Lachin/birds_sound_model

README.md

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+---
+license: apache-2.0
+base_model: dima806/bird_sounds_classification
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+model-index:
+- name: emotion_recognition
+  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. -->
+
+# emotion_recognition
+
+This model is a fine-tuned version of [dima806/bird_sounds_classification](https://huggingface.co/dima806/bird_sounds_classification) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.7880
+- Accuracy: 0.8249
+
+## 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: 3e-06
+- train_batch_size: 4
+- eval_batch_size: 4
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_steps: 50
+- num_epochs: 5
+
+### Training results
+
+| Training Loss | Epoch | Step  | Validation Loss | Accuracy |
+|:-------------:|:-----:|:-----:|:---------------:|:--------:|
+| 0.7843        | 1.0   | 4899  | 0.9654          | 0.7514   |
+| 0.6352        | 2.0   | 9798  | 0.9026          | 0.7955   |
+| 0.0438        | 3.0   | 14697 | 0.8320          | 0.8037   |
+| 0.443         | 4.0   | 19596 | 0.8014          | 0.8131   |
+| 0.3585        | 5.0   | 24495 | 0.7880          | 0.8249   |
+
+
+### Framework versions
+
+- Transformers 4.41.2
+- Pytorch 2.3.0+cu121
+- Datasets 2.19.2
+- Tokenizers 0.19.1

config.json

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+{
+  "_name_or_path": "dima806/bird_sounds_classification",
+  "activation_dropout": 0.1,
+  "adapter_attn_dim": null,
+  "adapter_kernel_size": 3,
+  "adapter_stride": 2,
+  "add_adapter": false,
+  "apply_spec_augment": true,
+  "architectures": [
+    "Wav2Vec2ForSequenceClassification"
+  ],
+  "attention_dropout": 0.1,
+  "bos_token_id": 1,
+  "classifier_proj_size": 256,
+  "codevector_dim": 256,
+  "contrastive_logits_temperature": 0.1,
+  "conv_bias": false,
+  "conv_dim": [
+    512,
+    512,
+    512,
+    512,
+    512,
+    512,
+    512
+  ],
+  "conv_kernel": [
+    10,
+    3,
+    3,
+    3,
+    3,
+    2,
+    2
+  ],
+  "conv_stride": [
+    5,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2
+  ],
+  "ctc_loss_reduction": "sum",
+  "ctc_zero_infinity": false,
+  "diversity_loss_weight": 0.1,
+  "do_stable_layer_norm": false,
+  "eos_token_id": 2,
+  "feat_extract_activation": "gelu",
+  "feat_extract_dropout": 0.0,
+  "feat_extract_norm": "group",
+  "feat_proj_dropout": 0.1,
+  "feat_quantizer_dropout": 0.0,
+  "final_dropout": 0.1,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
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+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "Andean Guan",
+    "1": "Andean Tinamou",
+    "2": "Australian Brushturkey",
+    "3": "Band-tailed Guan",
+    "4": "Bartletts Tinamou",
+    "5": "Bearded Guan",
+    "6": "Black-capped Tinamou",
+    "7": "Blue-throated Piping Guan",
+    "8": "Brazilian Tinamou",
+    "9": "Brown Tinamou",
+    "10": "Brushland Tinamou",
+    "11": "Cauca Guan",
+    "12": "Chaco Chachalaca",
+    "13": "Chestnut-winged Chachalaca",
+    "14": "Cinereous Tinamou",
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+    "16": "Crested Guan",
+    "17": "Dusky Megapode",
+    "18": "Dusky-legged Guan",
+    "19": "Dwarf Tinamou",
+    "20": "Great Tinamou",
+    "21": "Grey Tinamou",
+    "22": "Grey-headed Chachalaca",
+    "23": "Highland Tinamou",
+    "24": "Little Chachalaca",
+    "25": "Little Tinamou",
+    "26": "Orange-footed Scrubfowl",
+    "27": "Pale-browed Tinamou",
+    "28": "Plain Chachalaca",
+    "29": "Red-legged Tinamou",
+    "30": "Red-winged Tinamou",
+    "31": "Rufous-bellied Chachalaca",
+    "32": "Rufous-headed Chachalaca",
+    "33": "Rufous-vented Chachalaca",
+    "34": "Rusty-margined Guan",
+    "35": "Slaty-breasted Tinamou",
+    "36": "Small-billed Tinamou",
+    "37": "Solitary Tinamou",
+    "38": "Speckled Chachalaca",
+    "39": "Spixs Guan",
+    "40": "Spotted Nothura",
+    "41": "Tataupa Tinamou",
+    "42": "Tawny-breasted Tinamou",
+    "43": "Thicket Tinamou",
+    "44": "Undulated Tinamou",
+    "45": "Variegated Tinamou",
+    "46": "West Mexican Chachalaca",
+    "47": "White-bellied Nothura",
+    "48": "White-throated Tinamou",
+    "49": "Yellow-legged Tinamou"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
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+  "layer_norm_eps": 1e-05,
+  "layerdrop": 0.1,
+  "mask_feature_length": 10,
+  "mask_feature_min_masks": 0,
+  "mask_feature_prob": 0.0,
+  "mask_time_length": 10,
+  "mask_time_min_masks": 2,
+  "mask_time_prob": 0.05,
+  "model_type": "wav2vec2",
+  "num_adapter_layers": 3,
+  "num_attention_heads": 12,
+  "num_codevector_groups": 2,
+  "num_codevectors_per_group": 320,
+  "num_conv_pos_embedding_groups": 16,
+  "num_conv_pos_embeddings": 128,
+  "num_feat_extract_layers": 7,
+  "num_hidden_layers": 12,
+  "num_negatives": 100,
+  "output_hidden_size": 768,
+  "pad_token_id": 0,
+  "proj_codevector_dim": 256,
+  "tdnn_dilation": [
+    1,
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+    1
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+  "transformers_version": "4.41.2",
+  "use_weighted_layer_sum": false,
+  "vocab_size": 32,
+  "xvector_output_dim": 512
+}

model.safetensors

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preprocessor_config.json

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+  "padding_side": "right",
+  "padding_value": 0.0,
+  "return_attention_mask": false,
+  "sampling_rate": 16000
+}

training_args.bin

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