diff --git a/.dockerignore b/.dockerignore new file mode 100644 index 0000000..5b3d79a --- /dev/null +++ b/.dockerignore @@ -0,0 +1,34 @@ +# Include any files or directories that you don't want to be copied to your +# container here (e.g., local build artifacts, temporary files, etc.). +# +# For more help, visit the .dockerignore file reference guide at +# https://docs.docker.com/go/build-context-dockerignore/ + +**/.DS_Store +**/__pycache__ +**/.venv +**/.classpath +**/.dockerignore +**/.env +**/.git +**/.gitignore +**/.project +**/.settings +**/.toolstarget +**/.vs +**/.vscode +**/*.*proj.user +**/*.dbmdl +**/*.jfm +**/bin +**/charts +**/docker-compose* +**/compose* +**/Dockerfile* +**/node_modules +**/npm-debug.log +**/obj +**/secrets.dev.yaml +**/values.dev.yaml +LICENSE +README.md diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 4ccc4b4..68bc9de 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -10,7 +10,7 @@ permissions: jobs: integration: name: Continuous Integration - runs-on: ubuntu-latest + runs-on: self-hosted steps: - name: Checkout Code uses: actions/checkout@v3 diff --git a/Dockerfile b/Dockerfile index dd7488e..b30b221 100644 --- a/Dockerfile +++ b/Dockerfile @@ -18,4 +18,4 @@ RUN pip install -r requirements.txt # Run app.py when the container launches -CMD ["python", "app.py"] +CMD ["python", "app.py"] \ No newline at end of file diff --git a/README.Docker.md b/README.Docker.md new file mode 100644 index 0000000..6dae561 --- /dev/null +++ b/README.Docker.md @@ -0,0 +1,22 @@ +### Building and running your application + +When you're ready, start your application by running: +`docker compose up --build`. + +Your application will be available at http://localhost:8000. + +### Deploying your application to the cloud + +First, build your image, e.g.: `docker build -t myapp .`. +If your cloud uses a different CPU architecture than your development +machine (e.g., you are on a Mac M1 and your cloud provider is amd64), +you'll want to build the image for that platform, e.g.: +`docker build --platform=linux/amd64 -t myapp .`. + +Then, push it to your registry, e.g. `docker push myregistry.com/myapp`. + +Consult Docker's [getting started](https://docs.docker.com/go/get-started-sharing/) +docs for more detail on building and pushing. + +### References +* [Docker's Python guide](https://docs.docker.com/language/python/) \ No newline at end of file diff --git a/README.md b/README.md index 43821f7..a9178ab 100644 --- a/README.md +++ b/README.md @@ -5,6 +5,7 @@ array(['Time', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6', 'V7', 'V8', 'V9', creditcard ============================== +change-somthing... A credit card fraud detection project diff --git a/app.py b/app.py index b701643..f9c9d97 100644 --- a/app.py +++ b/app.py @@ -87,4 +87,4 @@ def predict(input_data: PredictionInput): if __name__ == "__main__": import uvicorn - uvicorn.run(app, host="0.0.0.0", port=8080) + uvicorn.run(app, host="127.0.0.1", port=8080) diff --git a/compose.yaml b/compose.yaml new file mode 100644 index 0000000..a2b39d6 --- /dev/null +++ b/compose.yaml @@ -0,0 +1,49 @@ +# Comments are provided throughout this file to help you get started. +# If you need more help, visit the Docker compose reference guide at +# https://docs.docker.com/go/compose-spec-reference/ + +# Here the instructions define your application as a service called "server". +# This service is built from the Dockerfile in the current directory. +# You can add other services your application may depend on here, such as a +# database or a cache. For examples, see the Awesome Compose repository: +# https://github.com/docker/awesome-compose +services: + server: + build: + context: . + ports: + - 8000:8000 + +# The commented out section below is an example of how to define a PostgreSQL +# database that your application can use. `depends_on` tells Docker Compose to +# start the database before your application. The `db-data` volume persists the +# database data between container restarts. The `db-password` secret is used +# to set the database password. You must create `db/password.txt` and add +# a password of your choosing to it before running `docker compose up`. +# depends_on: +# db: +# condition: service_healthy +# db: +# image: postgres +# restart: always +# user: postgres +# secrets: +# - db-password +# volumes: +# - db-data:/var/lib/postgresql/data +# environment: +# - POSTGRES_DB=example +# - POSTGRES_PASSWORD_FILE=/run/secrets/db-password +# expose: +# - 5432 +# healthcheck: +# test: [ "CMD", "pg_isready" ] +# interval: 10s +# timeout: 5s +# retries: 5 +# volumes: +# db-data: +# secrets: +# db-password: +# file: db/password.txt + diff --git a/data/raw.dvc b/data/raw.dvc index 1a526cb..6920583 100644 --- a/data/raw.dvc +++ b/data/raw.dvc @@ -1,6 +1,6 @@ outs: -- md5: 63310a287c47722acf1521efd0e0d061.dir - size: 150825054 - nfiles: 2 +- md5: f2c7448614b9ec3d9e7e25dac874171f.dir + size: 150828752 + nfiles: 1 hash: md5 path: raw diff --git a/dvc.lock b/dvc.lock index 7f483f5..d1d5e3a 100644 --- a/dvc.lock +++ b/dvc.lock @@ -5,8 +5,8 @@ stages: deps: - path: .\data\raw\creditcard.csv hash: md5 - md5: e8ffcd27762aaf279e268eb849a060f9 - size: 150825054 + md5: e90efcb83d69faf99fcab8b0255024de + size: 150828752 - path: .\src\data\make_dataset.py hash: md5 md5: 5d87ea0853101b748b17af0be510c2ac @@ -18,16 +18,16 @@ stages: outs: - path: .\data\processed\ hash: md5 - md5: b21101ae3f5090f5af39e6f9cbdb21c3.dir - size: 151098829 + md5: c1fe38e0fb7a0bc7f30cdd6de224dc94.dir + size: 151102527 nfiles: 2 train_model: cmd: python .\src\models\train_model.py .\data\processed\ deps: - path: .\data\processed\ hash: md5 - md5: b21101ae3f5090f5af39e6f9cbdb21c3.dir - size: 151098829 + md5: c1fe38e0fb7a0bc7f30cdd6de224dc94.dir + size: 151102527 nfiles: 2 - path: .\src\models\train_model.py hash: md5 @@ -36,28 +36,28 @@ stages: outs: - path: .\models\ hash: md5 - md5: 6191af90def2b514e1128c7d91ae5877.dir - size: 397817 + md5: 22c6dbc96a821fb65feb74161acdbdfd.dir + size: 398777 nfiles: 1 visualize: cmd: python .\src\visualization\visualize.py .\models\model.joblib .\data\processed\ deps: - path: .\data\processed\ hash: md5 - md5: 45207c27b5aec2846e4532f5bee1631f.dir - size: 151098829 + md5: c1fe38e0fb7a0bc7f30cdd6de224dc94.dir + size: 151102527 nfiles: 2 - path: .\models\model.joblib hash: md5 - md5: e01830bd03da0f4f328c34580d40d5b3 - size: 3865 + md5: 1fab7c57e15f287ea2cc3d04f88ba0d9 + size: 398777 - path: .\src\visualization\visualize.py hash: md5 - md5: db86d2e43c664f095353e9ba6afe3393 - size: 3687 + md5: a91ca79bfaea995c333fa50841f86fde + size: 3683 outs: - path: dvclive hash: md5 - md5: e887b02afa678d483c083f4d3632dc94.dir - size: 18530385 + md5: b1c83bd8c1ab9ef068bd867f7673cf6f.dir + size: 20018970 nfiles: 8 diff --git a/myenv/Scripts/Activate.ps1 b/myenv/Scripts/Activate.ps1 new file mode 100644 index 0000000..eeea358 --- /dev/null +++ b/myenv/Scripts/Activate.ps1 @@ -0,0 +1,247 @@ +<# +.Synopsis +Activate a Python virtual environment for the current PowerShell session. + +.Description +Pushes the python executable for a virtual environment to the front of the +$Env:PATH environment variable and sets the prompt to signify that you are +in a Python virtual environment. Makes use of the command line switches as +well as the `pyvenv.cfg` file values present in the virtual environment. + +.Parameter VenvDir +Path to the directory that contains the virtual environment to activate. The +default value for this is the parent of the directory that the Activate.ps1 +script is located within. + +.Parameter Prompt +The prompt prefix to display when this virtual environment is activated. By +default, this prompt is the name of the virtual environment folder (VenvDir) +surrounded by parentheses and followed by a single space (ie. '(.venv) '). + +.Example +Activate.ps1 +Activates the Python virtual environment that contains the Activate.ps1 script. + +.Example +Activate.ps1 -Verbose +Activates the Python virtual environment that contains the Activate.ps1 script, +and shows extra information about the activation as it executes. + +.Example +Activate.ps1 -VenvDir C:\Users\MyUser\Common\.venv +Activates the Python virtual environment located in the specified location. + +.Example +Activate.ps1 -Prompt "MyPython" +Activates the Python virtual environment that contains the Activate.ps1 script, +and prefixes the current prompt with the specified string (surrounded in +parentheses) while the virtual environment is active. + +.Notes +On Windows, it may be required to enable this Activate.ps1 script by setting the +execution policy for the user. You can do this by issuing the following PowerShell +command: + +PS C:\> Set-ExecutionPolicy -ExecutionPolicy RemoteSigned -Scope CurrentUser + +For more information on Execution Policies: +https://go.microsoft.com/fwlink/?LinkID=135170 + +#> +Param( + [Parameter(Mandatory = $false)] + [String] + $VenvDir, + [Parameter(Mandatory = $false)] + [String] + $Prompt +) + +<# Function declarations --------------------------------------------------- #> + +<# +.Synopsis +Remove all shell session elements added by the Activate script, including the +addition of the virtual environment's Python executable from the beginning of +the PATH variable. + +.Parameter NonDestructive +If present, do not remove this function from the global namespace for the +session. + +#> +function global:deactivate ([switch]$NonDestructive) { + # Revert to original values + + # The prior prompt: + if (Test-Path -Path Function:_OLD_VIRTUAL_PROMPT) { + Copy-Item -Path Function:_OLD_VIRTUAL_PROMPT -Destination Function:prompt + Remove-Item -Path Function:_OLD_VIRTUAL_PROMPT + } + + # The prior PYTHONHOME: + if (Test-Path -Path Env:_OLD_VIRTUAL_PYTHONHOME) { + Copy-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME -Destination Env:PYTHONHOME + Remove-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME + } + + # The prior PATH: + if (Test-Path -Path Env:_OLD_VIRTUAL_PATH) { + Copy-Item -Path Env:_OLD_VIRTUAL_PATH -Destination Env:PATH + Remove-Item -Path Env:_OLD_VIRTUAL_PATH + } + + # Just remove the VIRTUAL_ENV altogether: + if (Test-Path -Path Env:VIRTUAL_ENV) { + Remove-Item -Path env:VIRTUAL_ENV + } + + # Just remove VIRTUAL_ENV_PROMPT altogether. + if (Test-Path -Path Env:VIRTUAL_ENV_PROMPT) { + Remove-Item -Path env:VIRTUAL_ENV_PROMPT + } + + # Just remove the _PYTHON_VENV_PROMPT_PREFIX altogether: + if (Get-Variable -Name "_PYTHON_VENV_PROMPT_PREFIX" -ErrorAction SilentlyContinue) { + Remove-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Scope Global -Force + } + + # Leave deactivate function in the global namespace if requested: + if (-not $NonDestructive) { + Remove-Item -Path function:deactivate + } +} + +<# +.Description +Get-PyVenvConfig parses the values from the pyvenv.cfg file located in the +given folder, and returns them in a map. + +For each line in the pyvenv.cfg file, if that line can be parsed into exactly +two strings separated by `=` (with any amount of whitespace surrounding the =) +then it is considered a `key = value` line. The left hand string is the key, +the right hand is the value. + +If the value starts with a `'` or a `"` then the first and last character is +stripped from the value before being captured. + +.Parameter ConfigDir +Path to the directory that contains the `pyvenv.cfg` file. +#> +function Get-PyVenvConfig( + [String] + $ConfigDir +) { + Write-Verbose "Given ConfigDir=$ConfigDir, obtain values in pyvenv.cfg" + + # Ensure the file exists, and issue a warning if it doesn't (but still allow the function to continue). + $pyvenvConfigPath = Join-Path -Resolve -Path $ConfigDir -ChildPath 'pyvenv.cfg' -ErrorAction Continue + + # An empty map will be returned if no config file is found. + $pyvenvConfig = @{ } + + if ($pyvenvConfigPath) { + + Write-Verbose "File exists, parse `key = value` lines" + $pyvenvConfigContent = Get-Content -Path $pyvenvConfigPath + + $pyvenvConfigContent | ForEach-Object { + $keyval = $PSItem -split "\s*=\s*", 2 + if ($keyval[0] -and $keyval[1]) { + $val = $keyval[1] + + # Remove extraneous quotations around a string value. + if ("'""".Contains($val.Substring(0, 1))) { + $val = $val.Substring(1, $val.Length - 2) + } + + $pyvenvConfig[$keyval[0]] = $val + Write-Verbose "Adding Key: '$($keyval[0])'='$val'" + } + } + } + return $pyvenvConfig +} + + +<# Begin Activate script --------------------------------------------------- #> + +# Determine the containing directory of this script +$VenvExecPath = Split-Path -Parent $MyInvocation.MyCommand.Definition +$VenvExecDir = Get-Item -Path $VenvExecPath + +Write-Verbose "Activation script is located in path: '$VenvExecPath'" +Write-Verbose "VenvExecDir Fullname: '$($VenvExecDir.FullName)" +Write-Verbose "VenvExecDir Name: '$($VenvExecDir.Name)" + +# Set values required in priority: CmdLine, ConfigFile, Default +# First, get the location of the virtual environment, it might not be +# VenvExecDir if specified on the command line. +if ($VenvDir) { + Write-Verbose "VenvDir given as parameter, using '$VenvDir' to determine values" +} +else { + Write-Verbose "VenvDir not given as a parameter, using parent directory name as VenvDir." + $VenvDir = $VenvExecDir.Parent.FullName.TrimEnd("\\/") + Write-Verbose "VenvDir=$VenvDir" +} + +# Next, read the `pyvenv.cfg` file to determine any required value such +# as `prompt`. +$pyvenvCfg = Get-PyVenvConfig -ConfigDir $VenvDir + +# Next, set the prompt from the command line, or the config file, or +# just use the name of the virtual environment folder. +if ($Prompt) { + Write-Verbose "Prompt specified as argument, using '$Prompt'" +} +else { + Write-Verbose "Prompt not specified as argument to script, checking pyvenv.cfg value" + if ($pyvenvCfg -and $pyvenvCfg['prompt']) { + Write-Verbose " Setting based on value in pyvenv.cfg='$($pyvenvCfg['prompt'])'" + $Prompt = $pyvenvCfg['prompt']; + } + else { + Write-Verbose " Setting prompt based on parent's directory's name. (Is the directory name passed to venv module when creating the virtual environment)" + Write-Verbose " Got leaf-name of $VenvDir='$(Split-Path -Path $venvDir -Leaf)'" + $Prompt = Split-Path -Path $venvDir -Leaf + } +} + +Write-Verbose "Prompt = '$Prompt'" +Write-Verbose "VenvDir='$VenvDir'" + +# Deactivate any currently active virtual environment, but leave the +# deactivate function in place. +deactivate -nondestructive + +# Now set the environment variable VIRTUAL_ENV, used by many tools to determine +# that there is an activated venv. +$env:VIRTUAL_ENV = $VenvDir + +if (-not $Env:VIRTUAL_ENV_DISABLE_PROMPT) { + + Write-Verbose "Setting prompt to '$Prompt'" + + # Set the prompt to include the env name + # Make sure _OLD_VIRTUAL_PROMPT is global + function global:_OLD_VIRTUAL_PROMPT { "" } + Copy-Item -Path function:prompt -Destination function:_OLD_VIRTUAL_PROMPT + New-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Description "Python virtual environment prompt prefix" -Scope Global -Option ReadOnly -Visibility Public -Value $Prompt + + function global:prompt { + Write-Host -NoNewline -ForegroundColor Green "($_PYTHON_VENV_PROMPT_PREFIX) " + _OLD_VIRTUAL_PROMPT + } + $env:VIRTUAL_ENV_PROMPT = $Prompt +} + +# Clear PYTHONHOME +if (Test-Path -Path Env:PYTHONHOME) { + Copy-Item -Path Env:PYTHONHOME -Destination Env:_OLD_VIRTUAL_PYTHONHOME + Remove-Item -Path Env:PYTHONHOME +} + +# Add the venv to the PATH +Copy-Item -Path Env:PATH -Destination Env:_OLD_VIRTUAL_PATH +$Env:PATH = "$VenvExecDir$([System.IO.Path]::PathSeparator)$Env:PATH" diff --git a/myenv/Scripts/activate b/myenv/Scripts/activate new file mode 100644 index 0000000..44343d8 --- /dev/null +++ b/myenv/Scripts/activate @@ -0,0 +1,69 @@ +# This file must be used with "source bin/activate" *from bash* +# you cannot run it directly + +deactivate () { + # reset old environment variables + if [ -n "${_OLD_VIRTUAL_PATH:-}" ] ; then + PATH="${_OLD_VIRTUAL_PATH:-}" + export PATH + unset _OLD_VIRTUAL_PATH + fi + if [ -n "${_OLD_VIRTUAL_PYTHONHOME:-}" ] ; then + PYTHONHOME="${_OLD_VIRTUAL_PYTHONHOME:-}" + export PYTHONHOME + unset _OLD_VIRTUAL_PYTHONHOME + fi + + # This should detect bash and zsh, which have a hash command that must + # be called to get it to forget past commands. Without forgetting + # past commands the $PATH changes we made may not be respected + if [ -n "${BASH:-}" -o -n "${ZSH_VERSION:-}" ] ; then + hash -r 2> /dev/null + fi + + if [ -n "${_OLD_VIRTUAL_PS1:-}" ] ; then + PS1="${_OLD_VIRTUAL_PS1:-}" + export PS1 + unset _OLD_VIRTUAL_PS1 + fi + + unset VIRTUAL_ENV + unset VIRTUAL_ENV_PROMPT + if [ ! "${1:-}" = "nondestructive" ] ; then + # Self destruct! + unset -f deactivate + fi +} + +# unset irrelevant variables +deactivate nondestructive + +VIRTUAL_ENV="D:\mlops\part1\creditcard\myenv" +export VIRTUAL_ENV + +_OLD_VIRTUAL_PATH="$PATH" +PATH="$VIRTUAL_ENV/Scripts:$PATH" +export PATH + +# unset PYTHONHOME if set +# this will fail if PYTHONHOME is set to the empty string (which is bad anyway) +# could use `if (set -u; : $PYTHONHOME) ;` in bash +if [ -n "${PYTHONHOME:-}" ] ; then + _OLD_VIRTUAL_PYTHONHOME="${PYTHONHOME:-}" + unset PYTHONHOME +fi + +if [ -z "${VIRTUAL_ENV_DISABLE_PROMPT:-}" ] ; then + _OLD_VIRTUAL_PS1="${PS1:-}" + PS1="(myenv) ${PS1:-}" + export PS1 + VIRTUAL_ENV_PROMPT="(myenv) " + export VIRTUAL_ENV_PROMPT +fi + +# This should detect bash and zsh, which have a hash command that must +# be called to get it to forget past commands. Without forgetting +# past commands the $PATH changes we made may not be respected +if [ -n "${BASH:-}" -o -n "${ZSH_VERSION:-}" ] ; then + hash -r 2> /dev/null +fi diff --git a/myenv/Scripts/activate.bat b/myenv/Scripts/activate.bat new file mode 100644 index 0000000..96aef09 --- /dev/null +++ b/myenv/Scripts/activate.bat @@ -0,0 +1,34 @@ +@echo off + +rem This file is UTF-8 encoded, so we need to update the current code page while executing it +for /f "tokens=2 delims=:." %%a in ('"%SystemRoot%\System32\chcp.com"') do ( + set _OLD_CODEPAGE=%%a +) +if defined _OLD_CODEPAGE ( + "%SystemRoot%\System32\chcp.com" 65001 > nul +) + +set VIRTUAL_ENV=D:\mlops\part1\creditcard\myenv + +if not defined PROMPT set PROMPT=$P$G + +if defined _OLD_VIRTUAL_PROMPT set PROMPT=%_OLD_VIRTUAL_PROMPT% +if defined _OLD_VIRTUAL_PYTHONHOME set PYTHONHOME=%_OLD_VIRTUAL_PYTHONHOME% + +set _OLD_VIRTUAL_PROMPT=%PROMPT% +set PROMPT=(myenv) %PROMPT% + +if defined PYTHONHOME set _OLD_VIRTUAL_PYTHONHOME=%PYTHONHOME% +set PYTHONHOME= + +if defined _OLD_VIRTUAL_PATH set PATH=%_OLD_VIRTUAL_PATH% +if not defined _OLD_VIRTUAL_PATH set _OLD_VIRTUAL_PATH=%PATH% + +set PATH=%VIRTUAL_ENV%\Scripts;%PATH% +set VIRTUAL_ENV_PROMPT=(myenv) + +:END +if defined _OLD_CODEPAGE ( + "%SystemRoot%\System32\chcp.com" %_OLD_CODEPAGE% > nul + set _OLD_CODEPAGE= +) diff --git a/myenv/Scripts/deactivate.bat b/myenv/Scripts/deactivate.bat new file mode 100644 index 0000000..62a39a7 --- /dev/null +++ b/myenv/Scripts/deactivate.bat @@ -0,0 +1,22 @@ +@echo off + +if defined _OLD_VIRTUAL_PROMPT ( + set "PROMPT=%_OLD_VIRTUAL_PROMPT%" +) +set _OLD_VIRTUAL_PROMPT= + +if defined _OLD_VIRTUAL_PYTHONHOME ( + set "PYTHONHOME=%_OLD_VIRTUAL_PYTHONHOME%" + set _OLD_VIRTUAL_PYTHONHOME= +) + +if defined _OLD_VIRTUAL_PATH ( + set "PATH=%_OLD_VIRTUAL_PATH%" +) + +set _OLD_VIRTUAL_PATH= + +set VIRTUAL_ENV= +set VIRTUAL_ENV_PROMPT= + +:END diff --git a/myenv/Scripts/f2py.exe b/myenv/Scripts/f2py.exe new file mode 100644 index 0000000..1ee060e Binary files /dev/null and b/myenv/Scripts/f2py.exe differ diff --git a/myenv/Scripts/pip.exe b/myenv/Scripts/pip.exe new file mode 100644 index 0000000..58d3ea0 Binary files /dev/null and b/myenv/Scripts/pip.exe differ diff --git a/myenv/Scripts/pip3.11.exe b/myenv/Scripts/pip3.11.exe new file mode 100644 index 0000000..58d3ea0 Binary files /dev/null and b/myenv/Scripts/pip3.11.exe differ diff --git a/myenv/Scripts/pip3.exe b/myenv/Scripts/pip3.exe new file mode 100644 index 0000000..58d3ea0 Binary files /dev/null and b/myenv/Scripts/pip3.exe differ diff --git a/myenv/Scripts/python.exe b/myenv/Scripts/python.exe new file mode 100644 index 0000000..bb9e2e3 Binary files /dev/null and b/myenv/Scripts/python.exe differ diff --git a/myenv/Scripts/pythonw.exe b/myenv/Scripts/pythonw.exe new file mode 100644 index 0000000..b45dcfb Binary files /dev/null and b/myenv/Scripts/pythonw.exe differ diff --git a/myenv/Scripts/uvicorn.exe b/myenv/Scripts/uvicorn.exe new file mode 100644 index 0000000..31682a4 Binary files /dev/null and b/myenv/Scripts/uvicorn.exe differ diff --git a/myenv/pyvenv.cfg b/myenv/pyvenv.cfg new file mode 100644 index 0000000..cb8790b --- /dev/null +++ b/myenv/pyvenv.cfg @@ -0,0 +1,5 @@ +home = D:\Anaconda +include-system-site-packages = false +version = 3.11.5 +executable = D:\Anaconda\python.exe +command = D:\Anaconda\python.exe -m venv D:\mlops\part1\creditcard\myenv diff --git a/setup.py b/setup.py index 13f7173..fa53e00 100644 --- a/setup.py +++ b/setup.py @@ -5,6 +5,6 @@ packages=find_packages(), version='0.1.0', description='A credit card fraud detection project', - author='Pranjal', + author='Sandeep', license='', )