Upload folder using huggingface_hub

README.md

@@ -0,0 +1,49 @@
+
+---
+library_name: transformers
+tags:
+- autotrain
+- object-detection
+- vision
+base_model: microsoft/table-transformer-detection
+widget:
+- src: https://huggingface.co/datasets/mishig/sample_images/resolve/main/tiger.jpg
+  example_title: Tiger
+- src: https://huggingface.co/datasets/mishig/sample_images/resolve/main/teapot.jpg
+  example_title: Teapot
+- src: https://huggingface.co/datasets/mishig/sample_images/resolve/main/palace.jpg
+  example_title: Palace
+datasets:
+- bortle/ap_obj_dataset
+---
+
+# Model Trained Using AutoTrain
+
+- Problem type: Object Detection
+
+## Validation Metrics
+loss: 5.052831649780273
+
+map: 0.0
+
+map_50: 0.0
+
+map_75: 0.0
+
+map_small: -1.0
+
+map_medium: -1.0
+
+map_large: 0.0
+
+mar_1: 0.0
+
+mar_10: 0.0
+
+mar_100: 0.0
+
+mar_small: -1.0
+
+mar_medium: -1.0
+
+mar_large: 0.0

checkpoint-6/config.json

@@ -0,0 +1,71 @@
+{
+  "_name_or_path": "microsoft/table-transformer-detection",
+  "activation_dropout": 0.0,
+  "activation_function": "relu",
+  "architectures": [
+    "TableTransformerForObjectDetection"
+  ],
+  "attention_dropout": 0.0,
+  "auxiliary_loss": false,
+  "backbone": "resnet18",
+  "backbone_config": null,
+  "backbone_kwargs": {
+    "in_chans": 3,
+    "out_indices": [
+      1,
+      2,
+      3,
+      4
+    ]
+  },
+  "bbox_cost": 5,
+  "bbox_loss_coefficient": 5,
+  "ce_loss_coefficient": 1,
+  "class_cost": 1,
+  "d_model": 256,
+  "decoder_attention_heads": 8,
+  "decoder_ffn_dim": 2048,
+  "decoder_layerdrop": 0.0,
+  "decoder_layers": 6,
+  "dice_loss_coefficient": 1,
+  "dilation": false,
+  "dropout": 0.1,
+  "encoder_attention_heads": 8,
+  "encoder_ffn_dim": 2048,
+  "encoder_layerdrop": 0.0,
+  "encoder_layers": 6,
+  "eos_coefficient": 0.4,
+  "giou_cost": 2,
+  "giou_loss_coefficient": 2,
+  "id2label": {
+    "0": "comet",
+    "1": "galaxy",
+    "2": "moon",
+    "3": "nebula",
+    "4": "saturn",
+    "5": "star cluster"
+  },
+  "init_std": 0.02,
+  "init_xavier_std": 1.0,
+  "is_encoder_decoder": true,
+  "label2id": {
+    "comet": 0,
+    "galaxy": 1,
+    "moon": 2,
+    "nebula": 3,
+    "saturn": 4,
+    "star cluster": 5
+  },
+  "mask_loss_coefficient": 1,
+  "max_position_embeddings": 1024,
+  "model_type": "table-transformer",
+  "num_channels": 3,
+  "num_hidden_layers": 6,
+  "num_queries": 15,
+  "position_embedding_type": "sine",
+  "scale_embedding": false,
+  "torch_dtype": "float32",
+  "transformers_version": "4.48.0",
+  "use_pretrained_backbone": true,
+  "use_timm_backbone": true
+}

checkpoint-6/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c470e0aa5afce080a9dc6a089c93f0a4d01a66dcff78a02c335942537f1262d7
+size 115321220

checkpoint-6/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3a7f5235f443e79d400da5f63598f1826ad5a6a51bcb1123dae767cf46bac9ad
+size 229376954

checkpoint-6/preprocessor_config.json

@@ -0,0 +1,25 @@
+{
+  "do_convert_annotations": true,
+  "do_normalize": true,
+  "do_pad": false,
+  "do_rescale": true,
+  "do_resize": false,
+  "format": "coco_detection",
+  "image_mean": [
+    0.485,
+    0.456,
+    0.406
+  ],
+  "image_processor_type": "DetrImageProcessor",
+  "image_std": [
+    0.229,
+    0.224,
+    0.225
+  ],
+  "pad_size": null,
+  "resample": 2,
+  "rescale_factor": 0.00392156862745098,
+  "size": {
+    "longest_edge": 600
+  }
+}

checkpoint-6/rng_state.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:03ffe8a4f3c0b8e41a32e5f59c5889d3286848fadfe17e487bdf4ab865a5f9cd
+size 13990

checkpoint-6/scheduler.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1a507d9cafa2419d0ab9d8bfd3d73565df3d210c7e1a2b8ba116f25efdab63f1
+size 1064

checkpoint-6/trainer_state.json

@@ -0,0 +1,162 @@
+{
+  "best_metric": 5.052831649780273,
+  "best_model_checkpoint": "autotrain-ap-obj-detector-1/checkpoint-6",
+  "epoch": 3.0,
+  "eval_steps": 500,
+  "global_step": 6,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
+    {
+      "epoch": 0.5,
+      "grad_norm": 28.507083892822266,
+      "learning_rate": 5e-05,
+      "loss": 7.2533,
+      "step": 1
+    },
+    {
+      "epoch": 1.0,
+      "grad_norm": 43.00107192993164,
+      "learning_rate": 4e-05,
+      "loss": 8.0169,
+      "step": 2
+    },
+    {
+      "epoch": 1.0,
+      "eval_loss": 5.338598251342773,
+      "eval_map": 0.0038,
+      "eval_map_50": 0.0152,
+      "eval_map_75": 0.0,
+      "eval_map_galaxy": 0.0114,
+      "eval_map_large": 0.0038,
+      "eval_map_medium": -1.0,
+      "eval_map_moon": 0.0,
+      "eval_map_nebula": 0.0,
+      "eval_map_small": -1.0,
+      "eval_mar_1": 0.0,
+      "eval_mar_10": 0.1333,
+      "eval_mar_100": 0.1333,
+      "eval_mar_100_galaxy": 0.4,
+      "eval_mar_100_moon": 0.0,
+      "eval_mar_100_nebula": 0.0,
+      "eval_mar_large": 0.1333,
+      "eval_mar_medium": -1.0,
+      "eval_mar_small": -1.0,
+      "eval_runtime": 2.5341,
+      "eval_samples_per_second": 1.973,
+      "eval_steps_per_second": 0.395,
+      "step": 2
+    },
+    {
+      "epoch": 1.5,
+      "grad_norm": 32.77059555053711,
+      "learning_rate": 3e-05,
+      "loss": 7.286,
+      "step": 3
+    },
+    {
+      "epoch": 2.0,
+      "grad_norm": 112.63629913330078,
+      "learning_rate": 2e-05,
+      "loss": 6.2023,
+      "step": 4
+    },
+    {
+      "epoch": 2.0,
+      "eval_loss": 5.084834575653076,
+      "eval_map": 0.0012,
+      "eval_map_50": 0.0119,
+      "eval_map_75": 0.0,
+      "eval_map_galaxy": 0.0036,
+      "eval_map_large": 0.0012,
+      "eval_map_medium": -1.0,
+      "eval_map_moon": 0.0,
+      "eval_map_nebula": 0.0,
+      "eval_map_small": -1.0,
+      "eval_mar_1": 0.0,
+      "eval_mar_10": 0.0333,
+      "eval_mar_100": 0.0333,
+      "eval_mar_100_galaxy": 0.1,
+      "eval_mar_100_moon": 0.0,
+      "eval_mar_100_nebula": 0.0,
+      "eval_mar_large": 0.0333,
+      "eval_mar_medium": -1.0,
+      "eval_mar_small": -1.0,
+      "eval_runtime": 2.3924,
+      "eval_samples_per_second": 2.09,
+      "eval_steps_per_second": 0.418,
+      "step": 4
+    },
+    {
+      "epoch": 2.5,
+      "grad_norm": 30.41933822631836,
+      "learning_rate": 1e-05,
+      "loss": 6.5837,
+      "step": 5
+    },
+    {
+      "epoch": 3.0,
+      "grad_norm": 55.12430953979492,
+      "learning_rate": 0.0,
+      "loss": 5.3035,
+      "step": 6
+    },
+    {
+      "epoch": 3.0,
+      "eval_loss": 5.052831649780273,
+      "eval_map": 0.0,
+      "eval_map_50": 0.0,
+      "eval_map_75": 0.0,
+      "eval_map_galaxy": 0.0,
+      "eval_map_large": 0.0,
+      "eval_map_medium": -1.0,
+      "eval_map_moon": 0.0,
+      "eval_map_nebula": 0.0,
+      "eval_map_small": -1.0,
+      "eval_mar_1": 0.0,
+      "eval_mar_10": 0.0,
+      "eval_mar_100": 0.0,
+      "eval_mar_100_galaxy": 0.0,
+      "eval_mar_100_moon": 0.0,
+      "eval_mar_100_nebula": 0.0,
+      "eval_mar_large": 0.0,
+      "eval_mar_medium": -1.0,
+      "eval_mar_small": -1.0,
+      "eval_runtime": 2.4885,
+      "eval_samples_per_second": 2.009,
+      "eval_steps_per_second": 0.402,
+      "step": 6
+    }
+  ],
+  "logging_steps": 1,
+  "max_steps": 6,
+  "num_input_tokens_seen": 0,
+  "num_train_epochs": 3,
+  "save_steps": 500,
+  "stateful_callbacks": {
+    "EarlyStoppingCallback": {
+      "args": {
+        "early_stopping_patience": 5,
+        "early_stopping_threshold": 0.01
+      },
+      "attributes": {
+        "early_stopping_patience_counter": 0
+      }
+    },
+    "TrainerControl": {
+      "args": {
+        "should_epoch_stop": false,
+        "should_evaluate": false,
+        "should_log": false,
+        "should_save": true,
+        "should_training_stop": true
+      },
+      "attributes": {}
+    }
+  },
+  "total_flos": 6157869006960000.0,
+  "train_batch_size": 8,
+  "trial_name": null,
+  "trial_params": null
+}

checkpoint-6/training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0f65913a3381723f9e1605d07291c5088a59744c9ec87d7f8aed0d0e0af7f172
+size 5368

config.json

@@ -0,0 +1,71 @@
+{
+  "_name_or_path": "microsoft/table-transformer-detection",
+  "activation_dropout": 0.0,
+  "activation_function": "relu",
+  "architectures": [
+    "TableTransformerForObjectDetection"
+  ],
+  "attention_dropout": 0.0,
+  "auxiliary_loss": false,
+  "backbone": "resnet18",
+  "backbone_config": null,
+  "backbone_kwargs": {
+    "in_chans": 3,
+    "out_indices": [
+      1,
+      2,
+      3,
+      4
+    ]
+  },
+  "bbox_cost": 5,
+  "bbox_loss_coefficient": 5,
+  "ce_loss_coefficient": 1,
+  "class_cost": 1,
+  "d_model": 256,
+  "decoder_attention_heads": 8,
+  "decoder_ffn_dim": 2048,
+  "decoder_layerdrop": 0.0,
+  "decoder_layers": 6,
+  "dice_loss_coefficient": 1,
+  "dilation": false,
+  "dropout": 0.1,
+  "encoder_attention_heads": 8,
+  "encoder_ffn_dim": 2048,
+  "encoder_layerdrop": 0.0,
+  "encoder_layers": 6,
+  "eos_coefficient": 0.4,
+  "giou_cost": 2,
+  "giou_loss_coefficient": 2,
+  "id2label": {
+    "0": "comet",
+    "1": "galaxy",
+    "2": "moon",
+    "3": "nebula",
+    "4": "saturn",
+    "5": "star cluster"
+  },
+  "init_std": 0.02,
+  "init_xavier_std": 1.0,
+  "is_encoder_decoder": true,
+  "label2id": {
+    "comet": 0,
+    "galaxy": 1,
+    "moon": 2,
+    "nebula": 3,
+    "saturn": 4,
+    "star cluster": 5
+  },
+  "mask_loss_coefficient": 1,
+  "max_position_embeddings": 1024,
+  "model_type": "table-transformer",
+  "num_channels": 3,
+  "num_hidden_layers": 6,
+  "num_queries": 15,
+  "position_embedding_type": "sine",
+  "scale_embedding": false,
+  "torch_dtype": "float32",
+  "transformers_version": "4.48.0",
+  "use_pretrained_backbone": true,
+  "use_timm_backbone": true
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c470e0aa5afce080a9dc6a089c93f0a4d01a66dcff78a02c335942537f1262d7
+size 115321220

preprocessor_config.json

@@ -0,0 +1,25 @@
+{
+  "do_convert_annotations": true,
+  "do_normalize": true,
+  "do_pad": false,
+  "do_rescale": true,
+  "do_resize": false,
+  "format": "coco_detection",
+  "image_mean": [
+    0.485,
+    0.456,
+    0.406
+  ],
+  "image_processor_type": "DetrImageProcessor",
+  "image_std": [
+    0.229,
+    0.224,
+    0.225
+  ],
+  "pad_size": null,
+  "resample": 2,
+  "rescale_factor": 0.00392156862745098,
+  "size": {
+    "longest_edge": 600
+  }
+}

runs/Apr08_08-19-33_r-ppicazo-autotrain-advanced-xwzgzp8k-24f78-h561e/events.out.tfevents.1744100374.r-ppicazo-autotrain-advanced-xwzgzp8k-24f78-h561e.104.0

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f698a6ba07f14c39fe49955337e30e3ce6e148dc21b40cb1c940097e549850f6
-size 6050
+oid sha256:1b1b46b11954d9035b7b12f1ea368c5a936d391d2850558cbaff295c10b4e047
+size 11231

runs/Apr08_08-19-33_r-ppicazo-autotrain-advanced-xwzgzp8k-24f78-h561e/events.out.tfevents.1744100425.r-ppicazo-autotrain-advanced-xwzgzp8k-24f78-h561e.104.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1571cb86bf4739dc17ec1b72f3107b3dfadac61c6b59c9c1998a683dc8c7a1e3
+size 1285

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0f65913a3381723f9e1605d07291c5088a59744c9ec87d7f8aed0d0e0af7f172
+size 5368

training_params.json

@@ -0,0 +1,30 @@
+{
+    "data_path": "bortle/ap_obj_dataset",
+    "model": "microsoft/table-transformer-detection",
+    "username": "ppicazo",
+    "lr": 5e-05,
+    "epochs": 3,
+    "batch_size": 8,
+    "warmup_ratio": 0.1,
+    "gradient_accumulation": 1,
+    "optimizer": "adamw_torch",
+    "scheduler": "linear",
+    "weight_decay": 0.0,
+    "max_grad_norm": 1.0,
+    "seed": 42,
+    "train_split": "full:train",
+    "valid_split": "full:validation",
+    "logging_steps": -1,
+    "project_name": "autotrain-ap-obj-detector-1",
+    "auto_find_batch_size": false,
+    "mixed_precision": "fp16",
+    "save_total_limit": 1,
+    "push_to_hub": true,
+    "eval_strategy": "epoch",
+    "image_column": "image",
+    "objects_column": "objects",
+    "log": "tensorboard",
+    "image_square_size": 600,
+    "early_stopping_patience": 5,
+    "early_stopping_threshold": 0.01
+}