End of training for Adfluence intent model
Browse files- .gitattributes +1 -0
 - README.md +63 -0
 - config.json +42 -0
 - model.safetensors +3 -0
 - runs/Jun18_12-34-05_c55321ecd8df/events.out.tfevents.1750250065.c55321ecd8df.4907.0 +3 -0
 - runs/Jun18_12-51-19_c55321ecd8df/events.out.tfevents.1750251092.c55321ecd8df.4907.1 +3 -0
 - sentencepiece.bpe.model +3 -0
 - special_tokens_map.json +51 -0
 - tokenizer.json +3 -0
 - tokenizer_config.json +55 -0
 - training_args.bin +3 -0
 
    	
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            ---
         
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            library_name: transformers
         
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            license: mit
         
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            base_model: Davlan/afro-xlmr-base
         
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            tags:
         
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            - generated_from_trainer
         
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            metrics:
         
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            - f1
         
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            model-index:
         
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            - name: adfluence-intent-model
         
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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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            # adfluence-intent-model
         
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            This model is a fine-tuned version of [Davlan/afro-xlmr-base](https://huggingface.co/Davlan/afro-xlmr-base) on an unknown dataset.
         
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            It achieves the following results on the evaluation set:
         
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            - Loss: 0.4281
         
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            - F1: 0.8063
         
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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: 2e-05
         
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            - train_batch_size: 16
         
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            - eval_batch_size: 16
         
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            - seed: 42
         
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            - optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
         
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            - lr_scheduler_type: linear
         
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            - num_epochs: 3
         
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            ### Training results
         
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            | Training Loss | Epoch | Step | Validation Loss | F1     |
         
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            |:-------------:|:-----:|:----:|:---------------:|:------:|
         
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            | No log        | 1.0   | 160  | 0.5001          | 0.7852 |
         
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            | No log        | 2.0   | 320  | 0.4316          | 0.8101 |
         
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            | No log        | 3.0   | 480  | 0.4281          | 0.8063 |
         
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            ### Framework versions
         
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            - Transformers 4.52.4
         
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            - Pytorch 2.6.0+cu124
         
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            - Datasets 3.6.0
         
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            - Tokenizers 0.21.1
         
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        config.json
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              "architectures": [
         
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              "attention_probs_dropout_prob": 0.1,
         
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              "hidden_act": "gelu",
         
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              "hidden_dropout_prob": 0.1,
         
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              "hidden_size": 768,
         
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              "id2label": {
         
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                "0": "likely",
         
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                "1": "highly_likely",
         
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                "2": "neutral",
         
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                "3": "highly_unlikely",
         
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                "4": "unlikely"
         
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              "initializer_range": 0.02,
         
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              "intermediate_size": 3072,
         
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              "label2id": {
         
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                "highly_likely": 1,
         
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                "highly_unlikely": 3,
         
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                "likely": 0,
         
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                "neutral": 2,
         
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                "unlikely": 4
         
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              "layer_norm_eps": 1e-05,
         
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              "max_position_embeddings": 514,
         
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              "model_type": "xlm-roberta",
         
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              "num_attention_heads": 12,
         
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              "num_hidden_layers": 12,
         
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              "position_embedding_type": "absolute",
         
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              "problem_type": "single_label_classification",
         
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              "torch_dtype": "float32",
         
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              "transformers_version": "4.52.4",
         
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              "use_cache": true,
         
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     | 
| 6 | 
         
            +
                  "normalized": false,
         
     | 
| 7 | 
         
            +
                  "rstrip": false,
         
     | 
| 8 | 
         
            +
                  "single_word": false,
         
     | 
| 9 | 
         
            +
                  "special": true
         
     | 
| 10 | 
         
            +
                },
         
     | 
| 11 | 
         
            +
                "1": {
         
     | 
| 12 | 
         
            +
                  "content": "<pad>",
         
     | 
| 13 | 
         
            +
                  "lstrip": false,
         
     | 
| 14 | 
         
            +
                  "normalized": false,
         
     | 
| 15 | 
         
            +
                  "rstrip": false,
         
     | 
| 16 | 
         
            +
                  "single_word": false,
         
     | 
| 17 | 
         
            +
                  "special": true
         
     | 
| 18 | 
         
            +
                },
         
     | 
| 19 | 
         
            +
                "2": {
         
     | 
| 20 | 
         
            +
                  "content": "</s>",
         
     | 
| 21 | 
         
            +
                  "lstrip": false,
         
     | 
| 22 | 
         
            +
                  "normalized": false,
         
     | 
| 23 | 
         
            +
                  "rstrip": false,
         
     | 
| 24 | 
         
            +
                  "single_word": false,
         
     | 
| 25 | 
         
            +
                  "special": true
         
     | 
| 26 | 
         
            +
                },
         
     | 
| 27 | 
         
            +
                "3": {
         
     | 
| 28 | 
         
            +
                  "content": "<unk>",
         
     | 
| 29 | 
         
            +
                  "lstrip": false,
         
     | 
| 30 | 
         
            +
                  "normalized": false,
         
     | 
| 31 | 
         
            +
                  "rstrip": false,
         
     | 
| 32 | 
         
            +
                  "single_word": false,
         
     | 
| 33 | 
         
            +
                  "special": true
         
     | 
| 34 | 
         
            +
                },
         
     | 
| 35 | 
         
            +
                "250001": {
         
     | 
| 36 | 
         
            +
                  "content": "<mask>",
         
     | 
| 37 | 
         
            +
                  "lstrip": true,
         
     | 
| 38 | 
         
            +
                  "normalized": false,
         
     | 
| 39 | 
         
            +
                  "rstrip": false,
         
     | 
| 40 | 
         
            +
                  "single_word": false,
         
     | 
| 41 | 
         
            +
                  "special": true
         
     | 
| 42 | 
         
            +
                }
         
     | 
| 43 | 
         
            +
              },
         
     | 
| 44 | 
         
            +
              "bos_token": "<s>",
         
     | 
| 45 | 
         
            +
              "clean_up_tokenization_spaces": false,
         
     | 
| 46 | 
         
            +
              "cls_token": "<s>",
         
     | 
| 47 | 
         
            +
              "eos_token": "</s>",
         
     | 
| 48 | 
         
            +
              "extra_special_tokens": {},
         
     | 
| 49 | 
         
            +
              "mask_token": "<mask>",
         
     | 
| 50 | 
         
            +
              "model_max_length": 512,
         
     | 
| 51 | 
         
            +
              "pad_token": "<pad>",
         
     | 
| 52 | 
         
            +
              "sep_token": "</s>",
         
     | 
| 53 | 
         
            +
              "tokenizer_class": "XLMRobertaTokenizer",
         
     | 
| 54 | 
         
            +
              "unk_token": "<unk>"
         
     | 
| 55 | 
         
            +
            }
         
     | 
    	
        training_args.bin
    ADDED
    
    | 
         @@ -0,0 +1,3 @@ 
     | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
| 
         | 
|
| 1 | 
         
            +
            version https://git-lfs.github.com/spec/v1
         
     | 
| 2 | 
         
            +
            oid sha256:9c54a8403925d21accf341e2922d0578e820e8155b2d97da298f923689849283
         
     | 
| 3 | 
         
            +
            size 5368
         
     |