SEBIS / code_trans_t5_small_api_generation

huggingface.co
Total runs: 38
24-hour runs: 0
7-day runs: 10
30-day runs: 32
Model's Last Updated: June 23 2021
summarization

Introduction of code_trans_t5_small_api_generation

Model Details of code_trans_t5_small_api_generation

CodeTrans model for api recommendation generation

Pretrained model for api recommendation generation using the t5 small model architecture. It was first released in this repository .

Model description

This CodeTrans model is based on the t5-small model. It has its own SentencePiece vocabulary model. It used single-task training on Api Recommendation Generation dataset.

Intended uses & limitations

The model could be used to generate api usage for the java programming tasks.

How to use

Here is how to use this model to generate java function documentation using Transformers SummarizationPipeline:

from transformers import AutoTokenizer, AutoModelWithLMHead, SummarizationPipeline

pipeline = SummarizationPipeline(
    model=AutoModelWithLMHead.from_pretrained("SEBIS/code_trans_t5_small_api_generation"),
    tokenizer=AutoTokenizer.from_pretrained("SEBIS/code_trans_t5_small_api_generation", skip_special_tokens=True),
    device=0
)

tokenized_code = "parse the uses licence node of this package , if any , and returns the license definition if theres"
pipeline([tokenized_code])

Run this example in colab notebook .

Training data

The supervised training tasks datasets can be downloaded on Link

Evaluation results

For the code documentation tasks, different models achieves the following results on different programming languages (in BLEU score):

Test results :

Language / Model Java
CodeTrans-ST-Small 68.71
CodeTrans-ST-Base 70.45
CodeTrans-TF-Small 68.90
CodeTrans-TF-Base 72.11
CodeTrans-TF-Large 73.26
CodeTrans-MT-Small 58.43
CodeTrans-MT-Base 67.97
CodeTrans-MT-Large 72.29
CodeTrans-MT-TF-Small 69.29
CodeTrans-MT-TF-Base 72.89
CodeTrans-MT-TF-Large 73.39
State of the art 54.42

Created by Ahmed Elnaggar | LinkedIn and Wei Ding | LinkedIn

Runs of SEBIS code_trans_t5_small_api_generation on huggingface.co

38
Total runs
0
24-hour runs
3
3-day runs
10
7-day runs
32
30-day runs

More Information About code_trans_t5_small_api_generation huggingface.co Model

code_trans_t5_small_api_generation huggingface.co

code_trans_t5_small_api_generation huggingface.co is an AI model on huggingface.co that provides code_trans_t5_small_api_generation's model effect (), which can be used instantly with this SEBIS code_trans_t5_small_api_generation model. huggingface.co supports a free trial of the code_trans_t5_small_api_generation model, and also provides paid use of the code_trans_t5_small_api_generation. Support call code_trans_t5_small_api_generation model through api, including Node.js, Python, http.

code_trans_t5_small_api_generation huggingface.co Url

https://huggingface.co/SEBIS/code_trans_t5_small_api_generation

SEBIS code_trans_t5_small_api_generation online free

code_trans_t5_small_api_generation huggingface.co is an online trial and call api platform, which integrates code_trans_t5_small_api_generation's modeling effects, including api services, and provides a free online trial of code_trans_t5_small_api_generation, you can try code_trans_t5_small_api_generation online for free by clicking the link below.

SEBIS code_trans_t5_small_api_generation online free url in huggingface.co:

https://huggingface.co/SEBIS/code_trans_t5_small_api_generation

code_trans_t5_small_api_generation install

code_trans_t5_small_api_generation is an open source model from GitHub that offers a free installation service, and any user can find code_trans_t5_small_api_generation on GitHub to install. At the same time, huggingface.co provides the effect of code_trans_t5_small_api_generation install, users can directly use code_trans_t5_small_api_generation installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

code_trans_t5_small_api_generation install url in huggingface.co:

https://huggingface.co/SEBIS/code_trans_t5_small_api_generation

Url of code_trans_t5_small_api_generation

code_trans_t5_small_api_generation huggingface.co Url

Provider of code_trans_t5_small_api_generation huggingface.co

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