Text Classification
Laya
Safetensors
typed-decisions
github
issue-triage
non-autoregressive
modernbert
Eval Results (legacy)
Instructions to use harikarthikmanyam/laya-issue-triage with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Laya
How to use harikarthikmanyam/laya-issue-triage with Laya:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
raw checkpoint, pre-evaluation
Browse files- checkpoint_latest/checkpoint_meta.json +5 -0
- checkpoint_latest/encoder/config.json +84 -0
- checkpoint_latest/model.safetensors +3 -0
- checkpoint_latest/tokenizer/tokenizer.json +0 -0
- checkpoint_latest/tokenizer/tokenizer_config.json +17 -0
- encoder/config.json +84 -0
- model.safetensors +3 -0
- rl_agent_config.json +36 -0
- tokenizer/tokenizer.json +0 -0
- tokenizer/tokenizer_config.json +17 -0
checkpoint_latest/checkpoint_meta.json
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{
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"epoch": 2,
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"total_epochs": 2,
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"avg_loss": 0.3642221501962784
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}
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checkpoint_latest/encoder/config.json
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{
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"architectures": [
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"ModernBertForMaskedLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 50281,
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"classifier_activation": "gelu",
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"classifier_bias": false,
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"classifier_dropout": 0.0,
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"classifier_pooling": "mean",
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"cls_token_id": 50281,
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"decoder_bias": true,
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"deterministic_flash_attn": false,
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"dtype": "float32",
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"embedding_dropout": 0.0,
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"eos_token_id": 50282,
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"global_attn_every_n_layers": 3,
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"gradient_checkpointing": false,
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"hidden_activation": "gelu",
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"hidden_size": 1024,
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"initializer_cutoff_factor": 2.0,
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"initializer_range": 0.02,
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"intermediate_size": 2624,
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"layer_norm_eps": 1e-05,
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"layer_types": [
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"full_attention",
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"sliding_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"sliding_attention",
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"full_attention"
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],
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"local_attention": 128,
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"max_position_embeddings": 8192,
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"mlp_bias": false,
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"mlp_dropout": 0.0,
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"model_type": "modernbert",
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"norm_bias": false,
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"norm_eps": 1e-05,
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"pad_token_id": 50283,
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"position_embedding_type": "absolute",
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| 67 |
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"repad_logits_with_grad": false,
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"rope_parameters": {
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| 69 |
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"full_attention": {
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| 70 |
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"rope_theta": 160000.0,
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"rope_type": "default"
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},
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"sliding_attention": {
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"rope_theta": 10000.0,
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"rope_type": "default"
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}
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},
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"sep_token_id": 50282,
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| 79 |
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"sparse_pred_ignore_index": -100,
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| 80 |
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"sparse_prediction": false,
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| 81 |
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"tie_word_embeddings": true,
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| 82 |
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"transformers_version": "5.17.0",
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"vocab_size": 50368
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}
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checkpoint_latest/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:92a964f24a95fdbbe9afbbc87b938a6c79fb7a1ba3833d36294fcaf6e65c2cf9
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size 842609220
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checkpoint_latest/tokenizer/tokenizer.json
ADDED
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The diff for this file is too large to render.
See raw diff
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checkpoint_latest/tokenizer/tokenizer_config.json
ADDED
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{
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"backend": "tokenizers",
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"clean_up_tokenization_spaces": true,
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"cls_token": "[CLS]",
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"is_local": true,
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"local_files_only": false,
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"mask_token": "[MASK]",
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"model_input_names": [
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"input_ids",
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"attention_mask"
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],
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"model_max_length": 8192,
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"tokenizer_class": "TokenizersBackend",
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"unk_token": "[UNK]"
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}
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encoder/config.json
ADDED
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{
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"architectures": [
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| 3 |
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"ModernBertForMaskedLM"
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| 4 |
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],
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| 5 |
+
"attention_bias": false,
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| 6 |
+
"attention_dropout": 0.0,
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| 7 |
+
"bos_token_id": 50281,
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| 8 |
+
"classifier_activation": "gelu",
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| 9 |
+
"classifier_bias": false,
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| 10 |
+
"classifier_dropout": 0.0,
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| 11 |
+
"classifier_pooling": "mean",
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| 12 |
+
"cls_token_id": 50281,
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| 13 |
+
"decoder_bias": true,
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| 14 |
+
"deterministic_flash_attn": false,
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| 15 |
+
"dtype": "float32",
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| 16 |
+
"embedding_dropout": 0.0,
|
| 17 |
+
"eos_token_id": 50282,
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| 18 |
+
"global_attn_every_n_layers": 3,
|
| 19 |
+
"gradient_checkpointing": false,
|
| 20 |
+
"hidden_activation": "gelu",
|
| 21 |
+
"hidden_size": 1024,
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| 22 |
+
"initializer_cutoff_factor": 2.0,
|
| 23 |
+
"initializer_range": 0.02,
|
| 24 |
+
"intermediate_size": 2624,
|
| 25 |
+
"layer_norm_eps": 1e-05,
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| 26 |
+
"layer_types": [
|
| 27 |
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"full_attention",
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| 28 |
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"sliding_attention",
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| 29 |
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"sliding_attention",
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| 30 |
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"full_attention",
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| 31 |
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"sliding_attention",
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| 32 |
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"sliding_attention",
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| 33 |
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"full_attention",
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| 34 |
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"sliding_attention",
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| 35 |
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"sliding_attention",
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| 36 |
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"full_attention",
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| 37 |
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"sliding_attention",
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| 38 |
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"sliding_attention",
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| 39 |
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"full_attention",
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| 40 |
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"sliding_attention",
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| 41 |
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"sliding_attention",
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| 42 |
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"full_attention",
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| 43 |
+
"sliding_attention",
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| 44 |
+
"sliding_attention",
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| 45 |
+
"full_attention",
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| 46 |
+
"sliding_attention",
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| 47 |
+
"sliding_attention",
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| 48 |
+
"full_attention",
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| 49 |
+
"sliding_attention",
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| 50 |
+
"sliding_attention",
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| 51 |
+
"full_attention",
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| 52 |
+
"sliding_attention",
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| 53 |
+
"sliding_attention",
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| 54 |
+
"full_attention"
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| 55 |
+
],
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| 56 |
+
"local_attention": 128,
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| 57 |
+
"max_position_embeddings": 8192,
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| 58 |
+
"mlp_bias": false,
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| 59 |
+
"mlp_dropout": 0.0,
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| 60 |
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"model_type": "modernbert",
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| 61 |
+
"norm_bias": false,
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| 62 |
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"norm_eps": 1e-05,
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| 63 |
+
"num_attention_heads": 16,
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| 64 |
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"num_hidden_layers": 28,
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| 65 |
+
"pad_token_id": 50283,
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| 66 |
+
"position_embedding_type": "absolute",
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| 67 |
+
"repad_logits_with_grad": false,
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| 68 |
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"rope_parameters": {
|
| 69 |
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"full_attention": {
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| 70 |
+
"rope_theta": 160000.0,
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| 71 |
+
"rope_type": "default"
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| 72 |
+
},
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| 73 |
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"sliding_attention": {
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| 74 |
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"rope_theta": 10000.0,
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| 75 |
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"rope_type": "default"
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| 76 |
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}
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| 77 |
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},
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| 78 |
+
"sep_token_id": 50282,
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| 79 |
+
"sparse_pred_ignore_index": -100,
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| 80 |
+
"sparse_prediction": false,
|
| 81 |
+
"tie_word_embeddings": true,
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| 82 |
+
"transformers_version": "5.17.0",
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| 83 |
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"vocab_size": 50368
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| 84 |
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}
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model.safetensors
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:92a964f24a95fdbbe9afbbc87b938a6c79fb7a1ba3833d36294fcaf6e65c2cf9
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| 3 |
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size 842609220
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rl_agent_config.json
ADDED
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{
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"encoder": "answerdotai/ModernBERT-large",
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| 3 |
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"head_layers": 2,
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| 4 |
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"max_len": 1024,
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| 5 |
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"head_max_len": 256,
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| 6 |
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"max_prefixes": 6,
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| 7 |
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"act_costs": {
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| 8 |
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"escalate": 0.5
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| 9 |
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},
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| 10 |
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"cost_wrong_act": 3.0,
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| 11 |
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"amp_dtype": "bf16",
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| 12 |
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"model_name": "laya-typed-decisions",
|
| 13 |
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"temperature": [
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| 14 |
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1.2721903324127197,
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| 15 |
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1.2,
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| 16 |
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1.4713261127471924
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| 17 |
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],
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| 18 |
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"temperature_by_options": {
|
| 19 |
+
"choice:3-5": 1.7601518630981445,
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| 20 |
+
"choice:6-10": 1.0000158548355103,
|
| 21 |
+
"score:3-5": 1.2514300346374512,
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| 22 |
+
"noul:2": 1.983399510383606,
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| 23 |
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"choice:11+": 0.10058280825614929,
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| 24 |
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"choice:2": 1.9063563346862793
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| 25 |
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},
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| 26 |
+
"training": {
|
| 27 |
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"updates": 7313,
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| 28 |
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"epochs_completed": 1,
|
| 29 |
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"hours": 1.96,
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| 30 |
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"world_size": 1,
|
| 31 |
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"fine_tuned_from_checkpoint": true
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| 32 |
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},
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| 33 |
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"gradient_checkpointing": true,
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| 34 |
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"max_tokens_per_batch": 4096,
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| 35 |
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"fine_tuned": true
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| 36 |
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}
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tokenizer/tokenizer.json
ADDED
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tokenizer/tokenizer_config.json
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{
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"backend": "tokenizers",
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"clean_up_tokenization_spaces": true,
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| 4 |
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"cls_token": "[CLS]",
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| 5 |
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"is_local": true,
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| 6 |
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"local_files_only": false,
|
| 7 |
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"mask_token": "[MASK]",
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| 8 |
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"model_input_names": [
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| 9 |
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"input_ids",
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| 10 |
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"attention_mask"
|
| 11 |
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],
|
| 12 |
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"model_max_length": 8192,
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| 13 |
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"pad_token": "[PAD]",
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| 14 |
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"sep_token": "[SEP]",
|
| 15 |
+
"tokenizer_class": "TokenizersBackend",
|
| 16 |
+
"unk_token": "[UNK]"
|
| 17 |
+
}
|