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Model Card for GPT_2_CODE

-Goal is to create a small GPT2 python coder

Table of Contents

Model Details

Model Description

WIP,Goal is to create a small GPT2 python coder

  • Developed by: C, o, d, e, M, o, n, k, e, y
  • Shared by [Optional]: More information needed
  • Model type: Language model
  • Language(s) (NLP): eng
  • License: wtfpl
  • Parent Model: More information needed
  • Resources for more information: More information needed

Uses

coding assistant

Direct Use

generate python code snippets

Downstream Use [Optional]

semi auto coder

Out-of-Scope Use

describe code Keep Finetuning on question/python datasets

Training Details

Training Data

flytech/python-codes-25k espejelomar/code_search_net_python_10000_examples

Training Procedure

Train/Val/Scheduler

Preprocessing

More information needed

Speeds, Sizes, Times

Epochs 3

"flytech/python-codes-25k"

Training Loss: 0.4007 Validation Loss: 0.5526 Epochs 3

"espejelomar/code_search_net_python_10000_examples"

--Starting Loss: 2.0862 -Epoch 1/4 | Training Loss: 1.5355 | Validation Loss: 1.1723 -Epoch 2/4 | Training Loss: 1.0501 | Validation Loss: 1.0702 -Epoch 3/4 | Training Loss: 0.9804 | Validation Loss: 1.0798 -Epoch 4/4 | Training Loss: 0.9073 | Validation Loss: 1.0772

Evaluation

Manual comparison with base model

Testing Data

flytech/python-codes-25k espejelomar/code_search_net_python_10000_examples

Factors

80/20 train/val

Metrics

train/validate lr scheduling

Results

Better in python code generation as base gpt2-medium model

Model Examination

More information needed

Environmental Impact

  • Hardware Type: CPU and Colab T4
  • Hours used: 4
  • Cloud Provider: Google Colab
  • Compute Region: NL

Model Architecture and Objective

gpt2

Compute Infrastructure

More information needed

Hardware

CPU and Colab T4

Software

pytorch, custom python

More Information [optional]

Experimental

Model Card Authors [optional]

CodeMonkeyXL

Model Card Contact

K00B404 huggingface

How to Get Started with the Model

Use the code below to get started with the model.

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Datasets used to train K00B404/GPT_2_CODE