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# flake.nix
{
  inputs = {
    flake-utils.url = "github:numtide/flake-utils";
    nixpkgs.url = "github:NixOS/nixpkgs/nixos-unstable";
    /*poetry2nix = {
      url = "github:nix-community/poetry2nix";
      inputs.nixpkgs.follows = "nixpkgs";
    };*/
  };

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May 29, 2023

An example of using pydoxtools for LLM based article writing and file/directory-based information retrieval

When Python Libraries Talk: Pydoxtools Writes Blog Post About Itself in Fewer Than 100 Lines of Code!

We wrote the first blogpost about Pydoxtools completely automatically - using Pydoxtools! Here is the code how this was done.

:::info This was the prompt used to generate the first blogpost:

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"""
In this example we will extract information from
an SQL database and inject it into chroma db.
"""

import logging
from pathlib import Path

import chromadb
import dask

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"""
In this example we will extract information from
an SQL database and inject it into chroma db.
"""

import logging
import uuid
from pathlib import Path

import chromadb

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"""
In this example we will extract information from
an SQL database and inject it into chroma db.
"""

import logging
from pathlib import Path

import chromadb
import dask

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from spacy.language import Language
from spacy.tokens import Doc

@Language.factory('trf_vectors')
class TrfContextualVectors:
    """
    Spacy pipeline which add transformer vectors to each token based on user hooks.

    https://spacy.io/usage/processing-pipelines#custom-components-user-hooks
    https://github.com/explosion/spaCy/discussions/6511

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class UniqueDynamicPriorityQueue(asyncio.Queue):
    """A subclass of Queue; retrieves entries in priority order (lowest first).

    Entries are typically tuples of the form: (priority number, data).

    Entries can only be unique and when the same data gets pushed twice,
    it will replace the old one.

    Entries can be modified hence this this a "dynamic" priority queue.

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from fastapi import FastAPI
from fastapi.responses import FileResponse
from fastapi.staticfiles import StaticFiles

app = FastAPI()

STATIC_FILES_DIR = "./static/"

index_file = FileResponse(
   STATIC_FILES_DIR + "index.html",

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"""
author: Thomas Meschede
license: MIT
"""

def rate_limit_burst(max_calls: float, interval: float):
    """
    Rate-limits the decorated function locally, for one process. Using Token Bucket algorithm.

    max_calls: maximum number of calls of function in interval

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import { Component, defineAsyncComponent, defineComponent, h } from 'vue'

export function hydrateNever(componentOrFactory: Component): Component {
  return makeHydrationBlocker(componentOrFactory, {
    beforeCreate() {
      this.never = true
    },
  })
}