Instructions to use dzungpham/graphcodebert-code-classification with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use dzungpham/graphcodebert-code-classification with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("dzungpham/graphcodebert-code-classification", dtype="auto") - Notebooks
- Google Colab
- Kaggle
upload graphcodebert base, more training = more assign to majority class, poor f1 score T_T
Browse files- graphcodebert-rdrop/checkpoint-200/config.json +28 -0
- graphcodebert-rdrop/checkpoint-200/merges.txt +0 -0
- graphcodebert-rdrop/checkpoint-200/model.safetensors +3 -0
- graphcodebert-rdrop/checkpoint-200/optimizer.pt +3 -0
- graphcodebert-rdrop/checkpoint-200/rng_state.pth +3 -0
- graphcodebert-rdrop/checkpoint-200/scheduler.pt +3 -0
- graphcodebert-rdrop/checkpoint-200/special_tokens_map.json +51 -0
- graphcodebert-rdrop/checkpoint-200/tokenizer.json +0 -0
- graphcodebert-rdrop/checkpoint-200/tokenizer_config.json +58 -0
- graphcodebert-rdrop/checkpoint-200/trainer_state.json +183 -0
- graphcodebert-rdrop/checkpoint-200/training_args.bin +3 -0
- graphcodebert-rdrop/checkpoint-200/vocab.json +0 -0
- graphcodebert-rdrop/checkpoint-400/config.json +28 -0
- graphcodebert-rdrop/checkpoint-400/merges.txt +0 -0
- graphcodebert-rdrop/checkpoint-400/model.safetensors +3 -0
- graphcodebert-rdrop/checkpoint-400/optimizer.pt +3 -0
- graphcodebert-rdrop/checkpoint-400/rng_state.pth +3 -0
- graphcodebert-rdrop/checkpoint-400/scheduler.pt +3 -0
- graphcodebert-rdrop/checkpoint-400/special_tokens_map.json +51 -0
- graphcodebert-rdrop/checkpoint-400/tokenizer.json +0 -0
- graphcodebert-rdrop/checkpoint-400/tokenizer_config.json +58 -0
- graphcodebert-rdrop/checkpoint-400/trainer_state.json +323 -0
- graphcodebert-rdrop/checkpoint-400/training_args.bin +3 -0
- graphcodebert-rdrop/checkpoint-400/vocab.json +0 -0
- graphcodebert-rdrop/checkpoint-600/config.json +28 -0
- graphcodebert-rdrop/checkpoint-600/merges.txt +0 -0
- graphcodebert-rdrop/checkpoint-600/model.safetensors +3 -0
- graphcodebert-rdrop/checkpoint-600/optimizer.pt +3 -0
- graphcodebert-rdrop/checkpoint-600/rng_state.pth +3 -0
- graphcodebert-rdrop/checkpoint-600/scheduler.pt +3 -0
- graphcodebert-rdrop/checkpoint-600/special_tokens_map.json +51 -0
- graphcodebert-rdrop/checkpoint-600/tokenizer.json +0 -0
- graphcodebert-rdrop/checkpoint-600/tokenizer_config.json +58 -0
- graphcodebert-rdrop/checkpoint-600/trainer_state.json +463 -0
- graphcodebert-rdrop/checkpoint-600/training_args.bin +3 -0
- graphcodebert-rdrop/checkpoint-600/vocab.json +0 -0
- graphcodebert-rdrop/training.log +58 -0
graphcodebert-rdrop/checkpoint-200/config.json
ADDED
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{
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"architectures": [
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"RobertaForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.2,
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"bos_token_id": 0,
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"classifier_dropout": null,
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"dtype": "float32",
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"eos_token_id": 2,
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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.2,
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"hidden_size": 768,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 514,
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"model_type": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"output_past": true,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"transformers_version": "4.56.0",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 50265
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}
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graphcodebert-rdrop/checkpoint-200/merges.txt
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graphcodebert-rdrop/checkpoint-200/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:ac86433275c4c5f90dffc8271cd1029e8abe70a5522abf0e31073eec45c4cc88
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size 498612824
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graphcodebert-rdrop/checkpoint-200/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:761c23060e28359071290c62124dfb044d0a38ac5d9e8e3b1a604a5b25c74779
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size 4741923
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graphcodebert-rdrop/checkpoint-200/rng_state.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:05078194d8454a14fc0bdecb57189f4d64fb75d172e61d32a02397899f3aecad
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size 14645
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graphcodebert-rdrop/checkpoint-200/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:f3347c274cf8389fea5bc6a6e8736d647cc7704359db22052e77f18e8ed9d685
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size 1465
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graphcodebert-rdrop/checkpoint-200/special_tokens_map.json
ADDED
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{
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"bos_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"cls_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"mask_token": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"sep_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"unk_token": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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}
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}
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graphcodebert-rdrop/checkpoint-200/tokenizer.json
ADDED
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graphcodebert-rdrop/checkpoint-200/tokenizer_config.json
ADDED
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{
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"add_prefix_space": false,
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"added_tokens_decoder": {
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"0": {
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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| 11 |
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},
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"1": {
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"content": "<pad>",
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"lstrip": false,
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| 15 |
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"normalized": true,
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| 16 |
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"rstrip": false,
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| 17 |
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"single_word": false,
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| 18 |
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"special": true
|
| 19 |
+
},
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| 20 |
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"2": {
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| 21 |
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"content": "</s>",
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| 22 |
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"lstrip": false,
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| 23 |
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"normalized": true,
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| 24 |
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"rstrip": false,
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| 25 |
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"single_word": false,
|
| 26 |
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"special": true
|
| 27 |
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},
|
| 28 |
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"3": {
|
| 29 |
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"content": "<unk>",
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| 30 |
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"lstrip": false,
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| 31 |
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"normalized": true,
|
| 32 |
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"rstrip": false,
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| 33 |
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"single_word": false,
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| 34 |
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"special": true
|
| 35 |
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},
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| 36 |
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"50264": {
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| 37 |
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"content": "<mask>",
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| 38 |
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"lstrip": true,
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| 39 |
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"normalized": true,
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| 40 |
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"rstrip": false,
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| 41 |
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"single_word": false,
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| 42 |
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"special": true
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| 43 |
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}
|
| 44 |
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},
|
| 45 |
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"bos_token": "<s>",
|
| 46 |
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"clean_up_tokenization_spaces": false,
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| 47 |
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"cls_token": "<s>",
|
| 48 |
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"eos_token": "</s>",
|
| 49 |
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"errors": "replace",
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| 50 |
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"extra_special_tokens": {},
|
| 51 |
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"mask_token": "<mask>",
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| 52 |
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"model_max_length": 512,
|
| 53 |
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"pad_token": "<pad>",
|
| 54 |
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"sep_token": "</s>",
|
| 55 |
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"tokenizer_class": "RobertaTokenizer",
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| 56 |
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"trim_offsets": true,
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| 57 |
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"unk_token": "<unk>"
|
| 58 |
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}
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graphcodebert-rdrop/checkpoint-200/trainer_state.json
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{
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"best_global_step": null,
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| 3 |
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"best_metric": null,
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| 4 |
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"best_model_checkpoint": null,
|
| 5 |
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"epoch": 0.0128,
|
| 6 |
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"eval_steps": 1000,
|
| 7 |
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"global_step": 200,
|
| 8 |
+
"is_hyper_param_search": false,
|
| 9 |
+
"is_local_process_zero": true,
|
| 10 |
+
"is_world_process_zero": true,
|
| 11 |
+
"log_history": [
|
| 12 |
+
{
|
| 13 |
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"epoch": 0.00064,
|
| 14 |
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"grad_norm": 1.2594444751739502,
|
| 15 |
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"learning_rate": 3.840409643695328e-08,
|
| 16 |
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"loss": 0.7238,
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| 17 |
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"step": 10
|
| 18 |
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},
|
| 19 |
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{
|
| 20 |
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"epoch": 0.00128,
|
| 21 |
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"grad_norm": 1.3807746171951294,
|
| 22 |
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"learning_rate": 8.10753147002347e-08,
|
| 23 |
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"loss": 0.7178,
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| 24 |
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"step": 20
|
| 25 |
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},
|
| 26 |
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{
|
| 27 |
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"epoch": 0.00192,
|
| 28 |
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"grad_norm": 0.9590708613395691,
|
| 29 |
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"learning_rate": 1.2374653296351612e-07,
|
| 30 |
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graphcodebert-rdrop/checkpoint-600/tokenizer_config.json
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graphcodebert-rdrop/checkpoint-600/training_args.bin
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graphcodebert-rdrop/checkpoint-600/vocab.json
ADDED
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graphcodebert-rdrop/training.log
ADDED
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|
| 1 |
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2026-04-15 15:50:02,250 - INFO - train_pipeline - Logging to ./output_checkpoints/graphcodebert-rdrop/training.log
|
| 2 |
+
2026-04-15 15:50:02,253 - INFO - train_pipeline - Loading model & tokenizer for 'microsoft/graphcodebert-base'
|
| 3 |
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2026-04-15 15:50:07,672 - INFO - train_pipeline - Model placed on cuda
|
| 4 |
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2026-04-15 15:50:07,680 - INFO - train_pipeline - Base model weights frozen – only classifier head will be trained.
|
| 5 |
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2026-04-15 15:50:07,686 - INFO - train_pipeline - ===== Model Architecture =====
|
| 6 |
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2026-04-15 15:50:07,691 - INFO - train_pipeline -
|
| 7 |
+
RobertaForSequenceClassification(
|
| 8 |
+
(roberta): RobertaModel(
|
| 9 |
+
(embeddings): RobertaEmbeddings(
|
| 10 |
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(word_embeddings): Embedding(50265, 768, padding_idx=1)
|
| 11 |
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(position_embeddings): Embedding(514, 768, padding_idx=1)
|
| 12 |
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(token_type_embeddings): Embedding(1, 768)
|
| 13 |
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(LayerNorm): LayerNorm((768,), eps=1e-05, elementwise_affine=True)
|
| 14 |
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(dropout): Dropout(p=0.2, inplace=False)
|
| 15 |
+
)
|
| 16 |
+
(encoder): RobertaEncoder(
|
| 17 |
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(layer): ModuleList(
|
| 18 |
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(0-11): 12 x RobertaLayer(
|
| 19 |
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(attention): RobertaAttention(
|
| 20 |
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(self): RobertaSdpaSelfAttention(
|
| 21 |
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(query): Linear(in_features=768, out_features=768, bias=True)
|
| 22 |
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(key): Linear(in_features=768, out_features=768, bias=True)
|
| 23 |
+
(value): Linear(in_features=768, out_features=768, bias=True)
|
| 24 |
+
(dropout): Dropout(p=0.2, inplace=False)
|
| 25 |
+
)
|
| 26 |
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(output): RobertaSelfOutput(
|
| 27 |
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(dense): Linear(in_features=768, out_features=768, bias=True)
|
| 28 |
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(LayerNorm): LayerNorm((768,), eps=1e-05, elementwise_affine=True)
|
| 29 |
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(dropout): Dropout(p=0.2, inplace=False)
|
| 30 |
+
)
|
| 31 |
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)
|
| 32 |
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(intermediate): RobertaIntermediate(
|
| 33 |
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(dense): Linear(in_features=768, out_features=3072, bias=True)
|
| 34 |
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(intermediate_act_fn): GELUActivation()
|
| 35 |
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)
|
| 36 |
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(output): RobertaOutput(
|
| 37 |
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(dense): Linear(in_features=3072, out_features=768, bias=True)
|
| 38 |
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(LayerNorm): LayerNorm((768,), eps=1e-05, elementwise_affine=True)
|
| 39 |
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(dropout): Dropout(p=0.2, inplace=False)
|
| 40 |
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)
|
| 41 |
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)
|
| 42 |
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)
|
| 43 |
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)
|
| 44 |
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)
|
| 45 |
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(classifier): RobertaClassificationHead(
|
| 46 |
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(dense): Linear(in_features=768, out_features=768, bias=True)
|
| 47 |
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(dropout): Dropout(p=0.2, inplace=False)
|
| 48 |
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(out_proj): Linear(in_features=768, out_features=2, bias=True)
|
| 49 |
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)
|
| 50 |
+
)
|
| 51 |
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2026-04-15 15:50:07,701 - INFO - train_pipeline - ===== Parameter Summary =====
|
| 52 |
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2026-04-15 15:50:07,703 - INFO - train_pipeline - Total Parameters: 124,647,170
|
| 53 |
+
2026-04-15 15:50:07,707 - INFO - train_pipeline - Trainable Parameters: 592,130
|
| 54 |
+
2026-04-15 15:50:07,712 - INFO - train_pipeline - Non-trainable Parameters: 124,055,040
|
| 55 |
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2026-04-15 15:50:07,713 - INFO - train_pipeline - ===== Tokenizer Summary =====
|
| 56 |
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2026-04-15 15:50:07,777 - INFO - train_pipeline - Vocab size: 50265 | Special tokens: ['<s>', '</s>', '<unk>', '<pad>', '<mask>']
|
| 57 |
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2026-04-15 15:50:07,778 - INFO - train_pipeline - ===== End of Architecture Log =====
|
| 58 |
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2026-04-15 15:50:11,291 - INFO - train_pipeline - === Starting training ===
|