Upload folder using huggingface_hub

.gitattributes

@@ -33,3 +33,48 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+myenv/bin/python filter=lfs diff=lfs merge=lfs -text
+myenv/bin/python3 filter=lfs diff=lfs merge=lfs -text
+myenv/bin/python3.12 filter=lfs diff=lfs merge=lfs -text
+myenv/bin/ruff filter=lfs diff=lfs merge=lfs -text
+myenv/lib/python3.12/site-packages/PIL/_imaging.cpython-312-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text
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.gitignore

@@ -0,0 +1,2 @@
+# api_keys.json
+google_search_api.ipynb

RAG.py

@@ -0,0 +1,104 @@
+from langchain_text_splitters import RecursiveCharacterTextSplitter
+from retrieve_documents import retrieve_relevant_documents
+from langchain_cohere import ChatCohere, CohereEmbeddings
+from langchain_core.output_parsers import StrOutputParser
+from langchain_core.runnables import RunnablePassthrough
+from langchain_core.prompts import ChatPromptTemplate
+from langchain_core.prompts.chat import HumanMessagePromptTemplate
+from langchain_core.prompts.prompt import PromptTemplate
+import json
+import pathlib
+
+__import__('pysqlite3')
+import sys
+sys.modules['sqlite3'] = sys.modules.pop('pysqlite3')
+from langchain_chroma import Chroma
+
+class RAG_with_memory:
+    def __init__(self, retriever=None):
+        self.file_loc = pathlib.Path(__file__).parent.resolve()
+        with open(self.file_loc / "prompts/search.txt", "r") as f:
+            self.raw_prompt_text = f.read()
+        with open(self.file_loc / "prompts/rewrite_query.txt", "r") as f:
+            self.raw_query_rewrite_text = f.read()
+        self.retriever = retriever
+        self.reset()
+    
+    def load_history(self, history):
+        self.history = ""
+        for item in history:
+            if item["role"] == "user":
+                self.history += "Human: " + item["content"] + "\n"
+            else:
+                self.history += "AI: " + item["content"] + "\n"
+        self.history += "\n"
+
+    def add_retriever(self, retriever):
+        self.retriever = retriever
+    
+    def reset(self):
+        with open(self.file_loc / "api_keys.json", "r") as f:
+            api_keys = json.load(f)
+            COHERE_API_KEY = api_keys["cohere"]
+        self.llm = ChatCohere(model="command-r", cohere_api_key=COHERE_API_KEY)
+        self.history = ""
+
+    def rewrite_query(self, original_query):
+        print("Rewriting query")
+        prompt_text = self.raw_query_rewrite_text.format(history=self.history, query="{query}")
+        prompt_template = PromptTemplate(
+            input_variables=['query'],
+            template=prompt_text
+        )
+        chain = (
+            {"query" : RunnablePassthrough()}
+            | prompt_template
+            | self.llm
+            | StrOutputParser()
+        )
+        return chain.invoke(original_query)
+
+    def generate(self, query):
+        # TODO: Generate should take a retriever, not constructor
+        if self.retriever is None:
+            raise Exception("Retriever must non-None")
+        print("Prompting LLM")
+        prompt_text = self.raw_prompt_text.format(history=self.history, context="{context}", question="{question}")
+        prompt_template = PromptTemplate(
+            input_variables=['context', 'question'],
+            template=prompt_text
+        )
+        rag_chain = (
+            {"context": self.retriever | format_docs, "question": RunnablePassthrough()}
+            | prompt_template
+            | self.llm
+            | StrOutputParser()
+        )
+
+        response = rag_chain.invoke(query)
+        self.history += "Human: " + query + "\n"
+        self.history += "AI: " + response + "\n"
+        print("Done")
+        return response
+
+
+def format_docs(docs):
+    return "\n\n".join(doc.page_content for doc in docs)
+
+
+def create_vector_store(documents, embedding):
+    text_splitter = RecursiveCharacterTextSplitter(chunk_size=1000, chunk_overlap=200)
+    splits = text_splitter.split_documents(documents)
+    vectorstore = Chroma.from_documents(documents=splits, embedding=embedding)
+    return vectorstore
+
+def get_retriever_links(query, api_key_file):
+    documents, links = retrieve_relevant_documents(query, api_key_file)
+
+    with open(api_key_file, "r") as f: 
+        api_keys = json.load(f)
+        COHERE_API_KEY = api_keys["cohere"]
+    embedding_model = CohereEmbeddings(cohere_api_key=COHERE_API_KEY, model='embed-english-v3.0')
+    print("Splitting Documents + Loading into vectorstore")
+    vectorstore = create_vector_store(documents, embedding_model)
+    return vectorstore.as_retriever(), links

README.md

@@ -1,13 +1,23 @@
----
-title: Term 4 Project
-emoji: 💬
-colorFrom: yellow
-colorTo: purple
-sdk: gradio
-sdk_version: 4.36.1
-app_file: app.py
-pinned: false
-license: mit
----
-
-An example chatbot using [Gradio](https://gradio.app), [`huggingface_hub`](https://huggingface.co/docs/huggingface_hub/v0.22.2/en/index), and the [Hugging Face Inference API](https://huggingface.co/docs/api-inference/index).
+---
+title: Term-4-Project
+app_file: new_app.py
+sdk: gradio
+sdk_version: 4.41.0
+---
+# PerplexityClone
+
+Demo: [https://huggingface.co/spaces/YashSax/PerplexityClone](https://huggingface.co/spaces/YashSax/PerplexityClone)
+
+Chat Version Demo (multi-turn + retrieval for each step + query rewrite): [Google Drive Link](https://drive.google.com/file/d/1LCS4RdyI46WhfJabGGkIrgFJFWZq7cDK/view)
+
+A clone of [perplexity.ai](perplexity.ai), an LLM and RAG-powered search engine using LangChain, Chroma Vector Store, and Cohere Text Generation and Embedding Models. Frontend designed using Gradio.
+
+![image](https://github.com/YashSax/PerplexityClone/assets/46911428/014076e5-fa74-4821-b0b0-2298b3a89205)
+
+### Overview
+
+1) The user's query is passed through the Google Search API to create a corpus of the 10 most recent and relevant webpages.
+2) The documents are split and stored into a Chroma vector store
+3) Using Cohere's text embedding model, relevant snippets are collected using embedding similarity
+4) The relevant snippets are compiled into context for the RAG application
+5) The prompt and context are fed into Cohere's Command-R Text Generation LLM, and the output and documents are presented to the user.

api_keys.json

@@ -0,0 +1,7 @@
+{
+    "cohere" : "I1hYw0mB1k8kmJsyQgY7pQbDREXhymZPOkdY2PxZ",
+    "google" : {
+        "search_engine_id" : "361b24b4932254e6f",
+        "api_key" : "AIzaSyAwmOjZ_OE0bOhSAPsNiUtSAAuAAAtPQdo"
+    }
+}

gradio_app.py

@@ -0,0 +1,93 @@
+import gradio as gr
+from RAG import get_retriever_links, RAG_with_memory
+import requests
+
+rag_llm = None
+searched = False
+DEFAULT_FAVICON_URL = "https://www.nasa.gov/favicon.ico"
+
+def get_favicon_url(link):
+    from urllib.parse import urlparse
+    domain = urlparse(link).netloc
+    url = f"https://{domain}/favicon.ico"
+    if favicon_exists(url):
+        return url
+    return DEFAULT_FAVICON_URL
+
+
+def favicon_exists(url):
+    try:
+        response = requests.head(url)
+        return response.status_code == 200
+    except requests.RequestException:
+        return False
+
+def chatbot_response(message, history):
+    if not searched:
+        return "Please enter a query above before asking follow-up questions."
+    return rag_llm.generate(message)
+
+# Function to simulate a search operation
+def search(query):
+    global rag_llm
+    global searched
+    searched = True
+
+    retriever, sources = get_retriever_links(query, "./api_keys.json")
+    rag_llm = RAG_with_memory(retriever)
+    response = rag_llm.generate(query)
+    
+    sources_html = ''.join([
+    f"""
+    <a href='{source['link']}' target='_blank' style='display: inline-block; text-decoration: none; color: black; margin-right: 10px; border: 1px solid #ccc; padding: 10px; border-radius: 5px;'>
+        <div style='display: flex; align-items: center;'>
+            <img src='{get_favicon_url(source['link'])}' alt='favicon' style='width: 16px; height: 16px; margin-right: 8px;'>
+            <span>{source['title']}</span>
+        </div>
+    </a>
+    """ for source in sources
+    ])
+
+    reponse_html = f"<div style='border: 1px solid #ccc; padding: 10px; border-radius: 5px;'>{response}</div>"
+
+    return sources_html, reponse_html
+
+# Define the Gradio interface
+with gr.Blocks(css=".output-box { background-color: #1c1c1c; color: white; padding: 10px; border-radius: 10px; }") as demo:
+    gr.Markdown(
+        """
+        ## Custom LLM with Real-Time Capabilities
+        This Project is part of Term 4 Project Course under Prof. Anusha Reddy.
+        Made with Love by Dhenenjay Yadav & Neerav Doshi
+        """
+    )
+    
+    query_input = gr.Textbox(label="Enter your query", placeholder="Type your search query here...", lines=1)
+    search_button = gr.Button("Search")
+
+    sources_box = gr.HTML("<div class='output-box' style='display: none;'><h3>Sources</h3><div id='sources-content'></div></div>", label="Sources")
+    response_output = gr.Markdown("<div class='output-box' style='display: none;'><h3>Answer</h3></div>", label="Answer")
+
+    search_button.click(
+        fn=search, 
+        inputs=query_input, 
+        outputs=[sources_box, response_output]
+    )
+
+    gr.HTML("""
+    <script>
+        function showResults() {
+            document.querySelectorAll('.output-box').forEach(el => el.style.display = 'block');
+        }
+        document.querySelector('button').addEventListener('click', showResults);
+    </script>
+    """)
+
+    gr.Row([sources_box])
+    gr.Row([response_output])
+
+    gr.ChatInterface(chatbot_response, title="Follow-up Questions")
+
+if __name__ == "__main__":
+    # Launch the Gradio interface
+      demo.launch(share=True)

myenv/bin/Activate.ps1

@@ -0,0 +1,247 @@
+<#
+.Synopsis
+Activate a Python virtual environment for the current PowerShell session.
+
+.Description
+Pushes the python executable for a virtual environment to the front of the
+$Env:PATH environment variable and sets the prompt to signify that you are
+in a Python virtual environment. Makes use of the command line switches as
+well as the `pyvenv.cfg` file values present in the virtual environment.
+
+.Parameter VenvDir
+Path to the directory that contains the virtual environment to activate. The
+default value for this is the parent of the directory that the Activate.ps1
+script is located within.
+
+.Parameter Prompt
+The prompt prefix to display when this virtual environment is activated. By
+default, this prompt is the name of the virtual environment folder (VenvDir)
+surrounded by parentheses and followed by a single space (ie. '(.venv) ').
+
+.Example
+Activate.ps1
+Activates the Python virtual environment that contains the Activate.ps1 script.
+
+.Example
+Activate.ps1 -Verbose
+Activates the Python virtual environment that contains the Activate.ps1 script,
+and shows extra information about the activation as it executes.
+
+.Example
+Activate.ps1 -VenvDir C:\Users\MyUser\Common\.venv
+Activates the Python virtual environment located in the specified location.
+
+.Example
+Activate.ps1 -Prompt "MyPython"
+Activates the Python virtual environment that contains the Activate.ps1 script,
+and prefixes the current prompt with the specified string (surrounded in
+parentheses) while the virtual environment is active.
+
+.Notes
+On Windows, it may be required to enable this Activate.ps1 script by setting the
+execution policy for the user. You can do this by issuing the following PowerShell
+command:
+
+PS C:\> Set-ExecutionPolicy -ExecutionPolicy RemoteSigned -Scope CurrentUser
+
+For more information on Execution Policies: 
+https://go.microsoft.com/fwlink/?LinkID=135170
+
+#>
+Param(
+    [Parameter(Mandatory = $false)]
+    [String]
+    $VenvDir,
+    [Parameter(Mandatory = $false)]
+    [String]
+    $Prompt
+)
+
+<# Function declarations --------------------------------------------------- #>
+
+<#
+.Synopsis
+Remove all shell session elements added by the Activate script, including the
+addition of the virtual environment's Python executable from the beginning of
+the PATH variable.
+
+.Parameter NonDestructive
+If present, do not remove this function from the global namespace for the
+session.
+
+#>
+function global:deactivate ([switch]$NonDestructive) {
+    # Revert to original values
+
+    # The prior prompt:
+    if (Test-Path -Path Function:_OLD_VIRTUAL_PROMPT) {
+        Copy-Item -Path Function:_OLD_VIRTUAL_PROMPT -Destination Function:prompt
+        Remove-Item -Path Function:_OLD_VIRTUAL_PROMPT
+    }
+
+    # The prior PYTHONHOME:
+    if (Test-Path -Path Env:_OLD_VIRTUAL_PYTHONHOME) {
+        Copy-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME -Destination Env:PYTHONHOME
+        Remove-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME
+    }
+
+    # The prior PATH:
+    if (Test-Path -Path Env:_OLD_VIRTUAL_PATH) {
+        Copy-Item -Path Env:_OLD_VIRTUAL_PATH -Destination Env:PATH
+        Remove-Item -Path Env:_OLD_VIRTUAL_PATH
+    }
+
+    # Just remove the VIRTUAL_ENV altogether:
+    if (Test-Path -Path Env:VIRTUAL_ENV) {
+        Remove-Item -Path env:VIRTUAL_ENV
+    }
+
+    # Just remove VIRTUAL_ENV_PROMPT altogether.
+    if (Test-Path -Path Env:VIRTUAL_ENV_PROMPT) {
+        Remove-Item -Path env:VIRTUAL_ENV_PROMPT
+    }
+
+    # Just remove the _PYTHON_VENV_PROMPT_PREFIX altogether:
+    if (Get-Variable -Name "_PYTHON_VENV_PROMPT_PREFIX" -ErrorAction SilentlyContinue) {
+        Remove-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Scope Global -Force
+    }
+
+    # Leave deactivate function in the global namespace if requested:
+    if (-not $NonDestructive) {
+        Remove-Item -Path function:deactivate
+    }
+}
+
+<#
+.Description
+Get-PyVenvConfig parses the values from the pyvenv.cfg file located in the
+given folder, and returns them in a map.
+
+For each line in the pyvenv.cfg file, if that line can be parsed into exactly
+two strings separated by `=` (with any amount of whitespace surrounding the =)
+then it is considered a `key = value` line. The left hand string is the key,
+the right hand is the value.
+
+If the value starts with a `'` or a `"` then the first and last character is
+stripped from the value before being captured.
+
+.Parameter ConfigDir
+Path to the directory that contains the `pyvenv.cfg` file.
+#>
+function Get-PyVenvConfig(
+    [String]
+    $ConfigDir
+) {
+    Write-Verbose "Given ConfigDir=$ConfigDir, obtain values in pyvenv.cfg"
+
+    # Ensure the file exists, and issue a warning if it doesn't (but still allow the function to continue).
+    $pyvenvConfigPath = Join-Path -Resolve -Path $ConfigDir -ChildPath 'pyvenv.cfg' -ErrorAction Continue
+
+    # An empty map will be returned if no config file is found.
+    $pyvenvConfig = @{ }
+
+    if ($pyvenvConfigPath) {
+
+        Write-Verbose "File exists, parse `key = value` lines"
+        $pyvenvConfigContent = Get-Content -Path $pyvenvConfigPath
+
+        $pyvenvConfigContent | ForEach-Object {
+            $keyval = $PSItem -split "\s*=\s*", 2
+            if ($keyval[0] -and $keyval[1]) {
+                $val = $keyval[1]
+
+                # Remove extraneous quotations around a string value.
+                if ("'""".Contains($val.Substring(0, 1))) {
+                    $val = $val.Substring(1, $val.Length - 2)
+                }
+
+                $pyvenvConfig[$keyval[0]] = $val
+                Write-Verbose "Adding Key: '$($keyval[0])'='$val'"
+            }
+        }
+    }
+    return $pyvenvConfig
+}
+
+
+<# Begin Activate script --------------------------------------------------- #>
+
+# Determine the containing directory of this script
+$VenvExecPath = Split-Path -Parent $MyInvocation.MyCommand.Definition
+$VenvExecDir = Get-Item -Path $VenvExecPath
+
+Write-Verbose "Activation script is located in path: '$VenvExecPath'"
+Write-Verbose "VenvExecDir Fullname: '$($VenvExecDir.FullName)"
+Write-Verbose "VenvExecDir Name: '$($VenvExecDir.Name)"
+
+# Set values required in priority: CmdLine, ConfigFile, Default
+# First, get the location of the virtual environment, it might not be
+# VenvExecDir if specified on the command line.
+if ($VenvDir) {
+    Write-Verbose "VenvDir given as parameter, using '$VenvDir' to determine values"
+}
+else {
+    Write-Verbose "VenvDir not given as a parameter, using parent directory name as VenvDir."
+    $VenvDir = $VenvExecDir.Parent.FullName.TrimEnd("\\/")
+    Write-Verbose "VenvDir=$VenvDir"
+}
+
+# Next, read the `pyvenv.cfg` file to determine any required value such
+# as `prompt`.
+$pyvenvCfg = Get-PyVenvConfig -ConfigDir $VenvDir
+
+# Next, set the prompt from the command line, or the config file, or
+# just use the name of the virtual environment folder.
+if ($Prompt) {
+    Write-Verbose "Prompt specified as argument, using '$Prompt'"
+}
+else {
+    Write-Verbose "Prompt not specified as argument to script, checking pyvenv.cfg value"
+    if ($pyvenvCfg -and $pyvenvCfg['prompt']) {
+        Write-Verbose "  Setting based on value in pyvenv.cfg='$($pyvenvCfg['prompt'])'"
+        $Prompt = $pyvenvCfg['prompt'];
+    }
+    else {
+        Write-Verbose "  Setting prompt based on parent's directory's name. (Is the directory name passed to venv module when creating the virtual environment)"
+        Write-Verbose "  Got leaf-name of $VenvDir='$(Split-Path -Path $venvDir -Leaf)'"
+        $Prompt = Split-Path -Path $venvDir -Leaf
+    }
+}
+
+Write-Verbose "Prompt = '$Prompt'"
+Write-Verbose "VenvDir='$VenvDir'"
+
+# Deactivate any currently active virtual environment, but leave the
+# deactivate function in place.
+deactivate -nondestructive
+
+# Now set the environment variable VIRTUAL_ENV, used by many tools to determine
+# that there is an activated venv.
+$env:VIRTUAL_ENV = $VenvDir
+
+if (-not $Env:VIRTUAL_ENV_DISABLE_PROMPT) {
+
+    Write-Verbose "Setting prompt to '$Prompt'"
+
+    # Set the prompt to include the env name
+    # Make sure _OLD_VIRTUAL_PROMPT is global
+    function global:_OLD_VIRTUAL_PROMPT { "" }
+    Copy-Item -Path function:prompt -Destination function:_OLD_VIRTUAL_PROMPT
+    New-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Description "Python virtual environment prompt prefix" -Scope Global -Option ReadOnly -Visibility Public -Value $Prompt
+
+    function global:prompt {
+        Write-Host -NoNewline -ForegroundColor Green "($_PYTHON_VENV_PROMPT_PREFIX) "
+        _OLD_VIRTUAL_PROMPT
+    }
+    $env:VIRTUAL_ENV_PROMPT = $Prompt
+}
+
+# Clear PYTHONHOME
+if (Test-Path -Path Env:PYTHONHOME) {
+    Copy-Item -Path Env:PYTHONHOME -Destination Env:_OLD_VIRTUAL_PYTHONHOME
+    Remove-Item -Path Env:PYTHONHOME
+}
+
+# Add the venv to the PATH
+Copy-Item -Path Env:PATH -Destination Env:_OLD_VIRTUAL_PATH
+$Env:PATH = "$VenvExecDir$([System.IO.Path]::PathSeparator)$Env:PATH"

myenv/bin/activate

@@ -0,0 +1,70 @@
+# This file must be used with "source bin/activate" *from bash*
+# You cannot run it directly
+
+deactivate () {
+    # reset old environment variables
+    if [ -n "${_OLD_VIRTUAL_PATH:-}" ] ; then
+        PATH="${_OLD_VIRTUAL_PATH:-}"
+        export PATH
+        unset _OLD_VIRTUAL_PATH
+    fi
+    if [ -n "${_OLD_VIRTUAL_PYTHONHOME:-}" ] ; then
+        PYTHONHOME="${_OLD_VIRTUAL_PYTHONHOME:-}"
+        export PYTHONHOME
+        unset _OLD_VIRTUAL_PYTHONHOME
+    fi
+
+    # Call hash to forget past commands. Without forgetting
+    # past commands the $PATH changes we made may not be respected
+    hash -r 2> /dev/null
+
+    if [ -n "${_OLD_VIRTUAL_PS1:-}" ] ; then
+        PS1="${_OLD_VIRTUAL_PS1:-}"
+        export PS1
+        unset _OLD_VIRTUAL_PS1
+    fi
+
+    unset VIRTUAL_ENV
+    unset VIRTUAL_ENV_PROMPT
+    if [ ! "${1:-}" = "nondestructive" ] ; then
+    # Self destruct!
+        unset -f deactivate
+    fi
+}
+
+# unset irrelevant variables
+deactivate nondestructive
+
+# on Windows, a path can contain colons and backslashes and has to be converted:
+if [ "$OSTYPE" = "cygwin" ] || [ "$OSTYPE" = "msys" ] ; then
+    # transform D:\path\to\venv to /d/path/to/venv on MSYS
+    # and to /cygdrive/d/path/to/venv on Cygwin
+    export VIRTUAL_ENV=$(cygpath "/workspaces/Term-Bpt/myenv")
+else
+    # use the path as-is
+    export VIRTUAL_ENV="/workspaces/Term-Bpt/myenv"
+fi
+
+_OLD_VIRTUAL_PATH="$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="(myenv) ${PS1:-}"
+    export PS1
+    VIRTUAL_ENV_PROMPT="(myenv) "
+    export VIRTUAL_ENV_PROMPT
+fi
+
+# Call hash to forget past commands. Without forgetting
+# past commands the $PATH changes we made may not be respected
+hash -r 2> /dev/null

myenv/bin/activate.csh

@@ -0,0 +1,27 @@
+# This file must be used with "source bin/activate.csh" *from csh*.
+# You cannot run it directly.
+
+# Created by Davide Di Blasi <davidedb@gmail.com>.
+# Ported to Python 3.3 venv by Andrew Svetlov <andrew.svetlov@gmail.com>
+
+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 "/workspaces/Term-Bpt/myenv"
+
+set _OLD_VIRTUAL_PATH="$PATH"
+setenv PATH "$VIRTUAL_ENV/bin:$PATH"
+
+
+set _OLD_VIRTUAL_PROMPT="$prompt"
+
+if (! "$?VIRTUAL_ENV_DISABLE_PROMPT") then
+    set prompt = "(myenv) $prompt"
+    setenv VIRTUAL_ENV_PROMPT "(myenv) "
+endif
+
+alias pydoc python -m pydoc
+
+rehash

myenv/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 "/workspaces/Term-Bpt/myenv"
+
+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) "(myenv) " (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 "(myenv) "
+end

myenv/bin/chroma

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from chromadb.cli.cli import app
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(app())

myenv/bin/coloredlogs

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from coloredlogs.cli import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

myenv/bin/dotenv

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from dotenv.__main__ import cli
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(cli())

myenv/bin/f2py

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- 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())

myenv/bin/fastapi

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from fastapi.cli import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

myenv/bin/fastavro

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from fastavro.__main__ import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

myenv/bin/fonttools

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from fontTools.__main__ import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

myenv/bin/gradio

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from gradio.cli import cli
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(cli())

myenv/bin/httpx

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from httpx import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

myenv/bin/huggingface-cli

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- 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())

myenv/bin/humanfriendly

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from humanfriendly.cli import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

myenv/bin/isympy

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- 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())

myenv/bin/jp.py

@@ -0,0 +1,54 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+
+import sys
+import json
+import argparse
+from pprint import pformat
+
+import jmespath
+from jmespath import exceptions
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('expression')
+    parser.add_argument('-f', '--filename',
+                        help=('The filename containing the input data.  '
+                              'If a filename is not given then data is '
+                              'read from stdin.'))
+    parser.add_argument('--ast', action='store_true',
+                        help=('Pretty print the AST, do not search the data.'))
+    args = parser.parse_args()
+    expression = args.expression
+    if args.ast:
+        # Only print the AST
+        expression = jmespath.compile(args.expression)
+        sys.stdout.write(pformat(expression.parsed))
+        sys.stdout.write('\n')
+        return 0
+    if args.filename:
+        with open(args.filename, 'r') as f:
+            data = json.load(f)
+    else:
+        data = sys.stdin.read()
+        data = json.loads(data)
+    try:
+        sys.stdout.write(json.dumps(
+            jmespath.search(expression, data), indent=4, ensure_ascii=False))
+        sys.stdout.write('\n')
+    except exceptions.ArityError as e:
+        sys.stderr.write("invalid-arity: %s\n" % e)
+        return 1
+    except exceptions.JMESPathTypeError as e:
+        sys.stderr.write("invalid-type: %s\n" % e)
+        return 1
+    except exceptions.UnknownFunctionError as e:
+        sys.stderr.write("unknown-function: %s\n" % e)
+        return 1
+    except exceptions.ParseError as e:
+        sys.stderr.write("syntax-error: %s\n" % e)
+        return 1
+
+
+if __name__ == '__main__':
+    sys.exit(main())

myenv/bin/jsondiff

@@ -0,0 +1,41 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+
+from __future__ import print_function
+
+import sys
+import json
+import jsonpatch
+import argparse
+
+
+parser = argparse.ArgumentParser(description='Diff two JSON files')
+parser.add_argument('FILE1', type=argparse.FileType('r'))
+parser.add_argument('FILE2', type=argparse.FileType('r'))
+parser.add_argument('--indent', type=int, default=None,
+                    help='Indent output by n spaces')
+parser.add_argument('-u', '--preserve-unicode', action='store_true',
+                    help='Output Unicode character as-is without using Code Point')
+parser.add_argument('-v', '--version', action='version',
+                    version='%(prog)s ' + jsonpatch.__version__)
+
+
+def main():
+    try:
+        diff_files()
+    except KeyboardInterrupt:
+        sys.exit(1)
+
+
+def diff_files():
+    """ Diffs two JSON files and prints a patch """
+    args = parser.parse_args()
+    doc1 = json.load(args.FILE1)
+    doc2 = json.load(args.FILE2)
+    patch = jsonpatch.make_patch(doc1, doc2)
+    if patch.patch:
+        print(json.dumps(patch.patch, indent=args.indent, ensure_ascii=not(args.preserve_unicode)))
+        sys.exit(1)
+
+if __name__ == "__main__":
+    main()

myenv/bin/jsonpatch

@@ -0,0 +1,107 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+
+import sys
+import os.path
+import json
+import jsonpatch
+import tempfile
+import argparse
+
+
+parser = argparse.ArgumentParser(
+    description='Apply a JSON patch on a JSON file')
+parser.add_argument('ORIGINAL', type=argparse.FileType('r'),
+                    help='Original file')
+parser.add_argument('PATCH', type=argparse.FileType('r'),
+                    nargs='?', default=sys.stdin,
+                    help='Patch file (read from stdin if omitted)')
+parser.add_argument('--indent', type=int, default=None,
+                    help='Indent output by n spaces')
+parser.add_argument('-b', '--backup', action='store_true',
+                    help='Back up ORIGINAL if modifying in-place')
+parser.add_argument('-i', '--in-place', action='store_true',
+                    help='Modify ORIGINAL in-place instead of to stdout')
+parser.add_argument('-v', '--version', action='version',
+                    version='%(prog)s ' + jsonpatch.__version__)
+parser.add_argument('-u', '--preserve-unicode', action='store_true',
+                    help='Output Unicode character as-is without using Code Point')
+
+def main():
+    try:
+        patch_files()
+    except KeyboardInterrupt:
+        sys.exit(1)
+
+
+def patch_files():
+    """ Diffs two JSON files and prints a patch """
+    args = parser.parse_args()
+    doc = json.load(args.ORIGINAL)
+    patch = json.load(args.PATCH)
+    result = jsonpatch.apply_patch(doc, patch)
+
+    if args.in_place:
+        dirname = os.path.abspath(os.path.dirname(args.ORIGINAL.name))
+
+        try:
+            # Attempt to replace the file atomically.  We do this by
+            # creating a temporary file in the same directory as the
+            # original file so we can atomically move the new file over
+            # the original later.  (This is done in the same directory
+	    # because atomic renames do not work across mount points.)
+
+            fd, pathname = tempfile.mkstemp(dir=dirname)
+            fp = os.fdopen(fd, 'w')
+            atomic = True
+
+        except OSError:
+            # We failed to create the temporary file for an atomic
+            # replace, so fall back to non-atomic mode by backing up
+            # the original (if desired) and writing a new file.
+
+            if args.backup:
+                os.rename(args.ORIGINAL.name, args.ORIGINAL.name + '.orig')
+            fp = open(args.ORIGINAL.name, 'w')
+            atomic = False
+
+    else:
+        # Since we're not replacing the original file in-place, write
+        # the modified JSON to stdout instead.
+
+        fp = sys.stdout
+
+    # By this point we have some sort of file object we can write the 
+    # modified JSON to.
+    
+    json.dump(result, fp, indent=args.indent, ensure_ascii=not(args.preserve_unicode))
+    fp.write('\n')
+
+    if args.in_place:
+        # Close the new file.  If we aren't replacing atomically, this
+        # is our last step, since everything else is already in place.
+
+        fp.close()
+
+        if atomic:
+            try:
+                # Complete the atomic replace by linking the original
+                # to a backup (if desired), fixing up the permissions
+                # on the temporary file, and moving it into place.
+
+                if args.backup:
+                    os.link(args.ORIGINAL.name, args.ORIGINAL.name + '.orig')
+                os.chmod(pathname, os.stat(args.ORIGINAL.name).st_mode)
+                os.rename(pathname, args.ORIGINAL.name)
+
+            except OSError:
+                # In the event we could not actually do the atomic
+                # replace, unlink the original to move it out of the
+                # way and finally move the temporary file into place.
+                
+                os.unlink(args.ORIGINAL.name)
+                os.rename(pathname, args.ORIGINAL.name)
+
+
+if __name__ == "__main__":
+    main()

myenv/bin/jsonpointer

@@ -0,0 +1,67 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+
+
+import argparse
+import json
+import sys
+
+import jsonpointer
+
+parser = argparse.ArgumentParser(
+    description='Resolve a JSON pointer on JSON files')
+
+# Accept pointer as argument or as file
+ptr_group = parser.add_mutually_exclusive_group(required=True)
+
+ptr_group.add_argument('-f', '--pointer-file', type=argparse.FileType('r'),
+                       nargs='?',
+                       help='File containing a JSON pointer expression')
+
+ptr_group.add_argument('POINTER', type=str, nargs='?',
+                       help='A JSON pointer expression')
+
+parser.add_argument('FILE', type=argparse.FileType('r'), nargs='+',
+                    help='Files for which the pointer should be resolved')
+parser.add_argument('--indent', type=int, default=None,
+                    help='Indent output by n spaces')
+parser.add_argument('-v', '--version', action='version',
+                    version='%(prog)s ' + jsonpointer.__version__)
+
+
+def main():
+    try:
+        resolve_files()
+    except KeyboardInterrupt:
+        sys.exit(1)
+
+
+def parse_pointer(args):
+    if args.POINTER:
+        ptr = args.POINTER
+    elif args.pointer_file:
+        ptr = args.pointer_file.read().strip()
+    else:
+        parser.print_usage()
+        sys.exit(1)
+
+    return ptr
+
+
+def resolve_files():
+    """ Resolve a JSON pointer on JSON files """
+    args = parser.parse_args()
+
+    ptr = parse_pointer(args)
+
+    for f in args.FILE:
+        doc = json.load(f)
+        try:
+            result = jsonpointer.resolve_pointer(doc, ptr)
+            print(json.dumps(result, indent=args.indent))
+        except jsonpointer.JsonPointerException as e:
+            print('Could not resolve pointer: %s' % str(e), file=sys.stderr)
+
+
+if __name__ == "__main__":
+    main()

myenv/bin/langchain-server

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from langchain.server import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

myenv/bin/langsmith

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from langsmith.cli.main import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

myenv/bin/markdown-it

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from markdown_it.cli.parse import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

myenv/bin/normalizer

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- 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())

myenv/bin/onnxruntime_test

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from onnxruntime.tools.onnxruntime_test import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

myenv/bin/opentelemetry-bootstrap

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from opentelemetry.instrumentation.bootstrap import run
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(run())

myenv/bin/opentelemetry-instrument

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from opentelemetry.instrumentation.auto_instrumentation import run
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(run())

myenv/bin/pip

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- 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())

myenv/bin/pip3

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- 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())

myenv/bin/pip3.12

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- 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())

myenv/bin/pyftmerge

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from fontTools.merge import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

myenv/bin/pyftsubset

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from fontTools.subset import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

myenv/bin/pygmentize

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from pygments.cmdline import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())

myenv/bin/pyproject-build

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from build.__main__ import entrypoint
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(entrypoint())

myenv/bin/pyrsa-decrypt

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from rsa.cli import decrypt
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(decrypt())

myenv/bin/pyrsa-encrypt

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from rsa.cli import encrypt
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(encrypt())

myenv/bin/pyrsa-keygen

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from rsa.cli import keygen
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(keygen())

myenv/bin/pyrsa-priv2pub

@@ -0,0 +1,8 @@
+#!/workspaces/Term-Bpt/myenv/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from rsa.util import private_to_public
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(private_to_public())