End of training
Browse files- README.md +50 -0
- config.json +144 -0
- model.safetensors +3 -0
- preprocessor_config.json +23 -0
- training_args.bin +3 -0
README.md
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---
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license: other
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base_model: nvidia/mit-b0
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tags:
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- image-segmentation
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- vision
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- generated_from_trainer
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model-index:
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- name: segformer-cloud
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# segformer-cloud
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This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset.
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 6e-05
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- train_batch_size: 8
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- eval_batch_size: 8
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- seed: 1337
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- training_steps: 1000
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### Framework versions
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- Transformers 4.36.0.dev0
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- Pytorch 2.1.1+cu118
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- Datasets 2.15.0
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- Tokenizers 0.15.0
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config.json
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{
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"_name_or_path": "nvidia/mit-b0",
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"architectures": [
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"SegformerForSemanticSegmentation"
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],
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"attention_probs_dropout_prob": 0.0,
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"classifier_dropout_prob": 0.1,
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"decoder_hidden_size": 256,
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"depths": [
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2,
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2,
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2,
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2
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],
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"downsampling_rates": [
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1,
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4,
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8,
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16
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],
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"drop_path_rate": 0.1,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.0,
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"hidden_sizes": [
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32,
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64,
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160,
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256
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],
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"id2label": {
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"0": "unlabeled",
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"1": "flat-road",
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"2": "flat-sidewalk",
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"3": "flat-crosswalk",
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"4": "flat-cyclinglane",
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"5": "flat-parkingdriveway",
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"6": "flat-railtrack",
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"7": "flat-curb",
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"8": "human-person",
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"9": "human-rider",
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"10": "vehicle-car",
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"11": "vehicle-truck",
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"12": "vehicle-bus",
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"13": "vehicle-tramtrain",
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"14": "vehicle-motorcycle",
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"15": "vehicle-bicycle",
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"16": "vehicle-caravan",
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"17": "vehicle-cartrailer",
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"18": "construction-building",
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"19": "construction-door",
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"20": "construction-wall",
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"21": "construction-fenceguardrail",
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"22": "construction-bridge",
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"23": "construction-tunnel",
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"24": "construction-stairs",
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"25": "object-pole",
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"26": "object-trafficsign",
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"27": "object-trafficlight",
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"28": "nature-vegetation",
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"29": "nature-terrain",
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"30": "sky",
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"31": "void-ground",
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"32": "void-dynamic",
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"33": "void-static",
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"34": "void-unclear"
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},
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"image_size": 224,
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"initializer_range": 0.02,
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"label2id": {
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"construction-bridge": "22",
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"construction-building": "18",
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"construction-door": "19",
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"construction-fenceguardrail": "21",
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"construction-stairs": "24",
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"construction-tunnel": "23",
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"construction-wall": "20",
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"flat-crosswalk": "3",
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"flat-curb": "7",
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"flat-cyclinglane": "4",
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"flat-parkingdriveway": "5",
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"flat-railtrack": "6",
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"flat-road": "1",
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"flat-sidewalk": "2",
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"human-person": "8",
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"human-rider": "9",
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"nature-terrain": "29",
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"nature-vegetation": "28",
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"object-pole": "25",
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"object-trafficlight": "27",
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"object-trafficsign": "26",
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"sky": "30",
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"unlabeled": "0",
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"vehicle-bicycle": "15",
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"vehicle-bus": "12",
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"vehicle-car": "10",
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"vehicle-caravan": "16",
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"vehicle-cartrailer": "17",
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"vehicle-motorcycle": "14",
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"vehicle-tramtrain": "13",
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"vehicle-truck": "11",
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"void-dynamic": "32",
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"void-ground": "31",
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"void-static": "33",
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"void-unclear": "34"
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},
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"layer_norm_eps": 1e-06,
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"mlp_ratios": [
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],
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"model_type": "segformer",
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"num_attention_heads": [
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1,
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],
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"num_channels": 3,
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"num_encoder_blocks": 4,
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"patch_sizes": [
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7,
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],
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"reshape_last_stage": true,
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"semantic_loss_ignore_index": 255,
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"sr_ratios": [
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1
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],
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"strides": [
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],
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"torch_dtype": "float32",
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"transformers_version": "4.36.0.dev0"
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:d7cd29b11184fe0930a083076489ccba40d51089aff9d8385355e420d1663bd1
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size 14918708
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preprocessor_config.json
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{
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"do_normalize": true,
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"do_reduce_labels": false,
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"do_rescale": true,
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"do_resize": true,
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"image_mean": [
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0.485,
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0.456,
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0.406
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],
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"image_processor_type": "SegformerImageProcessor",
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"image_std": [
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0.229,
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0.224,
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0.225
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],
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"resample": 2,
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"rescale_factor": 0.00392156862745098,
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"size": {
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"height": 512,
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"width": 512
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}
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:7b7d96006e75d3c6017d6247feba462fd1e8626e159b06864d543abd2970719c
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size 4728
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