encoder_file.py

import json
from functools import lru_cache

import regex as re

import os
from datetime import datetime
from email.utils import formatdate, parsedate_to_datetime

import requests
from appdirs import user_cache_dir


def download(url, destination_file):
    headers = {}

    path = user_cache_dir("promptify")

    if not os.path.isdir(path):
        os.makedirs(path)

    destination_file = os.path.join(path, destination_file)

    if os.path.exists(destination_file):
        mtime = os.path.getmtime(destination_file)
        headers["if-modified-since"] = formatdate(mtime, usegmt=True)

    response = requests.get(url, headers=headers, stream=True)
    response.raise_for_status()

    if response.status_code == requests.codes.not_modified:
        return

    if response.status_code == requests.codes.ok:
        with open(destination_file, "wb") as f:
            for chunk in response.iter_content(chunk_size=1048576):
                f.write(chunk)

        if last_modified := response.headers.get("last-modified"):
            new_mtime = parsedate_to_datetime(last_modified).timestamp()
            os.utime(destination_file, times=(datetime.now().timestamp(), new_mtime))
    return destination_file

bpe_file = {"filename": "vocab.bpe", "link": "https://github.com/syonfox/GPT-3-Encoder/raw/master/vocab.bpe"}
encoder_file = {"filename": "encoder.json", "link": "https://github.com/syonfox/GPT-3-Encoder/raw/master/encoder.json"}


@lru_cache()
def bytes_to_unicode():

    bs = (
        list(range(ord("!"), ord("~") + 1)) + list(range(ord("¡"), ord("¬") + 1)) + list(range(ord("®"), ord("ÿ") + 1))
    )
    cs = bs[:]
    n = 0
    for b in range(2**8):
        if b not in bs:
            bs.append(b)
            cs.append(2**8 + n)
            n += 1
    cs = [chr(n) for n in cs]
    return dict(zip(bs, cs))


def get_pairs(word):
    pairs = set()
    prev_char = word[0]
    for char in word[1:]:
        pairs.add((prev_char, char))
        prev_char = char
    return pairs


class Encoder:
    def __init__(self, encoder, bpe_merges, errors="replace"):
        self.encoder = encoder
        self.decoder = {v: k for k, v in self.encoder.items()}
        self.errors = errors
        self.byte_encoder = bytes_to_unicode()
        self.byte_decoder = {v: k for k, v in self.byte_encoder.items()}
        self.bpe_ranks = dict(zip(bpe_merges, range(len(bpe_merges))))
        self.cache = {}
        self.pat = re.compile(r"""'s|'t|'re|'ve|'m|'ll|'d| ?\p{L}+| ?\p{N}+| ?[^\s\p{L}\p{N}]+|\s+(?!\S)|\s+""")

    def bpe(self, token):
        if token in self.cache:
            return self.cache[token]
        word = tuple(token)

        pairs = get_pairs(word)

        if not pairs:
            return token

        while True:
            bigram = min(pairs, key=lambda pair: self.bpe_ranks.get(pair, float("inf")))
            if bigram not in self.bpe_ranks:
                break
            first, second = bigram
            new_word = []
            i = 0
            while i < len(word):
                try:
                    j = word.index(first, i)
                    new_word.extend(word[i:j])
                    i = j
                except:
                    new_word.extend(word[i:])
                    break

                if word[i] == first and i < len(word) - 1 and word[i + 1] == second:
                    new_word.append(first + second)
                    i += 2
                else:
                    new_word.append(word[i])
                    i += 1
            new_word = tuple(new_word)
            word = new_word
            if len(word) == 1:
                break
            else:
                pairs = get_pairs(word)

        word = " ".join(word)
        self.cache[token] = word
        return word

    def encode(self, text):
        bpe_tokens = []
        for token in re.findall(self.pat, text):
            token = "".join(self.byte_encoder[b] for b in token.encode("utf-8"))

            bpe_tokens.extend(self.encoder[bpe_token] for bpe_token in self.bpe(token).split(" "))
        return bpe_tokens

    def decode(self, tokens):
        text = "".join([self.decoder[token] for token in tokens])
        text = bytearray([self.byte_decoder[c] for c in text]).decode("utf-8", errors=self.errors)
        return text


def get_encoder():
    encoder_filename = download(encoder_file["link"], encoder_file["filename"])
    bpe_filename = download(bpe_file["link"], bpe_file["filename"])
    with open(encoder_filename, "r") as f:
        encoder = json.load(f)
    with open(bpe_filename, "r", encoding="utf-8") as f:
        bpe_data = f.read()
    bpe_merges = [tuple(merge_str.split()) for merge_str in bpe_data.split("\n")[1:-1]]
    return Encoder(encoder=encoder, bpe_merges=bpe_merges)