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llmeval-env/bin/Activate.ps1

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+<#
+.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"

llmeval-env/bin/accelerate

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+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from accelerate.commands.accelerate_cli import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/accelerate-config

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+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from accelerate.commands.config import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/accelerate-estimate-memory

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+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from accelerate.commands.estimate import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/accelerate-launch

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+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from accelerate.commands.launch import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/activate

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+# 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="/mnt/weka/peacock/llm_eval/llmeval-env"
+export VIRTUAL_ENV
+
+_OLD_VIRTUAL_PATH="$PATH"
+PATH="$VIRTUAL_ENV/bin:$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="(llmeval-env) ${PS1:-}"
+    export PS1
+    VIRTUAL_ENV_PROMPT="(llmeval-env) "
+    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

llmeval-env/bin/activate.csh

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+# This file must be used with "source bin/activate.csh" *from csh*.
+# You cannot run it directly.
+# Created by Davide Di Blasi <[email protected]>.
+# Ported to Python 3.3 venv by Andrew Svetlov <[email protected]>
+
+alias deactivate 'test $?_OLD_VIRTUAL_PATH != 0 && setenv PATH "$_OLD_VIRTUAL_PATH" && unset _OLD_VIRTUAL_PATH; rehash; test $?_OLD_VIRTUAL_PROMPT != 0 && set prompt="$_OLD_VIRTUAL_PROMPT" && unset _OLD_VIRTUAL_PROMPT; unsetenv VIRTUAL_ENV; unsetenv VIRTUAL_ENV_PROMPT; test "\!:*" != "nondestructive" && unalias deactivate'
+
+# Unset irrelevant variables.
+deactivate nondestructive
+
+setenv VIRTUAL_ENV "/mnt/weka/peacock/llm_eval/llmeval-env"
+
+set _OLD_VIRTUAL_PATH="$PATH"
+setenv PATH "$VIRTUAL_ENV/bin:$PATH"
+
+
+set _OLD_VIRTUAL_PROMPT="$prompt"
+
+if (! "$?VIRTUAL_ENV_DISABLE_PROMPT") then
+    set prompt = "(llmeval-env) $prompt"
+    setenv VIRTUAL_ENV_PROMPT "(llmeval-env) "
+endif
+
+alias pydoc python -m pydoc
+
+rehash

llmeval-env/bin/activate.fish

@@ -0,0 +1,69 @@
+# This file must be used with "source <venv>/bin/activate.fish" *from fish*
+# (https://fishshell.com/); you cannot run it directly.
+
+function deactivate  -d "Exit virtual environment and return to normal shell environment"
+    # reset old environment variables
+    if test -n "$_OLD_VIRTUAL_PATH"
+        set -gx PATH $_OLD_VIRTUAL_PATH
+        set -e _OLD_VIRTUAL_PATH
+    end
+    if test -n "$_OLD_VIRTUAL_PYTHONHOME"
+        set -gx PYTHONHOME $_OLD_VIRTUAL_PYTHONHOME
+        set -e _OLD_VIRTUAL_PYTHONHOME
+    end
+
+    if test -n "$_OLD_FISH_PROMPT_OVERRIDE"
+        set -e _OLD_FISH_PROMPT_OVERRIDE
+        # prevents error when using nested fish instances (Issue #93858)
+        if functions -q _old_fish_prompt
+            functions -e fish_prompt
+            functions -c _old_fish_prompt fish_prompt
+            functions -e _old_fish_prompt
+        end
+    end
+
+    set -e VIRTUAL_ENV
+    set -e VIRTUAL_ENV_PROMPT
+    if test "$argv[1]" != "nondestructive"
+        # Self-destruct!
+        functions -e deactivate
+    end
+end
+
+# Unset irrelevant variables.
+deactivate nondestructive
+
+set -gx VIRTUAL_ENV "/mnt/weka/peacock/llm_eval/llmeval-env"
+
+set -gx _OLD_VIRTUAL_PATH $PATH
+set -gx PATH "$VIRTUAL_ENV/bin" $PATH
+
+# Unset PYTHONHOME if set.
+if set -q PYTHONHOME
+    set -gx _OLD_VIRTUAL_PYTHONHOME $PYTHONHOME
+    set -e PYTHONHOME
+end
+
+if test -z "$VIRTUAL_ENV_DISABLE_PROMPT"
+    # fish uses a function instead of an env var to generate the prompt.
+
+    # Save the current fish_prompt function as the function _old_fish_prompt.
+    functions -c fish_prompt _old_fish_prompt
+
+    # With the original prompt function renamed, we can override with our own.
+    function fish_prompt
+        # Save the return status of the last command.
+        set -l old_status $status
+
+        # Output the venv prompt; color taken from the blue of the Python logo.
+        printf "%s%s%s" (set_color 4B8BBE) "(llmeval-env) " (set_color normal)
+
+        # Restore the return status of the previous command.
+        echo "exit $old_status" | .
+        # Output the original/"old" prompt.
+        _old_fish_prompt
+    end
+
+    set -gx _OLD_FISH_PROMPT_OVERRIDE "$VIRTUAL_ENV"
+    set -gx VIRTUAL_ENV_PROMPT "(llmeval-env) "
+end

llmeval-env/bin/chardetect

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from chardet.cli.chardetect import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/convert-caffe2-to-onnx

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from caffe2.python.onnx.bin.conversion import caffe2_to_onnx
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(caffe2_to_onnx())

llmeval-env/bin/convert-onnx-to-caffe2

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from caffe2.python.onnx.bin.conversion import onnx_to_caffe2
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(onnx_to_caffe2())

llmeval-env/bin/datasets-cli

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from datasets.commands.datasets_cli import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/evaluate-cli

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from evaluate.commands.evaluate_cli import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/f2py

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from numpy.f2py.f2py2e import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/get_gprof

@@ -0,0 +1,75 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+#
+# Author: Mike McKerns (mmckerns @caltech and @uqfoundation)
+# Copyright (c) 2008-2016 California Institute of Technology.
+# Copyright (c) 2016-2024 The Uncertainty Quantification Foundation.
+# License: 3-clause BSD.  The full license text is available at:
+#  - https://github.com/uqfoundation/dill/blob/master/LICENSE
+'''
+build profile graph for the given instance
+
+running:
+  $ get_gprof <args> <instance>
+
+executes:
+  gprof2dot -f pstats <args> <type>.prof | dot -Tpng -o <type>.call.png
+
+where:
+  <args> are arguments for gprof2dot, such as "-n 5 -e 5"
+  <instance> is code to create the instance to profile
+  <type> is the class of the instance (i.e. type(instance))
+
+For example:
+  $ get_gprof -n 5 -e 1 "import numpy; numpy.array([1,2])"
+
+will create 'ndarray.call.png' with the profile graph for numpy.array([1,2]),
+where '-n 5' eliminates nodes below 5% threshold, similarly '-e 1' eliminates
+edges below 1% threshold
+'''
+
+if __name__ == "__main__":
+    import sys
+    if len(sys.argv) < 2:
+        print ("Please provide an object instance (e.g. 'import math; math.pi')")
+        sys.exit()
+    # grab args for gprof2dot
+    args = sys.argv[1:-1]
+    args = ' '.join(args)
+    # last arg builds the object
+    obj = sys.argv[-1]
+    obj = obj.split(';')
+    # multi-line prep for generating an instance
+    for line in obj[:-1]:
+        exec(line)
+    # one-line generation of an instance
+    try:
+        obj = eval(obj[-1])
+    except Exception:
+        print ("Error processing object instance")
+        sys.exit()
+
+    # get object 'name'
+    objtype = type(obj)
+    name = getattr(objtype, '__name__', getattr(objtype, '__class__', objtype))
+
+    # profile dumping an object
+    import dill
+    import os
+    import cProfile
+    #name = os.path.splitext(os.path.basename(__file__))[0]
+    cProfile.run("dill.dumps(obj)", filename="%s.prof" % name)
+    msg = "gprof2dot -f pstats %s %s.prof | dot -Tpng -o %s.call.png" % (args, name, name)
+    try:
+        res = os.system(msg)
+    except Exception:
+        print ("Please verify install of 'gprof2dot' to view profile graphs")
+    if res:
+        print ("Please verify install of 'gprof2dot' to view profile graphs")
+
+    # get stats
+    f_prof = "%s.prof" % name
+    import pstats
+    stats = pstats.Stats(f_prof, stream=sys.stdout)
+    stats.strip_dirs().sort_stats('cumtime')
+    stats.print_stats(20) #XXX: save to file instead of print top 20?
+    os.remove(f_prof)

llmeval-env/bin/get_objgraph

@@ -0,0 +1,54 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+#
+# Author: Mike McKerns (mmckerns @caltech and @uqfoundation)
+# Copyright (c) 2008-2016 California Institute of Technology.
+# Copyright (c) 2016-2024 The Uncertainty Quantification Foundation.
+# License: 3-clause BSD.  The full license text is available at:
+#  - https://github.com/uqfoundation/dill/blob/master/LICENSE
+"""
+display the reference paths for objects in ``dill.types`` or a .pkl file
+
+Notes:
+    the generated image is useful in showing the pointer references in
+    objects that are or can be pickled.  Any object in ``dill.objects``
+    listed in ``dill.load_types(picklable=True, unpicklable=True)`` works.
+
+Examples::
+
+    $ get_objgraph ArrayType
+    Image generated as ArrayType.png
+"""
+
+import dill as pickle
+#pickle.debug.trace(True)
+#import pickle
+
+# get all objects for testing
+from dill import load_types
+load_types(pickleable=True,unpickleable=True)
+from dill import objects
+
+if __name__ == "__main__":
+    import sys
+    if len(sys.argv) != 2:
+        print ("Please provide exactly one file or type name (e.g. 'IntType')")
+        msg = "\n"
+        for objtype in list(objects.keys())[:40]:
+            msg += objtype + ', '
+        print (msg + "...")
+    else:
+        objtype = str(sys.argv[-1])
+        try:
+            obj = objects[objtype]
+        except KeyError:
+            obj = pickle.load(open(objtype,'rb'))
+            import os
+            objtype = os.path.splitext(objtype)[0]
+        try:
+            import objgraph
+            objgraph.show_refs(obj, filename=objtype+'.png')
+        except ImportError:
+            print ("Please install 'objgraph' to view object graphs")
+
+
+# EOF

llmeval-env/bin/huggingface-cli

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from huggingface_hub.commands.huggingface_cli import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/isympy

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from isympy import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/lm-eval

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from lm_eval.__main__ import cli_evaluate
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(cli_evaluate())

llmeval-env/bin/lm_eval

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from lm_eval.__main__ import cli_evaluate
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(cli_evaluate())

llmeval-env/bin/nltk

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from nltk.cli import cli
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(cli())

llmeval-env/bin/normalizer

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from charset_normalizer.cli import cli_detect
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(cli_detect())

llmeval-env/bin/pip

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from pip._internal.cli.main import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/pip3

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from pip._internal.cli.main import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/pip3.10

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from pip._internal.cli.main import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/pybind11-config

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from pybind11.__main__ import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/sacrebleu

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from sacrebleu.sacrebleu import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/tabulate

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from tabulate import _main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(_main())

llmeval-env/bin/torchrun

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from torch.distributed.run import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/tqdm

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from tqdm.cli import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/transformers-cli

@@ -0,0 +1,8 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+# -*- coding: utf-8 -*-
+import re
+import sys
+from transformers.commands.transformers_cli import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

llmeval-env/bin/undill

@@ -0,0 +1,22 @@
+#!/mnt/weka/peacock/llm_eval/llmeval-env/bin/python3
+#
+# Author: Mike McKerns (mmckerns @caltech and @uqfoundation)
+# Copyright (c) 2008-2016 California Institute of Technology.
+# Copyright (c) 2016-2024 The Uncertainty Quantification Foundation.
+# License: 3-clause BSD.  The full license text is available at:
+#  - https://github.com/uqfoundation/dill/blob/master/LICENSE
+"""
+unpickle the contents of a pickled object file
+
+Examples::
+
+    $ undill hello.pkl
+    ['hello', 'world']
+"""
+
+if __name__ == '__main__':
+    import sys
+    import dill
+    for file in sys.argv[1:]:
+        print (dill.load(open(file,'rb')))
+

llmeval-env/lib/python3.10/site-packages/dateutil/_version.py

@@ -0,0 +1,4 @@
+# file generated by setuptools_scm
+# don't change, don't track in version control
+__version__ = version = '2.9.0.post0'
+__version_tuple__ = version_tuple = (2, 9, 0)

llmeval-env/lib/python3.10/site-packages/dateutil/rrule.py

@@ -0,0 +1,1737 @@
+# -*- coding: utf-8 -*-
+"""
+The rrule module offers a small, complete, and very fast, implementation of
+the recurrence rules documented in the
+`iCalendar RFC <https://tools.ietf.org/html/rfc5545>`_,
+including support for caching of results.
+"""
+import calendar
+import datetime
+import heapq
+import itertools
+import re
+import sys
+from functools import wraps
+# For warning about deprecation of until and count
+from warnings import warn
+
+from six import advance_iterator, integer_types
+
+from six.moves import _thread, range
+
+from ._common import weekday as weekdaybase
+
+try:
+    from math import gcd
+except ImportError:
+    from fractions import gcd
+
+__all__ = ["rrule", "rruleset", "rrulestr",
+           "YEARLY", "MONTHLY", "WEEKLY", "DAILY",
+           "HOURLY", "MINUTELY", "SECONDLY",
+           "MO", "TU", "WE", "TH", "FR", "SA", "SU"]
+
+# Every mask is 7 days longer to handle cross-year weekly periods.
+M366MASK = tuple([1]*31+[2]*29+[3]*31+[4]*30+[5]*31+[6]*30 +
+                 [7]*31+[8]*31+[9]*30+[10]*31+[11]*30+[12]*31+[1]*7)
+M365MASK = list(M366MASK)
+M29, M30, M31 = list(range(1, 30)), list(range(1, 31)), list(range(1, 32))
+MDAY366MASK = tuple(M31+M29+M31+M30+M31+M30+M31+M31+M30+M31+M30+M31+M31[:7])
+MDAY365MASK = list(MDAY366MASK)
+M29, M30, M31 = list(range(-29, 0)), list(range(-30, 0)), list(range(-31, 0))
+NMDAY366MASK = tuple(M31+M29+M31+M30+M31+M30+M31+M31+M30+M31+M30+M31+M31[:7])
+NMDAY365MASK = list(NMDAY366MASK)
+M366RANGE = (0, 31, 60, 91, 121, 152, 182, 213, 244, 274, 305, 335, 366)
+M365RANGE = (0, 31, 59, 90, 120, 151, 181, 212, 243, 273, 304, 334, 365)
+WDAYMASK = [0, 1, 2, 3, 4, 5, 6]*55
+del M29, M30, M31, M365MASK[59], MDAY365MASK[59], NMDAY365MASK[31]
+MDAY365MASK = tuple(MDAY365MASK)
+M365MASK = tuple(M365MASK)
+
+FREQNAMES = ['YEARLY', 'MONTHLY', 'WEEKLY', 'DAILY', 'HOURLY', 'MINUTELY', 'SECONDLY']
+
+(YEARLY,
+ MONTHLY,
+ WEEKLY,
+ DAILY,
+ HOURLY,
+ MINUTELY,
+ SECONDLY) = list(range(7))
+
+# Imported on demand.
+easter = None
+parser = None
+
+
+class weekday(weekdaybase):
+    """
+    This version of weekday does not allow n = 0.
+    """
+    def __init__(self, wkday, n=None):
+        if n == 0:
+            raise ValueError("Can't create weekday with n==0")
+
+        super(weekday, self).__init__(wkday, n)
+
+
+MO, TU, WE, TH, FR, SA, SU = weekdays = tuple(weekday(x) for x in range(7))
+
+
+def _invalidates_cache(f):
+    """
+    Decorator for rruleset methods which may invalidate the
+    cached length.
+    """
+    @wraps(f)
+    def inner_func(self, *args, **kwargs):
+        rv = f(self, *args, **kwargs)
+        self._invalidate_cache()
+        return rv
+
+    return inner_func
+
+
+class rrulebase(object):
+    def __init__(self, cache=False):
+        if cache:
+            self._cache = []
+            self._cache_lock = _thread.allocate_lock()
+            self._invalidate_cache()
+        else:
+            self._cache = None
+            self._cache_complete = False
+            self._len = None
+
+    def __iter__(self):
+        if self._cache_complete:
+            return iter(self._cache)
+        elif self._cache is None:
+            return self._iter()
+        else:
+            return self._iter_cached()
+
+    def _invalidate_cache(self):
+        if self._cache is not None:
+            self._cache = []
+            self._cache_complete = False
+            self._cache_gen = self._iter()
+
+            if self._cache_lock.locked():
+                self._cache_lock.release()
+
+        self._len = None
+
+    def _iter_cached(self):
+        i = 0
+        gen = self._cache_gen
+        cache = self._cache
+        acquire = self._cache_lock.acquire
+        release = self._cache_lock.release
+        while gen:
+            if i == len(cache):
+                acquire()
+                if self._cache_complete:
+                    break
+                try:
+                    for j in range(10):
+                        cache.append(advance_iterator(gen))
+                except StopIteration:
+                    self._cache_gen = gen = None
+                    self._cache_complete = True
+                    break
+                release()
+            yield cache[i]
+            i += 1
+        while i < self._len:
+            yield cache[i]
+            i += 1
+
+    def __getitem__(self, item):
+        if self._cache_complete:
+            return self._cache[item]
+        elif isinstance(item, slice):
+            if item.step and item.step < 0:
+                return list(iter(self))[item]
+            else:
+                return list(itertools.islice(self,
+                                             item.start or 0,
+                                             item.stop or sys.maxsize,
+                                             item.step or 1))
+        elif item >= 0:
+            gen = iter(self)
+            try:
+                for i in range(item+1):
+                    res = advance_iterator(gen)
+            except StopIteration:
+                raise IndexError
+            return res
+        else:
+            return list(iter(self))[item]
+
+    def __contains__(self, item):
+        if self._cache_complete:
+            return item in self._cache
+        else:
+            for i in self:
+                if i == item:
+                    return True
+                elif i > item:
+                    return False
+        return False
+
+    # __len__() introduces a large performance penalty.
+    def count(self):
+        """ Returns the number of recurrences in this set. It will have go
+            through the whole recurrence, if this hasn't been done before. """
+        if self._len is None:
+            for x in self:
+                pass
+        return self._len
+
+    def before(self, dt, inc=False):
+        """ Returns the last recurrence before the given datetime instance. The
+            inc keyword defines what happens if dt is an occurrence. With
+            inc=True, if dt itself is an occurrence, it will be returned. """
+        if self._cache_complete:
+            gen = self._cache
+        else:
+            gen = self
+        last = None
+        if inc:
+            for i in gen:
+                if i > dt:
+                    break
+                last = i
+        else:
+            for i in gen:
+                if i >= dt:
+                    break
+                last = i
+        return last
+
+    def after(self, dt, inc=False):
+        """ Returns the first recurrence after the given datetime instance. The
+            inc keyword defines what happens if dt is an occurrence. With
+            inc=True, if dt itself is an occurrence, it will be returned.  """
+        if self._cache_complete:
+            gen = self._cache
+        else:
+            gen = self
+        if inc:
+            for i in gen:
+                if i >= dt:
+                    return i
+        else:
+            for i in gen:
+                if i > dt:
+                    return i
+        return None
+
+    def xafter(self, dt, count=None, inc=False):
+        """
+        Generator which yields up to `count` recurrences after the given
+        datetime instance, equivalent to `after`.
+
+        :param dt:
+            The datetime at which to start generating recurrences.
+
+        :param count:
+            The maximum number of recurrences to generate. If `None` (default),
+            dates are generated until the recurrence rule is exhausted.
+
+        :param inc:
+            If `dt` is an instance of the rule and `inc` is `True`, it is
+            included in the output.
+
+        :yields: Yields a sequence of `datetime` objects.
+        """
+
+        if self._cache_complete:
+            gen = self._cache
+        else:
+            gen = self
+
+        # Select the comparison function
+        if inc:
+            comp = lambda dc, dtc: dc >= dtc
+        else:
+            comp = lambda dc, dtc: dc > dtc
+
+        # Generate dates
+        n = 0
+        for d in gen:
+            if comp(d, dt):
+                if count is not None:
+                    n += 1
+                    if n > count:
+                        break
+
+                yield d
+
+    def between(self, after, before, inc=False, count=1):
+        """ Returns all the occurrences of the rrule between after and before.
+        The inc keyword defines what happens if after and/or before are
+        themselves occurrences. With inc=True, they will be included in the
+        list, if they are found in the recurrence set. """
+        if self._cache_complete:
+            gen = self._cache
+        else:
+            gen = self
+        started = False
+        l = []
+        if inc:
+            for i in gen:
+                if i > before:
+                    break
+                elif not started:
+                    if i >= after:
+                        started = True
+                        l.append(i)
+                else:
+                    l.append(i)
+        else:
+            for i in gen:
+                if i >= before:
+                    break
+                elif not started:
+                    if i > after:
+                        started = True
+                        l.append(i)
+                else:
+                    l.append(i)
+        return l
+
+
+class rrule(rrulebase):
+    """
+    That's the base of the rrule operation. It accepts all the keywords
+    defined in the RFC as its constructor parameters (except byday,
+    which was renamed to byweekday) and more. The constructor prototype is::
+
+            rrule(freq)
+
+    Where freq must be one of YEARLY, MONTHLY, WEEKLY, DAILY, HOURLY, MINUTELY,
+    or SECONDLY.
+
+    .. note::
+        Per RFC section 3.3.10, recurrence instances falling on invalid dates
+        and times are ignored rather than coerced:
+
+            Recurrence rules may generate recurrence instances with an invalid
+            date (e.g., February 30) or nonexistent local time (e.g., 1:30 AM
+            on a day where the local time is moved forward by an hour at 1:00
+            AM).  Such recurrence instances MUST be ignored and MUST NOT be
+            counted as part of the recurrence set.
+
+        This can lead to possibly surprising behavior when, for example, the
+        start date occurs at the end of the month:
+
+        >>> from dateutil.rrule import rrule, MONTHLY
+        >>> from datetime import datetime
+        >>> start_date = datetime(2014, 12, 31)
+        >>> list(rrule(freq=MONTHLY, count=4, dtstart=start_date))
+        ... # doctest: +NORMALIZE_WHITESPACE
+        [datetime.datetime(2014, 12, 31, 0, 0),
+         datetime.datetime(2015, 1, 31, 0, 0),
+         datetime.datetime(2015, 3, 31, 0, 0),
+         datetime.datetime(2015, 5, 31, 0, 0)]
+
+    Additionally, it supports the following keyword arguments:
+
+    :param dtstart:
+        The recurrence start. Besides being the base for the recurrence,
+        missing parameters in the final recurrence instances will also be
+        extracted from this date. If not given, datetime.now() will be used
+        instead.
+    :param interval:
+        The interval between each freq iteration. For example, when using
+        YEARLY, an interval of 2 means once every two years, but with HOURLY,
+        it means once every two hours. The default interval is 1.
+    :param wkst:
+        The week start day. Must be one of the MO, TU, WE constants, or an
+        integer, specifying the first day of the week. This will affect
+        recurrences based on weekly periods. The default week start is got
+        from calendar.firstweekday(), and may be modified by
+        calendar.setfirstweekday().
+    :param count:
+        If given, this determines how many occurrences will be generated.
+
+        .. note::
+            As of version 2.5.0, the use of the keyword ``until`` in conjunction
+            with ``count`` is deprecated, to make sure ``dateutil`` is fully
+            compliant with `RFC-5545 Sec. 3.3.10 <https://tools.ietf.org/
+            html/rfc5545#section-3.3.10>`_. Therefore, ``until`` and ``count``
+            **must not** occur in the same call to ``rrule``.
+    :param until:
+        If given, this must be a datetime instance specifying the upper-bound
+        limit of the recurrence. The last recurrence in the rule is the greatest
+        datetime that is less than or equal to the value specified in the
+        ``until`` parameter.
+
+        .. note::
+            As of version 2.5.0, the use of the keyword ``until`` in conjunction
+            with ``count`` is deprecated, to make sure ``dateutil`` is fully
+            compliant with `RFC-5545 Sec. 3.3.10 <https://tools.ietf.org/
+            html/rfc5545#section-3.3.10>`_. Therefore, ``until`` and ``count``
+            **must not** occur in the same call to ``rrule``.
+    :param bysetpos:
+        If given, it must be either an integer, or a sequence of integers,
+        positive or negative. Each given integer will specify an occurrence
+        number, corresponding to the nth occurrence of the rule inside the
+        frequency period. For example, a bysetpos of -1 if combined with a
+        MONTHLY frequency, and a byweekday of (MO, TU, WE, TH, FR), will
+        result in the last work day of every month.
+    :param bymonth:
+        If given, it must be either an integer, or a sequence of integers,
+        meaning the months to apply the recurrence to.
+    :param bymonthday:
+        If given, it must be either an integer, or a sequence of integers,
+        meaning the month days to apply the recurrence to.
+    :param byyearday:
+        If given, it must be either an integer, or a sequence of integers,
+        meaning the year days to apply the recurrence to.
+    :param byeaster:
+        If given, it must be either an integer, or a sequence of integers,
+        positive or negative. Each integer will define an offset from the
+        Easter Sunday. Passing the offset 0 to byeaster will yield the Easter
+        Sunday itself. This is an extension to the RFC specification.
+    :param byweekno:
+        If given, it must be either an integer, or a sequence of integers,
+        meaning the week numbers to apply the recurrence to. Week numbers
+        have the meaning described in ISO8601, that is, the first week of
+        the year is that containing at least four days of the new year.
+    :param byweekday:
+        If given, it must be either an integer (0 == MO), a sequence of
+        integers, one of the weekday constants (MO, TU, etc), or a sequence
+        of these constants. When given, these variables will define the
+        weekdays where the recurrence will be applied. It's also possible to
+        use an argument n for the weekday instances, which will mean the nth
+        occurrence of this weekday in the period. For example, with MONTHLY,
+        or with YEARLY and BYMONTH, using FR(+1) in byweekday will specify the
+        first friday of the month where the recurrence happens. Notice that in
+        the RFC documentation, this is specified as BYDAY, but was renamed to
+        avoid the ambiguity of that keyword.
+    :param byhour:
+        If given, it must be either an integer, or a sequence of integers,
+        meaning the hours to apply the recurrence to.
+    :param byminute:
+        If given, it must be either an integer, or a sequence of integers,
+        meaning the minutes to apply the recurrence to.
+    :param bysecond:
+        If given, it must be either an integer, or a sequence of integers,
+        meaning the seconds to apply the recurrence to.
+    :param cache:
+        If given, it must be a boolean value specifying to enable or disable
+        caching of results. If you will use the same rrule instance multiple
+        times, enabling caching will improve the performance considerably.
+     """
+    def __init__(self, freq, dtstart=None,
+                 interval=1, wkst=None, count=None, until=None, bysetpos=None,
+                 bymonth=None, bymonthday=None, byyearday=None, byeaster=None,
+                 byweekno=None, byweekday=None,
+                 byhour=None, byminute=None, bysecond=None,
+                 cache=False):
+        super(rrule, self).__init__(cache)
+        global easter
+        if not dtstart:
+            if until and until.tzinfo:
+                dtstart = datetime.datetime.now(tz=until.tzinfo).replace(microsecond=0)
+            else:
+                dtstart = datetime.datetime.now().replace(microsecond=0)
+        elif not isinstance(dtstart, datetime.datetime):
+            dtstart = datetime.datetime.fromordinal(dtstart.toordinal())
+        else:
+            dtstart = dtstart.replace(microsecond=0)
+        self._dtstart = dtstart
+        self._tzinfo = dtstart.tzinfo
+        self._freq = freq
+        self._interval = interval
+        self._count = count
+
+        # Cache the original byxxx rules, if they are provided, as the _byxxx
+        # attributes do not necessarily map to the inputs, and this can be
+        # a problem in generating the strings. Only store things if they've
+        # been supplied (the string retrieval will just use .get())
+        self._original_rule = {}
+
+        if until and not isinstance(until, datetime.datetime):
+            until = datetime.datetime.fromordinal(until.toordinal())
+        self._until = until
+
+        if self._dtstart and self._until:
+            if (self._dtstart.tzinfo is not None) != (self._until.tzinfo is not None):
+                # According to RFC5545 Section 3.3.10:
+                # https://tools.ietf.org/html/rfc5545#section-3.3.10
+                #
+                # > If the "DTSTART" property is specified as a date with UTC
+                # > time or a date with local time and time zone reference,
+                # > then the UNTIL rule part MUST be specified as a date with
+                # > UTC time.
+                raise ValueError(
+                    'RRULE UNTIL values must be specified in UTC when DTSTART '
+                    'is timezone-aware'
+                )
+
+        if count is not None and until:
+            warn("Using both 'count' and 'until' is inconsistent with RFC 5545"
+                 " and has been deprecated in dateutil. Future versions will "
+                 "raise an error.", DeprecationWarning)
+
+        if wkst is None:
+            self._wkst = calendar.firstweekday()
+        elif isinstance(wkst, integer_types):
+            self._wkst = wkst
+        else:
+            self._wkst = wkst.weekday
+
+        if bysetpos is None:
+            self._bysetpos = None
+        elif isinstance(bysetpos, integer_types):
+            if bysetpos == 0 or not (-366 <= bysetpos <= 366):
+                raise ValueError("bysetpos must be between 1 and 366, "
+                                 "or between -366 and -1")
+            self._bysetpos = (bysetpos,)
+        else:
+            self._bysetpos = tuple(bysetpos)
+            for pos in self._bysetpos:
+                if pos == 0 or not (-366 <= pos <= 366):
+                    raise ValueError("bysetpos must be between 1 and 366, "
+                                     "or between -366 and -1")
+
+        if self._bysetpos:
+            self._original_rule['bysetpos'] = self._bysetpos
+
+        if (byweekno is None and byyearday is None and bymonthday is None and
+                byweekday is None and byeaster is None):
+            if freq == YEARLY:
+                if bymonth is None:
+                    bymonth = dtstart.month
+                    self._original_rule['bymonth'] = None
+                bymonthday = dtstart.day
+                self._original_rule['bymonthday'] = None
+            elif freq == MONTHLY:
+                bymonthday = dtstart.day
+                self._original_rule['bymonthday'] = None
+            elif freq == WEEKLY:
+                byweekday = dtstart.weekday()
+                self._original_rule['byweekday'] = None
+
+        # bymonth
+        if bymonth is None:
+            self._bymonth = None
+        else:
+            if isinstance(bymonth, integer_types):
+                bymonth = (bymonth,)
+
+            self._bymonth = tuple(sorted(set(bymonth)))
+
+            if 'bymonth' not in self._original_rule:
+                self._original_rule['bymonth'] = self._bymonth
+
+        # byyearday
+        if byyearday is None:
+            self._byyearday = None
+        else:
+            if isinstance(byyearday, integer_types):
+                byyearday = (byyearday,)
+
+            self._byyearday = tuple(sorted(set(byyearday)))
+            self._original_rule['byyearday'] = self._byyearday
+
+        # byeaster
+        if byeaster is not None:
+            if not easter:
+                from dateutil import easter
+            if isinstance(byeaster, integer_types):
+                self._byeaster = (byeaster,)
+            else:
+                self._byeaster = tuple(sorted(byeaster))
+
+            self._original_rule['byeaster'] = self._byeaster
+        else:
+            self._byeaster = None
+
+        # bymonthday
+        if bymonthday is None:
+            self._bymonthday = ()
+            self._bynmonthday = ()
+        else:
+            if isinstance(bymonthday, integer_types):
+                bymonthday = (bymonthday,)
+
+            bymonthday = set(bymonthday)            # Ensure it's unique
+
+            self._bymonthday = tuple(sorted(x for x in bymonthday if x > 0))
+            self._bynmonthday = tuple(sorted(x for x in bymonthday if x < 0))
+
+            # Storing positive numbers first, then negative numbers
+            if 'bymonthday' not in self._original_rule:
+                self._original_rule['bymonthday'] = tuple(
+                    itertools.chain(self._bymonthday, self._bynmonthday))
+
+        # byweekno
+        if byweekno is None:
+            self._byweekno = None
+        else:
+            if isinstance(byweekno, integer_types):
+                byweekno = (byweekno,)
+
+            self._byweekno = tuple(sorted(set(byweekno)))
+
+            self._original_rule['byweekno'] = self._byweekno
+
+        # byweekday / bynweekday
+        if byweekday is None:
+            self._byweekday = None
+            self._bynweekday = None
+        else:
+            # If it's one of the valid non-sequence types, convert to a
+            # single-element sequence before the iterator that builds the
+            # byweekday set.
+            if isinstance(byweekday, integer_types) or hasattr(byweekday, "n"):
+                byweekday = (byweekday,)
+
+            self._byweekday = set()
+            self._bynweekday = set()
+            for wday in byweekday:
+                if isinstance(wday, integer_types):
+                    self._byweekday.add(wday)
+                elif not wday.n or freq > MONTHLY:
+                    self._byweekday.add(wday.weekday)
+                else:
+                    self._bynweekday.add((wday.weekday, wday.n))
+
+            if not self._byweekday:
+                self._byweekday = None
+            elif not self._bynweekday:
+                self._bynweekday = None
+
+            if self._byweekday is not None:
+                self._byweekday = tuple(sorted(self._byweekday))
+                orig_byweekday = [weekday(x) for x in self._byweekday]
+            else:
+                orig_byweekday = ()
+
+            if self._bynweekday is not None:
+                self._bynweekday = tuple(sorted(self._bynweekday))
+                orig_bynweekday = [weekday(*x) for x in self._bynweekday]
+            else:
+                orig_bynweekday = ()
+
+            if 'byweekday' not in self._original_rule:
+                self._original_rule['byweekday'] = tuple(itertools.chain(
+                    orig_byweekday, orig_bynweekday))
+
+        # byhour
+        if byhour is None:
+            if freq < HOURLY:
+                self._byhour = {dtstart.hour}
+            else:
+                self._byhour = None
+        else:
+            if isinstance(byhour, integer_types):
+                byhour = (byhour,)
+
+            if freq == HOURLY:
+                self._byhour = self.__construct_byset(start=dtstart.hour,
+                                                      byxxx=byhour,
+                                                      base=24)
+            else:
+                self._byhour = set(byhour)
+
+            self._byhour = tuple(sorted(self._byhour))
+            self._original_rule['byhour'] = self._byhour
+
+        # byminute
+        if byminute is None:
+            if freq < MINUTELY:
+                self._byminute = {dtstart.minute}
+            else:
+                self._byminute = None
+        else:
+            if isinstance(byminute, integer_types):
+                byminute = (byminute,)
+
+            if freq == MINUTELY:
+                self._byminute = self.__construct_byset(start=dtstart.minute,
+                                                        byxxx=byminute,
+                                                        base=60)
+            else:
+                self._byminute = set(byminute)
+
+            self._byminute = tuple(sorted(self._byminute))
+            self._original_rule['byminute'] = self._byminute
+
+        # bysecond
+        if bysecond is None:
+            if freq < SECONDLY:
+                self._bysecond = ((dtstart.second,))
+            else:
+                self._bysecond = None
+        else:
+            if isinstance(bysecond, integer_types):
+                bysecond = (bysecond,)
+
+            self._bysecond = set(bysecond)
+
+            if freq == SECONDLY:
+                self._bysecond = self.__construct_byset(start=dtstart.second,
+                                                        byxxx=bysecond,
+                                                        base=60)
+            else:
+                self._bysecond = set(bysecond)
+
+            self._bysecond = tuple(sorted(self._bysecond))
+            self._original_rule['bysecond'] = self._bysecond
+
+        if self._freq >= HOURLY:
+            self._timeset = None
+        else:
+            self._timeset = []
+            for hour in self._byhour:
+                for minute in self._byminute:
+                    for second in self._bysecond:
+                        self._timeset.append(
+                            datetime.time(hour, minute, second,
+                                          tzinfo=self._tzinfo))
+            self._timeset.sort()
+            self._timeset = tuple(self._timeset)
+
+    def __str__(self):
+        """
+        Output a string that would generate this RRULE if passed to rrulestr.
+        This is mostly compatible with RFC5545, except for the
+        dateutil-specific extension BYEASTER.
+        """
+
+        output = []
+        h, m, s = [None] * 3
+        if self._dtstart:
+            output.append(self._dtstart.strftime('DTSTART:%Y%m%dT%H%M%S'))
+            h, m, s = self._dtstart.timetuple()[3:6]
+
+        parts = ['FREQ=' + FREQNAMES[self._freq]]
+        if self._interval != 1:
+            parts.append('INTERVAL=' + str(self._interval))
+
+        if self._wkst:
+            parts.append('WKST=' + repr(weekday(self._wkst))[0:2])
+
+        if self._count is not None:
+            parts.append('COUNT=' + str(self._count))
+
+        if self._until:
+            parts.append(self._until.strftime('UNTIL=%Y%m%dT%H%M%S'))
+
+        if self._original_rule.get('byweekday') is not None:
+            # The str() method on weekday objects doesn't generate
+            # RFC5545-compliant strings, so we should modify that.
+            original_rule = dict(self._original_rule)
+            wday_strings = []
+            for wday in original_rule['byweekday']:
+                if wday.n:
+                    wday_strings.append('{n:+d}{wday}'.format(
+                        n=wday.n,
+                        wday=repr(wday)[0:2]))
+                else:
+                    wday_strings.append(repr(wday))
+
+            original_rule['byweekday'] = wday_strings
+        else:
+            original_rule = self._original_rule
+
+        partfmt = '{name}={vals}'
+        for name, key in [('BYSETPOS', 'bysetpos'),
+                          ('BYMONTH', 'bymonth'),
+                          ('BYMONTHDAY', 'bymonthday'),
+                          ('BYYEARDAY', 'byyearday'),
+                          ('BYWEEKNO', 'byweekno'),
+                          ('BYDAY', 'byweekday'),
+                          ('BYHOUR', 'byhour'),
+                          ('BYMINUTE', 'byminute'),
+                          ('BYSECOND', 'bysecond'),
+                          ('BYEASTER', 'byeaster')]:
+            value = original_rule.get(key)
+            if value:
+                parts.append(partfmt.format(name=name, vals=(','.join(str(v)
+                                                             for v in value))))
+
+        output.append('RRULE:' + ';'.join(parts))
+        return '\n'.join(output)
+
+    def replace(self, **kwargs):
+        """Return new rrule with same attributes except for those attributes given new
+           values by whichever keyword arguments are specified."""
+        new_kwargs = {"interval": self._interval,
+                      "count": self._count,
+                      "dtstart": self._dtstart,
+                      "freq": self._freq,
+                      "until": self._until,
+                      "wkst": self._wkst,
+                      "cache": False if self._cache is None else True }
+        new_kwargs.update(self._original_rule)
+        new_kwargs.update(kwargs)
+        return rrule(**new_kwargs)
+
+    def _iter(self):
+        year, month, day, hour, minute, second, weekday, yearday, _ = \
+            self._dtstart.timetuple()
+
+        # Some local variables to speed things up a bit
+        freq = self._freq
+        interval = self._interval
+        wkst = self._wkst
+        until = self._until
+        bymonth = self._bymonth
+        byweekno = self._byweekno
+        byyearday = self._byyearday
+        byweekday = self._byweekday
+        byeaster = self._byeaster
+        bymonthday = self._bymonthday
+        bynmonthday = self._bynmonthday
+        bysetpos = self._bysetpos
+        byhour = self._byhour
+        byminute = self._byminute
+        bysecond = self._bysecond
+
+        ii = _iterinfo(self)
+        ii.rebuild(year, month)
+
+        getdayset = {YEARLY: ii.ydayset,
+                     MONTHLY: ii.mdayset,
+                     WEEKLY: ii.wdayset,
+                     DAILY: ii.ddayset,
+                     HOURLY: ii.ddayset,
+                     MINUTELY: ii.ddayset,
+                     SECONDLY: ii.ddayset}[freq]
+
+        if freq < HOURLY:
+            timeset = self._timeset
+        else:
+            gettimeset = {HOURLY: ii.htimeset,
+                          MINUTELY: ii.mtimeset,
+                          SECONDLY: ii.stimeset}[freq]
+            if ((freq >= HOURLY and
+                 self._byhour and hour not in self._byhour) or
+                (freq >= MINUTELY and
+                 self._byminute and minute not in self._byminute) or
+                (freq >= SECONDLY and
+                 self._bysecond and second not in self._bysecond)):
+                timeset = ()
+            else:
+                timeset = gettimeset(hour, minute, second)
+
+        total = 0
+        count = self._count
+        while True:
+            # Get dayset with the right frequency
+            dayset, start, end = getdayset(year, month, day)
+
+            # Do the "hard" work ;-)
+            filtered = False
+            for i in dayset[start:end]:
+                if ((bymonth and ii.mmask[i] not in bymonth) or
+                    (byweekno and not ii.wnomask[i]) or
+                    (byweekday and ii.wdaymask[i] not in byweekday) or
+                    (ii.nwdaymask and not ii.nwdaymask[i]) or
+                    (byeaster and not ii.eastermask[i]) or
+                    ((bymonthday or bynmonthday) and
+                     ii.mdaymask[i] not in bymonthday and
+                     ii.nmdaymask[i] not in bynmonthday) or
+                    (byyearday and
+                     ((i < ii.yearlen and i+1 not in byyearday and
+                       -ii.yearlen+i not in byyearday) or
+                      (i >= ii.yearlen and i+1-ii.yearlen not in byyearday and
+                       -ii.nextyearlen+i-ii.yearlen not in byyearday)))):
+                    dayset[i] = None
+                    filtered = True
+
+            # Output results
+            if bysetpos and timeset:
+                poslist = []
+                for pos in bysetpos:
+                    if pos < 0:
+                        daypos, timepos = divmod(pos, len(timeset))
+                    else:
+                        daypos, timepos = divmod(pos-1, len(timeset))
+                    try:
+                        i = [x for x in dayset[start:end]
+                             if x is not None][daypos]
+                        time = timeset[timepos]
+                    except IndexError:
+                        pass
+                    else:
+                        date = datetime.date.fromordinal(ii.yearordinal+i)
+                        res = datetime.datetime.combine(date, time)
+                        if res not in poslist:
+                            poslist.append(res)
+                poslist.sort()
+                for res in poslist:
+                    if until and res > until:
+                        self._len = total
+                        return
+                    elif res >= self._dtstart:
+                        if count is not None:
+                            count -= 1
+                            if count < 0:
+                                self._len = total
+                                return
+                        total += 1
+                        yield res
+            else:
+                for i in dayset[start:end]:
+                    if i is not None:
+                        date = datetime.date.fromordinal(ii.yearordinal + i)
+                        for time in timeset:
+                            res = datetime.datetime.combine(date, time)
+                            if until and res > until:
+                                self._len = total
+                                return
+                            elif res >= self._dtstart:
+                                if count is not None:
+                                    count -= 1
+                                    if count < 0:
+                                        self._len = total
+                                        return
+
+                                total += 1
+                                yield res
+
+            # Handle frequency and interval
+            fixday = False
+            if freq == YEARLY:
+                year += interval
+                if year > datetime.MAXYEAR:
+                    self._len = total
+                    return
+                ii.rebuild(year, month)
+            elif freq == MONTHLY:
+                month += interval
+                if month > 12:
+                    div, mod = divmod(month, 12)
+                    month = mod
+                    year += div
+                    if month == 0:
+                        month = 12
+                        year -= 1
+                    if year > datetime.MAXYEAR:
+                        self._len = total
+                        return
+                ii.rebuild(year, month)
+            elif freq == WEEKLY:
+                if wkst > weekday:
+                    day += -(weekday+1+(6-wkst))+self._interval*7
+                else:
+                    day += -(weekday-wkst)+self._interval*7
+                weekday = wkst
+                fixday = True
+            elif freq == DAILY:
+                day += interval
+                fixday = True
+            elif freq == HOURLY:
+                if filtered:
+                    # Jump to one iteration before next day
+                    hour += ((23-hour)//interval)*interval
+
+                if byhour:
+                    ndays, hour = self.__mod_distance(value=hour,
+                                                      byxxx=self._byhour,
+                                                      base=24)
+                else:
+                    ndays, hour = divmod(hour+interval, 24)
+
+                if ndays:
+                    day += ndays
+                    fixday = True
+
+                timeset = gettimeset(hour, minute, second)
+            elif freq == MINUTELY:
+                if filtered:
+                    # Jump to one iteration before next day
+                    minute += ((1439-(hour*60+minute))//interval)*interval
+
+                valid = False
+                rep_rate = (24*60)
+                for j in range(rep_rate // gcd(interval, rep_rate)):
+                    if byminute:
+                        nhours, minute = \
+                            self.__mod_distance(value=minute,
+                                                byxxx=self._byminute,
+                                                base=60)
+                    else:
+                        nhours, minute = divmod(minute+interval, 60)
+
+                    div, hour = divmod(hour+nhours, 24)
+                    if div:
+                        day += div
+                        fixday = True
+                        filtered = False
+
+                    if not byhour or hour in byhour:
+                        valid = True
+                        break
+
+                if not valid:
+                    raise ValueError('Invalid combination of interval and ' +
+                                     'byhour resulting in empty rule.')
+
+                timeset = gettimeset(hour, minute, second)
+            elif freq == SECONDLY:
+                if filtered:
+                    # Jump to one iteration before next day
+                    second += (((86399 - (hour * 3600 + minute * 60 + second))
+                                // interval) * interval)
+
+                rep_rate = (24 * 3600)
+                valid = False
+                for j in range(0, rep_rate // gcd(interval, rep_rate)):
+                    if bysecond:
+                        nminutes, second = \
+                            self.__mod_distance(value=second,
+                                                byxxx=self._bysecond,
+                                                base=60)
+                    else:
+                        nminutes, second = divmod(second+interval, 60)
+
+                    div, minute = divmod(minute+nminutes, 60)
+                    if div:
+                        hour += div
+                        div, hour = divmod(hour, 24)
+                        if div:
+                            day += div
+                            fixday = True
+
+                    if ((not byhour or hour in byhour) and
+                            (not byminute or minute in byminute) and
+                            (not bysecond or second in bysecond)):
+                        valid = True
+                        break
+
+                if not valid:
+                    raise ValueError('Invalid combination of interval, ' +
+                                     'byhour and byminute resulting in empty' +
+                                     ' rule.')
+
+                timeset = gettimeset(hour, minute, second)
+
+            if fixday and day > 28:
+                daysinmonth = calendar.monthrange(year, month)[1]
+                if day > daysinmonth:
+                    while day > daysinmonth:
+                        day -= daysinmonth
+                        month += 1
+                        if month == 13:
+                            month = 1
+                            year += 1
+                            if year > datetime.MAXYEAR:
+                                self._len = total
+                                return
+                        daysinmonth = calendar.monthrange(year, month)[1]
+                    ii.rebuild(year, month)
+
+    def __construct_byset(self, start, byxxx, base):
+        """
+        If a `BYXXX` sequence is passed to the constructor at the same level as
+        `FREQ` (e.g. `FREQ=HOURLY,BYHOUR={2,4,7},INTERVAL=3`), there are some
+        specifications which cannot be reached given some starting conditions.
+
+        This occurs whenever the interval is not coprime with the base of a
+        given unit and the difference between the starting position and the
+        ending position is not coprime with the greatest common denominator
+        between the interval and the base. For example, with a FREQ of hourly
+        starting at 17:00 and an interval of 4, the only valid values for
+        BYHOUR would be {21, 1, 5, 9, 13, 17}, because 4 and 24 are not
+        coprime.
+
+        :param start:
+            Specifies the starting position.
+        :param byxxx:
+            An iterable containing the list of allowed values.
+        :param base:
+            The largest allowable value for the specified frequency (e.g.
+            24 hours, 60 minutes).
+
+        This does not preserve the type of the iterable, returning a set, since
+        the values should be unique and the order is irrelevant, this will
+        speed up later lookups.
+
+        In the event of an empty set, raises a :exception:`ValueError`, as this
+        results in an empty rrule.
+        """
+
+        cset = set()
+
+        # Support a single byxxx value.
+        if isinstance(byxxx, integer_types):
+            byxxx = (byxxx, )
+
+        for num in byxxx:
+            i_gcd = gcd(self._interval, base)
+            # Use divmod rather than % because we need to wrap negative nums.
+            if i_gcd == 1 or divmod(num - start, i_gcd)[1] == 0:
+                cset.add(num)
+
+        if len(cset) == 0:
+            raise ValueError("Invalid rrule byxxx generates an empty set.")
+
+        return cset
+
+    def __mod_distance(self, value, byxxx, base):
+        """
+        Calculates the next value in a sequence where the `FREQ` parameter is
+        specified along with a `BYXXX` parameter at the same "level"
+        (e.g. `HOURLY` specified with `BYHOUR`).
+
+        :param value:
+            The old value of the component.
+        :param byxxx:
+            The `BYXXX` set, which should have been generated by
+            `rrule._construct_byset`, or something else which checks that a
+            valid rule is present.
+        :param base:
+            The largest allowable value for the specified frequency (e.g.
+            24 hours, 60 minutes).
+
+        If a valid value is not found after `base` iterations (the maximum
+        number before the sequence would start to repeat), this raises a
+        :exception:`ValueError`, as no valid values were found.
+
+        This returns a tuple of `divmod(n*interval, base)`, where `n` is the
+        smallest number of `interval` repetitions until the next specified
+        value in `byxxx` is found.
+        """
+        accumulator = 0
+        for ii in range(1, base + 1):
+            # Using divmod() over % to account for negative intervals
+            div, value = divmod(value + self._interval, base)
+            accumulator += div
+            if value in byxxx:
+                return (accumulator, value)
+
+
+class _iterinfo(object):
+    __slots__ = ["rrule", "lastyear", "lastmonth",
+                 "yearlen", "nextyearlen", "yearordinal", "yearweekday",
+                 "mmask", "mrange", "mdaymask", "nmdaymask",
+                 "wdaymask", "wnomask", "nwdaymask", "eastermask"]
+
+    def __init__(self, rrule):
+        for attr in self.__slots__:
+            setattr(self, attr, None)
+        self.rrule = rrule
+
+    def rebuild(self, year, month):
+        # Every mask is 7 days longer to handle cross-year weekly periods.
+        rr = self.rrule
+        if year != self.lastyear:
+            self.yearlen = 365 + calendar.isleap(year)
+            self.nextyearlen = 365 + calendar.isleap(year + 1)
+            firstyday = datetime.date(year, 1, 1)
+            self.yearordinal = firstyday.toordinal()
+            self.yearweekday = firstyday.weekday()
+
+            wday = datetime.date(year, 1, 1).weekday()
+            if self.yearlen == 365:
+                self.mmask = M365MASK
+                self.mdaymask = MDAY365MASK
+                self.nmdaymask = NMDAY365MASK
+                self.wdaymask = WDAYMASK[wday:]
+                self.mrange = M365RANGE
+            else:
+                self.mmask = M366MASK
+                self.mdaymask = MDAY366MASK
+                self.nmdaymask = NMDAY366MASK
+                self.wdaymask = WDAYMASK[wday:]
+                self.mrange = M366RANGE
+
+            if not rr._byweekno:
+                self.wnomask = None
+            else:
+                self.wnomask = [0]*(self.yearlen+7)
+                # no1wkst = firstwkst = self.wdaymask.index(rr._wkst)
+                no1wkst = firstwkst = (7-self.yearweekday+rr._wkst) % 7
+                if no1wkst >= 4:
+                    no1wkst = 0
+                    # Number of days in the year, plus the days we got
+                    # from last year.
+                    wyearlen = self.yearlen+(self.yearweekday-rr._wkst) % 7
+                else:
+                    # Number of days in the year, minus the days we
+                    # left in last year.
+                    wyearlen = self.yearlen-no1wkst
+                div, mod = divmod(wyearlen, 7)
+                numweeks = div+mod//4
+                for n in rr._byweekno:
+                    if n < 0:
+                        n += numweeks+1
+                    if not (0 < n <= numweeks):
+                        continue
+                    if n > 1:
+                        i = no1wkst+(n-1)*7
+                        if no1wkst != firstwkst:
+                            i -= 7-firstwkst
+                    else:
+                        i = no1wkst
+                    for j in range(7):
+                        self.wnomask[i] = 1
+                        i += 1
+                        if self.wdaymask[i] == rr._wkst:
+                            break
+                if 1 in rr._byweekno:
+                    # Check week number 1 of next year as well
+                    # TODO: Check -numweeks for next year.
+                    i = no1wkst+numweeks*7
+                    if no1wkst != firstwkst:
+                        i -= 7-firstwkst
+                    if i < self.yearlen:
+                        # If week starts in next year, we
+                        # don't care about it.
+                        for j in range(7):
+                            self.wnomask[i] = 1
+                            i += 1
+                            if self.wdaymask[i] == rr._wkst:
+                                break
+                if no1wkst:
+                    # Check last week number of last year as
+                    # well. If no1wkst is 0, either the year
+                    # started on week start, or week number 1
+                    # got days from last year, so there are no
+                    # days from last year's last week number in
+                    # this year.
+                    if -1 not in rr._byweekno:
+                        lyearweekday = datetime.date(year-1, 1, 1).weekday()
+                        lno1wkst = (7-lyearweekday+rr._wkst) % 7
+                        lyearlen = 365+calendar.isleap(year-1)
+                        if lno1wkst >= 4:
+                            lno1wkst = 0
+                            lnumweeks = 52+(lyearlen +
+                                            (lyearweekday-rr._wkst) % 7) % 7//4
+                        else:
+                            lnumweeks = 52+(self.yearlen-no1wkst) % 7//4
+                    else:
+                        lnumweeks = -1
+                    if lnumweeks in rr._byweekno:
+                        for i in range(no1wkst):
+                            self.wnomask[i] = 1
+
+        if (rr._bynweekday and (month != self.lastmonth or
+                                year != self.lastyear)):
+            ranges = []
+            if rr._freq == YEARLY:
+                if rr._bymonth:
+                    for month in rr._bymonth:
+                        ranges.append(self.mrange[month-1:month+1])
+                else:
+                    ranges = [(0, self.yearlen)]
+            elif rr._freq == MONTHLY:
+                ranges = [self.mrange[month-1:month+1]]
+            if ranges:
+                # Weekly frequency won't get here, so we may not
+                # care about cross-year weekly periods.
+                self.nwdaymask = [0]*self.yearlen
+                for first, last in ranges:
+                    last -= 1
+                    for wday, n in rr._bynweekday:
+                        if n < 0:
+                            i = last+(n+1)*7
+                            i -= (self.wdaymask[i]-wday) % 7
+                        else:
+                            i = first+(n-1)*7
+                            i += (7-self.wdaymask[i]+wday) % 7
+                        if first <= i <= last:
+                            self.nwdaymask[i] = 1
+
+        if rr._byeaster:
+            self.eastermask = [0]*(self.yearlen+7)
+            eyday = easter.easter(year).toordinal()-self.yearordinal
+            for offset in rr._byeaster:
+                self.eastermask[eyday+offset] = 1
+
+        self.lastyear = year
+        self.lastmonth = month
+
+    def ydayset(self, year, month, day):
+        return list(range(self.yearlen)), 0, self.yearlen
+
+    def mdayset(self, year, month, day):
+        dset = [None]*self.yearlen
+        start, end = self.mrange[month-1:month+1]
+        for i in range(start, end):
+            dset[i] = i
+        return dset, start, end
+
+    def wdayset(self, year, month, day):
+        # We need to handle cross-year weeks here.
+        dset = [None]*(self.yearlen+7)
+        i = datetime.date(year, month, day).toordinal()-self.yearordinal
+        start = i
+        for j in range(7):
+            dset[i] = i
+            i += 1
+            # if (not (0 <= i < self.yearlen) or
+            #    self.wdaymask[i] == self.rrule._wkst):
+            # This will cross the year boundary, if necessary.
+            if self.wdaymask[i] == self.rrule._wkst:
+                break
+        return dset, start, i
+
+    def ddayset(self, year, month, day):
+        dset = [None] * self.yearlen
+        i = datetime.date(year, month, day).toordinal() - self.yearordinal
+        dset[i] = i
+        return dset, i, i + 1
+
+    def htimeset(self, hour, minute, second):
+        tset = []
+        rr = self.rrule
+        for minute in rr._byminute:
+            for second in rr._bysecond:
+                tset.append(datetime.time(hour, minute, second,
+                                          tzinfo=rr._tzinfo))
+        tset.sort()
+        return tset
+
+    def mtimeset(self, hour, minute, second):
+        tset = []
+        rr = self.rrule
+        for second in rr._bysecond:
+            tset.append(datetime.time(hour, minute, second, tzinfo=rr._tzinfo))
+        tset.sort()
+        return tset
+
+    def stimeset(self, hour, minute, second):
+        return (datetime.time(hour, minute, second,
+                tzinfo=self.rrule._tzinfo),)
+
+
+class rruleset(rrulebase):
+    """ The rruleset type allows more complex recurrence setups, mixing
+    multiple rules, dates, exclusion rules, and exclusion dates. The type
+    constructor takes the following keyword arguments:
+
+    :param cache: If True, caching of results will be enabled, improving
+                  performance of multiple queries considerably. """
+
+    class _genitem(object):
+        def __init__(self, genlist, gen):
+            try:
+                self.dt = advance_iterator(gen)
+                genlist.append(self)
+            except StopIteration:
+                pass
+            self.genlist = genlist
+            self.gen = gen
+
+        def __next__(self):
+            try:
+                self.dt = advance_iterator(self.gen)
+            except StopIteration:
+                if self.genlist[0] is self:
+                    heapq.heappop(self.genlist)
+                else:
+                    self.genlist.remove(self)
+                    heapq.heapify(self.genlist)
+
+        next = __next__
+
+        def __lt__(self, other):
+            return self.dt < other.dt
+
+        def __gt__(self, other):
+            return self.dt > other.dt
+
+        def __eq__(self, other):
+            return self.dt == other.dt
+
+        def __ne__(self, other):
+            return self.dt != other.dt
+
+    def __init__(self, cache=False):
+        super(rruleset, self).__init__(cache)
+        self._rrule = []
+        self._rdate = []
+        self._exrule = []
+        self._exdate = []
+
+    @_invalidates_cache
+    def rrule(self, rrule):
+        """ Include the given :py:class:`rrule` instance in the recurrence set
+            generation. """
+        self._rrule.append(rrule)
+
+    @_invalidates_cache
+    def rdate(self, rdate):
+        """ Include the given :py:class:`datetime` instance in the recurrence
+            set generation. """
+        self._rdate.append(rdate)
+
+    @_invalidates_cache
+    def exrule(self, exrule):
+        """ Include the given rrule instance in the recurrence set exclusion
+            list. Dates which are part of the given recurrence rules will not
+            be generated, even if some inclusive rrule or rdate matches them.
+        """
+        self._exrule.append(exrule)
+
+    @_invalidates_cache
+    def exdate(self, exdate):
+        """ Include the given datetime instance in the recurrence set
+            exclusion list. Dates included that way will not be generated,
+            even if some inclusive rrule or rdate matches them. """
+        self._exdate.append(exdate)
+
+    def _iter(self):
+        rlist = []
+        self._rdate.sort()
+        self._genitem(rlist, iter(self._rdate))
+        for gen in [iter(x) for x in self._rrule]:
+            self._genitem(rlist, gen)
+        exlist = []
+        self._exdate.sort()
+        self._genitem(exlist, iter(self._exdate))
+        for gen in [iter(x) for x in self._exrule]:
+            self._genitem(exlist, gen)
+        lastdt = None
+        total = 0
+        heapq.heapify(rlist)
+        heapq.heapify(exlist)
+        while rlist:
+            ritem = rlist[0]
+            if not lastdt or lastdt != ritem.dt:
+                while exlist and exlist[0] < ritem:
+                    exitem = exlist[0]
+                    advance_iterator(exitem)
+                    if exlist and exlist[0] is exitem:
+                        heapq.heapreplace(exlist, exitem)
+                if not exlist or ritem != exlist[0]:
+                    total += 1
+                    yield ritem.dt
+                lastdt = ritem.dt
+            advance_iterator(ritem)
+            if rlist and rlist[0] is ritem:
+                heapq.heapreplace(rlist, ritem)
+        self._len = total
+
+
+
+
+class _rrulestr(object):
+    """ Parses a string representation of a recurrence rule or set of
+    recurrence rules.
+
+    :param s:
+        Required, a string defining one or more recurrence rules.
+
+    :param dtstart:
+        If given, used as the default recurrence start if not specified in the
+        rule string.
+
+    :param cache:
+        If set ``True`` caching of results will be enabled, improving
+        performance of multiple queries considerably.
+
+    :param unfold:
+        If set ``True`` indicates that a rule string is split over more
+        than one line and should be joined before processing.
+
+    :param forceset:
+        If set ``True`` forces a :class:`dateutil.rrule.rruleset` to
+        be returned.
+
+    :param compatible:
+        If set ``True`` forces ``unfold`` and ``forceset`` to be ``True``.
+
+    :param ignoretz:
+        If set ``True``, time zones in parsed strings are ignored and a naive
+        :class:`datetime.datetime` object is returned.
+
+    :param tzids:
+        If given, a callable or mapping used to retrieve a
+        :class:`datetime.tzinfo` from a string representation.
+        Defaults to :func:`dateutil.tz.gettz`.
+
+    :param tzinfos:
+        Additional time zone names / aliases which may be present in a string
+        representation.  See :func:`dateutil.parser.parse` for more
+        information.
+
+    :return:
+        Returns a :class:`dateutil.rrule.rruleset` or
+        :class:`dateutil.rrule.rrule`
+    """
+
+    _freq_map = {"YEARLY": YEARLY,
+                 "MONTHLY": MONTHLY,
+                 "WEEKLY": WEEKLY,
+                 "DAILY": DAILY,
+                 "HOURLY": HOURLY,
+                 "MINUTELY": MINUTELY,
+                 "SECONDLY": SECONDLY}
+
+    _weekday_map = {"MO": 0, "TU": 1, "WE": 2, "TH": 3,
+                    "FR": 4, "SA": 5, "SU": 6}
+
+    def _handle_int(self, rrkwargs, name, value, **kwargs):
+        rrkwargs[name.lower()] = int(value)
+
+    def _handle_int_list(self, rrkwargs, name, value, **kwargs):
+        rrkwargs[name.lower()] = [int(x) for x in value.split(',')]
+
+    _handle_INTERVAL = _handle_int
+    _handle_COUNT = _handle_int
+    _handle_BYSETPOS = _handle_int_list
+    _handle_BYMONTH = _handle_int_list
+    _handle_BYMONTHDAY = _handle_int_list
+    _handle_BYYEARDAY = _handle_int_list
+    _handle_BYEASTER = _handle_int_list
+    _handle_BYWEEKNO = _handle_int_list
+    _handle_BYHOUR = _handle_int_list
+    _handle_BYMINUTE = _handle_int_list
+    _handle_BYSECOND = _handle_int_list
+
+    def _handle_FREQ(self, rrkwargs, name, value, **kwargs):
+        rrkwargs["freq"] = self._freq_map[value]
+
+    def _handle_UNTIL(self, rrkwargs, name, value, **kwargs):
+        global parser
+        if not parser:
+            from dateutil import parser
+        try:
+            rrkwargs["until"] = parser.parse(value,
+                                             ignoretz=kwargs.get("ignoretz"),
+                                             tzinfos=kwargs.get("tzinfos"))
+        except ValueError:
+            raise ValueError("invalid until date")
+
+    def _handle_WKST(self, rrkwargs, name, value, **kwargs):
+        rrkwargs["wkst"] = self._weekday_map[value]
+
+    def _handle_BYWEEKDAY(self, rrkwargs, name, value, **kwargs):
+        """
+        Two ways to specify this: +1MO or MO(+1)
+        """
+        l = []
+        for wday in value.split(','):
+            if '(' in wday:
+                # If it's of the form TH(+1), etc.
+                splt = wday.split('(')
+                w = splt[0]
+                n = int(splt[1][:-1])
+            elif len(wday):
+                # If it's of the form +1MO
+                for i in range(len(wday)):
+                    if wday[i] not in '+-0123456789':
+                        break
+                n = wday[:i] or None
+                w = wday[i:]
+                if n:
+                    n = int(n)
+            else:
+                raise ValueError("Invalid (empty) BYDAY specification.")
+
+            l.append(weekdays[self._weekday_map[w]](n))
+        rrkwargs["byweekday"] = l
+
+    _handle_BYDAY = _handle_BYWEEKDAY
+
+    def _parse_rfc_rrule(self, line,
+                         dtstart=None,
+                         cache=False,
+                         ignoretz=False,
+                         tzinfos=None):
+        if line.find(':') != -1:
+            name, value = line.split(':')
+            if name != "RRULE":
+                raise ValueError("unknown parameter name")
+        else:
+            value = line
+        rrkwargs = {}
+        for pair in value.split(';'):
+            name, value = pair.split('=')
+            name = name.upper()
+            value = value.upper()
+            try:
+                getattr(self, "_handle_"+name)(rrkwargs, name, value,
+                                               ignoretz=ignoretz,
+                                               tzinfos=tzinfos)
+            except AttributeError:
+                raise ValueError("unknown parameter '%s'" % name)
+            except (KeyError, ValueError):
+                raise ValueError("invalid '%s': %s" % (name, value))
+        return rrule(dtstart=dtstart, cache=cache, **rrkwargs)
+
+    def _parse_date_value(self, date_value, parms, rule_tzids,
+                          ignoretz, tzids, tzinfos):
+        global parser
+        if not parser:
+            from dateutil import parser
+
+        datevals = []
+        value_found = False
+        TZID = None
+
+        for parm in parms:
+            if parm.startswith("TZID="):
+                try:
+                    tzkey = rule_tzids[parm.split('TZID=')[-1]]
+                except KeyError:
+                    continue
+                if tzids is None:
+                    from . import tz
+                    tzlookup = tz.gettz
+                elif callable(tzids):
+                    tzlookup = tzids
+                else:
+                    tzlookup = getattr(tzids, 'get', None)
+                    if tzlookup is None:
+                        msg = ('tzids must be a callable, mapping, or None, '
+                               'not %s' % tzids)
+                        raise ValueError(msg)
+
+                TZID = tzlookup(tzkey)
+                continue
+
+            # RFC 5445 3.8.2.4: The VALUE parameter is optional, but may be found
+            # only once.
+            if parm not in {"VALUE=DATE-TIME", "VALUE=DATE"}:
+                raise ValueError("unsupported parm: " + parm)
+            else:
+                if value_found:
+                    msg = ("Duplicate value parameter found in: " + parm)
+                    raise ValueError(msg)
+                value_found = True
+
+        for datestr in date_value.split(','):
+            date = parser.parse(datestr, ignoretz=ignoretz, tzinfos=tzinfos)
+            if TZID is not None:
+                if date.tzinfo is None:
+                    date = date.replace(tzinfo=TZID)
+                else:
+                    raise ValueError('DTSTART/EXDATE specifies multiple timezone')
+            datevals.append(date)
+
+        return datevals
+
+    def _parse_rfc(self, s,
+                   dtstart=None,
+                   cache=False,
+                   unfold=False,
+                   forceset=False,
+                   compatible=False,
+                   ignoretz=False,
+                   tzids=None,
+                   tzinfos=None):
+        global parser
+        if compatible:
+            forceset = True
+            unfold = True
+
+        TZID_NAMES = dict(map(
+            lambda x: (x.upper(), x),
+            re.findall('TZID=(?P<name>[^:]+):', s)
+        ))
+        s = s.upper()
+        if not s.strip():
+            raise ValueError("empty string")
+        if unfold:
+            lines = s.splitlines()
+            i = 0
+            while i < len(lines):
+                line = lines[i].rstrip()
+                if not line:
+                    del lines[i]
+                elif i > 0 and line[0] == " ":
+                    lines[i-1] += line[1:]
+                    del lines[i]
+                else:
+                    i += 1
+        else:
+            lines = s.split()
+        if (not forceset and len(lines) == 1 and (s.find(':') == -1 or
+                                                  s.startswith('RRULE:'))):
+            return self._parse_rfc_rrule(lines[0], cache=cache,
+                                         dtstart=dtstart, ignoretz=ignoretz,
+                                         tzinfos=tzinfos)
+        else:
+            rrulevals = []
+            rdatevals = []
+            exrulevals = []
+            exdatevals = []
+            for line in lines:
+                if not line:
+                    continue
+                if line.find(':') == -1:
+                    name = "RRULE"
+                    value = line
+                else:
+                    name, value = line.split(':', 1)
+                parms = name.split(';')
+                if not parms:
+                    raise ValueError("empty property name")
+                name = parms[0]
+                parms = parms[1:]
+                if name == "RRULE":
+                    for parm in parms:
+                        raise ValueError("unsupported RRULE parm: "+parm)
+                    rrulevals.append(value)
+                elif name == "RDATE":
+                    for parm in parms:
+                        if parm != "VALUE=DATE-TIME":
+                            raise ValueError("unsupported RDATE parm: "+parm)
+                    rdatevals.append(value)
+                elif name == "EXRULE":
+                    for parm in parms:
+                        raise ValueError("unsupported EXRULE parm: "+parm)
+                    exrulevals.append(value)
+                elif name == "EXDATE":
+                    exdatevals.extend(
+                        self._parse_date_value(value, parms,
+                                               TZID_NAMES, ignoretz,
+                                               tzids, tzinfos)
+                    )
+                elif name == "DTSTART":
+                    dtvals = self._parse_date_value(value, parms, TZID_NAMES,
+                                                    ignoretz, tzids, tzinfos)
+                    if len(dtvals) != 1:
+                        raise ValueError("Multiple DTSTART values specified:" +
+                                         value)
+                    dtstart = dtvals[0]
+                else:
+                    raise ValueError("unsupported property: "+name)
+            if (forceset or len(rrulevals) > 1 or rdatevals
+                    or exrulevals or exdatevals):
+                if not parser and (rdatevals or exdatevals):
+                    from dateutil import parser
+                rset = rruleset(cache=cache)
+                for value in rrulevals:
+                    rset.rrule(self._parse_rfc_rrule(value, dtstart=dtstart,
+                                                     ignoretz=ignoretz,
+                                                     tzinfos=tzinfos))
+                for value in rdatevals:
+                    for datestr in value.split(','):
+                        rset.rdate(parser.parse(datestr,
+                                                ignoretz=ignoretz,
+                                                tzinfos=tzinfos))
+                for value in exrulevals:
+                    rset.exrule(self._parse_rfc_rrule(value, dtstart=dtstart,
+                                                      ignoretz=ignoretz,
+                                                      tzinfos=tzinfos))
+                for value in exdatevals:
+                    rset.exdate(value)
+                if compatible and dtstart:
+                    rset.rdate(dtstart)
+                return rset
+            else:
+                return self._parse_rfc_rrule(rrulevals[0],
+                                             dtstart=dtstart,
+                                             cache=cache,
+                                             ignoretz=ignoretz,
+                                             tzinfos=tzinfos)
+
+    def __call__(self, s, **kwargs):
+        return self._parse_rfc(s, **kwargs)
+
+
+rrulestr = _rrulestr()
+
+# vim:ts=4:sw=4:et

llmeval-env/lib/python3.10/site-packages/isympy.py

@@ -0,0 +1,342 @@
+"""
+Python shell for SymPy.
+
+This is just a normal Python shell (IPython shell if you have the
+IPython package installed), that executes the following commands for
+the user:
+
+    >>> from __future__ import division
+    >>> from sympy import *
+    >>> x, y, z, t = symbols('x y z t')
+    >>> k, m, n = symbols('k m n', integer=True)
+    >>> f, g, h = symbols('f g h', cls=Function)
+    >>> init_printing()
+
+So starting 'isympy' is equivalent to starting Python (or IPython) and
+executing the above commands by hand.  It is intended for easy and quick
+experimentation with SymPy.  isympy is a good way to use SymPy as an
+interactive calculator. If you have IPython and Matplotlib installed, then
+interactive plotting is enabled by default.
+
+COMMAND LINE OPTIONS
+--------------------
+
+-c CONSOLE, --console=CONSOLE
+
+     Use the specified shell (Python or IPython) shell as the console
+     backend instead of the default one (IPython if present, Python
+     otherwise), e.g.:
+
+        $isympy -c python
+
+    CONSOLE must be one of 'ipython' or 'python'
+
+-p PRETTY, --pretty PRETTY
+
+    Setup pretty-printing in SymPy. When pretty-printing is enabled,
+    expressions can be printed with Unicode or ASCII. The default is
+    to use pretty-printing (with Unicode if the terminal supports it).
+    When this option is 'no', expressions will not be pretty-printed
+    and ASCII will be used:
+
+        $isympy -p no
+
+    PRETTY must be one of 'unicode', 'ascii', or 'no'
+
+-t TYPES, --types=TYPES
+
+    Setup the ground types for the polys.  By default, gmpy ground types
+    are used if gmpy2 or gmpy is installed, otherwise it falls back to python
+    ground types, which are a little bit slower.  You can manually
+    choose python ground types even if gmpy is installed (e.g., for
+    testing purposes):
+
+        $isympy -t python
+
+    TYPES must be one of 'gmpy', 'gmpy1' or 'python'
+
+    Note that the ground type gmpy1 is primarily intended for testing; it
+    forces the use of gmpy version 1 even if gmpy2 is available.
+
+    This is the same as setting the environment variable
+    SYMPY_GROUND_TYPES to the given ground type (e.g.,
+    SYMPY_GROUND_TYPES='gmpy')
+
+    The ground types can be determined interactively from the variable
+    sympy.polys.domains.GROUND_TYPES.
+
+-o ORDER, --order ORDER
+
+    Setup the ordering of terms for printing.  The default is lex, which
+    orders terms lexicographically (e.g., x**2 + x + 1). You can choose
+    other orderings, such as rev-lex, which will use reverse
+    lexicographic ordering (e.g., 1 + x + x**2):
+
+        $isympy -o rev-lex
+
+    ORDER must be one of 'lex', 'rev-lex', 'grlex', 'rev-grlex',
+    'grevlex', 'rev-grevlex', 'old', or 'none'.
+
+    Note that for very large expressions, ORDER='none' may speed up
+    printing considerably but the terms will have no canonical order.
+
+-q, --quiet
+
+    Print only Python's and SymPy's versions to stdout at startup.
+
+-d, --doctest
+
+    Use the same format that should be used for doctests.  This is
+    equivalent to -c python -p no.
+
+-C, --no-cache
+
+    Disable the caching mechanism.  Disabling the cache may slow certain
+    operations down considerably.  This is useful for testing the cache,
+    or for benchmarking, as the cache can result in deceptive timings.
+
+    This is equivalent to setting the environment variable
+    SYMPY_USE_CACHE to 'no'.
+
+-a, --auto-symbols (requires at least IPython 0.11)
+
+    Automatically create missing symbols.  Normally, typing a name of a
+    Symbol that has not been instantiated first would raise NameError,
+    but with this option enabled, any undefined name will be
+    automatically created as a Symbol.
+
+    Note that this is intended only for interactive, calculator style
+    usage. In a script that uses SymPy, Symbols should be instantiated
+    at the top, so that it's clear what they are.
+
+    This will not override any names that are already defined, which
+    includes the single character letters represented by the mnemonic
+    QCOSINE (see the "Gotchas and Pitfalls" document in the
+    documentation). You can delete existing names by executing "del
+    name".  If a name is defined, typing "'name' in dir()" will return True.
+
+    The Symbols that are created using this have default assumptions.
+    If you want to place assumptions on symbols, you should create them
+    using symbols() or var().
+
+    Finally, this only works in the top level namespace. So, for
+    example, if you define a function in isympy with an undefined
+    Symbol, it will not work.
+
+    See also the -i and -I options.
+
+-i, --int-to-Integer (requires at least IPython 0.11)
+
+    Automatically wrap int literals with Integer.  This makes it so that
+    things like 1/2 will come out as Rational(1, 2), rather than 0.5.  This
+    works by preprocessing the source and wrapping all int literals with
+    Integer.  Note that this will not change the behavior of int literals
+    assigned to variables, and it also won't change the behavior of functions
+    that return int literals.
+
+    If you want an int, you can wrap the literal in int(), e.g. int(3)/int(2)
+    gives 1.5 (with division imported from __future__).
+
+-I, --interactive (requires at least IPython 0.11)
+
+    This is equivalent to --auto-symbols --int-to-Integer.  Future options
+    designed for ease of interactive use may be added to this.
+
+-D, --debug
+
+    Enable debugging output.  This is the same as setting the
+    environment variable SYMPY_DEBUG to 'True'.  The debug status is set
+    in the variable SYMPY_DEBUG within isympy.
+
+-- IPython options
+
+    Additionally you can pass command line options directly to the IPython
+    interpreter (the standard Python shell is not supported).  However you
+    need to add the '--' separator between two types of options, e.g the
+    startup banner option and the colors option. You need to enter the
+    options as required by the version of IPython that you are using, too:
+
+    in IPython 0.11,
+
+        $isympy -q -- --colors=NoColor
+
+    or older versions of IPython,
+
+        $isympy -q -- -colors NoColor
+
+See also isympy --help.
+"""
+
+import os
+import sys
+
+# DO NOT IMPORT SYMPY HERE! Or the setting of the sympy environment variables
+# by the command line will break.
+
+def main() -> None:
+    from argparse import ArgumentParser, RawDescriptionHelpFormatter
+
+    VERSION = None
+    if '--version' in sys.argv:
+        # We cannot import sympy before this is run, because flags like -C and
+        # -t set environment variables that must be set before SymPy is
+        # imported. The only thing we need to import it for is to get the
+        # version, which only matters with the --version flag.
+        import sympy
+        VERSION = sympy.__version__
+
+    usage = 'isympy [options] -- [ipython options]'
+    parser = ArgumentParser(
+        usage=usage,
+        description=__doc__,
+        formatter_class=RawDescriptionHelpFormatter,
+    )
+
+    parser.add_argument('--version', action='version', version=VERSION)
+
+    parser.add_argument(
+        '-c', '--console',
+        dest='console',
+        action='store',
+        default=None,
+        choices=['ipython', 'python'],
+        metavar='CONSOLE',
+        help='select type of interactive session: ipython | python; defaults '
+        'to ipython if IPython is installed, otherwise python')
+
+    parser.add_argument(
+        '-p', '--pretty',
+        dest='pretty',
+        action='store',
+        default=None,
+        metavar='PRETTY',
+        choices=['unicode', 'ascii', 'no'],
+        help='setup pretty printing: unicode | ascii | no; defaults to '
+        'unicode printing if the terminal supports it, otherwise ascii')
+
+    parser.add_argument(
+        '-t', '--types',
+        dest='types',
+        action='store',
+        default=None,
+        metavar='TYPES',
+        choices=['gmpy', 'gmpy1', 'python'],
+        help='setup ground types: gmpy | gmpy1 | python; defaults to gmpy if gmpy2 '
+        'or gmpy is installed, otherwise python')
+
+    parser.add_argument(
+        '-o', '--order',
+        dest='order',
+        action='store',
+        default=None,
+        metavar='ORDER',
+        choices=['lex', 'grlex', 'grevlex', 'rev-lex', 'rev-grlex', 'rev-grevlex', 'old', 'none'],
+        help='setup ordering of terms: [rev-]lex | [rev-]grlex | [rev-]grevlex | old | none; defaults to lex')
+
+    parser.add_argument(
+        '-q', '--quiet',
+        dest='quiet',
+        action='store_true',
+        default=False,
+        help='print only version information at startup')
+
+    parser.add_argument(
+        '-d', '--doctest',
+        dest='doctest',
+        action='store_true',
+        default=False,
+        help='use the doctest format for output (you can just copy and paste it)')
+
+    parser.add_argument(
+        '-C', '--no-cache',
+        dest='cache',
+        action='store_false',
+        default=True,
+        help='disable caching mechanism')
+
+    parser.add_argument(
+        '-a', '--auto-symbols',
+        dest='auto_symbols',
+        action='store_true',
+        default=False,
+        help='automatically construct missing symbols')
+
+    parser.add_argument(
+        '-i', '--int-to-Integer',
+        dest='auto_int_to_Integer',
+        action='store_true',
+        default=False,
+        help="automatically wrap int literals with Integer")
+
+    parser.add_argument(
+        '-I', '--interactive',
+        dest='interactive',
+        action='store_true',
+        default=False,
+        help="equivalent to -a -i")
+
+    parser.add_argument(
+        '-D', '--debug',
+        dest='debug',
+        action='store_true',
+        default=False,
+        help='enable debugging output')
+
+    (options, ipy_args) = parser.parse_known_args()
+    if '--' in ipy_args:
+        ipy_args.remove('--')
+
+    if not options.cache:
+        os.environ['SYMPY_USE_CACHE'] = 'no'
+
+    if options.types:
+        os.environ['SYMPY_GROUND_TYPES'] = options.types
+
+    if options.debug:
+        os.environ['SYMPY_DEBUG'] = str(options.debug)
+
+    if options.doctest:
+        options.pretty = 'no'
+        options.console = 'python'
+
+    session = options.console
+
+    if session is not None:
+        ipython = session == 'ipython'
+    else:
+        try:
+            import IPython
+            ipython = True
+        except ImportError:
+            if not options.quiet:
+                from sympy.interactive.session import no_ipython
+                print(no_ipython)
+            ipython = False
+
+    args = {
+        'pretty_print': True,
+        'use_unicode':  None,
+        'use_latex':    None,
+        'order':        None,
+        'argv':         ipy_args,
+    }
+
+    if options.pretty == 'unicode':
+        args['use_unicode'] = True
+    elif options.pretty == 'ascii':
+        args['use_unicode'] = False
+    elif options.pretty == 'no':
+        args['pretty_print'] = False
+
+    if options.order is not None:
+        args['order'] = options.order
+
+    args['quiet'] = options.quiet
+    args['auto_symbols'] = options.auto_symbols or options.interactive
+    args['auto_int_to_Integer'] = options.auto_int_to_Integer or options.interactive
+
+    from sympy.interactive import init_session
+    init_session(ipython, **args)
+
+if __name__ == "__main__":
+    main()

llmeval-env/lib/python3.10/site-packages/pip/py.typed

@@ -0,0 +1,4 @@
+pip is a command line program. While it is implemented in Python, and so is
+available for import, you must not use pip's internal APIs in this way. Typing
+information is provided as a convenience only and is not a guarantee. Expect
+unannounced changes to the API and types in releases.

llmeval-env/lib/python3.10/site-packages/sqlitedict.py

@@ -0,0 +1,697 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+#
+# This code is distributed under the terms and conditions
+# from the Apache License, Version 2.0
+#
+# http://opensource.org/licenses/apache2.0.php
+#
+# This code was inspired by:
+#  * http://code.activestate.com/recipes/576638-draft-for-an-sqlite3-based-dbm/
+#  * http://code.activestate.com/recipes/526618/
+
+"""
+A lightweight wrapper around Python's sqlite3 database, with a dict-like interface
+and multi-thread access support::
+
+>>> mydict = SqliteDict('some.db', autocommit=True) # the mapping will be persisted to file `some.db`
+>>> mydict['some_key'] = any_picklable_object
+>>> print mydict['some_key']
+>>> print len(mydict) # etc... all dict functions work
+
+Pickle is used internally to serialize the values. Keys are strings.
+
+If you don't use autocommit (default is no autocommit for performance), then
+don't forget to call `mydict.commit()` when done with a transaction.
+
+"""
+
+import sqlite3
+import os
+import sys
+import tempfile
+import threading
+import logging
+import traceback
+from base64 import b64decode, b64encode
+import weakref
+
+__version__ = '2.1.0'
+
+
+def reraise(tp, value, tb=None):
+    if value is None:
+        value = tp()
+    if value.__traceback__ is not tb:
+        raise value.with_traceback(tb)
+    raise value
+
+
+try:
+    from cPickle import dumps, loads, HIGHEST_PROTOCOL as PICKLE_PROTOCOL
+except ImportError:
+    from pickle import dumps, loads, HIGHEST_PROTOCOL as PICKLE_PROTOCOL
+
+# some Python 3 vs 2 imports
+try:
+    from collections import UserDict as DictClass
+except ImportError:
+    from UserDict import DictMixin as DictClass
+
+try:
+    from queue import Queue
+except ImportError:
+    from Queue import Queue
+
+
+logger = logging.getLogger(__name__)
+
+#
+# There's a thread that holds the actual SQL connection (SqliteMultithread).
+# We communicate with this thread via queues (request and responses).
+# The requests can either be SQL commands or one of the "special" commands
+# below:
+#
+# _REQUEST_CLOSE: request that the SQL connection be closed
+# _REQUEST_COMMIT: request that any changes be committed to the DB
+#
+# Responses are either SQL records (e.g. results of a SELECT) or the magic
+# _RESPONSE_NO_MORE command, which indicates nothing else will ever be written
+# to the response queue.
+#
+_REQUEST_CLOSE = '--close--'
+_REQUEST_COMMIT = '--commit--'
+_RESPONSE_NO_MORE = '--no more--'
+
+#
+# We work with weak references for better memory efficiency.
+# Dereferencing, checking the referent queue still exists, and putting to it
+# is boring and repetitive, so we have a _put function to handle it for us.
+#
+_PUT_OK, _PUT_REFERENT_DESTROYED, _PUT_NOOP = 0, 1, 2
+
+
+def _put(queue_reference, item):
+    if queue_reference is not None:
+        queue = queue_reference()
+        if queue is None:
+            #
+            # We got a reference to a queue, but that queue no longer exists
+            #
+            retval = _PUT_REFERENT_DESTROYED
+        else:
+            queue.put(item)
+            retval = _PUT_OK
+
+        del queue
+        return retval
+
+    #
+    # We didn't get a reference to a queue, so do nothing (no-op).
+    #
+    return _PUT_NOOP
+
+
+def open(*args, **kwargs):
+    """See documentation of the SqliteDict class."""
+    return SqliteDict(*args, **kwargs)
+
+
+def encode(obj):
+    """Serialize an object using pickle to a binary format accepted by SQLite."""
+    return sqlite3.Binary(dumps(obj, protocol=PICKLE_PROTOCOL))
+
+
+def decode(obj):
+    """Deserialize objects retrieved from SQLite."""
+    return loads(bytes(obj))
+
+
+def encode_key(key):
+    """Serialize a key using pickle + base64 encoding to text accepted by SQLite."""
+    return b64encode(dumps(key, protocol=PICKLE_PROTOCOL)).decode("ascii")
+
+
+def decode_key(key):
+    """Deserialize a key retrieved from SQLite."""
+    return loads(b64decode(key.encode("ascii")))
+
+
+def identity(obj):
+    """Identity f(x) = x function for encoding/decoding."""
+    return obj
+
+
+class SqliteDict(DictClass):
+    VALID_FLAGS = ['c', 'r', 'w', 'n']
+
+    def __init__(self, filename=None, tablename='unnamed', flag='c',
+                 autocommit=False, journal_mode="DELETE", encode=encode,
+                 decode=decode, encode_key=identity, decode_key=identity,
+                 timeout=5, outer_stack=True):
+        """
+        Initialize a thread-safe sqlite-backed dictionary. The dictionary will
+        be a table `tablename` in database file `filename`. A single file (=database)
+        may contain multiple tables.
+
+        If no `filename` is given, a random file in temp will be used (and deleted
+        from temp once the dict is closed/deleted).
+
+        If you enable `autocommit`, changes will be committed after each operation
+        (more inefficient but safer). Otherwise, changes are committed on `self.commit()`,
+        `self.clear()` and `self.close()`.
+
+        Set `journal_mode` to 'OFF' if you're experiencing sqlite I/O problems
+        or if you need performance and don't care about crash-consistency.
+
+        Set `outer_stack` to False to disable the output of the outer exception
+        to the error logs.  This may improve the efficiency of sqlitedict
+        operation at the expense of a detailed exception trace.
+
+        The `flag` parameter. Exactly one of:
+          'c': default mode, open for read/write, creating the db/table if necessary.
+          'w': open for r/w, but drop `tablename` contents first (start with empty table)
+          'r': open as read-only
+          'n': create a new database (erasing any existing tables, not just `tablename`!).
+
+        The `encode` and `decode` parameters are used to customize how the values
+        are serialized and deserialized.
+        The `encode` parameter must be a function that takes a single Python
+        object and returns a serialized representation.
+        The `decode` function must be a function that takes the serialized
+        representation produced by `encode` and returns a deserialized Python
+        object.
+        The default is to use pickle.
+
+        The `timeout` defines the maximum time (in seconds) to wait for initial Thread startup.
+
+        """
+        self.in_temp = filename is None
+        if self.in_temp:
+            fd, filename = tempfile.mkstemp(prefix='sqldict')
+            os.close(fd)
+
+        if flag not in SqliteDict.VALID_FLAGS:
+            raise RuntimeError("Unrecognized flag: %s" % flag)
+        self.flag = flag
+
+        if flag == 'n':
+            if os.path.exists(filename):
+                os.remove(filename)
+
+        dirname = os.path.dirname(filename)
+        if dirname:
+            if not os.path.exists(dirname):
+                raise RuntimeError('Error! The directory does not exist, %s' % dirname)
+
+        self.filename = filename
+
+        # Use standard SQL escaping of double quote characters in identifiers, by doubling them.
+        # See https://github.com/RaRe-Technologies/sqlitedict/pull/113
+        self.tablename = tablename.replace('"', '""')
+
+        self.autocommit = autocommit
+        self.journal_mode = journal_mode
+        self.encode = encode
+        self.decode = decode
+        self.encode_key = encode_key
+        self.decode_key = decode_key
+        self._outer_stack = outer_stack
+
+        logger.debug("opening Sqlite table %r in %r" % (tablename, filename))
+        self.conn = self._new_conn()
+        if self.flag == 'r':
+            if self.tablename not in SqliteDict.get_tablenames(self.filename):
+                msg = 'Refusing to create a new table "%s" in read-only DB mode' % tablename
+                raise RuntimeError(msg)
+        else:
+            MAKE_TABLE = 'CREATE TABLE IF NOT EXISTS "%s" (key TEXT PRIMARY KEY, value BLOB)' % self.tablename
+            self.conn.execute(MAKE_TABLE)
+            self.conn.commit()
+        if flag == 'w':
+            self.clear()
+
+    def _new_conn(self):
+        return SqliteMultithread(
+            self.filename,
+            autocommit=self.autocommit,
+            journal_mode=self.journal_mode,
+            outer_stack=self._outer_stack,
+        )
+
+    def __enter__(self):
+        if not hasattr(self, 'conn') or self.conn is None:
+            self.conn = self._new_conn()
+        return self
+
+    def __exit__(self, *exc_info):
+        self.close()
+
+    def __str__(self):
+        return "SqliteDict(%s)" % (self.filename)
+
+    def __repr__(self):
+        return str(self)  # no need of something complex
+
+    def __len__(self):
+        # `select count (*)` is super slow in sqlite (does a linear scan!!)
+        # As a result, len() is very slow too once the table size grows beyond trivial.
+        # We could keep the total count of rows ourselves, by means of triggers,
+        # but that seems too complicated and would slow down normal operation
+        # (insert/delete etc).
+        GET_LEN = 'SELECT COUNT(*) FROM "%s"' % self.tablename
+        rows = self.conn.select_one(GET_LEN)[0]
+        return rows if rows is not None else 0
+
+    def __bool__(self):
+        # No elements is False, otherwise True
+        GET_MAX = 'SELECT MAX(ROWID) FROM "%s"' % self.tablename
+        m = self.conn.select_one(GET_MAX)[0]
+        # Explicit better than implicit and bla bla
+        return True if m is not None else False
+
+    def iterkeys(self):
+        GET_KEYS = 'SELECT key FROM "%s" ORDER BY rowid' % self.tablename
+        for key in self.conn.select(GET_KEYS):
+            yield self.decode_key(key[0])
+
+    def itervalues(self):
+        GET_VALUES = 'SELECT value FROM "%s" ORDER BY rowid' % self.tablename
+        for value in self.conn.select(GET_VALUES):
+            yield self.decode(value[0])
+
+    def iteritems(self):
+        GET_ITEMS = 'SELECT key, value FROM "%s" ORDER BY rowid' % self.tablename
+        for key, value in self.conn.select(GET_ITEMS):
+            yield self.decode_key(key), self.decode(value)
+
+    def keys(self):
+        return self.iterkeys()
+
+    def values(self):
+        return self.itervalues()
+
+    def items(self):
+        return self.iteritems()
+
+    def __contains__(self, key):
+        HAS_ITEM = 'SELECT 1 FROM "%s" WHERE key = ?' % self.tablename
+        return self.conn.select_one(HAS_ITEM, (self.encode_key(key),)) is not None
+
+    def __getitem__(self, key):
+        GET_ITEM = 'SELECT value FROM "%s" WHERE key = ?' % self.tablename
+        item = self.conn.select_one(GET_ITEM, (self.encode_key(key),))
+        if item is None:
+            raise KeyError(key)
+        return self.decode(item[0])
+
+    def __setitem__(self, key, value):
+        if self.flag == 'r':
+            raise RuntimeError('Refusing to write to read-only SqliteDict')
+
+        ADD_ITEM = 'REPLACE INTO "%s" (key, value) VALUES (?,?)' % self.tablename
+        self.conn.execute(ADD_ITEM, (self.encode_key(key), self.encode(value)))
+        if self.autocommit:
+            self.commit()
+
+    def __delitem__(self, key):
+        if self.flag == 'r':
+            raise RuntimeError('Refusing to delete from read-only SqliteDict')
+
+        if key not in self:
+            raise KeyError(key)
+        DEL_ITEM = 'DELETE FROM "%s" WHERE key = ?' % self.tablename
+        self.conn.execute(DEL_ITEM, (self.encode_key(key),))
+        if self.autocommit:
+            self.commit()
+
+    def update(self, items=(), **kwds):
+        if self.flag == 'r':
+            raise RuntimeError('Refusing to update read-only SqliteDict')
+
+        try:
+            items = items.items()
+        except AttributeError:
+            pass
+        items = [(self.encode_key(k), self.encode(v)) for k, v in items]
+
+        UPDATE_ITEMS = 'REPLACE INTO "%s" (key, value) VALUES (?, ?)' % self.tablename
+        self.conn.executemany(UPDATE_ITEMS, items)
+        if kwds:
+            self.update(kwds)
+        if self.autocommit:
+            self.commit()
+
+    def __iter__(self):
+        return self.iterkeys()
+
+    def clear(self):
+        if self.flag == 'r':
+            raise RuntimeError('Refusing to clear read-only SqliteDict')
+
+        # avoid VACUUM, as it gives "OperationalError: database schema has changed"
+        CLEAR_ALL = 'DELETE FROM "%s";' % self.tablename
+        self.conn.commit()
+        self.conn.execute(CLEAR_ALL)
+        self.conn.commit()
+
+    @staticmethod
+    def get_tablenames(filename):
+        """get the names of the tables in an sqlite db as a list"""
+        if not os.path.isfile(filename):
+            raise IOError('file %s does not exist' % (filename))
+        GET_TABLENAMES = 'SELECT name FROM sqlite_master WHERE type="table"'
+        with sqlite3.connect(filename) as conn:
+            cursor = conn.execute(GET_TABLENAMES)
+            res = cursor.fetchall()
+
+        return [name[0] for name in res]
+
+    def commit(self, blocking=True):
+        """
+        Persist all data to disk.
+
+        When `blocking` is False, the commit command is queued, but the data is
+        not guaranteed persisted (default implication when autocommit=True).
+        """
+        if self.conn is not None:
+            self.conn.commit(blocking)
+    sync = commit
+
+    def close(self, do_log=True, force=False):
+        if do_log:
+            logger.debug("closing %s" % self)
+        if hasattr(self, 'conn') and self.conn is not None:
+            if self.conn.autocommit and not force:
+                # typically calls to commit are non-blocking when autocommit is
+                # used.  However, we need to block on close() to ensure any
+                # awaiting exceptions are handled and that all data is
+                # persisted to disk before returning.
+                self.conn.commit(blocking=True)
+            self.conn.close(force=force)
+            self.conn = None
+        if self.in_temp:
+            try:
+                os.remove(self.filename)
+            except Exception:
+                pass
+
+    def terminate(self):
+        """Delete the underlying database file. Use with care."""
+        if self.flag == 'r':
+            raise RuntimeError('Refusing to terminate read-only SqliteDict')
+
+        self.close()
+
+        if self.filename == ':memory:':
+            return
+
+        logger.info("deleting %s" % self.filename)
+        try:
+            if os.path.isfile(self.filename):
+                os.remove(self.filename)
+        except (OSError, IOError):
+            logger.exception("failed to delete %s" % (self.filename))
+
+    def __del__(self):
+        # like close(), but assume globals are gone by now (do not log!)
+        try:
+            self.close(do_log=False, force=True)
+        except Exception:
+            # prevent error log flood in case of multiple SqliteDicts
+            # closed after connection lost (exceptions are always ignored
+            # in __del__ method.
+            pass
+
+
+class SqliteMultithread(threading.Thread):
+    """
+    Wrap sqlite connection in a way that allows concurrent requests from multiple threads.
+
+    This is done by internally queueing the requests and processing them sequentially
+    in a separate thread (in the same order they arrived).
+
+    """
+    def __init__(self, filename, autocommit, journal_mode, outer_stack=True):
+        super(SqliteMultithread, self).__init__()
+        self.filename = filename
+        self.autocommit = autocommit
+        self.journal_mode = journal_mode
+        # use request queue of unlimited size
+        self.reqs = Queue()
+        self.daemon = True
+        self._outer_stack = outer_stack
+        self.log = logging.getLogger('sqlitedict.SqliteMultithread')
+
+        #
+        # Parts of this object's state get accessed from different threads, so
+        # we use synchronization to avoid race conditions.  For example,
+        # .exception gets set inside the new daemon thread that we spawned, but
+        # gets read from the main thread.  This is particularly important
+        # during initialization: the Thread needs some time to actually start
+        # working, and until this happens, any calls to e.g.
+        # check_raise_error() will prematurely return None, meaning all is
+        # well.  If the that connection happens to fail, we'll never know about
+        # it, and instead wait for a result that never arrives (effectively,
+        # deadlocking).  Locking solves this problem by eliminating the race
+        # condition.
+        #
+        self._lock = threading.Lock()
+        self._lock.acquire()
+        self.exception = None
+
+        self.start()
+
+    def _connect(self):
+        """Connect to the underlying database.
+
+        Raises an exception on failure.  Returns the connection and cursor on success.
+        """
+        try:
+            if self.autocommit:
+                conn = sqlite3.connect(self.filename, isolation_level=None, check_same_thread=False)
+            else:
+                conn = sqlite3.connect(self.filename, check_same_thread=False)
+        except Exception:
+            self.log.exception("Failed to initialize connection for filename: %s" % self.filename)
+            self.exception = sys.exc_info()
+            raise
+
+        try:
+            conn.execute('PRAGMA journal_mode = %s' % self.journal_mode)
+            conn.text_factory = str
+            cursor = conn.cursor()
+            conn.commit()
+            cursor.execute('PRAGMA synchronous=OFF')
+        except Exception:
+            self.log.exception("Failed to execute PRAGMA statements.")
+            self.exception = sys.exc_info()
+            raise
+
+        return conn, cursor
+
+    def run(self):
+        #
+        # Nb. this is what actually runs inside the new daemon thread.
+        # self._lock is locked at this stage - see the initializer function.
+        #
+        try:
+            conn, cursor = self._connect()
+        finally:
+            self._lock.release()
+
+        res_ref = None
+        while True:
+            #
+            # req: an SQL command or one of the --magic-- commands we use internally
+            # arg: arguments for the command
+            # res_ref: a weak reference to the queue into which responses must be placed
+            # outer_stack: the outer stack, for producing more informative traces in case of error
+            #
+            req, arg, res_ref, outer_stack = self.reqs.get()
+
+            if req == _REQUEST_CLOSE:
+                assert res_ref, ('--close-- without return queue', res_ref)
+                break
+            elif req == _REQUEST_COMMIT:
+                conn.commit()
+                _put(res_ref, _RESPONSE_NO_MORE)
+            else:
+                try:
+                    cursor.execute(req, arg)
+                except Exception:
+                    with self._lock:
+                        self.exception = (e_type, e_value, e_tb) = sys.exc_info()
+
+                    inner_stack = traceback.extract_stack()
+
+                    # An exception occurred in our thread, but we may not
+                    # immediately able to throw it in our calling thread, if it has
+                    # no return `res` queue: log as level ERROR both the inner and
+                    # outer exception immediately.
+                    #
+                    # Any iteration of res.get() or any next call will detect the
+                    # inner exception and re-raise it in the calling Thread; though
+                    # it may be confusing to see an exception for an unrelated
+                    # statement, an ERROR log statement from the 'sqlitedict.*'
+                    # namespace contains the original outer stack location.
+                    self.log.error('Inner exception:')
+                    for item in traceback.format_list(inner_stack):
+                        self.log.error(item)
+                    self.log.error('')  # deliniate traceback & exception w/blank line
+                    for item in traceback.format_exception_only(e_type, e_value):
+                        self.log.error(item)
+
+                    self.log.error('')  # exception & outer stack w/blank line
+
+                    if self._outer_stack:
+                        self.log.error('Outer stack:')
+                        for item in traceback.format_list(outer_stack):
+                            self.log.error(item)
+                        self.log.error('Exception will be re-raised at next call.')
+                    else:
+                        self.log.error(
+                            'Unable to show the outer stack. Pass '
+                            'outer_stack=True when initializing the '
+                            'SqliteDict instance to show the outer stack.'
+                        )
+
+                if res_ref:
+                    for rec in cursor:
+                        if _put(res_ref, rec) == _PUT_REFERENT_DESTROYED:
+                            #
+                            # The queue we are sending responses to got garbage
+                            # collected.  Nobody is listening anymore, so we
+                            # stop sending responses.
+                            #
+                            break
+
+                    _put(res_ref, _RESPONSE_NO_MORE)
+
+                if self.autocommit:
+                    conn.commit()
+
+        self.log.debug('received: %s, send: --no more--', req)
+        conn.close()
+
+        _put(res_ref, _RESPONSE_NO_MORE)
+
+    def check_raise_error(self):
+        """
+        Check for and raise exception for any previous sqlite query.
+
+        For the `execute*` family of method calls, such calls are non-blocking and any
+        exception raised in the thread cannot be handled by the calling Thread (usually
+        MainThread).  This method is called on `close`, and prior to any subsequent
+        calls to the `execute*` methods to check for and raise an exception in a
+        previous call to the MainThread.
+        """
+        with self._lock:
+            if self.exception:
+                e_type, e_value, e_tb = self.exception
+
+                # clear self.exception, if the caller decides to handle such
+                # exception, we should not repeatedly re-raise it.
+                self.exception = None
+
+                self.log.error('An exception occurred from a previous statement, view '
+                               'the logging namespace "sqlitedict" for outer stack.')
+
+                # The third argument to raise is the traceback object, and it is
+                # substituted instead of the current location as the place where
+                # the exception occurred, this is so that when using debuggers such
+                # as `pdb', or simply evaluating the naturally raised traceback, we
+                # retain the original (inner) location of where the exception
+                # occurred.
+                reraise(e_type, e_value, e_tb)
+
+    def execute(self, req, arg=None, res=None):
+        """
+        `execute` calls are non-blocking: just queue up the request and return immediately.
+
+        :param req: The request (an SQL command)
+        :param arg: Arguments to the SQL command
+        :param res: A queue in which to place responses as they become available
+        """
+        self.check_raise_error()
+        stack = None
+
+        if self._outer_stack:
+            # NOTE: This might be a lot of information to pump into an input
+            # queue, affecting performance.  I've also seen earlier versions of
+            # jython take a severe performance impact for throwing exceptions
+            # so often.
+            stack = traceback.extract_stack()[:-1]
+
+        #
+        # We pass a weak reference to the response queue instead of a regular
+        # reference, because we want the queues to be garbage-collected
+        # more aggressively.
+        #
+        res_ref = None
+        if res:
+            res_ref = weakref.ref(res)
+
+        self.reqs.put((req, arg or tuple(), res_ref, stack))
+
+    def executemany(self, req, items):
+        for item in items:
+            self.execute(req, item)
+        self.check_raise_error()
+
+    def select(self, req, arg=None):
+        """
+        Unlike sqlite's native select, this select doesn't handle iteration efficiently.
+
+        The result of `select` starts filling up with values as soon as the
+        request is dequeued, and although you can iterate over the result normally
+        (`for res in self.select(): ...`), the entire result will be in memory.
+        """
+        res = Queue()  # results of the select will appear as items in this queue
+        self.execute(req, arg, res)
+        while True:
+            rec = res.get()
+            self.check_raise_error()
+            if rec == _RESPONSE_NO_MORE:
+                break
+            yield rec
+
+    def select_one(self, req, arg=None):
+        """Return only the first row of the SELECT, or None if there are no matching rows."""
+        try:
+            return next(iter(self.select(req, arg)))
+        except StopIteration:
+            return None
+
+    def commit(self, blocking=True):
+        if blocking:
+            # by default, we await completion of commit() unless
+            # blocking=False.  This ensures any available exceptions for any
+            # previous statement are thrown before returning, and that the
+            # data has actually persisted to disk!
+            self.select_one(_REQUEST_COMMIT)
+        else:
+            # otherwise, we fire and forget as usual.
+            self.execute(_REQUEST_COMMIT)
+
+    def close(self, force=False):
+        if force:
+            # If a SqliteDict is being killed or garbage-collected, then select_one()
+            # could hang forever because run() might already have exited and therefore
+            # can't process the request. Instead, push the close command to the requests
+            # queue directly. If run() is still alive, it will exit gracefully. If not,
+            # then there's nothing we can do anyway.
+            self.reqs.put((_REQUEST_CLOSE, None, weakref.ref(Queue()), None))
+        else:
+            # we abuse 'select' to "iter" over a "--close--" statement so that we
+            # can confirm the completion of close before joining the thread and
+            # returning (by semaphore '--no more--'
+            self.select_one(_REQUEST_CLOSE)
+            self.join()
+
+
+#
+# This is here for .github/workflows/release.yml
+#
+if __name__ == '__main__':
+    print(__version__)

llmeval-env/lib/python3.10/site-packages/threadpoolctl.py

@@ -0,0 +1,1280 @@
+"""threadpoolctl
+
+This module provides utilities to introspect native libraries that relies on
+thread pools (notably BLAS and OpenMP implementations) and dynamically set the
+maximal number of threads they can use.
+"""
+
+# License: BSD 3-Clause
+
+# The code to introspect dynamically loaded libraries on POSIX systems is
+# adapted from code by Intel developer @anton-malakhov available at
+# https://github.com/IntelPython/smp (Copyright (c) 2017, Intel Corporation)
+# and also published under the BSD 3-Clause license
+import os
+import re
+import sys
+import ctypes
+import itertools
+import textwrap
+from typing import final
+import warnings
+from ctypes.util import find_library
+from abc import ABC, abstractmethod
+from functools import lru_cache
+from contextlib import ContextDecorator
+
+__version__ = "3.5.0"
+__all__ = [
+    "threadpool_limits",
+    "threadpool_info",
+    "ThreadpoolController",
+    "LibController",
+    "register",
+]
+
+
+# One can get runtime errors or even segfaults due to multiple OpenMP libraries
+# loaded simultaneously which can happen easily in Python when importing and
+# using compiled extensions built with different compilers and therefore
+# different OpenMP runtimes in the same program. In particular libiomp (used by
+# Intel ICC) and libomp used by clang/llvm tend to crash. This can happen for
+# instance when calling BLAS inside a prange. Setting the following environment
+# variable allows multiple OpenMP libraries to be loaded. It should not degrade
+# performances since we manually take care of potential over-subscription
+# performance issues, in sections of the code where nested OpenMP loops can
+# happen, by dynamically reconfiguring the inner OpenMP runtime to temporarily
+# disable it while under the scope of the outer OpenMP parallel section.
+os.environ.setdefault("KMP_DUPLICATE_LIB_OK", "True")
+
+# Structure to cast the info on dynamically loaded library. See
+# https://linux.die.net/man/3/dl_iterate_phdr for more details.
+_SYSTEM_UINT = ctypes.c_uint64 if sys.maxsize > 2**32 else ctypes.c_uint32
+_SYSTEM_UINT_HALF = ctypes.c_uint32 if sys.maxsize > 2**32 else ctypes.c_uint16
+
+
+class _dl_phdr_info(ctypes.Structure):
+    _fields_ = [
+        ("dlpi_addr", _SYSTEM_UINT),  # Base address of object
+        ("dlpi_name", ctypes.c_char_p),  # path to the library
+        ("dlpi_phdr", ctypes.c_void_p),  # pointer on dlpi_headers
+        ("dlpi_phnum", _SYSTEM_UINT_HALF),  # number of elements in dlpi_phdr
+    ]
+
+
+# The RTLD_NOLOAD flag for loading shared libraries is not defined on Windows.
+try:
+    _RTLD_NOLOAD = os.RTLD_NOLOAD
+except AttributeError:
+    _RTLD_NOLOAD = ctypes.DEFAULT_MODE
+
+
+class LibController(ABC):
+    """Abstract base class for the individual library controllers
+
+    A library controller must expose the following class attributes:
+        - user_api : str
+            Usually the name of the library or generic specification the library
+            implements, e.g. "blas" is a specification with different implementations.
+        - internal_api : str
+            Usually the name of the library or concrete implementation of some
+            specification, e.g. "openblas" is an implementation of the "blas"
+            specification.
+        - filename_prefixes : tuple
+            Possible prefixes of the shared library's filename that allow to
+            identify the library. e.g. "libopenblas" for libopenblas.so.
+
+    and implement the following methods: `get_num_threads`, `set_num_threads` and
+    `get_version`.
+
+    Threadpoolctl loops through all the loaded shared libraries and tries to match
+    the filename of each library with the `filename_prefixes`. If a match is found, a
+    controller is instantiated and a handler to the library is stored in the `dynlib`
+    attribute as a `ctypes.CDLL` object. It can be used to access the necessary symbols
+    of the shared library to implement the above methods.
+
+    The following information will be exposed in the info dictionary:
+      - user_api : standardized API, if any, or a copy of internal_api.
+      - internal_api : implementation-specific API.
+      - num_threads : the current thread limit.
+      - prefix : prefix of the shared library's filename.
+      - filepath : path to the loaded shared library.
+      - version : version of the library (if available).
+
+    In addition, each library controller may expose internal API specific entries. They
+    must be set as attributes in the `set_additional_attributes` method.
+    """
+
+    @final
+    def __init__(self, *, filepath=None, prefix=None, parent=None):
+        """This is not meant to be overriden by subclasses."""
+        self.parent = parent
+        self.prefix = prefix
+        self.filepath = filepath
+        self.dynlib = ctypes.CDLL(filepath, mode=_RTLD_NOLOAD)
+        self._symbol_prefix, self._symbol_suffix = self._find_affixes()
+        self.version = self.get_version()
+        self.set_additional_attributes()
+
+    def info(self):
+        """Return relevant info wrapped in a dict"""
+        hidden_attrs = ("dynlib", "parent", "_symbol_prefix", "_symbol_suffix")
+        return {
+            "user_api": self.user_api,
+            "internal_api": self.internal_api,
+            "num_threads": self.num_threads,
+            **{k: v for k, v in vars(self).items() if k not in hidden_attrs},
+        }
+
+    def set_additional_attributes(self):
+        """Set additional attributes meant to be exposed in the info dict"""
+
+    @property
+    def num_threads(self):
+        """Exposes the current thread limit as a dynamic property
+
+        This is not meant to be used or overriden by subclasses.
+        """
+        return self.get_num_threads()
+
+    @abstractmethod
+    def get_num_threads(self):
+        """Return the maximum number of threads available to use"""
+
+    @abstractmethod
+    def set_num_threads(self, num_threads):
+        """Set the maximum number of threads to use"""
+
+    @abstractmethod
+    def get_version(self):
+        """Return the version of the shared library"""
+
+    def _find_affixes(self):
+        """Return the affixes for the symbols of the shared library"""
+        return "", ""
+
+    def _get_symbol(self, name):
+        """Return the symbol of the shared library accounding for the affixes"""
+        return getattr(
+            self.dynlib, f"{self._symbol_prefix}{name}{self._symbol_suffix}", None
+        )
+
+
+class OpenBLASController(LibController):
+    """Controller class for OpenBLAS"""
+
+    user_api = "blas"
+    internal_api = "openblas"
+    filename_prefixes = ("libopenblas", "libblas", "libscipy_openblas")
+
+    _symbol_prefixes = ("", "scipy_")
+    _symbol_suffixes = ("", "64_", "_64")
+
+    # All variations of "openblas_get_num_threads", accounting for the affixes
+    check_symbols = tuple(
+        f"{prefix}openblas_get_num_threads{suffix}"
+        for prefix, suffix in itertools.product(_symbol_prefixes, _symbol_suffixes)
+    )
+
+    def _find_affixes(self):
+        for prefix, suffix in itertools.product(
+            self._symbol_prefixes, self._symbol_suffixes
+        ):
+            if hasattr(self.dynlib, f"{prefix}openblas_get_num_threads{suffix}"):
+                return prefix, suffix
+
+    def set_additional_attributes(self):
+        self.threading_layer = self._get_threading_layer()
+        self.architecture = self._get_architecture()
+
+    def get_num_threads(self):
+        get_num_threads_func = self._get_symbol("openblas_get_num_threads")
+        if get_num_threads_func is not None:
+            return get_num_threads_func()
+        return None
+
+    def set_num_threads(self, num_threads):
+        set_num_threads_func = self._get_symbol("openblas_set_num_threads")
+        if set_num_threads_func is not None:
+            return set_num_threads_func(num_threads)
+        return None
+
+    def get_version(self):
+        # None means OpenBLAS is not loaded or version < 0.3.4, since OpenBLAS
+        # did not expose its version before that.
+        get_version_func = self._get_symbol("openblas_get_config")
+        if get_version_func is not None:
+            get_version_func.restype = ctypes.c_char_p
+            config = get_version_func().split()
+            if config[0] == b"OpenBLAS":
+                return config[1].decode("utf-8")
+            return None
+        return None
+
+    def _get_threading_layer(self):
+        """Return the threading layer of OpenBLAS"""
+        get_threading_layer_func = self._get_symbol("openblas_get_parallel")
+        if get_threading_layer_func is not None:
+            threading_layer = get_threading_layer_func()
+            if threading_layer == 2:
+                return "openmp"
+            elif threading_layer == 1:
+                return "pthreads"
+            return "disabled"
+        return "unknown"
+
+    def _get_architecture(self):
+        """Return the architecture detected by OpenBLAS"""
+        get_architecture_func = self._get_symbol("openblas_get_corename")
+        if get_architecture_func is not None:
+            get_architecture_func.restype = ctypes.c_char_p
+            return get_architecture_func().decode("utf-8")
+        return None
+
+
+class BLISController(LibController):
+    """Controller class for BLIS"""
+
+    user_api = "blas"
+    internal_api = "blis"
+    filename_prefixes = ("libblis", "libblas")
+    check_symbols = (
+        "bli_thread_get_num_threads",
+        "bli_thread_set_num_threads",
+        "bli_info_get_version_str",
+        "bli_info_get_enable_openmp",
+        "bli_info_get_enable_pthreads",
+        "bli_arch_query_id",
+        "bli_arch_string",
+    )
+
+    def set_additional_attributes(self):
+        self.threading_layer = self._get_threading_layer()
+        self.architecture = self._get_architecture()
+
+    def get_num_threads(self):
+        get_func = getattr(self.dynlib, "bli_thread_get_num_threads", lambda: None)
+        num_threads = get_func()
+        # by default BLIS is single-threaded and get_num_threads
+        # returns -1. We map it to 1 for consistency with other libraries.
+        return 1 if num_threads == -1 else num_threads
+
+    def set_num_threads(self, num_threads):
+        set_func = getattr(
+            self.dynlib, "bli_thread_set_num_threads", lambda num_threads: None
+        )
+        return set_func(num_threads)
+
+    def get_version(self):
+        get_version_ = getattr(self.dynlib, "bli_info_get_version_str", None)
+        if get_version_ is None:
+            return None
+
+        get_version_.restype = ctypes.c_char_p
+        return get_version_().decode("utf-8")
+
+    def _get_threading_layer(self):
+        """Return the threading layer of BLIS"""
+        if getattr(self.dynlib, "bli_info_get_enable_openmp", lambda: False)():
+            return "openmp"
+        elif getattr(self.dynlib, "bli_info_get_enable_pthreads", lambda: False)():
+            return "pthreads"
+        return "disabled"
+
+    def _get_architecture(self):
+        """Return the architecture detected by BLIS"""
+        bli_arch_query_id = getattr(self.dynlib, "bli_arch_query_id", None)
+        bli_arch_string = getattr(self.dynlib, "bli_arch_string", None)
+        if bli_arch_query_id is None or bli_arch_string is None:
+            return None
+
+        # the true restype should be BLIS' arch_t (enum) but int should work
+        # for us:
+        bli_arch_query_id.restype = ctypes.c_int
+        bli_arch_string.restype = ctypes.c_char_p
+        return bli_arch_string(bli_arch_query_id()).decode("utf-8")
+
+
+class FlexiBLASController(LibController):
+    """Controller class for FlexiBLAS"""
+
+    user_api = "blas"
+    internal_api = "flexiblas"
+    filename_prefixes = ("libflexiblas",)
+    check_symbols = (
+        "flexiblas_get_num_threads",
+        "flexiblas_set_num_threads",
+        "flexiblas_get_version",
+        "flexiblas_list",
+        "flexiblas_list_loaded",
+        "flexiblas_current_backend",
+    )
+
+    @property
+    def loaded_backends(self):
+        return self._get_backend_list(loaded=True)
+
+    @property
+    def current_backend(self):
+        return self._get_current_backend()
+
+    def info(self):
+        """Return relevant info wrapped in a dict"""
+        # We override the info method because the loaded and current backends
+        # are dynamic properties
+        exposed_attrs = super().info()
+        exposed_attrs["loaded_backends"] = self.loaded_backends
+        exposed_attrs["current_backend"] = self.current_backend
+
+        return exposed_attrs
+
+    def set_additional_attributes(self):
+        self.available_backends = self._get_backend_list(loaded=False)
+
+    def get_num_threads(self):
+        get_func = getattr(self.dynlib, "flexiblas_get_num_threads", lambda: None)
+        num_threads = get_func()
+        # by default BLIS is single-threaded and get_num_threads
+        # returns -1. We map it to 1 for consistency with other libraries.
+        return 1 if num_threads == -1 else num_threads
+
+    def set_num_threads(self, num_threads):
+        set_func = getattr(
+            self.dynlib, "flexiblas_set_num_threads", lambda num_threads: None
+        )
+        return set_func(num_threads)
+
+    def get_version(self):
+        get_version_ = getattr(self.dynlib, "flexiblas_get_version", None)
+        if get_version_ is None:
+            return None
+
+        major = ctypes.c_int()
+        minor = ctypes.c_int()
+        patch = ctypes.c_int()
+        get_version_(ctypes.byref(major), ctypes.byref(minor), ctypes.byref(patch))
+        return f"{major.value}.{minor.value}.{patch.value}"
+
+    def _get_backend_list(self, loaded=False):
+        """Return the list of available backends for FlexiBLAS.
+
+        If loaded is False, return the list of available backends from the FlexiBLAS
+        configuration. If loaded is True, return the list of actually loaded backends.
+        """
+        func_name = f"flexiblas_list{'_loaded' if loaded else ''}"
+        get_backend_list_ = getattr(self.dynlib, func_name, None)
+        if get_backend_list_ is None:
+            return None
+
+        n_backends = get_backend_list_(None, 0, 0)
+
+        backends = []
+        for i in range(n_backends):
+            backend_name = ctypes.create_string_buffer(1024)
+            get_backend_list_(backend_name, 1024, i)
+            if backend_name.value.decode("utf-8") != "__FALLBACK__":
+                # We don't know when to expect __FALLBACK__ but it is not a real
+                # backend and does not show up when running flexiblas list.
+                backends.append(backend_name.value.decode("utf-8"))
+        return backends
+
+    def _get_current_backend(self):
+        """Return the backend of FlexiBLAS"""
+        get_backend_ = getattr(self.dynlib, "flexiblas_current_backend", None)
+        if get_backend_ is None:
+            return None
+
+        backend = ctypes.create_string_buffer(1024)
+        get_backend_(backend, ctypes.sizeof(backend))
+        return backend.value.decode("utf-8")
+
+    def switch_backend(self, backend):
+        """Switch the backend of FlexiBLAS
+
+        Parameters
+        ----------
+        backend : str
+            The name or the path to the shared library of the backend to switch to. If
+            the backend is not already loaded, it will be loaded first.
+        """
+        if backend not in self.loaded_backends:
+            if backend in self.available_backends:
+                load_func = getattr(self.dynlib, "flexiblas_load_backend", lambda _: -1)
+            else:  # assume backend is a path to a shared library
+                load_func = getattr(
+                    self.dynlib, "flexiblas_load_backend_library", lambda _: -1
+                )
+            res = load_func(str(backend).encode("utf-8"))
+            if res == -1:
+                raise RuntimeError(
+                    f"Failed to load backend {backend!r}. It must either be the name of"
+                    " a backend available in the FlexiBLAS configuration "
+                    f"{self.available_backends} or the path to a valid shared library."
+                )
+
+            # Trigger a new search of loaded shared libraries since loading a new
+            # backend caused a dlopen.
+            self.parent._load_libraries()
+
+        switch_func = getattr(self.dynlib, "flexiblas_switch", lambda _: -1)
+        idx = self.loaded_backends.index(backend)
+        res = switch_func(idx)
+        if res == -1:
+            raise RuntimeError(f"Failed to switch to backend {backend!r}.")
+
+
+class MKLController(LibController):
+    """Controller class for MKL"""
+
+    user_api = "blas"
+    internal_api = "mkl"
+    filename_prefixes = ("libmkl_rt", "mkl_rt", "libblas")
+    check_symbols = (
+        "MKL_Get_Max_Threads",
+        "MKL_Set_Num_Threads",
+        "MKL_Get_Version_String",
+        "MKL_Set_Threading_Layer",
+    )
+
+    def set_additional_attributes(self):
+        self.threading_layer = self._get_threading_layer()
+
+    def get_num_threads(self):
+        get_func = getattr(self.dynlib, "MKL_Get_Max_Threads", lambda: None)
+        return get_func()
+
+    def set_num_threads(self, num_threads):
+        set_func = getattr(self.dynlib, "MKL_Set_Num_Threads", lambda num_threads: None)
+        return set_func(num_threads)
+
+    def get_version(self):
+        if not hasattr(self.dynlib, "MKL_Get_Version_String"):
+            return None
+
+        res = ctypes.create_string_buffer(200)
+        self.dynlib.MKL_Get_Version_String(res, 200)
+
+        version = res.value.decode("utf-8")
+        group = re.search(r"Version ([^ ]+) ", version)
+        if group is not None:
+            version = group.groups()[0]
+        return version.strip()
+
+    def _get_threading_layer(self):
+        """Return the threading layer of MKL"""
+        # The function mkl_set_threading_layer returns the current threading
+        # layer. Calling it with an invalid threading layer allows us to safely
+        # get the threading layer
+        set_threading_layer = getattr(
+            self.dynlib, "MKL_Set_Threading_Layer", lambda layer: -1
+        )
+        layer_map = {
+            0: "intel",
+            1: "sequential",
+            2: "pgi",
+            3: "gnu",
+            4: "tbb",
+            -1: "not specified",
+        }
+        return layer_map[set_threading_layer(-1)]
+
+
+class OpenMPController(LibController):
+    """Controller class for OpenMP"""
+
+    user_api = "openmp"
+    internal_api = "openmp"
+    filename_prefixes = ("libiomp", "libgomp", "libomp", "vcomp")
+    check_symbols = (
+        "omp_get_max_threads",
+        "omp_get_num_threads",
+    )
+
+    def get_num_threads(self):
+        get_func = getattr(self.dynlib, "omp_get_max_threads", lambda: None)
+        return get_func()
+
+    def set_num_threads(self, num_threads):
+        set_func = getattr(self.dynlib, "omp_set_num_threads", lambda num_threads: None)
+        return set_func(num_threads)
+
+    def get_version(self):
+        # There is no way to get the version number programmatically in OpenMP.
+        return None
+
+
+# Controllers for the libraries that we'll look for in the loaded libraries.
+# Third party libraries can register their own controllers.
+_ALL_CONTROLLERS = [
+    OpenBLASController,
+    BLISController,
+    MKLController,
+    OpenMPController,
+    FlexiBLASController,
+]
+
+# Helpers for the doc and test names
+_ALL_USER_APIS = list(set(lib.user_api for lib in _ALL_CONTROLLERS))
+_ALL_INTERNAL_APIS = [lib.internal_api for lib in _ALL_CONTROLLERS]
+_ALL_PREFIXES = list(
+    set(prefix for lib in _ALL_CONTROLLERS for prefix in lib.filename_prefixes)
+)
+_ALL_BLAS_LIBRARIES = [
+    lib.internal_api for lib in _ALL_CONTROLLERS if lib.user_api == "blas"
+]
+_ALL_OPENMP_LIBRARIES = OpenMPController.filename_prefixes
+
+
+def register(controller):
+    """Register a new controller"""
+    _ALL_CONTROLLERS.append(controller)
+    _ALL_USER_APIS.append(controller.user_api)
+    _ALL_INTERNAL_APIS.append(controller.internal_api)
+    _ALL_PREFIXES.extend(controller.filename_prefixes)
+
+
+def _format_docstring(*args, **kwargs):
+    def decorator(o):
+        if o.__doc__ is not None:
+            o.__doc__ = o.__doc__.format(*args, **kwargs)
+        return o
+
+    return decorator
+
+
+@lru_cache(maxsize=10000)
+def _realpath(filepath):
+    """Small caching wrapper around os.path.realpath to limit system calls"""
+    return os.path.realpath(filepath)
+
+
+@_format_docstring(USER_APIS=list(_ALL_USER_APIS), INTERNAL_APIS=_ALL_INTERNAL_APIS)
+def threadpool_info():
+    """Return the maximal number of threads for each detected library.
+
+    Return a list with all the supported libraries that have been found. Each
+    library is represented by a dict with the following information:
+
+      - "user_api" : user API. Possible values are {USER_APIS}.
+      - "internal_api": internal API. Possible values are {INTERNAL_APIS}.
+      - "prefix" : filename prefix of the specific implementation.
+      - "filepath": path to the loaded library.
+      - "version": version of the library (if available).
+      - "num_threads": the current thread limit.
+
+    In addition, each library may contain internal_api specific entries.
+    """
+    return ThreadpoolController().info()
+
+
+class _ThreadpoolLimiter:
+    """The guts of ThreadpoolController.limit
+
+    Refer to the docstring of ThreadpoolController.limit for more details.
+
+    It will only act on the library controllers held by the provided `controller`.
+    Using the default constructor sets the limits right away such that it can be used as
+    a callable. Setting the limits can be delayed by using the `wrap` class method such
+    that it can be used as a decorator.
+    """
+
+    def __init__(self, controller, *, limits=None, user_api=None):
+        self._controller = controller
+        self._limits, self._user_api, self._prefixes = self._check_params(
+            limits, user_api
+        )
+        self._original_info = self._controller.info()
+        self._set_threadpool_limits()
+
+    def __enter__(self):
+        return self
+
+    def __exit__(self, type, value, traceback):
+        self.restore_original_limits()
+
+    @classmethod
+    def wrap(cls, controller, *, limits=None, user_api=None):
+        """Return an instance of this class that can be used as a decorator"""
+        return _ThreadpoolLimiterDecorator(
+            controller=controller, limits=limits, user_api=user_api
+        )
+
+    def restore_original_limits(self):
+        """Set the limits back to their original values"""
+        for lib_controller, original_info in zip(
+            self._controller.lib_controllers, self._original_info
+        ):
+            lib_controller.set_num_threads(original_info["num_threads"])
+
+    # Alias of `restore_original_limits` for backward compatibility
+    unregister = restore_original_limits
+
+    def get_original_num_threads(self):
+        """Original num_threads from before calling threadpool_limits
+
+        Return a dict `{user_api: num_threads}`.
+        """
+        num_threads = {}
+        warning_apis = []
+
+        for user_api in self._user_api:
+            limits = [
+                lib_info["num_threads"]
+                for lib_info in self._original_info
+                if lib_info["user_api"] == user_api
+            ]
+            limits = set(limits)
+            n_limits = len(limits)
+
+            if n_limits == 1:
+                limit = limits.pop()
+            elif n_limits == 0:
+                limit = None
+            else:
+                limit = min(limits)
+                warning_apis.append(user_api)
+
+            num_threads[user_api] = limit
+
+        if warning_apis:
+            warnings.warn(
+                "Multiple value possible for following user apis: "
+                + ", ".join(warning_apis)
+                + ". Returning the minimum."
+            )
+
+        return num_threads
+
+    def _check_params(self, limits, user_api):
+        """Suitable values for the _limits, _user_api and _prefixes attributes"""
+
+        if isinstance(limits, str) and limits == "sequential_blas_under_openmp":
+            (
+                limits,
+                user_api,
+            ) = self._controller._get_params_for_sequential_blas_under_openmp().values()
+
+        if limits is None or isinstance(limits, int):
+            if user_api is None:
+                user_api = _ALL_USER_APIS
+            elif user_api in _ALL_USER_APIS:
+                user_api = [user_api]
+            else:
+                raise ValueError(
+                    f"user_api must be either in {_ALL_USER_APIS} or None. Got "
+                    f"{user_api} instead."
+                )
+
+            if limits is not None:
+                limits = {api: limits for api in user_api}
+            prefixes = []
+        else:
+            if isinstance(limits, list):
+                # This should be a list of dicts of library info, for
+                # compatibility with the result from threadpool_info.
+                limits = {
+                    lib_info["prefix"]: lib_info["num_threads"] for lib_info in limits
+                }
+            elif isinstance(limits, ThreadpoolController):
+                # To set the limits from the library controllers of a
+                # ThreadpoolController object.
+                limits = {
+                    lib_controller.prefix: lib_controller.num_threads
+                    for lib_controller in limits.lib_controllers
+                }
+
+            if not isinstance(limits, dict):
+                raise TypeError(
+                    "limits must either be an int, a list, a dict, or "
+                    f"'sequential_blas_under_openmp'. Got {type(limits)} instead"
+                )
+
+            # With a dictionary, can set both specific limit for given
+            # libraries and global limit for user_api. Fetch each separately.
+            prefixes = [prefix for prefix in limits if prefix in _ALL_PREFIXES]
+            user_api = [api for api in limits if api in _ALL_USER_APIS]
+
+        return limits, user_api, prefixes
+
+    def _set_threadpool_limits(self):
+        """Change the maximal number of threads in selected thread pools.
+
+        Return a list with all the supported libraries that have been found
+        matching `self._prefixes` and `self._user_api`.
+        """
+        if self._limits is None:
+            return
+
+        for lib_controller in self._controller.lib_controllers:
+            # self._limits is a dict {key: num_threads} where key is either
+            # a prefix or a user_api. If a library matches both, the limit
+            # corresponding to the prefix is chosen.
+            if lib_controller.prefix in self._limits:
+                num_threads = self._limits[lib_controller.prefix]
+            elif lib_controller.user_api in self._limits:
+                num_threads = self._limits[lib_controller.user_api]
+            else:
+                continue
+
+            if num_threads is not None:
+                lib_controller.set_num_threads(num_threads)
+
+
+class _ThreadpoolLimiterDecorator(_ThreadpoolLimiter, ContextDecorator):
+    """Same as _ThreadpoolLimiter but to be used as a decorator"""
+
+    def __init__(self, controller, *, limits=None, user_api=None):
+        self._limits, self._user_api, self._prefixes = self._check_params(
+            limits, user_api
+        )
+        self._controller = controller
+
+    def __enter__(self):
+        # we need to set the limits here and not in the __init__ because we want the
+        # limits to be set when calling the decorated function, not when creating the
+        # decorator.
+        self._original_info = self._controller.info()
+        self._set_threadpool_limits()
+        return self
+
+
+@_format_docstring(
+    USER_APIS=", ".join(f'"{api}"' for api in _ALL_USER_APIS),
+    BLAS_LIBS=", ".join(_ALL_BLAS_LIBRARIES),
+    OPENMP_LIBS=", ".join(_ALL_OPENMP_LIBRARIES),
+)
+class threadpool_limits(_ThreadpoolLimiter):
+    """Change the maximal number of threads that can be used in thread pools.
+
+    This object can be used either as a callable (the construction of this object
+    limits the number of threads), as a context manager in a `with` block to
+    automatically restore the original state of the controlled libraries when exiting
+    the block, or as a decorator through its `wrap` method.
+
+    Set the maximal number of threads that can be used in thread pools used in
+    the supported libraries to `limit`. This function works for libraries that
+    are already loaded in the interpreter and can be changed dynamically.
+
+    This effect is global and impacts the whole Python process. There is no thread level
+    isolation as these libraries do not offer thread-local APIs to configure the number
+    of threads to use in nested parallel calls.
+
+    Parameters
+    ----------
+    limits : int, dict, 'sequential_blas_under_openmp' or None (default=None)
+        The maximal number of threads that can be used in thread pools
+
+        - If int, sets the maximum number of threads to `limits` for each
+          library selected by `user_api`.
+
+        - If it is a dictionary `{{key: max_threads}}`, this function sets a
+          custom maximum number of threads for each `key` which can be either a
+          `user_api` or a `prefix` for a specific library.
+
+        - If 'sequential_blas_under_openmp', it will chose the appropriate `limits`
+          and `user_api` parameters for the specific use case of sequential BLAS
+          calls within an OpenMP parallel region. The `user_api` parameter is
+          ignored.
+
+        - If None, this function does not do anything.
+
+    user_api : {USER_APIS} or None (default=None)
+        APIs of libraries to limit. Used only if `limits` is an int.
+
+        - If "blas", it will only limit BLAS supported libraries ({BLAS_LIBS}).
+
+        - If "openmp", it will only limit OpenMP supported libraries
+          ({OPENMP_LIBS}). Note that it can affect the number of threads used
+          by the BLAS libraries if they rely on OpenMP.
+
+        - If None, this function will apply to all supported libraries.
+    """
+
+    def __init__(self, limits=None, user_api=None):
+        super().__init__(ThreadpoolController(), limits=limits, user_api=user_api)
+
+    @classmethod
+    def wrap(cls, limits=None, user_api=None):
+        return super().wrap(ThreadpoolController(), limits=limits, user_api=user_api)
+
+
+class ThreadpoolController:
+    """Collection of LibController objects for all loaded supported libraries
+
+    Attributes
+    ----------
+    lib_controllers : list of `LibController` objects
+        The list of library controllers of all loaded supported libraries.
+    """
+
+    # Cache for libc under POSIX and a few system libraries under Windows.
+    # We use a class level cache instead of an instance level cache because
+    # it's very unlikely that a shared library will be unloaded and reloaded
+    # during the lifetime of a program.
+    _system_libraries = dict()
+
+    def __init__(self):
+        self.lib_controllers = []
+        self._load_libraries()
+        self._warn_if_incompatible_openmp()
+
+    @classmethod
+    def _from_controllers(cls, lib_controllers):
+        new_controller = cls.__new__(cls)
+        new_controller.lib_controllers = lib_controllers
+        return new_controller
+
+    def info(self):
+        """Return lib_controllers info as a list of dicts"""
+        return [lib_controller.info() for lib_controller in self.lib_controllers]
+
+    def select(self, **kwargs):
+        """Return a ThreadpoolController containing a subset of its current
+        library controllers
+
+        It will select all libraries matching at least one pair (key, value) from kwargs
+        where key is an entry of the library info dict (like "user_api", "internal_api",
+        "prefix", ...) and value is the value or a list of acceptable values for that
+        entry.
+
+        For instance, `ThreadpoolController().select(internal_api=["blis", "openblas"])`
+        will select all library controllers whose internal_api is either "blis" or
+        "openblas".
+        """
+        for key, vals in kwargs.items():
+            kwargs[key] = [vals] if not isinstance(vals, list) else vals
+
+        lib_controllers = [
+            lib_controller
+            for lib_controller in self.lib_controllers
+            if any(
+                getattr(lib_controller, key, None) in vals
+                for key, vals in kwargs.items()
+            )
+        ]
+
+        return ThreadpoolController._from_controllers(lib_controllers)
+
+    def _get_params_for_sequential_blas_under_openmp(self):
+        """Return appropriate params to use for a sequential BLAS call in an OpenMP loop
+
+        This function takes into account the unexpected behavior of OpenBLAS with the
+        OpenMP threading layer.
+        """
+        if self.select(
+            internal_api="openblas", threading_layer="openmp"
+        ).lib_controllers:
+            return {"limits": None, "user_api": None}
+        return {"limits": 1, "user_api": "blas"}
+
+    @_format_docstring(
+        USER_APIS=", ".join('"{}"'.format(api) for api in _ALL_USER_APIS),
+        BLAS_LIBS=", ".join(_ALL_BLAS_LIBRARIES),
+        OPENMP_LIBS=", ".join(_ALL_OPENMP_LIBRARIES),
+    )
+    def limit(self, *, limits=None, user_api=None):
+        """Change the maximal number of threads that can be used in thread pools.
+
+        This function returns an object that can be used either as a callable (the
+        construction of this object limits the number of threads) or as a context
+        manager, in a `with` block to automatically restore the original state of the
+        controlled libraries when exiting the block.
+
+        Set the maximal number of threads that can be used in thread pools used in
+        the supported libraries to `limits`. This function works for libraries that
+        are already loaded in the interpreter and can be changed dynamically.
+
+        This effect is global and impacts the whole Python process. There is no thread
+        level isolation as these libraries do not offer thread-local APIs to configure
+        the number of threads to use in nested parallel calls.
+
+        Parameters
+        ----------
+        limits : int, dict, 'sequential_blas_under_openmp' or None (default=None)
+            The maximal number of threads that can be used in thread pools
+
+            - If int, sets the maximum number of threads to `limits` for each
+              library selected by `user_api`.
+
+            - If it is a dictionary `{{key: max_threads}}`, this function sets a
+              custom maximum number of threads for each `key` which can be either a
+              `user_api` or a `prefix` for a specific library.
+
+            - If 'sequential_blas_under_openmp', it will chose the appropriate `limits`
+              and `user_api` parameters for the specific use case of sequential BLAS
+              calls within an OpenMP parallel region. The `user_api` parameter is
+              ignored.
+
+            - If None, this function does not do anything.
+
+        user_api : {USER_APIS} or None (default=None)
+            APIs of libraries to limit. Used only if `limits` is an int.
+
+            - If "blas", it will only limit BLAS supported libraries ({BLAS_LIBS}).
+
+            - If "openmp", it will only limit OpenMP supported libraries
+              ({OPENMP_LIBS}). Note that it can affect the number of threads used
+              by the BLAS libraries if they rely on OpenMP.
+
+            - If None, this function will apply to all supported libraries.
+        """
+        return _ThreadpoolLimiter(self, limits=limits, user_api=user_api)
+
+    @_format_docstring(
+        USER_APIS=", ".join('"{}"'.format(api) for api in _ALL_USER_APIS),
+        BLAS_LIBS=", ".join(_ALL_BLAS_LIBRARIES),
+        OPENMP_LIBS=", ".join(_ALL_OPENMP_LIBRARIES),
+    )
+    def wrap(self, *, limits=None, user_api=None):
+        """Change the maximal number of threads that can be used in thread pools.
+
+        This function returns an object that can be used as a decorator.
+
+        Set the maximal number of threads that can be used in thread pools used in
+        the supported libraries to `limits`. This function works for libraries that
+        are already loaded in the interpreter and can be changed dynamically.
+
+        Parameters
+        ----------
+        limits : int, dict or None (default=None)
+            The maximal number of threads that can be used in thread pools
+
+            - If int, sets the maximum number of threads to `limits` for each
+              library selected by `user_api`.
+
+            - If it is a dictionary `{{key: max_threads}}`, this function sets a
+              custom maximum number of threads for each `key` which can be either a
+              `user_api` or a `prefix` for a specific library.
+
+            - If None, this function does not do anything.
+
+        user_api : {USER_APIS} or None (default=None)
+            APIs of libraries to limit. Used only if `limits` is an int.
+
+            - If "blas", it will only limit BLAS supported libraries ({BLAS_LIBS}).
+
+            - If "openmp", it will only limit OpenMP supported libraries
+              ({OPENMP_LIBS}). Note that it can affect the number of threads used
+              by the BLAS libraries if they rely on OpenMP.
+
+            - If None, this function will apply to all supported libraries.
+        """
+        return _ThreadpoolLimiter.wrap(self, limits=limits, user_api=user_api)
+
+    def __len__(self):
+        return len(self.lib_controllers)
+
+    def _load_libraries(self):
+        """Loop through loaded shared libraries and store the supported ones"""
+        if sys.platform == "darwin":
+            self._find_libraries_with_dyld()
+        elif sys.platform == "win32":
+            self._find_libraries_with_enum_process_module_ex()
+        elif "pyodide" in sys.modules:
+            self._find_libraries_pyodide()
+        else:
+            self._find_libraries_with_dl_iterate_phdr()
+
+    def _find_libraries_with_dl_iterate_phdr(self):
+        """Loop through loaded libraries and return binders on supported ones
+
+        This function is expected to work on POSIX system only.
+        This code is adapted from code by Intel developer @anton-malakhov
+        available at https://github.com/IntelPython/smp
+
+        Copyright (c) 2017, Intel Corporation published under the BSD 3-Clause
+        license
+        """
+        libc = self._get_libc()
+        if not hasattr(libc, "dl_iterate_phdr"):  # pragma: no cover
+            warnings.warn(
+                "Could not find dl_iterate_phdr in the C standard library.",
+                RuntimeWarning,
+            )
+            return []
+
+        # Callback function for `dl_iterate_phdr` which is called for every
+        # library loaded in the current process until it returns 1.
+        def match_library_callback(info, size, data):
+            # Get the path of the current library
+            filepath = info.contents.dlpi_name
+            if filepath:
+                filepath = filepath.decode("utf-8")
+
+                # Store the library controller if it is supported and selected
+                self._make_controller_from_path(filepath)
+            return 0
+
+        c_func_signature = ctypes.CFUNCTYPE(
+            ctypes.c_int,  # Return type
+            ctypes.POINTER(_dl_phdr_info),
+            ctypes.c_size_t,
+            ctypes.c_char_p,
+        )
+        c_match_library_callback = c_func_signature(match_library_callback)
+
+        data = ctypes.c_char_p(b"")
+        libc.dl_iterate_phdr(c_match_library_callback, data)
+
+    def _find_libraries_with_dyld(self):
+        """Loop through loaded libraries and return binders on supported ones
+
+        This function is expected to work on OSX system only
+        """
+        libc = self._get_libc()
+        if not hasattr(libc, "_dyld_image_count"):  # pragma: no cover
+            warnings.warn(
+                "Could not find _dyld_image_count in the C standard library.",
+                RuntimeWarning,
+            )
+            return []
+
+        n_dyld = libc._dyld_image_count()
+        libc._dyld_get_image_name.restype = ctypes.c_char_p
+
+        for i in range(n_dyld):
+            filepath = ctypes.string_at(libc._dyld_get_image_name(i))
+            filepath = filepath.decode("utf-8")
+
+            # Store the library controller if it is supported and selected
+            self._make_controller_from_path(filepath)
+
+    def _find_libraries_with_enum_process_module_ex(self):
+        """Loop through loaded libraries and return binders on supported ones
+
+        This function is expected to work on windows system only.
+        This code is adapted from code by Philipp Hagemeister @phihag available
+        at https://stackoverflow.com/questions/17474574
+        """
+        from ctypes.wintypes import DWORD, HMODULE, MAX_PATH
+
+        PROCESS_QUERY_INFORMATION = 0x0400
+        PROCESS_VM_READ = 0x0010
+
+        LIST_LIBRARIES_ALL = 0x03
+
+        ps_api = self._get_windll("Psapi")
+        kernel_32 = self._get_windll("kernel32")
+
+        h_process = kernel_32.OpenProcess(
+            PROCESS_QUERY_INFORMATION | PROCESS_VM_READ, False, os.getpid()
+        )
+        if not h_process:  # pragma: no cover
+            raise OSError(f"Could not open PID {os.getpid()}")
+
+        try:
+            buf_count = 256
+            needed = DWORD()
+            # Grow the buffer until it becomes large enough to hold all the
+            # module headers
+            while True:
+                buf = (HMODULE * buf_count)()
+                buf_size = ctypes.sizeof(buf)
+                if not ps_api.EnumProcessModulesEx(
+                    h_process,
+                    ctypes.byref(buf),
+                    buf_size,
+                    ctypes.byref(needed),
+                    LIST_LIBRARIES_ALL,
+                ):
+                    raise OSError("EnumProcessModulesEx failed")
+                if buf_size >= needed.value:
+                    break
+                buf_count = needed.value // (buf_size // buf_count)
+
+            count = needed.value // (buf_size // buf_count)
+            h_modules = map(HMODULE, buf[:count])
+
+            # Loop through all the module headers and get the library path
+            buf = ctypes.create_unicode_buffer(MAX_PATH)
+            n_size = DWORD()
+            for h_module in h_modules:
+                # Get the path of the current module
+                if not ps_api.GetModuleFileNameExW(
+                    h_process, h_module, ctypes.byref(buf), ctypes.byref(n_size)
+                ):
+                    raise OSError("GetModuleFileNameEx failed")
+                filepath = buf.value
+
+                # Store the library controller if it is supported and selected
+                self._make_controller_from_path(filepath)
+        finally:
+            kernel_32.CloseHandle(h_process)
+
+    def _find_libraries_pyodide(self):
+        """Pyodide specific implementation for finding loaded libraries.
+
+        Adapted from suggestion in https://github.com/joblib/threadpoolctl/pull/169#issuecomment-1946696449.
+
+        One day, we may have a simpler solution. libc dl_iterate_phdr needs to
+        be implemented in Emscripten and exposed in Pyodide, see
+        https://github.com/emscripten-core/emscripten/issues/21354 for more
+        details.
+        """
+        try:
+            from pyodide_js._module import LDSO
+        except ImportError:
+            warnings.warn(
+                "Unable to import LDSO from pyodide_js._module. This should never "
+                "happen."
+            )
+            return
+
+        for filepath in LDSO.loadedLibsByName.as_object_map():
+            # Some libraries are duplicated by Pyodide and do not exist in the
+            # filesystem, so we first check for the existence of the file. For
+            # more details, see
+            # https://github.com/joblib/threadpoolctl/pull/169#issuecomment-1947946728
+            if os.path.exists(filepath):
+                self._make_controller_from_path(filepath)
+
+    def _make_controller_from_path(self, filepath):
+        """Store a library controller if it is supported and selected"""
+        # Required to resolve symlinks
+        filepath = _realpath(filepath)
+        # `lower` required to take account of OpenMP dll case on Windows
+        # (vcomp, VCOMP, Vcomp, ...)
+        filename = os.path.basename(filepath).lower()
+
+        # Loop through supported libraries to find if this filename corresponds
+        # to a supported one.
+        for controller_class in _ALL_CONTROLLERS:
+            # check if filename matches a supported prefix
+            prefix = self._check_prefix(filename, controller_class.filename_prefixes)
+
+            # filename does not match any of the prefixes of the candidate
+            # library. move to next library.
+            if prefix is None:
+                continue
+
+            # workaround for BLAS libraries packaged by conda-forge on windows, which
+            # are all renamed "libblas.dll". We thus have to check to which BLAS
+            # implementation it actually corresponds looking for implementation
+            # specific symbols.
+            if prefix == "libblas":
+                if filename.endswith(".dll"):
+                    libblas = ctypes.CDLL(filepath, _RTLD_NOLOAD)
+                    if not any(
+                        hasattr(libblas, func)
+                        for func in controller_class.check_symbols
+                    ):
+                        continue
+                else:
+                    # We ignore libblas on other platforms than windows because there
+                    # might be a libblas dso comming with openblas for instance that
+                    # can't be used to instantiate a pertinent LibController (many
+                    # symbols are missing) and would create confusion by making a
+                    # duplicate entry in threadpool_info.
+                    continue
+
+            # filename matches a prefix. Now we check if the library has the symbols we
+            # are looking for. If none of the symbols exists, it's very likely not the
+            # expected library (e.g. a library having a common prefix with one of the
+            # our supported libraries). Otherwise, create and store the library
+            # controller.
+            lib_controller = controller_class(
+                filepath=filepath, prefix=prefix, parent=self
+            )
+
+            if filepath in (lib.filepath for lib in self.lib_controllers):
+                # We already have a controller for this library.
+                continue
+
+            if not hasattr(controller_class, "check_symbols") or any(
+                hasattr(lib_controller.dynlib, func)
+                for func in controller_class.check_symbols
+            ):
+                self.lib_controllers.append(lib_controller)
+
+    def _check_prefix(self, library_basename, filename_prefixes):
+        """Return the prefix library_basename starts with
+
+        Return None if none matches.
+        """
+        for prefix in filename_prefixes:
+            if library_basename.startswith(prefix):
+                return prefix
+        return None
+
+    def _warn_if_incompatible_openmp(self):
+        """Raise a warning if llvm-OpenMP and intel-OpenMP are both loaded"""
+        prefixes = [lib_controller.prefix for lib_controller in self.lib_controllers]
+        msg = textwrap.dedent(
+            """
+            Found Intel OpenMP ('libiomp') and LLVM OpenMP ('libomp') loaded at
+            the same time. Both libraries are known to be incompatible and this
+            can cause random crashes or deadlocks on Linux when loaded in the
+            same Python program.
+            Using threadpoolctl may cause crashes or deadlocks. For more
+            information and possible workarounds, please see
+                https://github.com/joblib/threadpoolctl/blob/master/multiple_openmp.md
+            """
+        )
+        if "libomp" in prefixes and "libiomp" in prefixes:
+            warnings.warn(msg, RuntimeWarning)
+
+    @classmethod
+    def _get_libc(cls):
+        """Load the lib-C for unix systems."""
+        libc = cls._system_libraries.get("libc")
+        if libc is None:
+            # Remark: If libc is statically linked or if Python is linked against an
+            # alternative implementation of libc like musl, find_library will return
+            # None and CDLL will load the main program itself which should contain the
+            # libc symbols. We still name it libc for convenience.
+            # If the main program does not contain the libc symbols, it's ok because
+            # we check their presence later anyway.
+            libc = ctypes.CDLL(find_library("c"), mode=_RTLD_NOLOAD)
+            cls._system_libraries["libc"] = libc
+        return libc
+
+    @classmethod
+    def _get_windll(cls, dll_name):
+        """Load a windows DLL"""
+        dll = cls._system_libraries.get(dll_name)
+        if dll is None:
+            dll = ctypes.WinDLL(f"{dll_name}.dll")
+            cls._system_libraries[dll_name] = dll
+        return dll
+
+
+def _main():
+    """Commandline interface to display thread-pool information and exit."""
+    import argparse
+    import importlib
+    import json
+    import sys
+
+    parser = argparse.ArgumentParser(
+        usage="python -m threadpoolctl -i numpy scipy.linalg xgboost",
+        description="Display thread-pool information and exit.",
+    )
+    parser.add_argument(
+        "-i",
+        "--import",
+        dest="modules",
+        nargs="*",
+        default=(),
+        help="Python modules to import before introspecting thread-pools.",
+    )
+    parser.add_argument(
+        "-c",
+        "--command",
+        help="a Python statement to execute before introspecting thread-pools.",
+    )
+
+    options = parser.parse_args(sys.argv[1:])
+    for module in options.modules:
+        try:
+            importlib.import_module(module, package=None)
+        except ImportError:
+            print("WARNING: could not import", module, file=sys.stderr)
+
+    if options.command:
+        exec(options.command)
+
+    print(json.dumps(threadpool_info(), indent=2))
+
+
+if __name__ == "__main__":
+    _main()

llmeval-env/lib/python3.10/site-packages/tqdm-4.66.4.dist-info/INSTALLER

@@ -0,0 +1 @@
+pip

llmeval-env/lib/python3.10/site-packages/tqdm-4.66.4.dist-info/METADATA

@@ -0,0 +1,1590 @@
+Metadata-Version: 2.1
+Name: tqdm
+Version: 4.66.4
+Summary: Fast, Extensible Progress Meter
+Maintainer-email: tqdm developers <[email protected]>
+License: MPL-2.0 AND MIT
+Project-URL: homepage, https://tqdm.github.io
+Project-URL: repository, https://github.com/tqdm/tqdm
+Project-URL: changelog, https://tqdm.github.io/releases
+Project-URL: wiki, https://github.com/tqdm/tqdm/wiki
+Keywords: progressbar,progressmeter,progress,bar,meter,rate,eta,console,terminal,time
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Environment :: Console
+Classifier: Environment :: MacOS X
+Classifier: Environment :: Other Environment
+Classifier: Environment :: Win32 (MS Windows)
+Classifier: Environment :: X11 Applications
+Classifier: Framework :: IPython
+Classifier: Framework :: Jupyter
+Classifier: Intended Audience :: Developers
+Classifier: Intended Audience :: Education
+Classifier: Intended Audience :: End Users/Desktop
+Classifier: Intended Audience :: Other Audience
+Classifier: Intended Audience :: System Administrators
+Classifier: License :: OSI Approved :: MIT License
+Classifier: License :: OSI Approved :: Mozilla Public License 2.0 (MPL 2.0)
+Classifier: Operating System :: MacOS
+Classifier: Operating System :: MacOS :: MacOS X
+Classifier: Operating System :: Microsoft
+Classifier: Operating System :: Microsoft :: MS-DOS
+Classifier: Operating System :: Microsoft :: Windows
+Classifier: Operating System :: POSIX
+Classifier: Operating System :: POSIX :: BSD
+Classifier: Operating System :: POSIX :: BSD :: FreeBSD
+Classifier: Operating System :: POSIX :: Linux
+Classifier: Operating System :: POSIX :: SunOS/Solaris
+Classifier: Operating System :: Unix
+Classifier: Programming Language :: Python
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.7
+Classifier: Programming Language :: Python :: 3.8
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3 :: Only
+Classifier: Programming Language :: Python :: Implementation
+Classifier: Programming Language :: Python :: Implementation :: IronPython
+Classifier: Programming Language :: Python :: Implementation :: PyPy
+Classifier: Programming Language :: Unix Shell
+Classifier: Topic :: Desktop Environment
+Classifier: Topic :: Education :: Computer Aided Instruction (CAI)
+Classifier: Topic :: Education :: Testing
+Classifier: Topic :: Office/Business
+Classifier: Topic :: Other/Nonlisted Topic
+Classifier: Topic :: Software Development :: Build Tools
+Classifier: Topic :: Software Development :: Libraries
+Classifier: Topic :: Software Development :: Libraries :: Python Modules
+Classifier: Topic :: Software Development :: Pre-processors
+Classifier: Topic :: Software Development :: User Interfaces
+Classifier: Topic :: System :: Installation/Setup
+Classifier: Topic :: System :: Logging
+Classifier: Topic :: System :: Monitoring
+Classifier: Topic :: System :: Shells
+Classifier: Topic :: Terminals
+Classifier: Topic :: Utilities
+Requires-Python: >=3.7
+Description-Content-Type: text/x-rst
+License-File: LICENCE
+Requires-Dist: colorama ; platform_system == "Windows"
+Provides-Extra: dev
+Requires-Dist: pytest >=6 ; extra == 'dev'
+Requires-Dist: pytest-cov ; extra == 'dev'
+Requires-Dist: pytest-timeout ; extra == 'dev'
+Requires-Dist: pytest-xdist ; extra == 'dev'
+Provides-Extra: notebook
+Requires-Dist: ipywidgets >=6 ; extra == 'notebook'
+Provides-Extra: slack
+Requires-Dist: slack-sdk ; extra == 'slack'
+Provides-Extra: telegram
+Requires-Dist: requests ; extra == 'telegram'
+
+|Logo|
+
+tqdm
+====
+
+|Py-Versions| |Versions| |Conda-Forge-Status| |Docker| |Snapcraft|
+
+|Build-Status| |Coverage-Status| |Branch-Coverage-Status| |Codacy-Grade| |Libraries-Rank| |PyPI-Downloads|
+
+|LICENCE| |OpenHub-Status| |binder-demo| |awesome-python|
+
+``tqdm`` derives from the Arabic word *taqaddum* (تقدّم) which can mean "progress,"
+and is an abbreviation for "I love you so much" in Spanish (*te quiero demasiado*).
+
+Instantly make your loops show a smart progress meter - just wrap any
+iterable with ``tqdm(iterable)``, and you're done!
+
+.. code:: python
+
+    from tqdm import tqdm
+    for i in tqdm(range(10000)):
+        ...
+
+``76%|████████████████████████        | 7568/10000 [00:33<00:10, 229.00it/s]``
+
+``trange(N)`` can be also used as a convenient shortcut for
+``tqdm(range(N))``.
+
+|Screenshot|
+    |Video| |Slides| |Merch|
+
+It can also be executed as a module with pipes:
+
+.. code:: sh
+
+    $ seq 9999999 | tqdm --bytes | wc -l
+    75.2MB [00:00, 217MB/s]
+    9999999
+
+    $ tar -zcf - docs/ | tqdm --bytes --total `du -sb docs/ | cut -f1` \
+        > backup.tgz
+     32%|██████████▍                      | 8.89G/27.9G [00:42<01:31, 223MB/s]
+
+Overhead is low -- about 60ns per iteration (80ns with ``tqdm.gui``), and is
+unit tested against performance regression.
+By comparison, the well-established
+`ProgressBar <https://github.com/niltonvolpato/python-progressbar>`__ has
+an 800ns/iter overhead.
+
+In addition to its low overhead, ``tqdm`` uses smart algorithms to predict
+the remaining time and to skip unnecessary iteration displays, which allows
+for a negligible overhead in most cases.
+
+``tqdm`` works on any platform
+(Linux, Windows, Mac, FreeBSD, NetBSD, Solaris/SunOS),
+in any console or in a GUI, and is also friendly with IPython/Jupyter notebooks.
+
+``tqdm`` does not require any dependencies (not even ``curses``!), just
+Python and an environment supporting ``carriage return \r`` and
+``line feed \n`` control characters.
+
+------------------------------------------
+
+.. contents:: Table of contents
+   :backlinks: top
+   :local:
+
+
+Installation
+------------
+
+Latest PyPI stable release
+~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+|Versions| |PyPI-Downloads| |Libraries-Dependents|
+
+.. code:: sh
+
+    pip install tqdm
+
+Latest development release on GitHub
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+|GitHub-Status| |GitHub-Stars| |GitHub-Commits| |GitHub-Forks| |GitHub-Updated|
+
+Pull and install pre-release ``devel`` branch:
+
+.. code:: sh
+
+    pip install "git+https://github.com/tqdm/tqdm.git@devel#egg=tqdm"
+
+Latest Conda release
+~~~~~~~~~~~~~~~~~~~~
+
+|Conda-Forge-Status|
+
+.. code:: sh
+
+    conda install -c conda-forge tqdm
+
+Latest Snapcraft release
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+|Snapcraft|
+
+There are 3 channels to choose from:
+
+.. code:: sh
+
+    snap install tqdm  # implies --stable, i.e. latest tagged release
+    snap install tqdm  --candidate  # master branch
+    snap install tqdm  --edge  # devel branch
+
+Note that ``snap`` binaries are purely for CLI use (not ``import``-able), and
+automatically set up ``bash`` tab-completion.
+
+Latest Docker release
+~~~~~~~~~~~~~~~~~~~~~
+
+|Docker|
+
+.. code:: sh
+
+    docker pull tqdm/tqdm
+    docker run -i --rm tqdm/tqdm --help
+
+Other
+~~~~~
+
+There are other (unofficial) places where ``tqdm`` may be downloaded, particularly for CLI use:
+
+|Repology|
+
+.. |Repology| image:: https://repology.org/badge/tiny-repos/python:tqdm.svg
+   :target: https://repology.org/project/python:tqdm/versions
+
+Changelog
+---------
+
+The list of all changes is available either on GitHub's Releases:
+|GitHub-Status|, on the
+`wiki <https://github.com/tqdm/tqdm/wiki/Releases>`__, or on the
+`website <https://tqdm.github.io/releases>`__.
+
+
+Usage
+-----
+
+``tqdm`` is very versatile and can be used in a number of ways.
+The three main ones are given below.
+
+Iterable-based
+~~~~~~~~~~~~~~
+
+Wrap ``tqdm()`` around any iterable:
+
+.. code:: python
+
+    from tqdm import tqdm
+    from time import sleep
+
+    text = ""
+    for char in tqdm(["a", "b", "c", "d"]):
+        sleep(0.25)
+        text = text + char
+
+``trange(i)`` is a special optimised instance of ``tqdm(range(i))``:
+
+.. code:: python
+
+    from tqdm import trange
+
+    for i in trange(100):
+        sleep(0.01)
+
+Instantiation outside of the loop allows for manual control over ``tqdm()``:
+
+.. code:: python
+
+    pbar = tqdm(["a", "b", "c", "d"])
+    for char in pbar:
+        sleep(0.25)
+        pbar.set_description("Processing %s" % char)
+
+Manual
+~~~~~~
+
+Manual control of ``tqdm()`` updates using a ``with`` statement:
+
+.. code:: python
+
+    with tqdm(total=100) as pbar:
+        for i in range(10):
+            sleep(0.1)
+            pbar.update(10)
+
+If the optional variable ``total`` (or an iterable with ``len()``) is
+provided, predictive stats are displayed.
+
+``with`` is also optional (you can just assign ``tqdm()`` to a variable,
+but in this case don't forget to ``del`` or ``close()`` at the end:
+
+.. code:: python
+
+    pbar = tqdm(total=100)
+    for i in range(10):
+        sleep(0.1)
+        pbar.update(10)
+    pbar.close()
+
+Module
+~~~~~~
+
+Perhaps the most wonderful use of ``tqdm`` is in a script or on the command
+line. Simply inserting ``tqdm`` (or ``python -m tqdm``) between pipes will pass
+through all ``stdin`` to ``stdout`` while printing progress to ``stderr``.
+
+The example below demonstrate counting the number of lines in all Python files
+in the current directory, with timing information included.
+
+.. code:: sh
+
+    $ time find . -name '*.py' -type f -exec cat \{} \; | wc -l
+    857365
+
+    real    0m3.458s
+    user    0m0.274s
+    sys     0m3.325s
+
+    $ time find . -name '*.py' -type f -exec cat \{} \; | tqdm | wc -l
+    857366it [00:03, 246471.31it/s]
+    857365
+
+    real    0m3.585s
+    user    0m0.862s
+    sys     0m3.358s
+
+Note that the usual arguments for ``tqdm`` can also be specified.
+
+.. code:: sh
+
+    $ find . -name '*.py' -type f -exec cat \{} \; |
+        tqdm --unit loc --unit_scale --total 857366 >> /dev/null
+    100%|█████████████████████████████████| 857K/857K [00:04<00:00, 246Kloc/s]
+
+Backing up a large directory?
+
+.. code:: sh
+
+    $ tar -zcf - docs/ | tqdm --bytes --total `du -sb docs/ | cut -f1` \
+      > backup.tgz
+     44%|██████████████▊                   | 153M/352M [00:14<00:18, 11.0MB/s]
+
+This can be beautified further:
+
+.. code:: sh
+
+    $ BYTES=$(du -sb docs/ | cut -f1)
+    $ tar -cf - docs/ \
+      | tqdm --bytes --total "$BYTES" --desc Processing | gzip \
+      | tqdm --bytes --total "$BYTES" --desc Compressed --position 1 \
+      > ~/backup.tgz
+    Processing: 100%|██████████████████████| 352M/352M [00:14<00:00, 30.2MB/s]
+    Compressed:  42%|█████████▎            | 148M/352M [00:14<00:19, 10.9MB/s]
+
+Or done on a file level using 7-zip:
+
+.. code:: sh
+
+    $ 7z a -bd -r backup.7z docs/ | grep Compressing \
+      | tqdm --total $(find docs/ -type f | wc -l) --unit files \
+      | grep -v Compressing
+    100%|██████████████████████████▉| 15327/15327 [01:00<00:00, 712.96files/s]
+
+Pre-existing CLI programs already outputting basic progress information will
+benefit from ``tqdm``'s ``--update`` and ``--update_to`` flags:
+
+.. code:: sh
+
+    $ seq 3 0.1 5 | tqdm --total 5 --update_to --null
+    100%|████████████████████████████████████| 5.0/5 [00:00<00:00, 9673.21it/s]
+    $ seq 10 | tqdm --update --null  # 1 + 2 + ... + 10 = 55 iterations
+    55it [00:00, 90006.52it/s]
+
+FAQ and Known Issues
+--------------------
+
+|GitHub-Issues|
+
+The most common issues relate to excessive output on multiple lines, instead
+of a neat one-line progress bar.
+
+- Consoles in general: require support for carriage return (``CR``, ``\r``).
+
+  * Some cloud logging consoles which don't support ``\r`` properly
+    (`cloudwatch <https://github.com/tqdm/tqdm/issues/966>`__,
+    `K8s <https://github.com/tqdm/tqdm/issues/1319>`__) may benefit from
+    ``export TQDM_POSITION=-1``.
+
+- Nested progress bars:
+
+  * Consoles in general: require support for moving cursors up to the
+    previous line. For example,
+    `IDLE <https://github.com/tqdm/tqdm/issues/191#issuecomment-230168030>`__,
+    `ConEmu <https://github.com/tqdm/tqdm/issues/254>`__ and
+    `PyCharm <https://github.com/tqdm/tqdm/issues/203>`__ (also
+    `here <https://github.com/tqdm/tqdm/issues/208>`__,
+    `here <https://github.com/tqdm/tqdm/issues/307>`__, and
+    `here <https://github.com/tqdm/tqdm/issues/454#issuecomment-335416815>`__)
+    lack full support.
+  * Windows: additionally may require the Python module ``colorama``
+    to ensure nested bars stay within their respective lines.
+
+- Unicode:
+
+  * Environments which report that they support unicode will have solid smooth
+    progressbars. The fallback is an ``ascii``-only bar.
+  * Windows consoles often only partially support unicode and thus
+    `often require explicit ascii=True <https://github.com/tqdm/tqdm/issues/454#issuecomment-335416815>`__
+    (also `here <https://github.com/tqdm/tqdm/issues/499>`__). This is due to
+    either normal-width unicode characters being incorrectly displayed as
+    "wide", or some unicode characters not rendering.
+
+- Wrapping generators:
+
+  * Generator wrapper functions tend to hide the length of iterables.
+    ``tqdm`` does not.
+  * Replace ``tqdm(enumerate(...))`` with ``enumerate(tqdm(...))`` or
+    ``tqdm(enumerate(x), total=len(x), ...)``.
+    The same applies to ``numpy.ndenumerate``.
+  * Replace ``tqdm(zip(a, b))`` with ``zip(tqdm(a), b)`` or even
+    ``zip(tqdm(a), tqdm(b))``.
+  * The same applies to ``itertools``.
+  * Some useful convenience functions can be found under ``tqdm.contrib``.
+
+- `No intermediate output in docker-compose <https://github.com/tqdm/tqdm/issues/771>`__:
+  use ``docker-compose run`` instead of ``docker-compose up`` and ``tty: true``.
+
+- Overriding defaults via environment variables:
+  e.g. in CI/cloud jobs, ``export TQDM_MININTERVAL=5`` to avoid log spam.
+  This override logic is handled by the ``tqdm.utils.envwrap`` decorator
+  (useful independent of ``tqdm``).
+
+If you come across any other difficulties, browse and file |GitHub-Issues|.
+
+Documentation
+-------------
+
+|Py-Versions| |README-Hits| (Since 19 May 2016)
+
+.. code:: python
+
+    class tqdm():
+      """
+      Decorate an iterable object, returning an iterator which acts exactly
+      like the original iterable, but prints a dynamically updating
+      progressbar every time a value is requested.
+      """
+
+      @envwrap("TQDM_")  # override defaults via env vars
+      def __init__(self, iterable=None, desc=None, total=None, leave=True,
+                   file=None, ncols=None, mininterval=0.1,
+                   maxinterval=10.0, miniters=None, ascii=None, disable=False,
+                   unit='it', unit_scale=False, dynamic_ncols=False,
+                   smoothing=0.3, bar_format=None, initial=0, position=None,
+                   postfix=None, unit_divisor=1000, write_bytes=False,
+                   lock_args=None, nrows=None, colour=None, delay=0):
+
+Parameters
+~~~~~~~~~~
+
+* iterable  : iterable, optional  
+    Iterable to decorate with a progressbar.
+    Leave blank to manually manage the updates.
+* desc  : str, optional  
+    Prefix for the progressbar.
+* total  : int or float, optional  
+    The number of expected iterations. If unspecified,
+    len(iterable) is used if possible. If float("inf") or as a last
+    resort, only basic progress statistics are displayed
+    (no ETA, no progressbar).
+    If ``gui`` is True and this parameter needs subsequent updating,
+    specify an initial arbitrary large positive number,
+    e.g. 9e9.
+* leave  : bool, optional  
+    If [default: True], keeps all traces of the progressbar
+    upon termination of iteration.
+    If ``None``, will leave only if ``position`` is ``0``.
+* file  : ``io.TextIOWrapper`` or ``io.StringIO``, optional  
+    Specifies where to output the progress messages
+    (default: sys.stderr). Uses ``file.write(str)`` and ``file.flush()``
+    methods.  For encoding, see ``write_bytes``.
+* ncols  : int, optional  
+    The width of the entire output message. If specified,
+    dynamically resizes the progressbar to stay within this bound.
+    If unspecified, attempts to use environment width. The
+    fallback is a meter width of 10 and no limit for the counter and
+    statistics. If 0, will not print any meter (only stats).
+* mininterval  : float, optional  
+    Minimum progress display update interval [default: 0.1] seconds.
+* maxinterval  : float, optional  
+    Maximum progress display update interval [default: 10] seconds.
+    Automatically adjusts ``miniters`` to correspond to ``mininterval``
+    after long display update lag. Only works if ``dynamic_miniters``
+    or monitor thread is enabled.
+* miniters  : int or float, optional  
+    Minimum progress display update interval, in iterations.
+    If 0 and ``dynamic_miniters``, will automatically adjust to equal
+    ``mininterval`` (more CPU efficient, good for tight loops).
+    If > 0, will skip display of specified number of iterations.
+    Tweak this and ``mininterval`` to get very efficient loops.
+    If your progress is erratic with both fast and slow iterations
+    (network, skipping items, etc) you should set miniters=1.
+* ascii  : bool or str, optional  
+    If unspecified or False, use unicode (smooth blocks) to fill
+    the meter. The fallback is to use ASCII characters " 123456789#".
+* disable  : bool, optional  
+    Whether to disable the entire progressbar wrapper
+    [default: False]. If set to None, disable on non-TTY.
+* unit  : str, optional  
+    String that will be used to define the unit of each iteration
+    [default: it].
+* unit_scale  : bool or int or float, optional  
+    If 1 or True, the number of iterations will be reduced/scaled
+    automatically and a metric prefix following the
+    International System of Units standard will be added
+    (kilo, mega, etc.) [default: False]. If any other non-zero
+    number, will scale ``total`` and ``n``.
+* dynamic_ncols  : bool, optional  
+    If set, constantly alters ``ncols`` and ``nrows`` to the
+    environment (allowing for window resizes) [default: False].
+* smoothing  : float, optional  
+    Exponential moving average smoothing factor for speed estimates
+    (ignored in GUI mode). Ranges from 0 (average speed) to 1
+    (current/instantaneous speed) [default: 0.3].
+* bar_format  : str, optional  
+    Specify a custom bar string formatting. May impact performance.
+    [default: '{l_bar}{bar}{r_bar}'], where
+    l_bar='{desc}: {percentage:3.0f}%|' and
+    r_bar='| {n_fmt}/{total_fmt} [{elapsed}<{remaining}, '
+    '{rate_fmt}{postfix}]'
+    Possible vars: l_bar, bar, r_bar, n, n_fmt, total, total_fmt,
+    percentage, elapsed, elapsed_s, ncols, nrows, desc, unit,
+    rate, rate_fmt, rate_noinv, rate_noinv_fmt,
+    rate_inv, rate_inv_fmt, postfix, unit_divisor,
+    remaining, remaining_s, eta.
+    Note that a trailing ": " is automatically removed after {desc}
+    if the latter is empty.
+* initial  : int or float, optional  
+    The initial counter value. Useful when restarting a progress
+    bar [default: 0]. If using float, consider specifying ``{n:.3f}``
+    or similar in ``bar_format``, or specifying ``unit_scale``.
+* position  : int, optional  
+    Specify the line offset to print this bar (starting from 0)
+    Automatic if unspecified.
+    Useful to manage multiple bars at once (eg, from threads).
+* postfix  : dict or ``*``, optional  
+    Specify additional stats to display at the end of the bar.
+    Calls ``set_postfix(**postfix)`` if possible (dict).
+* unit_divisor  : float, optional  
+    [default: 1000], ignored unless ``unit_scale`` is True.
+* write_bytes  : bool, optional  
+    Whether to write bytes. If (default: False) will write unicode.
+* lock_args  : tuple, optional  
+    Passed to ``refresh`` for intermediate output
+    (initialisation, iterating, and updating).
+* nrows  : int, optional  
+    The screen height. If specified, hides nested bars outside this
+    bound. If unspecified, attempts to use environment height.
+    The fallback is 20.
+* colour  : str, optional  
+    Bar colour (e.g. 'green', '#00ff00').
+* delay  : float, optional  
+    Don't display until [default: 0] seconds have elapsed.
+
+Extra CLI Options
+~~~~~~~~~~~~~~~~~
+
+* delim  : chr, optional  
+    Delimiting character [default: '\n']. Use '\0' for null.
+    N.B.: on Windows systems, Python converts '\n' to '\r\n'.
+* buf_size  : int, optional  
+    String buffer size in bytes [default: 256]
+    used when ``delim`` is specified.
+* bytes  : bool, optional  
+    If true, will count bytes, ignore ``delim``, and default
+    ``unit_scale`` to True, ``unit_divisor`` to 1024, and ``unit`` to 'B'.
+* tee  : bool, optional  
+    If true, passes ``stdin`` to both ``stderr`` and ``stdout``.
+* update  : bool, optional  
+    If true, will treat input as newly elapsed iterations,
+    i.e. numbers to pass to ``update()``. Note that this is slow
+    (~2e5 it/s) since every input must be decoded as a number.
+* update_to  : bool, optional  
+    If true, will treat input as total elapsed iterations,
+    i.e. numbers to assign to ``self.n``. Note that this is slow
+    (~2e5 it/s) since every input must be decoded as a number.
+* null  : bool, optional  
+    If true, will discard input (no stdout).
+* manpath  : str, optional  
+    Directory in which to install tqdm man pages.
+* comppath  : str, optional  
+    Directory in which to place tqdm completion.
+* log  : str, optional  
+    CRITICAL|FATAL|ERROR|WARN(ING)|[default: 'INFO']|DEBUG|NOTSET.
+
+Returns
+~~~~~~~
+
+* out  : decorated iterator.  
+
+.. code:: python
+
+    class tqdm():
+      def update(self, n=1):
+          """
+          Manually update the progress bar, useful for streams
+          such as reading files.
+          E.g.:
+          >>> t = tqdm(total=filesize) # Initialise
+          >>> for current_buffer in stream:
+          ...    ...
+          ...    t.update(len(current_buffer))
+          >>> t.close()
+          The last line is highly recommended, but possibly not necessary if
+          ``t.update()`` will be called in such a way that ``filesize`` will be
+          exactly reached and printed.
+
+          Parameters
+          ----------
+          n  : int or float, optional
+              Increment to add to the internal counter of iterations
+              [default: 1]. If using float, consider specifying ``{n:.3f}``
+              or similar in ``bar_format``, or specifying ``unit_scale``.
+
+          Returns
+          -------
+          out  : bool or None
+              True if a ``display()`` was triggered.
+          """
+
+      def close(self):
+          """Cleanup and (if leave=False) close the progressbar."""
+
+      def clear(self, nomove=False):
+          """Clear current bar display."""
+
+      def refresh(self):
+          """
+          Force refresh the display of this bar.
+
+          Parameters
+          ----------
+          nolock  : bool, optional
+              If ``True``, does not lock.
+              If [default: ``False``]: calls ``acquire()`` on internal lock.
+          lock_args  : tuple, optional
+              Passed to internal lock's ``acquire()``.
+              If specified, will only ``display()`` if ``acquire()`` returns ``True``.
+          """
+
+      def unpause(self):
+          """Restart tqdm timer from last print time."""
+
+      def reset(self, total=None):
+          """
+          Resets to 0 iterations for repeated use.
+
+          Consider combining with ``leave=True``.
+
+          Parameters
+          ----------
+          total  : int or float, optional. Total to use for the new bar.
+          """
+
+      def set_description(self, desc=None, refresh=True):
+          """
+          Set/modify description of the progress bar.
+
+          Parameters
+          ----------
+          desc  : str, optional
+          refresh  : bool, optional
+              Forces refresh [default: True].
+          """
+
+      def set_postfix(self, ordered_dict=None, refresh=True, **tqdm_kwargs):
+          """
+          Set/modify postfix (additional stats)
+          with automatic formatting based on datatype.
+
+          Parameters
+          ----------
+          ordered_dict  : dict or OrderedDict, optional
+          refresh  : bool, optional
+              Forces refresh [default: True].
+          kwargs  : dict, optional
+          """
+
+      @classmethod
+      def write(cls, s, file=sys.stdout, end="\n"):
+          """Print a message via tqdm (without overlap with bars)."""
+
+      @property
+      def format_dict(self):
+          """Public API for read-only member access."""
+
+      def display(self, msg=None, pos=None):
+          """
+          Use ``self.sp`` to display ``msg`` in the specified ``pos``.
+
+          Consider overloading this function when inheriting to use e.g.:
+          ``self.some_frontend(**self.format_dict)`` instead of ``self.sp``.
+
+          Parameters
+          ----------
+          msg  : str, optional. What to display (default: ``repr(self)``).
+          pos  : int, optional. Position to ``moveto``
+            (default: ``abs(self.pos)``).
+          """
+
+      @classmethod
+      @contextmanager
+      def wrapattr(cls, stream, method, total=None, bytes=True, **tqdm_kwargs):
+          """
+          stream  : file-like object.
+          method  : str, "read" or "write". The result of ``read()`` and
+              the first argument of ``write()`` should have a ``len()``.
+
+          >>> with tqdm.wrapattr(file_obj, "read", total=file_obj.size) as fobj:
+          ...     while True:
+          ...         chunk = fobj.read(chunk_size)
+          ...         if not chunk:
+          ...             break
+          """
+
+      @classmethod
+      def pandas(cls, *targs, **tqdm_kwargs):
+          """Registers the current `tqdm` class with `pandas`."""
+
+    def trange(*args, **tqdm_kwargs):
+        """Shortcut for `tqdm(range(*args), **tqdm_kwargs)`."""
+
+Convenience Functions
+~~~~~~~~~~~~~~~~~~~~~
+
+.. code:: python
+
+    def tqdm.contrib.tenumerate(iterable, start=0, total=None,
+                                tqdm_class=tqdm.auto.tqdm, **tqdm_kwargs):
+        """Equivalent of `numpy.ndenumerate` or builtin `enumerate`."""
+
+    def tqdm.contrib.tzip(iter1, *iter2plus, **tqdm_kwargs):
+        """Equivalent of builtin `zip`."""
+
+    def tqdm.contrib.tmap(function, *sequences, **tqdm_kwargs):
+        """Equivalent of builtin `map`."""
+
+Submodules
+~~~~~~~~~~
+
+.. code:: python
+
+    class tqdm.notebook.tqdm(tqdm.tqdm):
+        """IPython/Jupyter Notebook widget."""
+
+    class tqdm.auto.tqdm(tqdm.tqdm):
+        """Automatically chooses beween `tqdm.notebook` and `tqdm.tqdm`."""
+
+    class tqdm.asyncio.tqdm(tqdm.tqdm):
+      """Asynchronous version."""
+      @classmethod
+      def as_completed(cls, fs, *, loop=None, timeout=None, total=None,
+                       **tqdm_kwargs):
+          """Wrapper for `asyncio.as_completed`."""
+
+    class tqdm.gui.tqdm(tqdm.tqdm):
+        """Matplotlib GUI version."""
+
+    class tqdm.tk.tqdm(tqdm.tqdm):
+        """Tkinter GUI version."""
+
+    class tqdm.rich.tqdm(tqdm.tqdm):
+        """`rich.progress` version."""
+
+    class tqdm.keras.TqdmCallback(keras.callbacks.Callback):
+        """Keras callback for epoch and batch progress."""
+
+    class tqdm.dask.TqdmCallback(dask.callbacks.Callback):
+        """Dask callback for task progress."""
+
+
+``contrib``
++++++++++++
+
+The ``tqdm.contrib`` package also contains experimental modules:
+
+- ``tqdm.contrib.itertools``: Thin wrappers around ``itertools``
+- ``tqdm.contrib.concurrent``: Thin wrappers around ``concurrent.futures``
+- ``tqdm.contrib.slack``: Posts to `Slack <https://slack.com>`__ bots
+- ``tqdm.contrib.discord``: Posts to `Discord <https://discord.com>`__ bots
+- ``tqdm.contrib.telegram``: Posts to `Telegram <https://telegram.org>`__ bots
+- ``tqdm.contrib.bells``: Automagically enables all optional features
+
+  * ``auto``, ``pandas``, ``slack``, ``discord``, ``telegram``
+
+Examples and Advanced Usage
+---------------------------
+
+- See the `examples <https://github.com/tqdm/tqdm/tree/master/examples>`__
+  folder;
+- import the module and run ``help()``;
+- consult the `wiki <https://github.com/tqdm/tqdm/wiki>`__;
+
+  * this has an
+    `excellent article <https://github.com/tqdm/tqdm/wiki/How-to-make-a-great-Progress-Bar>`__
+    on how to make a **great** progressbar;
+
+- check out the `slides from PyData London <https://tqdm.github.io/PyData2019/slides.html>`__, or
+- run the |binder-demo|.
+
+Description and additional stats
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+Custom information can be displayed and updated dynamically on ``tqdm`` bars
+with the ``desc`` and ``postfix`` arguments:
+
+.. code:: python
+
+    from tqdm import tqdm, trange
+    from random import random, randint
+    from time import sleep
+
+    with trange(10) as t:
+        for i in t:
+            # Description will be displayed on the left
+            t.set_description('GEN %i' % i)
+            # Postfix will be displayed on the right,
+            # formatted automatically based on argument's datatype
+            t.set_postfix(loss=random(), gen=randint(1,999), str='h',
+                          lst=[1, 2])
+            sleep(0.1)
+
+    with tqdm(total=10, bar_format="{postfix[0]} {postfix[1][value]:>8.2g}",
+              postfix=["Batch", {"value": 0}]) as t:
+        for i in range(10):
+            sleep(0.1)
+            t.postfix[1]["value"] = i / 2
+            t.update()
+
+Points to remember when using ``{postfix[...]}`` in the ``bar_format`` string:
+
+- ``postfix`` also needs to be passed as an initial argument in a compatible
+  format, and
+- ``postfix`` will be auto-converted to a string if it is a ``dict``-like
+  object. To prevent this behaviour, insert an extra item into the dictionary
+  where the key is not a string.
+
+Additional ``bar_format`` parameters may also be defined by overriding
+``format_dict``, and the bar itself may be modified using ``ascii``:
+
+.. code:: python
+
+    from tqdm import tqdm
+    class TqdmExtraFormat(tqdm):
+        """Provides a `total_time` format parameter"""
+        @property
+        def format_dict(self):
+            d = super().format_dict
+            total_time = d["elapsed"] * (d["total"] or 0) / max(d["n"], 1)
+            d.update(total_time=self.format_interval(total_time) + " in total")
+            return d
+
+    for i in TqdmExtraFormat(
+          range(9), ascii=" .oO0",
+          bar_format="{total_time}: {percentage:.0f}%|{bar}{r_bar}"):
+        if i == 4:
+            break
+
+.. code::
+
+    00:00 in total: 44%|0000.     | 4/9 [00:00<00:00, 962.93it/s]
+
+Note that ``{bar}`` also supports a format specifier ``[width][type]``.
+
+- ``width``
+
+  * unspecified (default): automatic to fill ``ncols``
+  * ``int >= 0``: fixed width overriding ``ncols`` logic
+  * ``int < 0``: subtract from the automatic default
+
+- ``type``
+
+  * ``a``: ascii (``ascii=True`` override)
+  * ``u``: unicode (``ascii=False`` override)
+  * ``b``: blank (``ascii="  "`` override)
+
+This means a fixed bar with right-justified text may be created by using:
+``bar_format="{l_bar}{bar:10}|{bar:-10b}right-justified"``
+
+Nested progress bars
+~~~~~~~~~~~~~~~~~~~~
+
+``tqdm`` supports nested progress bars. Here's an example:
+
+.. code:: python
+
+    from tqdm.auto import trange
+    from time import sleep
+
+    for i in trange(4, desc='1st loop'):
+        for j in trange(5, desc='2nd loop'):
+            for k in trange(50, desc='3rd loop', leave=False):
+                sleep(0.01)
+
+For manual control over positioning (e.g. for multi-processing use),
+you may specify ``position=n`` where ``n=0`` for the outermost bar,
+``n=1`` for the next, and so on.
+However, it's best to check if ``tqdm`` can work without manual ``position``
+first.
+
+.. code:: python
+
+    from time import sleep
+    from tqdm import trange, tqdm
+    from multiprocessing import Pool, RLock, freeze_support
+
+    L = list(range(9))
+
+    def progresser(n):
+        interval = 0.001 / (n + 2)
+        total = 5000
+        text = f"#{n}, est. {interval * total:<04.2}s"
+        for _ in trange(total, desc=text, position=n):
+            sleep(interval)
+
+    if __name__ == '__main__':
+        freeze_support()  # for Windows support
+        tqdm.set_lock(RLock())  # for managing output contention
+        p = Pool(initializer=tqdm.set_lock, initargs=(tqdm.get_lock(),))
+        p.map(progresser, L)
+
+Note that in Python 3, ``tqdm.write`` is thread-safe:
+
+.. code:: python
+
+    from time import sleep
+    from tqdm import tqdm, trange
+    from concurrent.futures import ThreadPoolExecutor
+
+    L = list(range(9))
+
+    def progresser(n):
+        interval = 0.001 / (n + 2)
+        total = 5000
+        text = f"#{n}, est. {interval * total:<04.2}s"
+        for _ in trange(total, desc=text):
+            sleep(interval)
+        if n == 6:
+            tqdm.write("n == 6 completed.")
+            tqdm.write("`tqdm.write()` is thread-safe in py3!")
+
+    if __name__ == '__main__':
+        with ThreadPoolExecutor() as p:
+            p.map(progresser, L)
+
+Hooks and callbacks
+~~~~~~~~~~~~~~~~~~~
+
+``tqdm`` can easily support callbacks/hooks and manual updates.
+Here's an example with ``urllib``:
+
+**``urllib.urlretrieve`` documentation**
+
+    | [...]
+    | If present, the hook function will be called once
+    | on establishment of the network connection and once after each block read
+    | thereafter. The hook will be passed three arguments; a count of blocks
+    | transferred so far, a block size in bytes, and the total size of the file.
+    | [...]
+
+.. code:: python
+
+    import urllib, os
+    from tqdm import tqdm
+    urllib = getattr(urllib, 'request', urllib)
+
+    class TqdmUpTo(tqdm):
+        """Provides `update_to(n)` which uses `tqdm.update(delta_n)`."""
+        def update_to(self, b=1, bsize=1, tsize=None):
+            """
+            b  : int, optional
+                Number of blocks transferred so far [default: 1].
+            bsize  : int, optional
+                Size of each block (in tqdm units) [default: 1].
+            tsize  : int, optional
+                Total size (in tqdm units). If [default: None] remains unchanged.
+            """
+            if tsize is not None:
+                self.total = tsize
+            return self.update(b * bsize - self.n)  # also sets self.n = b * bsize
+
+    eg_link = "https://caspersci.uk.to/matryoshka.zip"
+    with TqdmUpTo(unit='B', unit_scale=True, unit_divisor=1024, miniters=1,
+                  desc=eg_link.split('/')[-1]) as t:  # all optional kwargs
+        urllib.urlretrieve(eg_link, filename=os.devnull,
+                           reporthook=t.update_to, data=None)
+        t.total = t.n
+
+Inspired by `twine#242 <https://github.com/pypa/twine/pull/242>`__.
+Functional alternative in
+`examples/tqdm_wget.py <https://github.com/tqdm/tqdm/blob/master/examples/tqdm_wget.py>`__.
+
+It is recommend to use ``miniters=1`` whenever there is potentially
+large differences in iteration speed (e.g. downloading a file over
+a patchy connection).
+
+**Wrapping read/write methods**
+
+To measure throughput through a file-like object's ``read`` or ``write``
+methods, use ``CallbackIOWrapper``:
+
+.. code:: python
+
+    from tqdm.auto import tqdm
+    from tqdm.utils import CallbackIOWrapper
+
+    with tqdm(total=file_obj.size,
+              unit='B', unit_scale=True, unit_divisor=1024) as t:
+        fobj = CallbackIOWrapper(t.update, file_obj, "read")
+        while True:
+            chunk = fobj.read(chunk_size)
+            if not chunk:
+                break
+        t.reset()
+        # ... continue to use `t` for something else
+
+Alternatively, use the even simpler ``wrapattr`` convenience function,
+which would condense both the ``urllib`` and ``CallbackIOWrapper`` examples
+down to:
+
+.. code:: python
+
+    import urllib, os
+    from tqdm import tqdm
+
+    eg_link = "https://caspersci.uk.to/matryoshka.zip"
+    response = getattr(urllib, 'request', urllib).urlopen(eg_link)
+    with tqdm.wrapattr(open(os.devnull, "wb"), "write",
+                       miniters=1, desc=eg_link.split('/')[-1],
+                       total=getattr(response, 'length', None)) as fout:
+        for chunk in response:
+            fout.write(chunk)
+
+The ``requests`` equivalent is nearly identical:
+
+.. code:: python
+
+    import requests, os
+    from tqdm import tqdm
+
+    eg_link = "https://caspersci.uk.to/matryoshka.zip"
+    response = requests.get(eg_link, stream=True)
+    with tqdm.wrapattr(open(os.devnull, "wb"), "write",
+                       miniters=1, desc=eg_link.split('/')[-1],
+                       total=int(response.headers.get('content-length', 0))) as fout:
+        for chunk in response.iter_content(chunk_size=4096):
+            fout.write(chunk)
+
+**Custom callback**
+
+``tqdm`` is known for intelligently skipping unnecessary displays. To make a
+custom callback take advantage of this, simply use the return value of
+``update()``. This is set to ``True`` if a ``display()`` was triggered.
+
+.. code:: python
+
+    from tqdm.auto import tqdm as std_tqdm
+
+    def external_callback(*args, **kwargs):
+        ...
+
+    class TqdmExt(std_tqdm):
+        def update(self, n=1):
+            displayed = super().update(n)
+            if displayed:
+                external_callback(**self.format_dict)
+            return displayed
+
+``asyncio``
+~~~~~~~~~~~
+
+Note that ``break`` isn't currently caught by asynchronous iterators.
+This means that ``tqdm`` cannot clean up after itself in this case:
+
+.. code:: python
+
+    from tqdm.asyncio import tqdm
+
+    async for i in tqdm(range(9)):
+        if i == 2:
+            break
+
+Instead, either call ``pbar.close()`` manually or use the context manager syntax:
+
+.. code:: python
+
+    from tqdm.asyncio import tqdm
+
+    with tqdm(range(9)) as pbar:
+        async for i in pbar:
+            if i == 2:
+                break
+
+Pandas Integration
+~~~~~~~~~~~~~~~~~~
+
+Due to popular demand we've added support for ``pandas`` -- here's an example
+for ``DataFrame.progress_apply`` and ``DataFrameGroupBy.progress_apply``:
+
+.. code:: python
+
+    import pandas as pd
+    import numpy as np
+    from tqdm import tqdm
+
+    df = pd.DataFrame(np.random.randint(0, 100, (100000, 6)))
+
+    # Register `pandas.progress_apply` and `pandas.Series.map_apply` with `tqdm`
+    # (can use `tqdm.gui.tqdm`, `tqdm.notebook.tqdm`, optional kwargs, etc.)
+    tqdm.pandas(desc="my bar!")
+
+    # Now you can use `progress_apply` instead of `apply`
+    # and `progress_map` instead of `map`
+    df.progress_apply(lambda x: x**2)
+    # can also groupby:
+    # df.groupby(0).progress_apply(lambda x: x**2)
+
+In case you're interested in how this works (and how to modify it for your
+own callbacks), see the
+`examples <https://github.com/tqdm/tqdm/tree/master/examples>`__
+folder or import the module and run ``help()``.
+
+Keras Integration
+~~~~~~~~~~~~~~~~~
+
+A ``keras`` callback is also available:
+
+.. code:: python
+
+    from tqdm.keras import TqdmCallback
+
+    ...
+
+    model.fit(..., verbose=0, callbacks=[TqdmCallback()])
+
+Dask Integration
+~~~~~~~~~~~~~~~~
+
+A ``dask`` callback is also available:
+
+.. code:: python
+
+    from tqdm.dask import TqdmCallback
+
+    with TqdmCallback(desc="compute"):
+        ...
+        arr.compute()
+
+    # or use callback globally
+    cb = TqdmCallback(desc="global")
+    cb.register()
+    arr.compute()
+
+IPython/Jupyter Integration
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+IPython/Jupyter is supported via the ``tqdm.notebook`` submodule:
+
+.. code:: python
+
+    from tqdm.notebook import trange, tqdm
+    from time import sleep
+
+    for i in trange(3, desc='1st loop'):
+        for j in tqdm(range(100), desc='2nd loop'):
+            sleep(0.01)
+
+In addition to ``tqdm`` features, the submodule provides a native Jupyter
+widget (compatible with IPython v1-v4 and Jupyter), fully working nested bars
+and colour hints (blue: normal, green: completed, red: error/interrupt,
+light blue: no ETA); as demonstrated below.
+
+|Screenshot-Jupyter1|
+|Screenshot-Jupyter2|
+|Screenshot-Jupyter3|
+
+The ``notebook`` version supports percentage or pixels for overall width
+(e.g.: ``ncols='100%'`` or ``ncols='480px'``).
+
+It is also possible to let ``tqdm`` automatically choose between
+console or notebook versions by using the ``autonotebook`` submodule:
+
+.. code:: python
+
+    from tqdm.autonotebook import tqdm
+    tqdm.pandas()
+
+Note that this will issue a ``TqdmExperimentalWarning`` if run in a notebook
+since it is not meant to be possible to distinguish between ``jupyter notebook``
+and ``jupyter console``. Use ``auto`` instead of ``autonotebook`` to suppress
+this warning.
+
+Note that notebooks will display the bar in the cell where it was created.
+This may be a different cell from the one where it is used.
+If this is not desired, either
+
+- delay the creation of the bar to the cell where it must be displayed, or
+- create the bar with ``display=False``, and in a later cell call
+  ``display(bar.container)``:
+
+.. code:: python
+
+    from tqdm.notebook import tqdm
+    pbar = tqdm(..., display=False)
+
+.. code:: python
+
+    # different cell
+    display(pbar.container)
+
+The ``keras`` callback has a ``display()`` method which can be used likewise:
+
+.. code:: python
+
+    from tqdm.keras import TqdmCallback
+    cbk = TqdmCallback(display=False)
+
+.. code:: python
+
+    # different cell
+    cbk.display()
+    model.fit(..., verbose=0, callbacks=[cbk])
+
+Another possibility is to have a single bar (near the top of the notebook)
+which is constantly re-used (using ``reset()`` rather than ``close()``).
+For this reason, the notebook version (unlike the CLI version) does not
+automatically call ``close()`` upon ``Exception``.
+
+.. code:: python
+
+    from tqdm.notebook import tqdm
+    pbar = tqdm()
+
+.. code:: python
+
+    # different cell
+    iterable = range(100)
+    pbar.reset(total=len(iterable))  # initialise with new `total`
+    for i in iterable:
+        pbar.update()
+    pbar.refresh()  # force print final status but don't `close()`
+
+Custom Integration
+~~~~~~~~~~~~~~~~~~
+
+To change the default arguments (such as making ``dynamic_ncols=True``),
+simply use built-in Python magic:
+
+.. code:: python
+
+    from functools import partial
+    from tqdm import tqdm as std_tqdm
+    tqdm = partial(std_tqdm, dynamic_ncols=True)
+
+For further customisation,
+``tqdm`` may be inherited from to create custom callbacks (as with the
+``TqdmUpTo`` example `above <#hooks-and-callbacks>`__) or for custom frontends
+(e.g. GUIs such as notebook or plotting packages). In the latter case:
+
+1. ``def __init__()`` to call ``super().__init__(..., gui=True)`` to disable
+   terminal ``status_printer`` creation.
+2. Redefine: ``close()``, ``clear()``, ``display()``.
+
+Consider overloading ``display()`` to use e.g.
+``self.frontend(**self.format_dict)`` instead of ``self.sp(repr(self))``.
+
+Some submodule examples of inheritance:
+
+- `tqdm/notebook.py <https://github.com/tqdm/tqdm/blob/master/tqdm/notebook.py>`__
+- `tqdm/gui.py <https://github.com/tqdm/tqdm/blob/master/tqdm/gui.py>`__
+- `tqdm/tk.py <https://github.com/tqdm/tqdm/blob/master/tqdm/tk.py>`__
+- `tqdm/contrib/slack.py <https://github.com/tqdm/tqdm/blob/master/tqdm/contrib/slack.py>`__
+- `tqdm/contrib/discord.py <https://github.com/tqdm/tqdm/blob/master/tqdm/contrib/discord.py>`__
+- `tqdm/contrib/telegram.py <https://github.com/tqdm/tqdm/blob/master/tqdm/contrib/telegram.py>`__
+
+Dynamic Monitor/Meter
+~~~~~~~~~~~~~~~~~~~~~
+
+You can use a ``tqdm`` as a meter which is not monotonically increasing.
+This could be because ``n`` decreases (e.g. a CPU usage monitor) or ``total``
+changes.
+
+One example would be recursively searching for files. The ``total`` is the
+number of objects found so far, while ``n`` is the number of those objects which
+are files (rather than folders):
+
+.. code:: python
+
+    from tqdm import tqdm
+    import os.path
+
+    def find_files_recursively(path, show_progress=True):
+        files = []
+        # total=1 assumes `path` is a file
+        t = tqdm(total=1, unit="file", disable=not show_progress)
+        if not os.path.exists(path):
+            raise IOError("Cannot find:" + path)
+
+        def append_found_file(f):
+            files.append(f)
+            t.update()
+
+        def list_found_dir(path):
+            """returns os.listdir(path) assuming os.path.isdir(path)"""
+            listing = os.listdir(path)
+            # subtract 1 since a "file" we found was actually this directory
+            t.total += len(listing) - 1
+            # fancy way to give info without forcing a refresh
+            t.set_postfix(dir=path[-10:], refresh=False)
+            t.update(0)  # may trigger a refresh
+            return listing
+
+        def recursively_search(path):
+            if os.path.isdir(path):
+                for f in list_found_dir(path):
+                    recursively_search(os.path.join(path, f))
+            else:
+                append_found_file(path)
+
+        recursively_search(path)
+        t.set_postfix(dir=path)
+        t.close()
+        return files
+
+Using ``update(0)`` is a handy way to let ``tqdm`` decide when to trigger a
+display refresh to avoid console spamming.
+
+Writing messages
+~~~~~~~~~~~~~~~~
+
+This is a work in progress (see
+`#737 <https://github.com/tqdm/tqdm/issues/737>`__).
+
+Since ``tqdm`` uses a simple printing mechanism to display progress bars,
+you should not write any message in the terminal using ``print()`` while
+a progressbar is open.
+
+To write messages in the terminal without any collision with ``tqdm`` bar
+display, a ``.write()`` method is provided:
+
+.. code:: python
+
+    from tqdm.auto import tqdm, trange
+    from time import sleep
+
+    bar = trange(10)
+    for i in bar:
+        # Print using tqdm class method .write()
+        sleep(0.1)
+        if not (i % 3):
+            tqdm.write("Done task %i" % i)
+        # Can also use bar.write()
+
+By default, this will print to standard output ``sys.stdout``. but you can
+specify any file-like object using the ``file`` argument. For example, this
+can be used to redirect the messages writing to a log file or class.
+
+Redirecting writing
+~~~~~~~~~~~~~~~~~~~
+
+If using a library that can print messages to the console, editing the library
+by  replacing ``print()`` with ``tqdm.write()`` may not be desirable.
+In that case, redirecting ``sys.stdout`` to ``tqdm.write()`` is an option.
+
+To redirect ``sys.stdout``, create a file-like class that will write
+any input string to ``tqdm.write()``, and supply the arguments
+``file=sys.stdout, dynamic_ncols=True``.
+
+A reusable canonical example is given below:
+
+.. code:: python
+
+    from time import sleep
+    import contextlib
+    import sys
+    from tqdm import tqdm
+    from tqdm.contrib import DummyTqdmFile
+
+
+    @contextlib.contextmanager
+    def std_out_err_redirect_tqdm():
+        orig_out_err = sys.stdout, sys.stderr
+        try:
+            sys.stdout, sys.stderr = map(DummyTqdmFile, orig_out_err)
+            yield orig_out_err[0]
+        # Relay exceptions
+        except Exception as exc:
+            raise exc
+        # Always restore sys.stdout/err if necessary
+        finally:
+            sys.stdout, sys.stderr = orig_out_err
+
+    def some_fun(i):
+        print("Fee, fi, fo,".split()[i])
+
+    # Redirect stdout to tqdm.write() (don't forget the `as save_stdout`)
+    with std_out_err_redirect_tqdm() as orig_stdout:
+        # tqdm needs the original stdout
+        # and dynamic_ncols=True to autodetect console width
+        for i in tqdm(range(3), file=orig_stdout, dynamic_ncols=True):
+            sleep(.5)
+            some_fun(i)
+
+    # After the `with`, printing is restored
+    print("Done!")
+
+Redirecting ``logging``
+~~~~~~~~~~~~~~~~~~~~~~~
+
+Similar to ``sys.stdout``/``sys.stderr`` as detailed above, console ``logging``
+may also be redirected to ``tqdm.write()``.
+
+Warning: if also redirecting ``sys.stdout``/``sys.stderr``, make sure to
+redirect ``logging`` first if needed.
+
+Helper methods are available in ``tqdm.contrib.logging``. For example:
+
+.. code:: python
+
+    import logging
+    from tqdm import trange
+    from tqdm.contrib.logging import logging_redirect_tqdm
+
+    LOG = logging.getLogger(__name__)
+
+    if __name__ == '__main__':
+        logging.basicConfig(level=logging.INFO)
+        with logging_redirect_tqdm():
+            for i in trange(9):
+                if i == 4:
+                    LOG.info("console logging redirected to `tqdm.write()`")
+        # logging restored
+
+Monitoring thread, intervals and miniters
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+``tqdm`` implements a few tricks to increase efficiency and reduce overhead.
+
+- Avoid unnecessary frequent bar refreshing: ``mininterval`` defines how long
+  to wait between each refresh. ``tqdm`` always gets updated in the background,
+  but it will display only every ``mininterval``.
+- Reduce number of calls to check system clock/time.
+- ``mininterval`` is more intuitive to configure than ``miniters``.
+  A clever adjustment system ``dynamic_miniters`` will automatically adjust
+  ``miniters`` to the amount of iterations that fit into time ``mininterval``.
+  Essentially, ``tqdm`` will check if it's time to print without actually
+  checking time. This behaviour can be still be bypassed by manually setting
+  ``miniters``.
+
+However, consider a case with a combination of fast and slow iterations.
+After a few fast iterations, ``dynamic_miniters`` will set ``miniters`` to a
+large number. When iteration rate subsequently slows, ``miniters`` will
+remain large and thus reduce display update frequency. To address this:
+
+- ``maxinterval`` defines the maximum time between display refreshes.
+  A concurrent monitoring thread checks for overdue updates and forces one
+  where necessary.
+
+The monitoring thread should not have a noticeable overhead, and guarantees
+updates at least every 10 seconds by default.
+This value can be directly changed by setting the ``monitor_interval`` of
+any ``tqdm`` instance (i.e. ``t = tqdm.tqdm(...); t.monitor_interval = 2``).
+The monitor thread may be disabled application-wide by setting
+``tqdm.tqdm.monitor_interval = 0`` before instantiation of any ``tqdm`` bar.
+
+
+Merch
+-----
+
+You can buy `tqdm branded merch <https://tqdm.github.io/merch>`__ now!
+
+Contributions
+-------------
+
+|GitHub-Commits| |GitHub-Issues| |GitHub-PRs| |OpenHub-Status| |GitHub-Contributions| |CII Best Practices|
+
+All source code is hosted on `GitHub <https://github.com/tqdm/tqdm>`__.
+Contributions are welcome.
+
+See the
+`CONTRIBUTING <https://github.com/tqdm/tqdm/blob/master/CONTRIBUTING.md>`__
+file for more information.
+
+Developers who have made significant contributions, ranked by *SLoC*
+(surviving lines of code,
+`git fame <https://github.com/casperdcl/git-fame>`__ ``-wMC --excl '\.(png|gif|jpg)$'``),
+are:
+
+==================== ======================================================== ==== ================================
+Name                 ID                                                       SLoC Notes
+==================== ======================================================== ==== ================================
+Casper da Costa-Luis `casperdcl <https://github.com/casperdcl>`__             ~80% primary maintainer |Gift-Casper|
+Stephen Larroque     `lrq3000 <https://github.com/lrq3000>`__                 ~9%  team member
+Martin Zugnoni       `martinzugnoni <https://github.com/martinzugnoni>`__     ~3%
+Daniel Ecer          `de-code <https://github.com/de-code>`__                 ~2%
+Richard Sheridan     `richardsheridan <https://github.com/richardsheridan>`__ ~1%
+Guangshuo Chen       `chengs <https://github.com/chengs>`__                   ~1%
+Helio Machado        `0x2b3bfa0 <https://github.com/0x2b3bfa0>`__             ~1%
+Kyle Altendorf       `altendky <https://github.com/altendky>`__               <1%
+Noam Yorav-Raphael   `noamraph <https://github.com/noamraph>`__               <1%  original author
+Matthew Stevens      `mjstevens777 <https://github.com/mjstevens777>`__       <1%
+Hadrien Mary         `hadim <https://github.com/hadim>`__                     <1%  team member
+Mikhail Korobov      `kmike <https://github.com/kmike>`__                     <1%  team member
+==================== ======================================================== ==== ================================
+
+Ports to Other Languages
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+A list is available on
+`this wiki page <https://github.com/tqdm/tqdm/wiki/tqdm-ports>`__.
+
+
+LICENCE
+-------
+
+Open Source (OSI approved): |LICENCE|
+
+Citation information: |DOI|
+
+|README-Hits| (Since 19 May 2016)
+
+.. |Logo| image:: https://tqdm.github.io/img/logo.gif
+.. |Screenshot| image:: https://tqdm.github.io/img/tqdm.gif
+.. |Video| image:: https://tqdm.github.io/img/video.jpg
+   :target: https://tqdm.github.io/video
+.. |Slides| image:: https://tqdm.github.io/img/slides.jpg
+   :target: https://tqdm.github.io/PyData2019/slides.html
+.. |Merch| image:: https://tqdm.github.io/img/merch.jpg
+   :target: https://tqdm.github.io/merch
+.. |Build-Status| image:: https://img.shields.io/github/actions/workflow/status/tqdm/tqdm/test.yml?branch=master&label=tqdm&logo=GitHub
+   :target: https://github.com/tqdm/tqdm/actions/workflows/test.yml
+.. |Coverage-Status| image:: https://img.shields.io/coveralls/github/tqdm/tqdm/master?logo=coveralls
+   :target: https://coveralls.io/github/tqdm/tqdm
+.. |Branch-Coverage-Status| image:: https://codecov.io/gh/tqdm/tqdm/branch/master/graph/badge.svg
+   :target: https://codecov.io/gh/tqdm/tqdm
+.. |Codacy-Grade| image:: https://app.codacy.com/project/badge/Grade/3f965571598f44549c7818f29cdcf177
+   :target: https://www.codacy.com/gh/tqdm/tqdm/dashboard
+.. |CII Best Practices| image:: https://bestpractices.coreinfrastructure.org/projects/3264/badge
+   :target: https://bestpractices.coreinfrastructure.org/projects/3264
+.. |GitHub-Status| image:: https://img.shields.io/github/tag/tqdm/tqdm.svg?maxAge=86400&logo=github&logoColor=white
+   :target: https://github.com/tqdm/tqdm/releases
+.. |GitHub-Forks| image:: https://img.shields.io/github/forks/tqdm/tqdm.svg?logo=github&logoColor=white
+   :target: https://github.com/tqdm/tqdm/network
+.. |GitHub-Stars| image:: https://img.shields.io/github/stars/tqdm/tqdm.svg?logo=github&logoColor=white
+   :target: https://github.com/tqdm/tqdm/stargazers
+.. |GitHub-Commits| image:: https://img.shields.io/github/commit-activity/y/tqdm/tqdm.svg?logo=git&logoColor=white
+   :target: https://github.com/tqdm/tqdm/graphs/commit-activity
+.. |GitHub-Issues| image:: https://img.shields.io/github/issues-closed/tqdm/tqdm.svg?logo=github&logoColor=white
+   :target: https://github.com/tqdm/tqdm/issues?q=
+.. |GitHub-PRs| image:: https://img.shields.io/github/issues-pr-closed/tqdm/tqdm.svg?logo=github&logoColor=white
+   :target: https://github.com/tqdm/tqdm/pulls
+.. |GitHub-Contributions| image:: https://img.shields.io/github/contributors/tqdm/tqdm.svg?logo=github&logoColor=white
+   :target: https://github.com/tqdm/tqdm/graphs/contributors
+.. |GitHub-Updated| image:: https://img.shields.io/github/last-commit/tqdm/tqdm/master.svg?logo=github&logoColor=white&label=pushed
+   :target: https://github.com/tqdm/tqdm/pulse
+.. |Gift-Casper| image:: https://img.shields.io/badge/dynamic/json.svg?color=ff69b4&label=gifts%20received&prefix=%C2%A3&query=%24..sum&url=https%3A%2F%2Fcaspersci.uk.to%2Fgifts.json
+   :target: https://cdcl.ml/sponsor
+.. |Versions| image:: https://img.shields.io/pypi/v/tqdm.svg
+   :target: https://tqdm.github.io/releases
+.. |PyPI-Downloads| image:: https://img.shields.io/pypi/dm/tqdm.svg?label=pypi%20downloads&logo=PyPI&logoColor=white
+   :target: https://pepy.tech/project/tqdm
+.. |Py-Versions| image:: https://img.shields.io/pypi/pyversions/tqdm.svg?logo=python&logoColor=white
+   :target: https://pypi.org/project/tqdm
+.. |Conda-Forge-Status| image:: https://img.shields.io/conda/v/conda-forge/tqdm.svg?label=conda-forge&logo=conda-forge
+   :target: https://anaconda.org/conda-forge/tqdm
+.. |Snapcraft| image:: https://img.shields.io/badge/snap-install-82BEA0.svg?logo=snapcraft
+   :target: https://snapcraft.io/tqdm
+.. |Docker| image:: https://img.shields.io/badge/docker-pull-blue.svg?logo=docker&logoColor=white
+   :target: https://hub.docker.com/r/tqdm/tqdm
+.. |Libraries-Rank| image:: https://img.shields.io/librariesio/sourcerank/pypi/tqdm.svg?logo=koding&logoColor=white
+   :target: https://libraries.io/pypi/tqdm
+.. |Libraries-Dependents| image:: https://img.shields.io/librariesio/dependent-repos/pypi/tqdm.svg?logo=koding&logoColor=white
+    :target: https://github.com/tqdm/tqdm/network/dependents
+.. |OpenHub-Status| image:: https://www.openhub.net/p/tqdm/widgets/project_thin_badge?format=gif
+   :target: https://www.openhub.net/p/tqdm?ref=Thin+badge
+.. |awesome-python| image:: https://awesome.re/mentioned-badge.svg
+   :target: https://github.com/vinta/awesome-python
+.. |LICENCE| image:: https://img.shields.io/pypi/l/tqdm.svg
+   :target: https://raw.githubusercontent.com/tqdm/tqdm/master/LICENCE
+.. |DOI| image:: https://img.shields.io/badge/DOI-10.5281/zenodo.595120-blue.svg
+   :target: https://doi.org/10.5281/zenodo.595120
+.. |binder-demo| image:: https://mybinder.org/badge_logo.svg
+   :target: https://mybinder.org/v2/gh/tqdm/tqdm/master?filepath=DEMO.ipynb
+.. |Screenshot-Jupyter1| image:: https://tqdm.github.io/img/jupyter-1.gif
+.. |Screenshot-Jupyter2| image:: https://tqdm.github.io/img/jupyter-2.gif
+.. |Screenshot-Jupyter3| image:: https://tqdm.github.io/img/jupyter-3.gif
+.. |README-Hits| image:: https://caspersci.uk.to/cgi-bin/hits.cgi?q=tqdm&style=social&r=https://github.com/tqdm/tqdm&l=https://tqdm.github.io/img/favicon.png&f=https://tqdm.github.io/img/logo.gif
+   :target: https://caspersci.uk.to/cgi-bin/hits.cgi?q=tqdm&a=plot&r=https://github.com/tqdm/tqdm&l=https://tqdm.github.io/img/favicon.png&f=https://tqdm.github.io/img/logo.gif&style=social

llmeval-env/lib/python3.10/site-packages/tqdm-4.66.4.dist-info/WHEEL

@@ -0,0 +1,5 @@
+Wheel-Version: 1.0
+Generator: bdist_wheel (0.43.0)
+Root-Is-Purelib: true
+Tag: py3-none-any
+

llmeval-env/lib/python3.10/site-packages/tqdm-4.66.4.dist-info/entry_points.txt

@@ -0,0 +1,2 @@
+[console_scripts]
+tqdm = tqdm.cli:main