Upload folder using huggingface_hub

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+ruff.exe filter=lfs diff=lfs merge=lfs -text

.github/workflows/update_space.yml

@@ -0,0 +1,28 @@
+name: Run Python script
+
+on:
+  push:
+    branches:
+      - main
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+
+    steps:
+    - name: Checkout
+      uses: actions/checkout@v2
+
+    - name: Set up Python
+      uses: actions/setup-python@v2
+      with:
+        python-version: '3.9'
+
+    - name: Install Gradio
+      run: python -m pip install gradio
+
+    - name: Log in to Hugging Face
+      run: python -c 'import huggingface_hub; huggingface_hub.login(token="${{ secrets.hf_token }}")'
+
+    - name: Deploy to Spaces
+      run: gradio deploy

.gradio/certificate.pem

@@ -0,0 +1,31 @@
+-----BEGIN CERTIFICATE-----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=
+-----END CERTIFICATE-----

Activate.ps1

@@ -0,0 +1,502 @@
+<#
+.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"
+
+# SIG # Begin signature block
+# MIIvIwYJKoZIhvcNAQcCoIIvFDCCLxACAQExDzANBglghkgBZQMEAgEFADB5Bgor
+# BgEEAYI3AgEEoGswaTA0BgorBgEEAYI3AgEeMCYCAwEAAAQQH8w7YFlLCE63JNLG
+# KX7zUQIBAAIBAAIBAAIBAAIBADAxMA0GCWCGSAFlAwQCAQUABCBnL745ElCYk8vk
+# dBtMuQhLeWJ3ZGfzKW4DHCYzAn+QB6CCE8MwggWQMIIDeKADAgECAhAFmxtXno4h
+# MuI5B72nd3VcMA0GCSqGSIb3DQEBDAUAMGIxCzAJBgNVBAYTAlVTMRUwEwYDVQQK
+# EwxEaWdpQ2VydCBJbmMxGTAXBgNVBAsTEHd3dy5kaWdpY2VydC5jb20xITAfBgNV
+# BAMTGERpZ2lDZXJ0IFRydXN0ZWQgUm9vdCBHNDAeFw0xMzA4MDExMjAwMDBaFw0z
+# ODAxMTUxMjAwMDBaMGIxCzAJBgNVBAYTAlVTMRUwEwYDVQQKEwxEaWdpQ2VydCBJ
+# bmMxGTAXBgNVBAsTEHd3dy5kaWdpY2VydC5jb20xITAfBgNVBAMTGERpZ2lDZXJ0
+# IFRydXN0ZWQgUm9vdCBHNDCCAiIwDQYJKoZIhvcNAQEBBQADggIPADCCAgoCggIB
+# AL/mkHNo3rvkXUo8MCIwaTPswqclLskhPfKK2FnC4SmnPVirdprNrnsbhA3EMB/z
+# G6Q4FutWxpdtHauyefLKEdLkX9YFPFIPUh/GnhWlfr6fqVcWWVVyr2iTcMKyunWZ
+# anMylNEQRBAu34LzB4TmdDttceItDBvuINXJIB1jKS3O7F5OyJP4IWGbNOsFxl7s
+# Wxq868nPzaw0QF+xembud8hIqGZXV59UWI4MK7dPpzDZVu7Ke13jrclPXuU15zHL
+# 2pNe3I6PgNq2kZhAkHnDeMe2scS1ahg4AxCN2NQ3pC4FfYj1gj4QkXCrVYJBMtfb
+# BHMqbpEBfCFM1LyuGwN1XXhm2ToxRJozQL8I11pJpMLmqaBn3aQnvKFPObURWBf3
+# JFxGj2T3wWmIdph2PVldQnaHiZdpekjw4KISG2aadMreSx7nDmOu5tTvkpI6nj3c
+# AORFJYm2mkQZK37AlLTSYW3rM9nF30sEAMx9HJXDj/chsrIRt7t/8tWMcCxBYKqx
+# YxhElRp2Yn72gLD76GSmM9GJB+G9t+ZDpBi4pncB4Q+UDCEdslQpJYls5Q5SUUd0
+# viastkF13nqsX40/ybzTQRESW+UQUOsxxcpyFiIJ33xMdT9j7CFfxCBRa2+xq4aL
+# T8LWRV+dIPyhHsXAj6KxfgommfXkaS+YHS312amyHeUbAgMBAAGjQjBAMA8GA1Ud
+# EwEB/wQFMAMBAf8wDgYDVR0PAQH/BAQDAgGGMB0GA1UdDgQWBBTs1+OC0nFdZEzf
+# Lmc/57qYrhwPTzANBgkqhkiG9w0BAQwFAAOCAgEAu2HZfalsvhfEkRvDoaIAjeNk
+# aA9Wz3eucPn9mkqZucl4XAwMX+TmFClWCzZJXURj4K2clhhmGyMNPXnpbWvWVPjS
+# PMFDQK4dUPVS/JA7u5iZaWvHwaeoaKQn3J35J64whbn2Z006Po9ZOSJTROvIXQPK
+# 7VB6fWIhCoDIc2bRoAVgX+iltKevqPdtNZx8WorWojiZ83iL9E3SIAveBO6Mm0eB
+# cg3AFDLvMFkuruBx8lbkapdvklBtlo1oepqyNhR6BvIkuQkRUNcIsbiJeoQjYUIp
+# 5aPNoiBB19GcZNnqJqGLFNdMGbJQQXE9P01wI4YMStyB0swylIQNCAmXHE/A7msg
+# dDDS4Dk0EIUhFQEI6FUy3nFJ2SgXUE3mvk3RdazQyvtBuEOlqtPDBURPLDab4vri
+# RbgjU2wGb2dVf0a1TD9uKFp5JtKkqGKX0h7i7UqLvBv9R0oN32dmfrJbQdA75PQ7
+# 9ARj6e/CVABRoIoqyc54zNXqhwQYs86vSYiv85KZtrPmYQ/ShQDnUBrkG5WdGaG5
+# nLGbsQAe79APT0JsyQq87kP6OnGlyE0mpTX9iV28hWIdMtKgK1TtmlfB2/oQzxm3
+# i0objwG2J5VT6LaJbVu8aNQj6ItRolb58KaAoNYes7wPD1N1KarqE3fk3oyBIa0H
+# EEcRrYc9B9F1vM/zZn4wggawMIIEmKADAgECAhAIrUCyYNKcTJ9ezam9k67ZMA0G
+# CSqGSIb3DQEBDAUAMGIxCzAJBgNVBAYTAlVTMRUwEwYDVQQKEwxEaWdpQ2VydCBJ
+# bmMxGTAXBgNVBAsTEHd3dy5kaWdpY2VydC5jb20xITAfBgNVBAMTGERpZ2lDZXJ0
+# IFRydXN0ZWQgUm9vdCBHNDAeFw0yMTA0MjkwMDAwMDBaFw0zNjA0MjgyMzU5NTla
+# MGkxCzAJBgNVBAYTAlVTMRcwFQYDVQQKEw5EaWdpQ2VydCwgSW5jLjFBMD8GA1UE
+# AxM4RGlnaUNlcnQgVHJ1c3RlZCBHNCBDb2RlIFNpZ25pbmcgUlNBNDA5NiBTSEEz
+# ODQgMjAyMSBDQTEwggIiMA0GCSqGSIb3DQEBAQUAA4ICDwAwggIKAoICAQDVtC9C
+# 0CiteLdd1TlZG7GIQvUzjOs9gZdwxbvEhSYwn6SOaNhc9es0JAfhS0/TeEP0F9ce
+# 2vnS1WcaUk8OoVf8iJnBkcyBAz5NcCRks43iCH00fUyAVxJrQ5qZ8sU7H/Lvy0da
+# E6ZMswEgJfMQ04uy+wjwiuCdCcBlp/qYgEk1hz1RGeiQIXhFLqGfLOEYwhrMxe6T
+# SXBCMo/7xuoc82VokaJNTIIRSFJo3hC9FFdd6BgTZcV/sk+FLEikVoQ11vkunKoA
+# FdE3/hoGlMJ8yOobMubKwvSnowMOdKWvObarYBLj6Na59zHh3K3kGKDYwSNHR7Oh
+# D26jq22YBoMbt2pnLdK9RBqSEIGPsDsJ18ebMlrC/2pgVItJwZPt4bRc4G/rJvmM
+# 1bL5OBDm6s6R9b7T+2+TYTRcvJNFKIM2KmYoX7BzzosmJQayg9Rc9hUZTO1i4F4z
+# 8ujo7AqnsAMrkbI2eb73rQgedaZlzLvjSFDzd5Ea/ttQokbIYViY9XwCFjyDKK05
+# huzUtw1T0PhH5nUwjewwk3YUpltLXXRhTT8SkXbev1jLchApQfDVxW0mdmgRQRNY
+# mtwmKwH0iU1Z23jPgUo+QEdfyYFQc4UQIyFZYIpkVMHMIRroOBl8ZhzNeDhFMJlP
+# /2NPTLuqDQhTQXxYPUez+rbsjDIJAsxsPAxWEQIDAQABo4IBWTCCAVUwEgYDVR0T
+# AQH/BAgwBgEB/wIBADAdBgNVHQ4EFgQUaDfg67Y7+F8Rhvv+YXsIiGX0TkIwHwYD
+# VR0jBBgwFoAU7NfjgtJxXWRM3y5nP+e6mK4cD08wDgYDVR0PAQH/BAQDAgGGMBMG
+# A1UdJQQMMAoGCCsGAQUFBwMDMHcGCCsGAQUFBwEBBGswaTAkBggrBgEFBQcwAYYY
+# aHR0cDovL29jc3AuZGlnaWNlcnQuY29tMEEGCCsGAQUFBzAChjVodHRwOi8vY2Fj
+# ZXJ0cy5kaWdpY2VydC5jb20vRGlnaUNlcnRUcnVzdGVkUm9vdEc0LmNydDBDBgNV
+# HR8EPDA6MDigNqA0hjJodHRwOi8vY3JsMy5kaWdpY2VydC5jb20vRGlnaUNlcnRU
+# cnVzdGVkUm9vdEc0LmNybDAcBgNVHSAEFTATMAcGBWeBDAEDMAgGBmeBDAEEATAN
+# BgkqhkiG9w0BAQwFAAOCAgEAOiNEPY0Idu6PvDqZ01bgAhql+Eg08yy25nRm95Ry
+# sQDKr2wwJxMSnpBEn0v9nqN8JtU3vDpdSG2V1T9J9Ce7FoFFUP2cvbaF4HZ+N3HL
+# IvdaqpDP9ZNq4+sg0dVQeYiaiorBtr2hSBh+3NiAGhEZGM1hmYFW9snjdufE5Btf
+# Q/g+lP92OT2e1JnPSt0o618moZVYSNUa/tcnP/2Q0XaG3RywYFzzDaju4ImhvTnh
+# OE7abrs2nfvlIVNaw8rpavGiPttDuDPITzgUkpn13c5UbdldAhQfQDN8A+KVssIh
+# dXNSy0bYxDQcoqVLjc1vdjcshT8azibpGL6QB7BDf5WIIIJw8MzK7/0pNVwfiThV
+# 9zeKiwmhywvpMRr/LhlcOXHhvpynCgbWJme3kuZOX956rEnPLqR0kq3bPKSchh/j
+# wVYbKyP/j7XqiHtwa+aguv06P0WmxOgWkVKLQcBIhEuWTatEQOON8BUozu3xGFYH
+# Ki8QxAwIZDwzj64ojDzLj4gLDb879M4ee47vtevLt/B3E+bnKD+sEq6lLyJsQfmC
+# XBVmzGwOysWGw/YmMwwHS6DTBwJqakAwSEs0qFEgu60bhQjiWQ1tygVQK+pKHJ6l
+# /aCnHwZ05/LWUpD9r4VIIflXO7ScA+2GRfS0YW6/aOImYIbqyK+p/pQd52MbOoZW
+# eE4wggd3MIIFX6ADAgECAhAHHxQbizANJfMU6yMM0NHdMA0GCSqGSIb3DQEBCwUA
+# MGkxCzAJBgNVBAYTAlVTMRcwFQYDVQQKEw5EaWdpQ2VydCwgSW5jLjFBMD8GA1UE
+# AxM4RGlnaUNlcnQgVHJ1c3RlZCBHNCBDb2RlIFNpZ25pbmcgUlNBNDA5NiBTSEEz
+# ODQgMjAyMSBDQTEwHhcNMjIwMTE3MDAwMDAwWhcNMjUwMTE1MjM1OTU5WjB8MQsw
+# CQYDVQQGEwJVUzEPMA0GA1UECBMGT3JlZ29uMRIwEAYDVQQHEwlCZWF2ZXJ0b24x
+# IzAhBgNVBAoTGlB5dGhvbiBTb2Z0d2FyZSBGb3VuZGF0aW9uMSMwIQYDVQQDExpQ
+# eXRob24gU29mdHdhcmUgRm91bmRhdGlvbjCCAiIwDQYJKoZIhvcNAQEBBQADggIP
+# ADCCAgoCggIBAKgc0BTT+iKbtK6f2mr9pNMUTcAJxKdsuOiSYgDFfwhjQy89koM7
+# uP+QV/gwx8MzEt3c9tLJvDccVWQ8H7mVsk/K+X+IufBLCgUi0GGAZUegEAeRlSXx
+# xhYScr818ma8EvGIZdiSOhqjYc4KnfgfIS4RLtZSrDFG2tN16yS8skFa3IHyvWdb
+# D9PvZ4iYNAS4pjYDRjT/9uzPZ4Pan+53xZIcDgjiTwOh8VGuppxcia6a7xCyKoOA
+# GjvCyQsj5223v1/Ig7Dp9mGI+nh1E3IwmyTIIuVHyK6Lqu352diDY+iCMpk9Zanm
+# SjmB+GMVs+H/gOiofjjtf6oz0ki3rb7sQ8fTnonIL9dyGTJ0ZFYKeb6BLA66d2GA
+# LwxZhLe5WH4Np9HcyXHACkppsE6ynYjTOd7+jN1PRJahN1oERzTzEiV6nCO1M3U1
+# HbPTGyq52IMFSBM2/07WTJSbOeXjvYR7aUxK9/ZkJiacl2iZI7IWe7JKhHohqKuc
+# eQNyOzxTakLcRkzynvIrk33R9YVqtB4L6wtFxhUjvDnQg16xot2KVPdfyPAWd81w
+# tZADmrUtsZ9qG79x1hBdyOl4vUtVPECuyhCxaw+faVjumapPUnwo8ygflJJ74J+B
+# Yxf6UuD7m8yzsfXWkdv52DjL74TxzuFTLHPyARWCSCAbzn3ZIly+qIqDAgMBAAGj
+# ggIGMIICAjAfBgNVHSMEGDAWgBRoN+Drtjv4XxGG+/5hewiIZfROQjAdBgNVHQ4E
+# FgQUt/1Teh2XDuUj2WW3siYWJgkZHA8wDgYDVR0PAQH/BAQDAgeAMBMGA1UdJQQM
+# MAoGCCsGAQUFBwMDMIG1BgNVHR8Ega0wgaowU6BRoE+GTWh0dHA6Ly9jcmwzLmRp
+# Z2ljZXJ0LmNvbS9EaWdpQ2VydFRydXN0ZWRHNENvZGVTaWduaW5nUlNBNDA5NlNI
+# QTM4NDIwMjFDQTEuY3JsMFOgUaBPhk1odHRwOi8vY3JsNC5kaWdpY2VydC5jb20v
+# RGlnaUNlcnRUcnVzdGVkRzRDb2RlU2lnbmluZ1JTQTQwOTZTSEEzODQyMDIxQ0Ex
+# LmNybDA+BgNVHSAENzA1MDMGBmeBDAEEATApMCcGCCsGAQUFBwIBFhtodHRwOi8v
+# d3d3LmRpZ2ljZXJ0LmNvbS9DUFMwgZQGCCsGAQUFBwEBBIGHMIGEMCQGCCsGAQUF
+# BzABhhhodHRwOi8vb2NzcC5kaWdpY2VydC5jb20wXAYIKwYBBQUHMAKGUGh0dHA6
+# Ly9jYWNlcnRzLmRpZ2ljZXJ0LmNvbS9EaWdpQ2VydFRydXN0ZWRHNENvZGVTaWdu
+# aW5nUlNBNDA5NlNIQTM4NDIwMjFDQTEuY3J0MAwGA1UdEwEB/wQCMAAwDQYJKoZI
+# hvcNAQELBQADggIBABxv4AeV/5ltkELHSC63fXAFYS5tadcWTiNc2rskrNLrfH1N
+# s0vgSZFoQxYBFKI159E8oQQ1SKbTEubZ/B9kmHPhprHya08+VVzxC88pOEvz68nA
+# 82oEM09584aILqYmj8Pj7h/kmZNzuEL7WiwFa/U1hX+XiWfLIJQsAHBla0i7QRF2
+# de8/VSF0XXFa2kBQ6aiTsiLyKPNbaNtbcucaUdn6vVUS5izWOXM95BSkFSKdE45O
+# q3FForNJXjBvSCpwcP36WklaHL+aHu1upIhCTUkzTHMh8b86WmjRUqbrnvdyR2yd
+# I5l1OqcMBjkpPpIV6wcc+KY/RH2xvVuuoHjlUjwq2bHiNoX+W1scCpnA8YTs2d50
+# jDHUgwUo+ciwpffH0Riq132NFmrH3r67VaN3TuBxjI8SIZM58WEDkbeoriDk3hxU
+# 8ZWV7b8AW6oyVBGfM06UgkfMb58h+tJPrFx8VI/WLq1dTqMfZOm5cuclMnUHs2uq
+# rRNtnV8UfidPBL4ZHkTcClQbCoz0UbLhkiDvIS00Dn+BBcxw/TKqVL4Oaz3bkMSs
+# M46LciTeucHY9ExRVt3zy7i149sd+F4QozPqn7FrSVHXmem3r7bjyHTxOgqxRCVa
+# 18Vtx7P/8bYSBeS+WHCKcliFCecspusCDSlnRUjZwyPdP0VHxaZg2unjHY3rMYIa
+# tjCCGrICAQEwfTBpMQswCQYDVQQGEwJVUzEXMBUGA1UEChMORGlnaUNlcnQsIElu
+# Yy4xQTA/BgNVBAMTOERpZ2lDZXJ0IFRydXN0ZWQgRzQgQ29kZSBTaWduaW5nIFJT
+# QTQwOTYgU0hBMzg0IDIwMjEgQ0ExAhAHHxQbizANJfMU6yMM0NHdMA0GCWCGSAFl
+# AwQCAQUAoIHIMBkGCSqGSIb3DQEJAzEMBgorBgEEAYI3AgEEMBwGCisGAQQBgjcC
+# AQsxDjAMBgorBgEEAYI3AgEVMC8GCSqGSIb3DQEJBDEiBCBnAZ6P7YvTwq0fbF62
+# o7E75R0LxsW5OtyYiFESQckLhjBcBgorBgEEAYI3AgEMMU4wTKBGgEQAQgB1AGkA
+# bAB0ADoAIABSAGUAbABlAGEAcwBlAF8AdgAzAC4AMQAyAC4ANwBfADIAMAAyADQA
+# MQAwADAAMQAuADAAMaECgAAwDQYJKoZIhvcNAQEBBQAEggIANL0qpBF5L2ByXhO6
+# lg0q62KlhZ8aOqcG2WQMWC0/2z1oE2zAZx3H84mXlheeux326/gE2OQwb6Pwgp5V
+# yEwj+V/pQsrNELF0w7PM4IDwOQMv5BXTgpqVmhB0oj0tBH3zBUcmyesJmweFHop8
+# sV53sCNjXEwV6sN2DMwtXasfTYdNAl5dufailrErLAOuteA1WWMPb4uQ93ZhnDND
+# GgHRWENINvmgM8Uc2k/vTuhZH2JksETiPM7sVfsBsiiK5yFMaybCQJxmKUuWMpGj
+# S3eLMrxj/hAc4kIPBKhVnvvcBvKliCGYzdaAF1ZwsqvJfwejan0uAw+pc7DdP7gK
+# r2Nx8JSjmNK5Z/GcDNYpQujSBfrmcjJccc2VOhJXXOfqTRqdb1zMPK1Dm9BHDPQY
+# xACnGbJi936rbVM3K79wq17o902pw1c7eNMNfRPEJ3bwKejdUbsTWEc4nWaBwGWJ
+# hz254ow4sXmuPkRaiaeH6qvmhxdUZ37NT1WVTjheZDO533DRRx7w7WTnSiyIapaE
+# G9hysgBjWzFfCBCZpvKF5f17bRbw4E5pLNiDIEWdiUoVtTbdQDRFb1BC+LvmpyQq
+# EpTzfWLIN40150fWJ367S30kZup+GQcR6LIEP0uzSQ0Cbbl8eg3zazihaEarpfz+
+# YUI0nmQ9DvFPs346XiWN5nmshKShghc/MIIXOwYKKwYBBAGCNwMDATGCFyswghcn
+# BgkqhkiG9w0BBwKgghcYMIIXFAIBAzEPMA0GCWCGSAFlAwQCAQUAMHcGCyqGSIb3
+# DQEJEAEEoGgEZjBkAgEBBglghkgBhv1sBwEwMTANBglghkgBZQMEAgEFAAQgAsRX
+# Lz3fdSC9evjnFG5oUaOsrkjVEcqVXPbev4b9kg0CEH2kQpjJsP7w1n28jWvfqSYY
+# DzIwMjQxMDAxMDQwMTM0WqCCEwkwggbCMIIEqqADAgECAhAFRK/zlJ0IOaa/2z9f
+# 5WEWMA0GCSqGSIb3DQEBCwUAMGMxCzAJBgNVBAYTAlVTMRcwFQYDVQQKEw5EaWdp
+# Q2VydCwgSW5jLjE7MDkGA1UEAxMyRGlnaUNlcnQgVHJ1c3RlZCBHNCBSU0E0MDk2
+# IFNIQTI1NiBUaW1lU3RhbXBpbmcgQ0EwHhcNMjMwNzE0MDAwMDAwWhcNMzQxMDEz
+# MjM1OTU5WjBIMQswCQYDVQQGEwJVUzEXMBUGA1UEChMORGlnaUNlcnQsIEluYy4x
+# IDAeBgNVBAMTF0RpZ2lDZXJ0IFRpbWVzdGFtcCAyMDIzMIICIjANBgkqhkiG9w0B
+# AQEFAAOCAg8AMIICCgKCAgEAo1NFhx2DjlusPlSzI+DPn9fl0uddoQ4J3C9Io5d6
+# OyqcZ9xiFVjBqZMRp82qsmrdECmKHmJjadNYnDVxvzqX65RQjxwg6seaOy+WZuNp
+# 52n+W8PWKyAcwZeUtKVQgfLPywemMGjKg0La/H8JJJSkghraarrYO8pd3hkYhftF
+# 6g1hbJ3+cV7EBpo88MUueQ8bZlLjyNY+X9pD04T10Mf2SC1eRXWWdf7dEKEbg8G4
+# 5lKVtUfXeCk5a+B4WZfjRCtK1ZXO7wgX6oJkTf8j48qG7rSkIWRw69XloNpjsy7p
+# Be6q9iT1HbybHLK3X9/w7nZ9MZllR1WdSiQvrCuXvp/k/XtzPjLuUjT71Lvr1KAs
+# NJvj3m5kGQc3AZEPHLVRzapMZoOIaGK7vEEbeBlt5NkP4FhB+9ixLOFRr7StFQYU
+# 6mIIE9NpHnxkTZ0P387RXoyqq1AVybPKvNfEO2hEo6U7Qv1zfe7dCv95NBB+plwK
+# WEwAPoVpdceDZNZ1zY8SdlalJPrXxGshuugfNJgvOuprAbD3+yqG7HtSOKmYCaFx
+# smxxrz64b5bV4RAT/mFHCoz+8LbH1cfebCTwv0KCyqBxPZySkwS0aXAnDU+3tTbR
+# yV8IpHCj7ArxES5k4MsiK8rxKBMhSVF+BmbTO77665E42FEHypS34lCh8zrTioPL
+# QHsCAwEAAaOCAYswggGHMA4GA1UdDwEB/wQEAwIHgDAMBgNVHRMBAf8EAjAAMBYG
+# A1UdJQEB/wQMMAoGCCsGAQUFBwMIMCAGA1UdIAQZMBcwCAYGZ4EMAQQCMAsGCWCG
+# SAGG/WwHATAfBgNVHSMEGDAWgBS6FtltTYUvcyl2mi91jGogj57IbzAdBgNVHQ4E
+# FgQUpbbvE+fvzdBkodVWqWUxo97V40kwWgYDVR0fBFMwUTBPoE2gS4ZJaHR0cDov
+# L2NybDMuZGlnaWNlcnQuY29tL0RpZ2lDZXJ0VHJ1c3RlZEc0UlNBNDA5NlNIQTI1
+# NlRpbWVTdGFtcGluZ0NBLmNybDCBkAYIKwYBBQUHAQEEgYMwgYAwJAYIKwYBBQUH
+# MAGGGGh0dHA6Ly9vY3NwLmRpZ2ljZXJ0LmNvbTBYBggrBgEFBQcwAoZMaHR0cDov
+# L2NhY2VydHMuZGlnaWNlcnQuY29tL0RpZ2lDZXJ0VHJ1c3RlZEc0UlNBNDA5NlNI
+# QTI1NlRpbWVTdGFtcGluZ0NBLmNydDANBgkqhkiG9w0BAQsFAAOCAgEAgRrW3qCp
+# tZgXvHCNT4o8aJzYJf/LLOTN6l0ikuyMIgKpuM+AqNnn48XtJoKKcS8Y3U623mzX
+# 4WCcK+3tPUiOuGu6fF29wmE3aEl3o+uQqhLXJ4Xzjh6S2sJAOJ9dyKAuJXglnSoF
+# eoQpmLZXeY/bJlYrsPOnvTcM2Jh2T1a5UsK2nTipgedtQVyMadG5K8TGe8+c+nji
+# kxp2oml101DkRBK+IA2eqUTQ+OVJdwhaIcW0z5iVGlS6ubzBaRm6zxbygzc0brBB
+# Jt3eWpdPM43UjXd9dUWhpVgmagNF3tlQtVCMr1a9TMXhRsUo063nQwBw3syYnhmJ
+# A+rUkTfvTVLzyWAhxFZH7doRS4wyw4jmWOK22z75X7BC1o/jF5HRqsBV44a/rCcs
+# QdCaM0qoNtS5cpZ+l3k4SF/Kwtw9Mt911jZnWon49qfH5U81PAC9vpwqbHkB3NpE
+# 5jreODsHXjlY9HxzMVWggBHLFAx+rrz+pOt5Zapo1iLKO+uagjVXKBbLafIymrLS
+# 2Dq4sUaGa7oX/cR3bBVsrquvczroSUa31X/MtjjA2Owc9bahuEMs305MfR5ocMB3
+# CtQC4Fxguyj/OOVSWtasFyIjTvTs0xf7UGv/B3cfcZdEQcm4RtNsMnxYL2dHZeUb
+# c7aZ+WssBkbvQR7w8F/g29mtkIBEr4AQQYowggauMIIElqADAgECAhAHNje3JFR8
+# 2Ees/ShmKl5bMA0GCSqGSIb3DQEBCwUAMGIxCzAJBgNVBAYTAlVTMRUwEwYDVQQK
+# EwxEaWdpQ2VydCBJbmMxGTAXBgNVBAsTEHd3dy5kaWdpY2VydC5jb20xITAfBgNV
+# BAMTGERpZ2lDZXJ0IFRydXN0ZWQgUm9vdCBHNDAeFw0yMjAzMjMwMDAwMDBaFw0z
+# NzAzMjIyMzU5NTlaMGMxCzAJBgNVBAYTAlVTMRcwFQYDVQQKEw5EaWdpQ2VydCwg
+# SW5jLjE7MDkGA1UEAxMyRGlnaUNlcnQgVHJ1c3RlZCBHNCBSU0E0MDk2IFNIQTI1
+# NiBUaW1lU3RhbXBpbmcgQ0EwggIiMA0GCSqGSIb3DQEBAQUAA4ICDwAwggIKAoIC
+# AQDGhjUGSbPBPXJJUVXHJQPE8pE3qZdRodbSg9GeTKJtoLDMg/la9hGhRBVCX6SI
+# 82j6ffOciQt/nR+eDzMfUBMLJnOWbfhXqAJ9/UO0hNoR8XOxs+4rgISKIhjf69o9
+# xBd/qxkrPkLcZ47qUT3w1lbU5ygt69OxtXXnHwZljZQp09nsad/ZkIdGAHvbREGJ
+# 3HxqV3rwN3mfXazL6IRktFLydkf3YYMZ3V+0VAshaG43IbtArF+y3kp9zvU5Emfv
+# DqVjbOSmxR3NNg1c1eYbqMFkdECnwHLFuk4fsbVYTXn+149zk6wsOeKlSNbwsDET
+# qVcplicu9Yemj052FVUmcJgmf6AaRyBD40NjgHt1biclkJg6OBGz9vae5jtb7IHe
+# IhTZgirHkr+g3uM+onP65x9abJTyUpURK1h0QCirc0PO30qhHGs4xSnzyqqWc0Jo
+# n7ZGs506o9UD4L/wojzKQtwYSH8UNM/STKvvmz3+DrhkKvp1KCRB7UK/BZxmSVJQ
+# 9FHzNklNiyDSLFc1eSuo80VgvCONWPfcYd6T/jnA+bIwpUzX6ZhKWD7TA4j+s4/T
+# Xkt2ElGTyYwMO1uKIqjBJgj5FBASA31fI7tk42PgpuE+9sJ0sj8eCXbsq11GdeJg
+# o1gJASgADoRU7s7pXcheMBK9Rp6103a50g5rmQzSM7TNsQIDAQABo4IBXTCCAVkw
+# EgYDVR0TAQH/BAgwBgEB/wIBADAdBgNVHQ4EFgQUuhbZbU2FL3MpdpovdYxqII+e
+# yG8wHwYDVR0jBBgwFoAU7NfjgtJxXWRM3y5nP+e6mK4cD08wDgYDVR0PAQH/BAQD
+# AgGGMBMGA1UdJQQMMAoGCCsGAQUFBwMIMHcGCCsGAQUFBwEBBGswaTAkBggrBgEF
+# BQcwAYYYaHR0cDovL29jc3AuZGlnaWNlcnQuY29tMEEGCCsGAQUFBzAChjVodHRw
+# Oi8vY2FjZXJ0cy5kaWdpY2VydC5jb20vRGlnaUNlcnRUcnVzdGVkUm9vdEc0LmNy
+# dDBDBgNVHR8EPDA6MDigNqA0hjJodHRwOi8vY3JsMy5kaWdpY2VydC5jb20vRGln
+# aUNlcnRUcnVzdGVkUm9vdEc0LmNybDAgBgNVHSAEGTAXMAgGBmeBDAEEAjALBglg
+# hkgBhv1sBwEwDQYJKoZIhvcNAQELBQADggIBAH1ZjsCTtm+YqUQiAX5m1tghQuGw
+# GC4QTRPPMFPOvxj7x1Bd4ksp+3CKDaopafxpwc8dB+k+YMjYC+VcW9dth/qEICU0
+# MWfNthKWb8RQTGIdDAiCqBa9qVbPFXONASIlzpVpP0d3+3J0FNf/q0+KLHqrhc1D
+# X+1gtqpPkWaeLJ7giqzl/Yy8ZCaHbJK9nXzQcAp876i8dU+6WvepELJd6f8oVInw
+# 1YpxdmXazPByoyP6wCeCRK6ZJxurJB4mwbfeKuv2nrF5mYGjVoarCkXJ38SNoOeY
+# +/umnXKvxMfBwWpx2cYTgAnEtp/Nh4cku0+jSbl3ZpHxcpzpSwJSpzd+k1OsOx0I
+# SQ+UzTl63f8lY5knLD0/a6fxZsNBzU+2QJshIUDQtxMkzdwdeDrknq3lNHGS1yZr
+# 5Dhzq6YBT70/O3itTK37xJV77QpfMzmHQXh6OOmc4d0j/R0o08f56PGYX/sr2H7y
+# Rp11LB4nLCbbbxV7HhmLNriT1ObyF5lZynDwN7+YAN8gFk8n+2BnFqFmut1VwDop
+# hrCYoCvtlUG3OtUVmDG0YgkPCr2B2RP+v6TR81fZvAT6gt4y3wSJ8ADNXcL50CN/
+# AAvkdgIm2fBldkKmKYcJRyvmfxqkhQ/8mJb2VVQrH4D6wPIOK+XW+6kvRBVK5xMO
+# Hds3OBqhK/bt1nz8MIIFjTCCBHWgAwIBAgIQDpsYjvnQLefv21DiCEAYWjANBgkq
+# hkiG9w0BAQwFADBlMQswCQYDVQQGEwJVUzEVMBMGA1UEChMMRGlnaUNlcnQgSW5j
+# MRkwFwYDVQQLExB3d3cuZGlnaWNlcnQuY29tMSQwIgYDVQQDExtEaWdpQ2VydCBB
+# c3N1cmVkIElEIFJvb3QgQ0EwHhcNMjIwODAxMDAwMDAwWhcNMzExMTA5MjM1OTU5
+# WjBiMQswCQYDVQQGEwJVUzEVMBMGA1UEChMMRGlnaUNlcnQgSW5jMRkwFwYDVQQL
+# ExB3d3cuZGlnaWNlcnQuY29tMSEwHwYDVQQDExhEaWdpQ2VydCBUcnVzdGVkIFJv
+# b3QgRzQwggIiMA0GCSqGSIb3DQEBAQUAA4ICDwAwggIKAoICAQC/5pBzaN675F1K
+# PDAiMGkz7MKnJS7JIT3yithZwuEppz1Yq3aaza57G4QNxDAf8xukOBbrVsaXbR2r
+# snnyyhHS5F/WBTxSD1Ifxp4VpX6+n6lXFllVcq9ok3DCsrp1mWpzMpTREEQQLt+C
+# 8weE5nQ7bXHiLQwb7iDVySAdYyktzuxeTsiT+CFhmzTrBcZe7FsavOvJz82sNEBf
+# sXpm7nfISKhmV1efVFiODCu3T6cw2Vbuyntd463JT17lNecxy9qTXtyOj4DatpGY
+# QJB5w3jHtrHEtWoYOAMQjdjUN6QuBX2I9YI+EJFwq1WCQTLX2wRzKm6RAXwhTNS8
+# rhsDdV14Ztk6MUSaM0C/CNdaSaTC5qmgZ92kJ7yhTzm1EVgX9yRcRo9k98FpiHaY
+# dj1ZXUJ2h4mXaXpI8OCiEhtmmnTK3kse5w5jrubU75KSOp493ADkRSWJtppEGSt+
+# wJS00mFt6zPZxd9LBADMfRyVw4/3IbKyEbe7f/LVjHAsQWCqsWMYRJUadmJ+9oCw
+# ++hkpjPRiQfhvbfmQ6QYuKZ3AeEPlAwhHbJUKSWJbOUOUlFHdL4mrLZBdd56rF+N
+# P8m800ERElvlEFDrMcXKchYiCd98THU/Y+whX8QgUWtvsauGi0/C1kVfnSD8oR7F
+# wI+isX4KJpn15GkvmB0t9dmpsh3lGwIDAQABo4IBOjCCATYwDwYDVR0TAQH/BAUw
+# AwEB/zAdBgNVHQ4EFgQU7NfjgtJxXWRM3y5nP+e6mK4cD08wHwYDVR0jBBgwFoAU
+# Reuir/SSy4IxLVGLp6chnfNtyA8wDgYDVR0PAQH/BAQDAgGGMHkGCCsGAQUFBwEB
+# BG0wazAkBggrBgEFBQcwAYYYaHR0cDovL29jc3AuZGlnaWNlcnQuY29tMEMGCCsG
+# AQUFBzAChjdodHRwOi8vY2FjZXJ0cy5kaWdpY2VydC5jb20vRGlnaUNlcnRBc3N1
+# cmVkSURSb290Q0EuY3J0MEUGA1UdHwQ+MDwwOqA4oDaGNGh0dHA6Ly9jcmwzLmRp
+# Z2ljZXJ0LmNvbS9EaWdpQ2VydEFzc3VyZWRJRFJvb3RDQS5jcmwwEQYDVR0gBAow
+# CDAGBgRVHSAAMA0GCSqGSIb3DQEBDAUAA4IBAQBwoL9DXFXnOF+go3QbPbYW1/e/
+# Vwe9mqyhhyzshV6pGrsi+IcaaVQi7aSId229GhT0E0p6Ly23OO/0/4C5+KH38nLe
+# JLxSA8hO0Cre+i1Wz/n096wwepqLsl7Uz9FDRJtDIeuWcqFItJnLnU+nBgMTdydE
+# 1Od/6Fmo8L8vC6bp8jQ87PcDx4eo0kxAGTVGamlUsLihVo7spNU96LHc/RzY9Hda
+# XFSMb++hUD38dglohJ9vytsgjTVgHAIDyyCwrFigDkBjxZgiwbJZ9VVrzyerbHbO
+# byMt9H5xaiNrIv8SuFQtJ37YOtnwtoeW/VvRXKwYw02fc7cBqZ9Xql4o4rmUMYID
+# djCCA3ICAQEwdzBjMQswCQYDVQQGEwJVUzEXMBUGA1UEChMORGlnaUNlcnQsIElu
+# Yy4xOzA5BgNVBAMTMkRpZ2lDZXJ0IFRydXN0ZWQgRzQgUlNBNDA5NiBTSEEyNTYg
+# VGltZVN0YW1waW5nIENBAhAFRK/zlJ0IOaa/2z9f5WEWMA0GCWCGSAFlAwQCAQUA
+# oIHRMBoGCSqGSIb3DQEJAzENBgsqhkiG9w0BCRABBDAcBgkqhkiG9w0BCQUxDxcN
+# MjQxMDAxMDQwMTM0WjArBgsqhkiG9w0BCRACDDEcMBowGDAWBBRm8CsywsLJD4Jd
+# zqqKycZPGZzPQDAvBgkqhkiG9w0BCQQxIgQg+mfC3NAx+M6Cygg3D0SkGTrvzQ8B
+# 9bqgawhsUJ470+wwNwYLKoZIhvcNAQkQAi8xKDAmMCQwIgQg0vbkbe10IszR1EBX
+# aEE2b4KK2lWarjMWr00amtQMeCgwDQYJKoZIhvcNAQEBBQAEggIAPQTmknzC/bxA
+# R80O2wqE2uhGFxAM8LCA/4cnf+tAcKFDa7XiMsy43Fy1WZTIl6YTYBb9BH1LN3jV
+# tyigjGYkDiuQh1cYPMGRi3jhz4ksn4RdhIpZiDpdw5JZ72jAkprXbOVQMOTlFKgC
+# mP0qLe8uZZ8i67gCEmu+rCec1cnFzWqXCRezFN1kyEmhwXvCAQN8nY0fCgKNK4z3
+# +942jESOqFO6U+63mJBbWiV5bAfwVwOErbaNFNe220k8CBCTZ9hLwCbNuBPJ+KKb
+# ItceQjV7D98geQBl6660NToaIecrCSKvJy6UcdempaD9hphwsIZZ6WMRTkHdYa81
+# Xc+GDHDM18y+TOzbr48yJIt14b1xJ1pRStFe96zHIXB9ZqGqjFNz43j1Im6UeFvc
+# o0nPEs3+JVsAwpMU5+B0YWHsRUELypC+v3AhUhXdN3/8gNmBr4pGK/4nDBP77bcN
+# g7XrQ7enT4qgENybvesuaSXVsVzP+4ioNr2Bryh2dlqVgcf+poPDzHPk72gjhBsg
+# 1dX1YI3RQL4LWqer1XfxOX+D1f/IVitOJe5dMkEDI/K1M5fJQPeN1zYIwTRhaqnt
+# ggph5XFXqLTMhEyo4KCH5uHfNQpDFtAJlaReS8hJeMXtKkutzzw8BaaiiGqKWH/R
+# BZ8EctqWxWV896P76lZ1tPGUS+PTBT4=
+# SIG # End signature block

README.md

@@ -1,12 +1,6 @@
 ---
-title: Enhanced Chat Interface
-emoji: 📉
-colorFrom: indigo
-colorTo: red
+title: Enhanced_Chat_Interface
+app_file: lmstudio_gradio.py
 sdk: gradio
 sdk_version: 5.7.1
-app_file: app.py
-pinned: false
 ---
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

activate

@@ -0,0 +1,70 @@
+# 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
+
+    # Call hash to forget past commands. Without forgetting
+    # past commands the $PATH changes we made may not be respected
+    hash -r 2> /dev/null
+
+    if [ -n "${_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
+
+# on Windows, a path can contain colons and backslashes and has to be converted:
+if [ "${OSTYPE:-}" = "cygwin" ] || [ "${OSTYPE:-}" = "msys" ] ; then
+    # transform D:\path\to\venv to /d/path/to/venv on MSYS
+    # and to /cygdrive/d/path/to/venv on Cygwin
+    export VIRTUAL_ENV=$(cygpath "C:\Users\alecb\Documents\llm\venv")
+else
+    # use the path as-is
+    export VIRTUAL_ENV="C:\Users\alecb\Documents\llm\venv"
+fi
+
+_OLD_VIRTUAL_PATH="$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="(venv) ${PS1:-}"
+    export PS1
+    VIRTUAL_ENV_PROMPT="(venv) "
+    export VIRTUAL_ENV_PROMPT
+fi
+
+# Call hash to forget past commands. Without forgetting
+# past commands the $PATH changes we made may not be respected
+hash -r 2> /dev/null

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=C:\Users\alecb\Documents\llm\venv
+
+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=(venv) %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=(venv) 
+
+:END
+if defined _OLD_CODEPAGE (
+    "%SystemRoot%\System32\chcp.com" %_OLD_CODEPAGE% > nul
+    set _OLD_CODEPAGE=
+)

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

lmstudio_gradio.py

@@ -0,0 +1,231 @@
+import gradio as gr
+import httpx
+import json
+import os
+import numpy as np
+import torch
+import asyncio
+import logging
+
+# ===========================
+# Logging Configuration
+# ===========================
+
+logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
+logger = logging.getLogger(__name__)
+
+# ===========================
+# Configuration and Constants
+# ===========================
+
+BASE_URL = os.getenv("LMSTUDIO_API_BASE_URL", "http://localhost:1234/v1")
+USE_GPU = torch.cuda.is_available()
+DEVICE = torch.device("cuda" if USE_GPU else "cpu")
+
+logger.info(f"GPU Available: {USE_GPU}, Device: {DEVICE}")
+
+MODEL_MAX_TOKENS = 32768
+AVERAGE_CHARS_PER_TOKEN = 4
+BUFFER_TOKENS = 1500
+MIN_OUTPUT_TOKENS = 500
+MAX_EMBEDDINGS = 100
+HTTPX_TIMEOUT = 3000
+
+client = httpx.AsyncClient(timeout=HTTPX_TIMEOUT)
+
+# ===========================
+# Utility Functions
+# ===========================
+
+def calculate_max_tokens(message_history, model_max_tokens=MODEL_MAX_TOKENS,
+                         buffer=BUFFER_TOKENS, avg_chars_per_token=AVERAGE_CHARS_PER_TOKEN,
+                         min_tokens=MIN_OUTPUT_TOKENS):
+    total_length = sum(len(message["content"]) for message in message_history)
+    input_tokens = total_length / avg_chars_per_token
+    max_tokens = model_max_tokens - int(input_tokens) - buffer
+    calculated_max = max(max_tokens, min_tokens)
+    logger.info(f"Calculated max tokens: {calculated_max}")
+    return calculated_max
+
+async def get_embeddings(text):
+    url = f"{BASE_URL}/embeddings"
+    payload = {"model": "nomic_embed_text_v1_5_f16.gguf", "input": text}
+    try:
+        response = await client.post(url, json=payload, headers={"Content-Type": "application/json"})
+        response.raise_for_status()
+        data = response.json()
+        if "data" in data and len(data["data"]) > 0:
+            embedding = np.array(data["data"][0]["embedding"])
+            if USE_GPU:
+                embedding = torch.tensor(embedding, device=DEVICE).tolist()
+            logger.info("Successfully retrieved embeddings.")
+            return embedding
+    except (httpx.RequestError, httpx.HTTPStatusError, json.JSONDecodeError) as e:
+        logger.error(f"Error occurred while getting embeddings: {e}")
+        return None
+
+def calculate_similarity(vec1, vec2):
+    if vec1 is None or vec2 is None:
+        logger.warning("One or both vectors are None. Returning similarity as 0.0.")
+        return 0.0
+    vec1_tensor = torch.tensor(vec1, device=DEVICE) if not isinstance(vec1, torch.Tensor) else vec1.to(DEVICE)
+    vec2_tensor = torch.tensor(vec2, device=DEVICE) if not isinstance(vec2, torch.Tensor) else vec2.to(DEVICE)
+    similarity = torch.nn.functional.cosine_similarity(vec1_tensor.unsqueeze(0), vec2_tensor.unsqueeze(0)).item()
+    logger.info(f"Calculated similarity: {similarity}")
+    return similarity
+
+async def chat_with_lmstudio(messages, max_tokens):
+    url = f"{BASE_URL}/chat/completions"
+    payload = {
+        "model": "Qwen2.5-Coder-32B-Instruct-IQ2_M.gguf",
+        "messages": messages,
+        "temperature": 1,
+        "max_tokens": max_tokens,
+        "stream": True,
+    }
+    try:
+        logger.info("Sending chat completion request to LM Studio API.")
+        async with client.stream("POST", url, json=payload, headers={"Content-Type": "application/json"}) as response:
+            response.raise_for_status()
+            async for line in response.aiter_lines():
+                if line:
+                    try:
+                        decoded_line = line.strip()
+                        if decoded_line.startswith("data: "):
+                            data = json.loads(decoded_line[6:])
+                            content = data.get("choices", [{}])[0].get("delta", {}).get("content", "")
+                            if content:
+                                yield content
+                    except json.JSONDecodeError:
+                        continue
+    except (httpx.RequestError, httpx.HTTPStatusError) as e:
+        logger.error(f"Error occurred while streaming chat completion: {e}")
+        yield "An error occurred while generating a response."
+
+# ===========================
+# Gradio Interface with Dynamic Resizing
+# ===========================
+
+def gradio_chat_interface():
+    css = """
+    .gradio-container {
+        background-color: #1e1e1e;
+        color: #f0f0f0;
+        font-family: 'Arial', sans-serif;
+    }
+    .gr-button {
+        background-color: #6200ea;
+        color: white;
+        font-weight: bold;
+    }
+    .gr-textbox {
+        border: 2px solid #6200ea;
+        resize: both; /* Allow resizing */
+    }
+    .gr-chat-message {
+        border-radius: 8px;
+        padding: 10px;
+    }
+    """
+
+    js = """
+    function resizeTextarea(event) {
+        const textarea = event.data[0].querySelector('textarea');
+        if (textarea) {
+            textarea.style.height = 'auto';
+            textarea.style.height = textarea.scrollHeight + 'px';
+        }
+    }
+
+    // Trigger resize on input change
+    document.addEventListener('input', function(event) {
+        if (event.target.classList.contains('gr-input')) {
+            resizeTextarea([event.target]);
+        }
+    });
+
+    // Trigger resize on response updates
+    const chatbot = document.querySelector('.gradio-container .gradio-chatbot');
+    if (chatbot) {
+        const observer = new MutationObserver((mutationsList) => {
+            mutationsList.forEach((mutation) => {
+                if (mutation.type === 'childList') {
+                    mutation.addedNodes.forEach((node) => {
+                        if (node.classList && node.classList.contains('gr-chat-message')) {
+                            resizeTextarea([node]);
+                        }
+                    });
+                }
+            });
+        });
+
+        observer.observe(chatbot, { childList: true, subtree: true });
+    }
+
+    return [resizeTextarea];
+    """
+
+    with gr.Blocks(css=css, theme="default") as interface:
+        gr.Markdown("# 🌟 **Enhanced Chat Interface**\nBeautiful and functional AI-powered chat.")
+        
+        chatbot = gr.Chatbot(label="Conversation", type="messages")
+        
+        user_input = gr.Textbox(
+            label="Your Message",
+            placeholder="Type your message here...",
+            lines=1,  # Start with a smaller number of lines
+            interactive=True,
+            container=False,  # Avoid additional padding
+        )
+
+        send_button = gr.Button("Send", elem_id="send_button")
+
+        context_display = gr.Textbox(
+            label="Relevant Context",
+            interactive=False,
+            elem_id="context_display"
+        )
+
+        embeddings_state = gr.State({"embeddings": [], "messages_history": []})
+
+        async def chat_handler(message, state):
+            embeddings = state.get("embeddings", [])
+            messages_history = state.get("messages_history", [])
+
+            user_embedding = await get_embeddings(message)
+            if not user_embedding:
+                yield [[], state, "Failed to generate embeddings."]
+                return
+
+            embeddings.append(user_embedding)
+            messages_history.append({"role": "user", "content": message})
+
+            if len(embeddings) > MAX_EMBEDDINGS:
+                embeddings = embeddings[-MAX_EMBEDDINGS:]
+                messages_history = messages_history[-MAX_EMBEDDINGS:]
+
+            max_tokens = calculate_max_tokens(messages_history)
+            response = ""
+
+            async for chunk in chat_with_lmstudio(messages_history, max_tokens):
+                response += chunk
+                updated_chat = chatbot.value.copy()
+                updated_chat.append({"role": "user", "content": message})
+                updated_chat.append({"role": "assistant", "content": response})
+
+                # Update the context display with some relevant context logic (placeholder for now)
+                context_display_text = f"Context: {message}"
+
+                yield [updated_chat, {"embeddings": embeddings, "messages_history": messages_history}, context_display_text]
+
+        send_button.click(
+            chat_handler,
+            inputs=[user_input, embeddings_state],
+            outputs=[chatbot, embeddings_state, context_display],
+            show_progress=True
+        )
+
+    interface.launch(share=True, server_name="0.0.0.0", server_port=7860)
+
+if __name__ == "__main__":
+    asyncio.run(gradio_chat_interface())

ruff.exe

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2f7e32421471affb6ef0bc7d704f84c2bafeca3be7a1fa7ad664a5553c6071a9
+size 26956800