gitlab-mr-analysis-default-model_07112024T123200

This model is a fine-tuned version of crest-data-systems/gitlab-mr-analysis-default-model on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 2.1618
  • F1: 0.6102
  • Learning Rate: 0.0

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: 2e-05
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 32
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • num_epochs: 20
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss F1 Rate
No log 0.9943 87 3.4729 0.1512 0.0000
No log 2.0 175 1.5854 0.2612 7e-06
No log 2.9943 262 1.3071 0.5194 0.0000
No log 4.0 350 1.1987 0.5696 0.0000
No log 4.9943 437 1.1969 0.5988 0.0000
1.988 6.0 525 1.2367 0.6025 0.0000
1.988 6.9943 612 1.2985 0.6065 0.0000
1.988 8.0 700 1.3981 0.6012 0.0000
1.988 8.9943 787 1.4878 0.6025 0.0000
1.988 10.0 875 1.6375 0.6039 0.0000
1.988 10.9943 962 1.6594 0.6116 0.0000
0.3297 12.0 1050 1.7861 0.6165 0.0000
0.3297 12.9943 1137 1.8770 0.6306 0.0000
0.3297 14.0 1225 1.9764 0.6021 0.0000
0.3297 14.9943 1312 2.0507 0.6134 0.0000
0.3297 16.0 1400 2.1181 0.6007 0.0000
0.3297 16.9943 1487 2.1135 0.6063 0.0000
0.0529 18.0 1575 2.1483 0.6024 0.0000
0.0529 18.9943 1662 2.1560 0.6138 0.0000
0.0529 19.8857 1740 2.1618 0.6102 0.0

Framework versions

  • Transformers 4.44.2
  • Pytorch 2.5.1+cu124
  • Datasets 3.1.0
  • Tokenizers 0.19.1
Downloads last month
11
Safetensors
Model size
67M params
Tensor type
F32
·
Inference Examples
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social visibility and check back later, or deploy to Inference Endpoints (dedicated) instead.

Model tree for Imkaran/gitlab-mr-analysis-default-model_07112024T123200

Finetuned
(7)
this model