Upload trained VideoMAE with metrics and all figures
Browse files- .gitattributes +3 -0
- README.md +17 -1
- config.json +182 -2
- confusion_matrix_test_50.png +0 -0
- confusion_matrix_train_50.png +0 -0
- confusion_matrix_valid_50.png +0 -0
- longtail_f1_vs_freq.png +2 -2
- model.safetensors +2 -2
- per_class_report.csv +102 -12
- sample.gif +2 -2
- training_args.bin +1 -1
.gitattributes
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@@ -35,3 +35,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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sample.gif filter=lfs diff=lfs merge=lfs -text
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longtail_f1_vs_freq.png filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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sample.gif filter=lfs diff=lfs merge=lfs -text
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longtail_f1_vs_freq.png filter=lfs diff=lfs merge=lfs -text
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confusion_matrix_test_50.png filter=lfs diff=lfs merge=lfs -text
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confusion_matrix_train_50.png filter=lfs diff=lfs merge=lfs -text
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confusion_matrix_valid_50.png filter=lfs diff=lfs merge=lfs -text
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README.md
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@@ -3,6 +3,8 @@ license: cc-by-nc-4.0
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base_model: MCG-NJU/videomae-base
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tags:
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- generated_from_trainer
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model-index:
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- name: working
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results: []
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@@ -14,6 +16,17 @@ should probably proofread and complete it, then remove this comment. -->
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# working
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This model is a fine-tuned version of [MCG-NJU/videomae-base](https://huggingface.co/MCG-NJU/videomae-base) on an unknown dataset.
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## Model description
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@@ -41,11 +54,14 @@ The following hyperparameters were used during training:
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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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- lr_scheduler_warmup_ratio: 0.1
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- training_steps:
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- mixed_precision_training: Native AMP
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### Training results
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### Framework versions
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base_model: MCG-NJU/videomae-base
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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model-index:
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- name: working
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results: []
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# working
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This model is a fine-tuned version of [MCG-NJU/videomae-base](https://huggingface.co/MCG-NJU/videomae-base) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 4.6095
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- Accuracy: 0.0266
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- Top 1 Accuracy: 0.0266
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- Top 5 Accuracy: 0.0858
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- Top 10 Accuracy: 0.1420
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- Macro Precision: 0.0024
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- Macro Recall: 0.0173
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- Macro F1: 0.0039
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- Pearson Corr: 0.3016
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- Spearman Corr: 0.2739
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## Model description
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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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- lr_scheduler_warmup_ratio: 0.1
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- training_steps: 900
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | Top 1 Accuracy | Top 5 Accuracy | Top 10 Accuracy | Macro Precision | Macro Recall | Macro F1 | Pearson Corr | Spearman Corr |
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|:-------------:|:------:|:----:|:---------------:|:--------:|:--------------:|:--------------:|:---------------:|:---------------:|:------------:|:--------:|:------------:|:-------------:|
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| 4.523 | 5.0542 | 500 | 4.6095 | 0.0266 | 0.0266 | 0.0858 | 0.1420 | 0.0024 | 0.0173 | 0.0039 | 0.3016 | 0.2739 |
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### Framework versions
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config.json
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@@ -21,7 +21,97 @@
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"6": "before",
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"7": "bird",
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"8": "birthday",
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-
"9": "black"
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},
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"image_size": 224,
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"initializer_range": 0.02,
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"before": 6,
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"bird": 7,
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"birthday": 8,
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-
"black": 9
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},
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"layer_norm_eps": 1e-12,
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"model_type": "videomae",
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"6": "before",
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"7": "bird",
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"8": "birthday",
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"9": "black",
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"10": "blue",
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"11": "book",
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"12": "bowling",
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"13": "brown",
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"14": "but",
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"15": "can",
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"16": "candy",
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"17": "chair",
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"18": "change",
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"19": "cheat",
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"20": "city",
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"21": "clothes",
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"22": "color",
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"23": "computer",
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"24": "cook",
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"25": "cool",
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"26": "corn",
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"27": "cousin",
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"28": "cow",
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"29": "dance",
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"30": "dark",
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"31": "deaf",
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"32": "decide",
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"33": "doctor",
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"34": "dog",
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"35": "drink",
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"36": "eat",
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"37": "enjoy",
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"38": "family",
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"39": "fine",
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"40": "finish",
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"41": "fish",
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"42": "forget",
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"43": "full",
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"44": "give",
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"45": "go",
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"46": "graduate",
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"47": "hat",
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"48": "hearing",
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"49": "help",
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"50": "hot",
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"51": "how",
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"52": "jacket",
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"53": "kiss",
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"54": "language",
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"55": "last",
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"56": "later",
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"57": "letter",
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"58": "like",
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"59": "man",
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"60": "many",
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"61": "medicine",
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"62": "meet",
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"63": "mother",
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"64": "need",
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"65": "no",
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"66": "now",
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"67": "orange",
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"68": "paint",
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"69": "paper",
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"70": "pink",
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"71": "pizza",
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"72": "play",
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"73": "pull",
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"74": "purple",
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"75": "right",
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"76": "same",
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"77": "school",
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"78": "secretary",
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"79": "shirt",
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"80": "short",
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"81": "son",
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"82": "study",
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"83": "table",
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"84": "tall",
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"85": "tell",
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"86": "thanksgiving",
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"87": "thin",
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"88": "thursday",
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"89": "time",
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"90": "walk",
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"91": "want",
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"92": "what",
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"93": "white",
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"94": "who",
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"95": "woman",
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"96": "work",
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"97": "wrong",
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"98": "year",
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"99": "yes"
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},
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"image_size": 224,
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"initializer_range": 0.02,
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"before": 6,
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"bird": 7,
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"birthday": 8,
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"black": 9,
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"blue": 10,
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"book": 11,
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"bowling": 12,
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"brown": 13,
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"but": 14,
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"can": 15,
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"candy": 16,
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"chair": 17,
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"change": 18,
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"cheat": 19,
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"city": 20,
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"clothes": 21,
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"color": 22,
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"computer": 23,
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"cook": 24,
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"cool": 25,
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"corn": 26,
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| 147 |
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"cousin": 27,
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"cow": 28,
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| 149 |
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"dance": 29,
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| 150 |
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"dark": 30,
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| 151 |
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"deaf": 31,
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| 152 |
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"decide": 32,
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"doctor": 33,
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"dog": 34,
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"drink": 35,
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"eat": 36,
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"enjoy": 37,
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"family": 38,
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"fine": 39,
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| 160 |
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"finish": 40,
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| 161 |
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"fish": 41,
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| 162 |
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"forget": 42,
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| 163 |
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"full": 43,
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"give": 44,
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| 165 |
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"go": 45,
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| 166 |
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"graduate": 46,
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"hat": 47,
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"hearing": 48,
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"help": 49,
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"hot": 50,
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"how": 51,
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"jacket": 52,
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"kiss": 53,
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"language": 54,
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"last": 55,
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"later": 56,
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"letter": 57,
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"like": 58,
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"man": 59,
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| 180 |
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"many": 60,
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"medicine": 61,
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"meet": 62,
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"mother": 63,
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"need": 64,
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"no": 65,
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"now": 66,
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"orange": 67,
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"paint": 68,
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| 189 |
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"paper": 69,
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"pink": 70,
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| 191 |
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"pizza": 71,
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| 192 |
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"play": 72,
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"pull": 73,
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"purple": 74,
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"right": 75,
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"same": 76,
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"school": 77,
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"secretary": 78,
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"shirt": 79,
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"short": 80,
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"son": 81,
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"study": 82,
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"table": 83,
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"tall": 84,
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"tell": 85,
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"thanksgiving": 86,
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"thin": 87,
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"thursday": 88,
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"time": 89,
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"walk": 90,
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"want": 91,
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"what": 92,
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"white": 93,
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"who": 94,
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"woman": 95,
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"work": 96,
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"wrong": 97,
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"year": 98,
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"yes": 99
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},
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"layer_norm_eps": 1e-12,
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| 222 |
"model_type": "videomae",
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confusion_matrix_test_50.png
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Git LFS Details
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confusion_matrix_train_50.png
CHANGED
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Git LFS Details
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confusion_matrix_valid_50.png
CHANGED
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Git LFS Details
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longtail_f1_vs_freq.png
CHANGED
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Git LFS Details
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Git LFS Details
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model.safetensors
CHANGED
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@@ -1,3 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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-
oid sha256:
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-
size
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version https://git-lfs.github.com/spec/v1
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oid sha256:5cfb2a5d78e33cf5a29e338a7302154ff4740cbc75f20ae44937a5f1c93035a4
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size 345238832
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per_class_report.csv
CHANGED
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,precision,recall,f1-score,support,train_freq,pearson_corr,spearman_corr
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accident,0.0,0.0,0.0,3,
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africa,0.0,0.0,0.0,3,
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all,0.0,0.0,0.0,3,
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apple,0.0,0.0,0.0,2,
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basketball,0.
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bed,0.0,0.0,0.0,2,
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before,0.
|
| 9 |
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sample.gif
CHANGED
|
Git LFS Details
|
|
Git LFS Details
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training_args.bin
CHANGED
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@@ -1,3 +1,3 @@
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|
| 1 |
version https://git-lfs.github.com/spec/v1
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