t5-small-codesearchnet-multilang-python-archive

lmeninato/t5-small-codesearchnet-multilang-python-archive

t5-small-codesearchnet-multilang-python-archive is a machine learning model from lmeninato. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as apache-2.0.

should probably proofread and complete it, then remove this comment. --

Downloads · 30 days

46% of all-time downloads

All-time downloads

Public

Repo size

1.7 GB

Likes

Public

Hugging Face

Repo makeup

Click a slice to open those files.

.bin1.5 GB · 98%

At a glance

Library: transformers
License: apache-2.0
Model type: t5
Access: Public
Created: May 1, 2023
Updated: May 1, 2023
SHA: f844d6e4

Model card

From the Hugging Face model README

t5-small-codesearchnet-multilang-python

This model is a fine-tuned version of t5-small on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.0682
Bleu: 0.0401
Rouge1: 0.6333
Rouge2: 0.6147
Avg Length: 16.9514

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: 5e-05
train_batch_size: 8
eval_batch_size: 8
seed: 42
gradient_accumulation_steps: 10
total_train_batch_size: 80
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 15

Training results

Training Loss	Epoch	Step	Validation Loss	Bleu	Rouge1	Rouge2	Avg Length
No log	1.0	375	0.0717	0.0407	0.6244	0.6063	17.046
1.6287	2.0	750	0.0589	0.041	0.6321	0.6136	16.9924
0.0592	3.0	1125	0.0551	0.0402	0.6334	0.6152	16.971
0.0511	4.0	1500	0.0542	0.0402	0.6336	0.6155	16.9718
0.0511	5.0	1875	0.0529	0.0401	0.6343	0.6161	16.961
0.0441	6.0	2250	0.0531	0.0402	0.6341	0.6158	16.9626
0.0399	7.0	2625	0.0521	0.0402	0.6337	0.6154	16.97
0.0351	8.0	3000	0.0547	0.0401	0.6341	0.6159	16.964
0.0351	9.0	3375	0.0545	0.0402	0.635	0.6167	16.962
0.0301	10.0	3750	0.0557	0.0402	0.6342	0.6159	16.9646
0.027	11.0	4125	0.0569	0.0402	0.6342	0.6157	16.9622
0.0239	12.0	4500	0.0606	0.0401	0.6342	0.6158	16.9564
0.0239	13.0	4875	0.0616	0.0401	0.6343	0.6163	16.963
0.02	14.0	5250	0.0672	0.0401	0.6336	0.6154	16.9648
0.0185	15.0	5625	0.0682	0.0401	0.6333	0.6147	16.9514

Framework versions

Transformers 4.28.1
Pytorch 2.0.0+cu118
Datasets 2.12.0
Tokenizers 0.13.3

Library: transformers
Type: t5
License: apache-2.0
Created: May 1, 2023
Updated: May 1, 2023