.00392156862745098,
+  "size": {
+    "height": 224,
+    "width": 224
+  }
+}

runs/Sep05_00-16-42_5981fced46a1/events.out.tfevents.1725495408.5981fced46a1.897.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3ef83f15d9f2daa0a35a8306ab00c72a9136bacceac7d90b51d0982b4cac83cc
+size 37950

runs/Sep05_00-16-42_5981fced46a1/events.out.tfevents.1725495815.5981fced46a1.897.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f429aeace4e0282549676f50f3cc30ea403ba2f3cb3d2c8de7cbcba46c5bdb1c
+size 411

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1a9f2c32022b14fdb5327ac39e4c804a816624eb543806fa335d7ff5cd84ffaf
+size 5176