flan-t5-base-codesearchnet-python3

lmeninato/flan-t5-base-codesearchnet-python3

flan-t5-base-codesearchnet-python3 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. --

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At a glance

Library: transformers
License: apache-2.0
Model type: t5
Access: Public
Created: Apr 29, 2023
Updated: Apr 29, 2023
SHA: 99385a1e

Model card

From the Hugging Face model README

flan-t5-base-codesearchnet-python3

This model is a fine-tuned version of google/flan-t5-base on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.0641
Rouge1: 0.6352
Rouge2: 0.6162
Avg Length: 16.995

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: 16
eval_batch_size: 16
seed: 42
gradient_accumulation_steps: 16
total_train_batch_size: 256
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 5

Training results

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Avg Length
No log	1.0	39	23.1723	0.226	0.1296	18.7624
No log	2.0	78	2.9425	0.0041	0.0022	0.5596
No log	3.0	117	0.2351	0.0	0.0	0.0016
No log	3.99	156	0.0719	0.6245	0.6058	17.041
No log	4.99	195	0.0641	0.6352	0.6162	16.995

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: Apr 29, 2023
Updated: Apr 29, 2023