whisper-small-3 / handler.py

Update handler.py

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	import subprocess
	from typing import Dict, List, Any
	import os
	import json
	import logging
	import sys
	import tempfile
	import time
	from pathlib import Path
	import re
	import shutil
	import stat
	import subprocess

	import uuid
	from contextlib import contextmanager

	import requests
	logging.basicConfig(format="%(asctime)s - %(message)s", level=logging.INFO)
	# Git clone command
	git_clone_command = "git clone https://github.com/OpenPecha/tibetan-aligner"

	# Run the command using subprocess
	try:
	subprocess.run(git_clone_command, shell=True, check=True)
	print("Git clone successful!")
	except subprocess.CalledProcessError as e:
	print(f"Error while running Git clone command: {e}")


	ALIGNER_SCRIPT_DIR = Path("./tibetan-aligner").resolve()
	ALIGNER_SCRIPT_NAME = "align_tib_en.sh"
	ALIGNER_SCRIPT_PATH = ALIGNER_SCRIPT_DIR / ALIGNER_SCRIPT_NAME
	assert ALIGNER_SCRIPT_PATH.is_file()

	import requests

	GITHUB_USERNAME = "pechawa"
	GITHUB_ACCESS_TOKEN = "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"
	GITHUB_TOKEN = "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"
	GITHUB_EMAIL = "openpecha-bot@openpecha.org"
	GITHUB_ORG = "MonlamAI"
	MAI_TM_PUBLISH_TODO_REPO = "MonlamAI_TMs_Publish_TODO"
	GITHUB_API_ENDPOINT = f"https://api.github.com/orgs/{GITHUB_ORG}/repos"

	DEBUG = False

	quiet = "-q" if DEBUG else ""
	def make_dir_executable(dir_path: Path):
	for fn in dir_path.iterdir():
	st = os.stat(fn)
	os.chmod(fn, st.st_mode \| stat.S_IEXEC)
	st = os.stat(fn)
	os.chmod(fn, st.st_mode \| stat.S_IXGRP)
	st = os.stat(fn)
	os.chmod(fn, st.st_mode \| stat.S_IXOTH)


	make_dir_executable(ALIGNER_SCRIPT_DIR)


	def create_github_repo(repo_path: Path, repo_name: str):
	logging.info("[INFO] Creating GitHub repo...")

	# configure git users
	subprocess.run(f"git config --global user.name {GITHUB_USERNAME}".split())
	subprocess.run(f"git config --global user.email {GITHUB_EMAIL}".split())

	# Initialize a Git repository
	subprocess.run(f"git init {quiet}".split(), cwd=str(repo_path))

	# Commit the changes
	subprocess.run("git add . ".split(), cwd=str(repo_path))
	subprocess.run(
	f"git commit {quiet} -m".split() + ["Initial commit"], cwd=str(repo_path)
	)

	# Create a new repository on GitHub
	response = requests.post(
	GITHUB_API_ENDPOINT,
	json={
	"name": repo_name,
	"private": True,
	},
	auth=(GITHUB_USERNAME, GITHUB_ACCESS_TOKEN),
	)
	response.raise_for_status()

	time.sleep(3)

	# Add the GitHub remote to the local Git repository and push the changes
	remote_url = f"https://{GITHUB_ORG}:{GITHUB_ACCESS_TOKEN}@github.com/{GITHUB_ORG}/{repo_name}.git"
	subprocess.run(
	f"git remote add origin {remote_url}", cwd=str(repo_path), shell=True
	)
	# rename default branch to main
	subprocess.run("git branch -M main".split(), cwd=str(repo_path))
	subprocess.run(f"git push {quiet} -u origin main".split(), cwd=str(repo_path))

	return response.json()["html_url"]


	def convert_raw_align_to_tm(align_fn: Path, tm_path: Path):
	if DEBUG:
	logging.debug("[INFO] Conerting raw alignment to TM repo...")

	def load_alignment(fn: Path):
	content = fn.read_text()
	print("Content !!! \n\n"+content)
	if not content:
	return []

	for seg_pair in content.splitlines():
	if not seg_pair:
	continue

	if "\t" in seg_pair:
	try:
	bo_seg, en_seg = seg_pair.split("\t", 1)
	except Exception as e:
	logging.error(f"{e} in {fn}")
	raise

	else:
	bo_seg = seg_pair
	en_seg = "\n"
	yield bo_seg, en_seg

	text_bo_fn = tm_path / f"{tm_path.name}-bo.txt"
	text_en_fn = tm_path / f"{tm_path.name}-en.txt"

	with open(text_bo_fn, "w", encoding="utf-8") as bo_file, open(
	text_en_fn, "w", encoding="utf-8"
	) as en_file:
	for bo_seg, en_seg in load_alignment(align_fn):
	bo_file.write(bo_seg + "\n")
	en_file.write(en_seg + "\n")

	return tm_path


	def get_github_dev_url(raw_github_url: str) -> str:
	base_url = "https://github.dev"
	_, file_path = raw_github_url.split(".com")
	blob_file_path = file_path.replace("main", "blob/main")
	return base_url + blob_file_path


	def add_input_in_readme(input_dict: Dict[str, str], path: Path) -> Path:
	input_readme_fn = path / "README.md"
	text_id = input_dict["text_id"]
	bo_file_url = get_github_dev_url(input_dict["bo_file_url"])
	en_file_url = get_github_dev_url(input_dict["en_file_url"])
	input_string = "## Input\n- [BO{}]({})\n- [EN{}]({})".format(
	text_id, bo_file_url, text_id, en_file_url
	)

	input_readme_fn.write_text(input_string)

	return path

	def add_to_publish_todo_repo(org, repo_name, file_path, access_token):
	base_url = f"https://api.github.com/repos/{org}/{repo_name}/contents/"

	headers = {
	"Authorization": f"Bearer {access_token}",
	"Accept": "application/vnd.github.v3+json",
	}

	url = base_url + file_path

	response = requests.get(url, headers=headers)

	if response.status_code == 200:
	print(f"[INFO] '{file_path}' already added.")
	return

	payload = {"message": f"Add {file_path}", "content": ""}

	response = requests.put(url, headers=headers, json=payload)

	if response.status_code == 201:
	print(f"[INFO] '{file_path}' added to publish todo")
	else:
	print(f"[ERROR] Failed to add '{file_path}'.")
	print(f"[ERROR] Response: {response.text}")


	def create_tm(align_fn: Path, text_pair: Dict[str, str]):
	align_fn = Path(align_fn)
	text_id = text_pair["text_id"]
	with tempfile.TemporaryDirectory() as tmp_dir:
	output_dir = Path(tmp_dir)
	repo_name = f"TM{text_id}"
	tm_path = output_dir / repo_name
	tm_path.mkdir(exist_ok=True, parents=True)
	repo_path = convert_raw_align_to_tm(align_fn, tm_path)
	repo_path = add_input_in_readme(text_pair, tm_path)
	repo_url = create_github_repo(repo_path, repo_name)
	logging.info(f"TM repo created: {repo_url}")
	add_to_publish_todo_repo(GITHUB_ORG, MAI_TM_PUBLISH_TODO_REPO, repo_name, GITHUB_ACCESS_TOKEN)
	return repo_url

	##----------------------- MAIN -----------------------##


	@contextmanager
	def TemporaryDirectory():
	tmpdir = Path("./output").resolve() / uuid.uuid4().hex[:8]
	tmpdir.mkdir(exist_ok=True, parents=True)
	try:
	yield tmpdir
	finally:
	shutil.rmtree(str(tmpdir))


	def download_file(s3_public_url: str, output_fn) -> Path:
	"""Download file from a public S3 bucket URL."""
	with requests.get(s3_public_url, stream=True) as r:
	r.raise_for_status()
	with open(output_fn, "wb") as f:
	for chunk in r.iter_content(chunk_size=8192):
	f.write(chunk)
	return output_fn


	def _run_align_script(bo_fn, en_fn, output_dir):
	start = time.time()
	cmd = [str(ALIGNER_SCRIPT_PATH), str(bo_fn), str(en_fn), str(output_dir)]
	output = subprocess.run(
	cmd,
	check=True,
	capture_output=True,
	text=True,
	cwd=str(ALIGNER_SCRIPT_DIR),
	)
	output_fn = re.search(r"\[OUTPUT\] (.*)", output.stdout).group(1)
	output_fn = "/" + output_fn.split("//")[-1]
	end = time.time()
	total_time = round((end - start) / 60, 2)
	logging.info(f"Total time taken for Aligning: {total_time} mins")
	return output_fn
	def align(text_pair):
	logging.info(f"Running aligner for TM{text_pair['text_id']}...")
	with TemporaryDirectory() as tmpdir:
	output_dir = Path(tmpdir)
	bo_fn = download_file(text_pair["bo_file_url"], output_fn=output_dir / "bo.tx")
	en_fn = download_file(text_pair["en_file_url"], output_fn=output_dir / "en.tx")
	print("bo_fn: ", bo_fn)
	print("en_fn: ", en_fn)
	aligned_fn = _run_align_script(bo_fn, en_fn, output_dir)
	print("aligned_fn: ", aligned_fn)
	repo_url = create_tm(aligned_fn, text_pair=text_pair)
	return {"tm_repo_url": repo_url}

	class EndpointHandler():
	def __init__(self, path=""):
	self.path = path

	def __call__(self, data: Any) -> List[List[Dict[str, float]]]:
	"""
	Args:
	data (:obj:):
	includes the input data and the parameters for the inference.
	Return:
	A :obj:`list`:. The list contains the embeddings of the inference inputs
	"""
	return align(data)