import datetime import json import os.path import traceback import peewee import asyncio import concurrent.futures as cf from flask import Response from swagger_server.controllers.extract_controller import do_izlusci from swagger_server.models.job_response import JobResponse # noqa: E501 from swagger_server.requets_db.models.vrsta import (Job) from threading import Thread from swagger_server.utils import cl_utils, db_utils from swagger_server.utils import txt_utils from werkzeug.datastructures import FileStorage import threading import time CLASSLA_SMALL_SIZE_LIMIT = 500 * 1e3 # 500 KB, aka.: 500 * 10^3 DOC2TEXT_SMALL_SIZE_LIMIT = 10 * 1e6 # 10 MB ATEAPI_SMALL_SIZE_LIMIT = 2 * 1e6 # 2 MB ######################################## CLASSLA_CONCURANCE_LIMIT_BIG = 2 CLASSLA_CONCURANCE_LIMIT_SMALL = 2 DOC2TEXT_CONCURANCE_LIMIT_BIG = 2 DOC2TEXT_CONCURANCE_LIMIT_SMALL = 2 ATEAPI_CONCURANCE_LIMIT_BIG = 2 ATEAPI_CONCURANCE_LIMIT_SMALL = 2 IZLUSCI_PO_ISKANJU_CONCURANCE_LIMIT = 4 ######################################## classla_sem_big = threading.Semaphore(CLASSLA_CONCURANCE_LIMIT_BIG) classla_sem_small = threading.Semaphore(CLASSLA_CONCURANCE_LIMIT_SMALL) doc2text_sem_big = threading.Semaphore(DOC2TEXT_CONCURANCE_LIMIT_BIG) doc2text_sem_small = threading.Semaphore(DOC2TEXT_CONCURANCE_LIMIT_SMALL) ateapi_sem_big = threading.Semaphore(ATEAPI_CONCURANCE_LIMIT_BIG) ateapi_sem_small = threading.Semaphore(ATEAPI_CONCURANCE_LIMIT_SMALL) izluscipoiskanju_sem = threading.Semaphore(IZLUSCI_PO_ISKANJU_CONCURANCE_LIMIT) running_threads = {} # <--- dict currently not used, was trying to figure out how to cancel workers mid execution, # no luck with that yet def delete_job(job_id): # noqa: E501 """Izbriše job # noqa: E501 :param job_id: :type job_id: int :rtype: str """ try: job = Job.get_by_id(job_id) if job.started_on is not None and job.finished_on is None: return Response("Cancelling ongoing jobs currently not implemented.", 400) job.delete_instance() return f"Job with the ID {job_id} was removed." except peewee.DoesNotExist: return Response("Job with this ID does not exist", 404) def get_job_status(job_id): # noqa: E501 """Vrne status # noqa: E501 :param job_id: :type job_id: int :rtype: JobResponse """ try: job = Job.get_by_id(job_id) if job.started_on is None: return JobResponse(job_status="waiting in que", created_on=job.created_on), 200 if job.started_on is not None and job.finished_on is None: return JobResponse(job_status="currently processing", created_on=job.created_on, started_on=job.started_on), 200 if job.started_on is not None and job.finished_on is not None and not job.job_output.startswith("ERROR -"): res = job.job_output if job.job_type in [4, 5]: try: res = json.loads(job.job_output) except: pass return JobResponse(job_status="finished processing (OK)", created_on=job.created_on, started_on=job.started_on, finished_on=job.finished_on, job_result=res), 200 if job.started_on is not None and job.finished_on is not None and job.job_output.startswith("ERROR -"): return JobResponse(job_status="finished processing (ERROR)", created_on=job.created_on, started_on=job.started_on, finished_on=job.finished_on, job_result=job.job_output), 200 except peewee.DoesNotExist: return "Job with this ID does not exist", 404 def clear_up_unfinished_jobs(): """ In case server crashed while jobs were in queue... """ Job.update(started_on=None).where(Job.started_on.is_null(False), Job.finished_on.is_null()).execute() if os.path.exists('tmp'): for tmp_file in os.listdir('tmp'): if not Job.select().where(Job.input_file == tmp_file).exists(): os.remove(f'tmp/{tmp_file}') async def try_do_jobs(): with cf.ThreadPoolExecutor(max_workers=4) as ex: ex.submit(try_do_jobs_classla) ex.submit(try_do_jobs_doc2text) ex.submit(try_do_jobs_ateapi) ex.submit(try_do_jobs_izluscipoiskanju) # to pe je pod ex.submit # sub = ex.submit(execute_ateapi_job, job) # running_threads[job.id] = sub # time.sleep(1) # running_threads[job.id] # preveri ce je done: ```running_threads[job.id].done()``` (vrne true false) # was_canceled = running_threads[job.id].cancel() # Todo: Mogoce kaksna druga opcija? Ampak verjetno ne, ne vidim (še?) kak prekicat ONGOING job # To zgoraj preklice samo job, ki se se ni zacel, kar pa ni za ta use case uporabno. ### Picking jobs for looping def try_do_jobs_izluscipoiskanju(): while True: try: if izluscipoiskanju_sem._value > 0: unfinished_jobs = Job.select() \ .where(Job.finished_on.is_null(), Job.started_on.is_null(), Job.job_type == 5) \ .limit(izluscipoiskanju_sem._value) with cf.ThreadPoolExecutor(max_workers=IZLUSCI_PO_ISKANJU_CONCURANCE_LIMIT) as ex: [ex.submit(execute_izluscipoiskanju_job, job, izluscipoiskanju_sem) for job in unfinished_jobs] except Exception as e: print(f"Exception in try_do_jobs_izluscipoiskanju") traceback.print_exc() finally: time.sleep(3) ### Picking jobs for looping def try_do_jobs_ateapi(): while True: try: unfinished_jobs_big = [] unfinished_jobs_small = [] if ateapi_sem_big._value > 0: unfinished_jobs_big.extend(Job.select().where(Job.finished_on.is_null(), Job.started_on.is_null(), Job.job_type == 4, Job.input_size > ATEAPI_SMALL_SIZE_LIMIT) \ .limit(ateapi_sem_big._value)) if ateapi_sem_small._value > 0: unfinished_jobs_small.extend(Job.select().where(Job.finished_on.is_null(), Job.started_on.is_null(), Job.job_type == 4, Job.input_size <= ATEAPI_SMALL_SIZE_LIMIT) \ .limit(ateapi_sem_small._value)) if len(unfinished_jobs_big) > 0: with cf.ThreadPoolExecutor(max_workers=ATEAPI_CONCURANCE_LIMIT_BIG) as ex: [ex.submit(execute_ateapi_job, job, ateapi_sem_big) for job in unfinished_jobs_big] if len(unfinished_jobs_small) > 0: with cf.ThreadPoolExecutor(max_workers=ATEAPI_CONCURANCE_LIMIT_SMALL) as ex: [ex.submit(execute_ateapi_job, job, ateapi_sem_small) for job in unfinished_jobs_small] except Exception as e: print(f"Exception in try_do_jobs_ateapi") traceback.print_exc() finally: time.sleep(3) ### Picking jobs for looping def try_do_jobs_classla(): time.sleep(15) # wait for tokenizers to load for classla ... while True: try: if not cl_utils.nlp_loaded: raise Exception("NLP utils not loaded yet.") unfinished_jobs_big = [] unfinished_jobs_small = [] if classla_sem_big._value > 0: unfinished_jobs_txt = Job.select() \ .where(Job.finished_on.is_null(), Job.job_type == 2, Job.input_file.is_null(False), Job.input_size > CLASSLA_SMALL_SIZE_LIMIT) \ .limit(classla_sem_big._value) unfinished_jobs_no_txt = Job.select() \ .where(Job.finished_on.is_null(), Job.started_on.is_null(), Job.job_type == 2, Job.input_file.is_null(), Job.input_size > CLASSLA_SMALL_SIZE_LIMIT) \ .limit(classla_sem_big._value) unfinished_jobs_big = [j for j in unfinished_jobs_txt] + [j for j in unfinished_jobs_no_txt] unfinished_jobs_big = unfinished_jobs_big[:classla_sem_big._value] if classla_sem_small._value > 0: unfinished_jobs_txt = Job.select() \ .where(Job.finished_on.is_null(), Job.job_type == 2, Job.input_file.is_null(False), Job.input_size <= CLASSLA_SMALL_SIZE_LIMIT) \ .limit(classla_sem_small._value) unfinished_jobs_no_txt = Job.select() \ .where(Job.finished_on.is_null(), Job.started_on.is_null(), Job.job_type == 2, Job.input_file.is_null(), Job.input_size <= CLASSLA_SMALL_SIZE_LIMIT) \ .limit(classla_sem_small._value) unfinished_jobs_small = [j for j in unfinished_jobs_txt] + [j for j in unfinished_jobs_no_txt] unfinished_jobs_small = unfinished_jobs_small[:classla_sem_small._value] if len(unfinished_jobs_big) > 0: with cf.ThreadPoolExecutor(max_workers=CLASSLA_CONCURANCE_LIMIT_BIG) as ex: [ex.submit(execute_classla_job, job, doc2text_sem_big) for job in unfinished_jobs_big] if len(unfinished_jobs_small) > 0: with cf.ThreadPoolExecutor(max_workers=CLASSLA_CONCURANCE_LIMIT_SMALL) as ex: [ex.submit(execute_classla_job, job, doc2text_sem_small) for job in unfinished_jobs_small] except Exception as e: print(f"Exception in try_do_jobs_classla") traceback.print_exc() finally: time.sleep(3) ### Picking jobs for looping def try_do_jobs_doc2text(): while True: try: unfinished_jobs_big = [] unfinished_jobs_small = [] if doc2text_sem_big._value > 0: unfinished_jobs_big.extend(Job.select().where(Job.finished_on.is_null(), Job.started_on.is_null(), Job.job_type << [1, 12, 3, 32], Job.input_size > DOC2TEXT_SMALL_SIZE_LIMIT) \ .limit(doc2text_sem_big._value)) if doc2text_sem_small._value > 0: unfinished_jobs_small.extend(Job.select().where(Job.finished_on.is_null(), Job.started_on.is_null(), Job.job_type << [1, 12, 3, 32], Job.input_size <= DOC2TEXT_SMALL_SIZE_LIMIT) \ .limit(doc2text_sem_small._value)) if len(unfinished_jobs_big) > 0: with cf.ThreadPoolExecutor(max_workers=DOC2TEXT_CONCURANCE_LIMIT_BIG) as ex: [ex.submit(execute_doc2text_job, job, doc2text_sem_big) for job in unfinished_jobs_big] if len(unfinished_jobs_small) > 0: with cf.ThreadPoolExecutor(max_workers=DOC2TEXT_CONCURANCE_LIMIT_SMALL) as ex: [ex.submit(execute_doc2text_job, job, doc2text_sem_small) for job in unfinished_jobs_small] except Exception as e: print(f"Exception in try_do_jobs_doc2text") traceback.print_exc() finally: time.sleep(3) # async def prep_jobs(tasks): # await asyncio.gather(*tasks) ####### JOB EXECUTION LOGIC def execute_doc2text_job(job: Job, sem: threading.Semaphore): try: sem.acquire() del_file = False job.started_on = datetime.datetime.utcnow() job.save() tmp_file_path = job.input_file if not os.path.exists(tmp_file_path): job.finished_on = datetime.datetime.utcnow() job.job_output = "ERROR - Temporary file went missing, couldn't properly finish job. Please try executing the job again." job.save() return with open(tmp_file_path, 'rb+') as f: file = FileStorage(f) jtype = job.job_type text = "" if jtype in [1, 12]: text, _ = txt_utils.extract_text_prepResp(file) elif jtype in [3, 32]: text, _ = txt_utils.ocr_text_prepResp(file) if jtype in [1, 3]: job.job_output = text job.finished_on = datetime.datetime.utcnow() elif jtype in [12, 32]: job.job_input = text job.job_type = 2 job.input_size = len(text) del_file = True job.save() if del_file: try: os.remove(tmp_file_path) except: pass except: job.started_on = None job.save() finally: sem.release() ####### JOB EXECUTION LOGIC def execute_classla_job(job: Job, sem: threading.Semaphore): try: sem.acquire() job.started_on = datetime.datetime.utcnow() job.save() conllu, status = cl_utils.raw_text_to_conllu(job.job_input) if status != 200: conllu = f'ERROR - {conllu}' job.job_output = conllu job.finished_on = datetime.datetime.utcnow() job.save() except: job.job_output = "ERROR - Something unexpected went wrong. Logs have been saved. Please contact the api admin if the problem persists." job.finished_on = datetime.datetime.utcnow() job.save() print(f"Unexpected error at job {job.id}") finally: sem.release() ####### JOB EXECUTION LOGIC def execute_ateapi_job(job: Job, sem: threading.Semaphore): try: sem.acquire() job.started_on = datetime.datetime.utcnow() job.save() info = json.loads(job.job_input) _res = do_izlusci(info['conllus'], info['prepovedane_besede']) if type(_res) is tuple: ret_json = _res[0] else: try: if type(_res.response) is dict: ret_json = str(_res.response) else: try: ret_json = _res.response[0].decode('utf-8') except: ret_json = "ERROR - Unknown exception." if _res.status_code != 200: ret_json = f'ERROR - {ret_json}' except: ret_json = "ERROR - Unknown exception." job.job_output = json.dumps(ret_json, ensure_ascii=False) job.finished_on = datetime.datetime.utcnow() job.save() except: job.job_output = "ERROR - Something unexpected went wrong. Logs have been saved. Please contact the api admin if the problem persists." job.finished_on = datetime.datetime.utcnow() job.save() print(f"Unexpected error at job {job.id}") finally: sem.release() ####### JOB EXECUTION LOGIC def execute_izluscipoiskanju_job(job: Job, sem: threading.Semaphore): try: sem.acquire() job.started_on = datetime.datetime.utcnow() job.save() info = json.loads(job.job_input) terKand = db_utils.vrni_oss_terminoloske_kandidate(info['leta'], info['vrste'], info['kljucne_besede'], info['prepovedane_besede'], info['udk']) job.job_output = json.dumps(terKand, ensure_ascii=False) job.finished_on = datetime.datetime.utcnow() job.save() except: job.job_output = "ERROR - Something unexpected went wrong. Logs have been saved. Please contact the api admin if the problem persists." job.finished_on = datetime.datetime.utcnow() job.save() print(f"Unexpected error at job {job.id}") finally: sem.release() clear_up_unfinished_jobs() loop = asyncio.get_event_loop() def loop_in_thread(loop): asyncio.set_event_loop(loop) loop.run_until_complete(try_do_jobs()) t = Thread(target=loop_in_thread, args=(loop,)) t.start()