#!/usr/bin/env python
# coding: utf-8

from __future__ import print_function
from __future__ import unicode_literals
import logging
import requests
import json
import sys
import os
import time
import stat
import math
import six
import re
import random
from datetime import date
from getpass import getpass
from prettytable import PrettyTable, PLAIN_COLUMNS
from requests.auth import HTTPBasicAuth
from six.moves import input
import pkg_resources
from jsonschema import validate, Draft4Validator
from jsonschema.exceptions import ValidationError
from packaging import version
from datetime import datetime


if os.environ.get("LAUNCHER_URL") == None:
    os.environ["LAUNCHER_URL"] = "http://stlauncher"

import client.launcher as launcher

launcher.append_version(pkg_resources.require("snw")[0].version)

parser_login = launcher.subparsers.add_parser('login',
                                      help='login to systran-nmt-wizard')
parser_auth = launcher.subparsers.add_parser('auth',
                                      help='get auth token for other user (super only)')
parser_auth.add_argument('-u', '--user', type=str, required=True, help='user name')
parser_auth.add_argument('--duration', type=int, help='specify duration of token ')

parser_logout = launcher.subparsers.add_parser('logout',
                                      help='remove credentials')

parser_list_models = launcher.subparsers.add_parser('lm',
                                             help='list available models')
parser_list_models.add_argument('-s', '--source', help='source language prefix')
parser_list_models.add_argument('-t', '--target', help='target language prefix')
parser_list_models.add_argument('-m', '--model', help='beginning pattern on model name')
parser_list_models.add_argument('--skip', action='store_true',
                                                 help='skip models without scores')
parser_list_models.add_argument('--aggr', choices=['lp', 'model'],
                                                 help='aggregate models by `lp` or `model`')
parser_list_models.add_argument('--scores', nargs='*', default=None, 
                                                 help='testset patterns to display along with the model')
parser_delete_models = launcher.subparsers.add_parser('dm',
                                             help='delete specific models')
parser_delete_models.add_argument('-s', '--source', help='source language', required=True)
parser_delete_models.add_argument('-t', '--target', help='target language', required=True)
parser_delete_models.add_argument('models', nargs='+', type=str, help='model names')

parser_list_dockers = launcher.subparsers.add_parser('ld',
                                             help='list available dockers')
parser_list_dockers.add_argument('-d', '--docker', default="", help='restrict to specific docker')

parser_list_resources = launcher.subparsers.add_parser('lr',
                                             help='list available resources')
parser_list_resources.add_argument('path', nargs='?', default=None, help='subpath')

parser_describe = launcher.subparsers._name_parser_map['describe']
parser_describe.add_argument('-m', '--model', help='model to describe')
parser_describe.add_argument('-d', '--docker', help='docker to describe')
parser_describe.add_argument('-c', '--config', help='for docker describe, name of the config')

parser_list_users = launcher.subparsers.add_parser('lu',
                                             help='list users')

parser_add_user = launcher.subparsers.add_parser('au', help='add user')
parser_add_user.add_argument('-u', '--username', help='user name', required=True)
parser_add_user.add_argument('-t', '--tid', help='trainer id', required=True)
parser_add_user.add_argument('-p', '--password', help='password', required=True)
parser_add_user.add_argument('roles', nargs='+', help='roles')

parser_add_user = launcher.subparsers.add_parser('mu', help='change user credentials')
parser_add_user.add_argument('-u', '--username', help='user name')
parser_add_user.add_argument('-t', '--tid', help='trainer id', required=True)
parser_add_user.add_argument('-p', '--password', help='password')
parser_add_user.add_argument('roles', nargs='*', help='roles')

parser_add_user = launcher.subparsers.add_parser('du', help='remove user')
parser_add_user.add_argument('-t', '--tid', help='trainer_id', required=True)

parser_add_user = launcher.subparsers.add_parser('password', help='change password')
parser_add_user.add_argument('-p', '--password', help='password')

parser_change_tasks = launcher.subparsers.add_parser('ct',
                                         help='change queued task')
parser_change_tasks.add_argument('-p', '--prefix',
                                         help='prefix for the tasks to change')
parser_change_tasks.add_argument('-P', '--priority', type=int,
                                         help='task priority - highest better')
parser_change_tasks.add_argument('-Pr', '--priority_rand', type=int, default=0,
                                         help='for each task add this random number to priority')
parser_change_tasks.add_argument('-s', '--service', help="service name")
parser_change_tasks.add_argument('-g', '--gpus', help="number of gpus", type=int)
parser_change_tasks.add_argument('task_ids', nargs='*',
                                        help="task identifiers")
launcher.parser_launch.add_argument('-N', '--no_test_trans',
                                          help="disable automatic test file translations",
                                          action='store_true')
launcher.parser_launch.add_argument('--force', action='store_true',
                                                 help='skip config validation')

parser_service = launcher.subparsers.add_parser('service',
                                         help='service administration')
parser_service.add_argument('-s', '--service', help="service name")
parser_service.add_argument('-cn', '--configname', help="configuration name")
parser_service.add_argument('-c', '--config', help="configuration file (for `setconfig` only)")
parser_service.add_argument('-r', '--resource', help="name of the resource (for `enable`/`disable` only)")
parser_service.add_argument('-m', '--message', help="add message for logs")
parser_service.add_argument('action', help="command list, listconfig, setconfig, getconfig, delconfig, selectconfig"
                                           ", restart, stop, enable, disable")
parser_service.add_argument('-v', '--verbose', help='detail resource name, and running tasks',
                                  action='store_true')

launcher.parser_launch.add_argument('--upgrade', choices=['auto', 'none', 'force'],
                                                 default='auto', help='choice to upgrade when later docker image available: `auto`(interactive), `none`, `force`')

args = launcher.parser.parse_args()

logging.basicConfig(stream=sys.stdout, level=args.log_level)
launcher.logger = logging.getLogger()

if args.url is None:
    args.url = os.getenv('LAUNCHER_URL')
    if args.url is None:
        launcher.logger.error('missing launcher_url')
        sys.exit(1)

token_file = '%s/.launcher_token' % os.getenv('HOME')

if args.cmd == 'login':
    login = input('Trainer ID: ')
    password = getpass()
    r = requests.get(os.path.join(args.url, "auth/token"),
                     auth=HTTPBasicAuth(login, password))
    if r.status_code != 200:
        launcher.logger.error('invalid credentials')
        sys.exit(1)
    token = str(r.json()['token'])
    duration = r.json()['duration']
    with open(token_file, 'w') as ftok:
        ftok.write(token)
    st = os.stat(token_file)
    atime = st[stat.ST_ATIME]
    mtime = st[stat.ST_MTIME]
    end_mtime = mtime + duration - 10
    os.utime(token_file, (atime, end_mtime))
    launcher.logger.info('Got token (%s) for %ss', token, duration)
    sys.exit(0)
elif args.cmd == 'logout':
    if os.path.exists(token_file):
        os.remove(token_file)
        launcher.logger.info('Removed connection token')
    else:
        launcher.logger.error('Not connected')
    sys.exit(0)

auth = None
if os.path.exists(token_file):
    if os.stat(token_file)[stat.ST_MTIME] > time.time():
        with open('%s/.launcher_token' % os.getenv('HOME'), 'r') as ftok:
            auth = ftok.read()
    else:
        os.remove(token_file)
        launcher.logger.info('Removed expired token file')
if auth is not None:
    auth=HTTPBasicAuth(auth, 'x')

if args.cmd == 'auth':
    params = {'user': args.user }
    if args.duration is not None:
        params['duration'] = args.duration
    r = requests.get(os.path.join(args.url, "auth/token"), auth=auth,
                     params=params)
    if r.status_code != 200:
        launcher.logger.error('error: %s', r.text)
        sys.exit(1)
    token = str(r.json()['token'])
    duration = r.json()['duration']
    launcher.logger.info('Got token (%s) for %ss', token, duration)
    sys.exit(0)

r = requests.get(os.path.join(args.url, "service/list"), auth=auth)
if r.status_code != 200:
    launcher.logger.error('incorrect result from \'service/list\' service: %s', r.text)
    sys.exit(1)

serviceList = r.json()

if hasattr(args, 'trainer_id') and not args.trainer_id:
    args.trainer_id = ''

is_json = args.display == "JSON"

def _get_testfiles(url, auth, path, model, src_lang, tgt_lang):
    assert src_lang is not None and tgt_lang is not None, "src/tgt_lang not determined"
    r = requests.get(os.path.join(url, "resource/list"), 
                      auth=auth, data={'path': "s3_test:"+path})
    result = r.json()
    assert r.status_code == 200, "cannot connect to test repository: %s" % result['message']
    files = result.keys()
    res = []
    for f in files:
        if f.endswith("."+src_lang) and f[:-len(src_lang)]+tgt_lang in files:
            res.append(("s3_test:"+f, "s3_trans:"+model+"/"+f+"."+tgt_lang))
    return res

def tree_display(res, lvl, l, idx_result, model_maxsize, scorenames, bestscores, skip):
    l = sorted(l, key=lambda k: float(idx_result[k]["date"]))
    pref = ' ' * lvl
    for k in l:
        item = idx_result[k]
        if not skip or len(item["scores"]) != 0:
            if item["date"] is not None and item["date"] != 0:
                d = date.fromtimestamp(math.ceil(float(item["date"]))).isoformat()
            else:
                d = ""
            model = pref + item["model"]
            if "count" in item:
                model = model + " (%d)" % item["count"]
            imageTag = item["imageTag"]
            p = imageTag.find(':')
            if p != -1:
                imageTag = imageTag[:p]
            p = imageTag.rfind('/')
            if p != -1:
                imageTag = imageTag[p+1:]
            scorecols = []
            for s in scorenames:
                score = ""
                if s in item["scores"]:
                    score = "%.02f" % float(item["scores"][s])
                    if item["scores"][s] == bestscores[s]:
                        score = '*' + score
                    elif item["scores"][s]/bestscores[s] > 0.995:
                        score = '~' + score
                scorecols.append(score)
            sentenceCount = ''
            if 'cumSentenceCount' in item and item['cumSentenceCount'] != 0:
                sentenceCount = "%.2fM"% (item['cumSentenceCount']/1000000.)
            res.add_row([d, item["lp"], imageTag, model, sentenceCount] + scorecols)
        tree_display(res, lvl+1, item['children_models'], idx_result, model_maxsize, scorenames, bestscores, skip)

# Calculate max depth of the trees
def tree_depth(lvl, l, idx_result):
    max_level = lvl
    for k in l:
        item = idx_result[k]
        sub_level = tree_depth(lvl+1, item['children_models'], idx_result)
        if sub_level > max_level:
            max_level = sub_level
    return max_level
# Calculate cumulated sentenceCount
def cum_sentenceCount(l, idx_result, sentenceCount):
    for k in l:
        item = idx_result[k]
        if 'cumSentenceCount' not in item or item['cumSentenceCount'] is None:
            item['cumSentenceCount'] = item['sentenceCount'] + sentenceCount
        sub_level = cum_sentenceCount(item['children_models'], idx_result, item['cumSentenceCount'])
# Merge two configs (redundant code with method in nmt-wizard/server/nmtwizard/config.py and nmt-wizard-docker/nmtwizard/framework.py)
def merge_config(a, b):
    """Merges config b in a."""
    for k, v in six.iteritems(b):
        if k in a and isinstance(v, dict):
            merge_config(a[k], v)
        else:
            a[k] = v
    return a
# Parse docker image name to get version pattern (e.g. "systran/pn9_tf:v1") and number (1)
def parse_version_number(image):
    p = image.find(".")
    if p == -1:
        # version incompletely qualified
        current_version_pattern = image
    else:
        # version completely qualified
        current_version_pattern = image[:p]
    q = current_version_pattern.find("v")
    if q == -1:
        version_main_number = 0
    else:
        version_main_number = int(current_version_pattern[q+1:])
    return (current_version_pattern, version_main_number)
# Check upgrades for docker image and return upgraded version if available and accepted by user
def check_upgrades(image):
    # retrieve info from image name
    image = '/'.join(image.split("/")[-2:])
    current_version_pattern, version_main_number = parse_version_number(image)

    # get all docker images corresponding to current image version (starting from v1)
    if(version_main_number > 0 and args.upgrade != "none"):
        r = requests.get(os.path.join(args.url, "docker/versions"),
                         auth=auth, params={'version_pattern': current_version_pattern})
        if r.status_code != 200:
            raise RuntimeError('cannot find docker images for current version %s -- %s' % (current_version_pattern, r.text))
        result = r.json()
        versions = []
        for r in result:
            versions.append(version.parse(r['image']))
        latest_version_parse = max(versions)
        latest_version = latest_version_parse.base_version
        # selectively upgrade if later version available 
        if(version.parse(image) < latest_version_parse):
            if "." not in image or args.upgrade == "force":
                # version incompletely qualified
                launcher.logger.info('automatically upgrading docker_image=%s to %s' % (image, latest_version))
                return latest_version
            else:
                # version completely qualified
                launcher.logger.info('upgrading docker_image=%s to %s is available, do you want to upgrade? (y/n)' % (image, latest_version))
                while True:
                    response = input('Upgrade?: ')
                    if response in {'y', 'yes'}:
                        launcher.logger.info('upgrading docker_image=%s to %s' % (image, latest_version))
                        return latest_version
                    elif response in {'n', 'no'}:
                        break
                    else:
                        launcher.logger.info('Please enter `y` or `n`.')
    return image
# Annonce the usage of a docker image
def annonce_usage(image):
    split = image.split("/")
    if len(split) > 2:
        image = "/".join(split[-2:])
    launcher.logger.info('** will be using -docker_image=%s' % image)

try:
    res = None
    if args.cmd == 'service':
        if not (args.action == 'list' or args.action == 'listconfig'
                or args.action == 'setconfig' or args.action == 'getconfig'
                or args.action == 'delconfig' or args.action == 'selectconfig' or
                args.action == 'enable' or args.action == 'disable' or
                args.action == 'restart' or args.action == 'stop'):
            raise ValueError('action should be list, listconfig, getconfig, setconfig, delconfig, selectconfig'
                             ', restart, stop, enable, disable')
        if args.action == 'list':
            args.cmd = 'ls'
        else:
            params = None
            if args.message:
                params = { 'message': args.message }
            if args.service is None:
                raise ValueError('argument -s/--service is required')
            if args.service not in serviceList:
                raise ValueError('unknown service: %s' % args.service)
            if args.resource is not None and not(args.action == 'enable' or args.action == 'disable'):
                raise ValueError('argument -r/--resource cannot be used with %s' % args.action)                    
            if args.action == 'enable' or args.action == 'disable':
                if args.configname is not None:
                    raise ValueError('argument -cn/--configname cannot be used with disable, enable')
                if args.resource is None:
                    raise ValueError('argument -r/--resource required with disable, enable')
                service = serviceList[args.service]
                if "detail" not in service or service["detail"].get(args.resource) == None:
                    raise ValueError('unknown resource %s for service %s' % (args.resource, args.service))
                r = requests.get(os.path.join(args.url, "service", args.action, args.service, args.resource),
                                 auth=auth, params=params)
                if r.status_code != 200:
                    raise RuntimeError('incorrect result from \'service/%s\' service: %s' % (args.action, r.text))
                res = r.json()
            elif args.action == 'restart' or args.action == 'stop':
                if args.configname is not None:
                    raise ValueError('argument -cn/--configname cannot be used with %s', args.action)
                r = requests.get(os.path.join(args.url, "service", args.action, args.service),
                                 auth=auth, params=params)
                if r.status_code != 200:
                    raise RuntimeError('incorrect result from \'service/%s\' service: %s' % (args.action, r.text))
                res = r.json()
            elif args.action == 'listconfig' or args.action == 'getconfig':
                r = requests.get(os.path.join(args.url, "service/listconfig", args.service),
                                 auth=auth, params=params)
                if r.status_code != 200:
                    raise RuntimeError('incorrect result from \'service/listconfig\' service: %s' % r.text)
                result = r.json()
                if args.action == 'listconfig' and not is_json:
                    res = PrettyTable(["Name", "Last Modified", "Current"])
                    for r in result["configurations"]:
                        mtime = result["configurations"][r][0]
                        mdate = datetime.fromtimestamp(math.ceil(float(mtime))).isoformat()
                        res.add_row([r, mdate, r==result["current"] and "yes" or "no"])
                elif args.action == 'getconfig':
                    if args.configname is None:
                        args.configname = result["current"]
                    if args.configname not in result["configurations"]:
                        raise ValueError('unknown configuration: %s' % args.configname)
                    res = result["configurations"][args.configname][1]
                else:
                    res = result
            else:
                if args.configname is None:
                    raise ValueError('argument -cn/--configname is required')
                if args.action == "setconfig" and args.config is None:
                    raise ValueError('argument -c/--config is required for `setconfig`')
                if args.action == "setconfig":
                    config = args.config
                    try:
                        if config.startswith("@"):
                            with open(config[1:], "rt") as f:
                                config = f.read()
                        jconfig = json.loads(config)
                        if jconfig.get("name") != args.service:
                            raise ValueError('config name should be corresponding to service')
                    except Exception as err:
                        raise ValueError(str(err))
                    r = requests.post(os.path.join(args.url, "service", args.action, args.service, args.configname),
                                      data={'config': config}, auth=auth)
                else:
                    r = requests.get(os.path.join(args.url, "service", args.action, args.service, args.configname),
                                     auth=auth)
                if r.status_code != 200:
                    raise RuntimeError('incorrect result from \'service/%s\' service: %s' % (args.service, r.text))
                res = r.json()
    elif args.cmd == 'lu':
        r = requests.get(os.path.join(args.url, "user/list"), auth=auth)
        if r.status_code != 200:
            raise RuntimeError('incorrect result from \'user/list\' service: %s' % r.text)
        result = r.json()
        if not is_json:
            res = PrettyTable(["TID", "Name", "Roles"])
            res.align["Name"] = "l"
            for r in result:
                res.add_row([r["tid"], r["name"], ", ".join(r["roles"])])
        else:
            res = result
    elif args.cmd == 'au':
        data = {
            'name': args.username,
            'password': args.password,
            'TID': args.tid,
            'roles': args.roles
        }
        r = requests.post(os.path.join(args.url, "user/add"), auth=auth, data=data)
        if r.status_code != 200:
            raise RuntimeError('incorrect result from \'user/add\' service: %s' % r.text)
        res = 'ok'
    elif args.cmd == 'mu':
        data = {
            'TID': args.tid,
        }
        if args.password is not None:
            data['password'] = args.password
        if args.username is not None:
            data['name'] = args.username
        if args.roles is not None:
            data['roles'] = args.roles
        r = requests.post(os.path.join(args.url, "user/modify"), auth=auth, data=data)
        if r.status_code != 200:
            raise RuntimeError('incorrect result from \'user/modify\' service: %s' % r.text)
        res = 'ok'
    elif args.cmd == 'password':
        data = {
            'password': args.password,
        }
        r = requests.post(os.path.join(args.url, "user/password"), auth=auth, data=data)
        if r.status_code != 200:
            raise RuntimeError('incorrect result from \'user/password\' service: %s' % r.text)
        res = 'ok'
    elif args.cmd == 'du':
        data = {
            'TID': args.tid,
        }
        r = requests.post(os.path.join(args.url, "user/delete"), auth=auth, data=data)
        if r.status_code != 200:
            raise RuntimeError('incorrect result from \'user/delete\' service: %s' % r.text)
        res = 'ok'
    elif args.cmd == 'ld':
        r = requests.get(os.path.join(args.url, "docker/list"),
                         auth=auth, params={'docker': args.docker})
        if r.status_code != 200:
            raise RuntimeError('incorrect result from \'docker/list\' service: %s' % r.text)
        result = r.json()
        if not is_json:
            res = PrettyTable(["Date", "IMAGE", "Tag", "Configurations"])
            res.align["Configurations"] = "l"
            for r in sorted(result, key=lambda r: float(r["date"])):
                d = date.fromtimestamp(math.ceil(float(r["date"] or 0))).isoformat()
                imgtag=r["image"].split(':')
                res.add_row([d, imgtag[0], imgtag[1], r["configs"]])
        else:
            res = result
    elif args.cmd == 'lr':
        r = requests.get(os.path.join(args.url, "resource/list"), 
                          auth=auth, data={'path': args.path})
        if r.status_code != 200:
            raise RuntimeError('incorrect result from \'resource/list\' service: %s' % r.text)
        result = r.json()
        if not is_json:
            if args.path is None or args.path == '':
                res = PrettyTable(['Name', 'Description'])
                res.align["Name"] = "l"
                res.align["Description"] = "l"
                for r in result:
                    res.add_row([r["name"]+":", r["description"]])
            else:
                res = PrettyTable(['Type', 'Path', 'Suffixes', 'Count'])
                res.align["Path"] = "l"
                res.align["Suffixes"] = "l"
                files = {}
                for k, v in six.iteritems(result):
                    if v > 1:
                        res.add_row(['dir', k, '', v])
                    else:
                        suffix = ""
                        if k.endswith(".gz"):
                            suffix = ".gz"
                            k = k[:-3]
                        p = k.rfind(".")
                        if p != -1:
                            suffix = k[p:] + suffix
                            k = k[:p]
                        if k not in files:
                            files[k] = []
                        files[k].append(suffix)
                for k, v in six.iteritems(files):
                    res.add_row(['file', k, ', '.join(sorted(v)), len(v)])
        else:
            res = result
    elif args.cmd == 'dm':
        count = 0
        for m in args.models:
            print('removing '+m)
            if launcher.confirm():
                r = requests.get(os.path.join(args.url, "model/delete/%s/%s/%s" % (args.source, args.target, m)), auth=auth)
                if r.status_code == 200:
                    count += 1
                else:
                    print('cannot remove %s (%s)' % (m, r.text))
        res = "%d deleted model(s)" % count
    elif args.cmd == 'ct':
        if args.prefix == None and len(args.task_ids) == 0 and args.gpus == None:
            raise RuntimeError('you need to specify either `--prefix PREFIX` or task_id(s) or `--gpus NGPUS`')
        if args.prefix != None and len(args.task_ids) != 0:
            raise RuntimeError('you cannot to specify both `--prefix PREFIX` and task_id(s)')
        if args.service == None and args.priority == None:
            raise RuntimeError('you need to specify new service (`--service SERVICE`)'+
                               ' and/or new priority (`--priority PRIORITY`)')
        if args.prefix:
            r = requests.get(os.path.join(args.url, "task/list", args.prefix + '*'), auth=auth)
            if r.status_code != 200:
                raise RuntimeError('incorrect result from \'task/list\' service: %s' % r.text)
            result = r.json()
            args.task_ids = [k["task_id"] for k in result]
            if len(result) == 0:
                raise RuntimeError('no task matching prefix %s' % args.prefix)
        print('Change %d tasks (%s)' % (len(args.task_ids), ", ".join(args.task_ids)))
        if len(args.task_ids) == 1 or launcher.confirm():
            modification = ""
            if args.service:
                modification += "service=%s" % args.service
            if args.priority:
                if len(modification) > 0:
                    modification += ", "
                modification += "priority=%d" % args.priority
            if args.gpus:
                if len(modification) > 0:
                    modification += ", "
                modification += "ngpus=%d" % args.gpus
            launcher.logger.info("modifying tasks (%s) for:" % modification)
            error = False
            for k in args.task_ids:
                launcher.logger.info("*** %s" % k)
                p = args.priority
                if p is not None and args.priority_rand != 0:
                    p += random.randint(0, args.priority_rand)
                r = requests.get(os.path.join(args.url, "task/change", k), auth=auth,
                                 params={ 'priority': p, 'service': args.service, 'ngpus': args.gpus})
                if r.status_code != 200:
                    launcher.logger.error('>> %s' % r.json()["message"])
                    error = True
                else:
                    launcher.logger.info(">> %s" % r.json()["message"])
                res=""
        else:
            res =""
    elif args.cmd == 'lm':
        if args.skip and args.scores is None:
            raise RuntimeError('cannot use --skip without --scores')
        params = {'source':args.source, 'target': args.target, 'model': args.model,
                  'scores':json.dumps(args.scores)}
        r = requests.get(os.path.join(args.url, "model/list"), params=params, auth=auth)
        if r.status_code != 200:
            raise RuntimeError('incorrect result from \'model/list\' service: %s' % r.text)
        response = r.json()
        result = []
        for item in response:
            if args.model and args.model not in item['model']:
                continue
            if args.scores is not None:
                item['scores'] = {os.path.basename(k):v for k, v in six.iteritems(item['scores'])}
            result.append(item)
        if not is_json:
            scorenames = {}
            bestscores = {}

            # Calculate the aggregate sentence feed
            idx_result = {}
            root = []
            for r in result:
                r['children_models'] = []
                idx_result[r['lp']+":"+r['model']] = r
            for k,v in six.iteritems(idx_result):
                parent_model = v['parent_model']
                if 'parent_model' in v and v['parent_model'] is not None and v['lp']+":"+v['parent_model'] in idx_result:
                    p = v['lp']+":"+v['parent_model']
                    idx_result[p]['children_models'].append(k)
                else:
                    root.append(k)
            cum_sentenceCount(root, idx_result, 0)

            idx_result = {}
            root = []
            if args.aggr:
                aggr_result = {}
                for r in result:
                    model = r["model"]
                    q = model.find("_")
                    if q != -1:
                        q = model.find("_", q+1)
                        model = model[q+1:]
                        q = model.find("_")
                        if q != -1:
                            model = model[:q]
                    lpmodel = r["lp"]
                    if args.aggr == 'model':
                        lpmodel += ":" + model
                    if lpmodel not in aggr_result:
                        aggr_result[lpmodel] = { 'lp': r["lp"], 'cumSentenceCount': 0,
                                                 'date': 0, 'model': '', 'scores': {}, 'count': 0,
                                                 'imageTag': '' }
                        if args.aggr == 'model':
                            aggr_result[lpmodel]["imageTag"] = r["imageTag"]
                            aggr_result[lpmodel]["model"] = model
                    aggr_result[lpmodel]['count'] += 1
                    for s, v in six.iteritems(r['scores']):
                        if s not in aggr_result[lpmodel]['scores'] or aggr_result[lpmodel]['scores'][s] < v:
                            aggr_result[lpmodel]['scores'][s] = v
                    if r["date"] > aggr_result[lpmodel]['date']:
                        aggr_result[lpmodel]['date'] = r["date"]
                    if r["cumSentenceCount"] > aggr_result[lpmodel]['cumSentenceCount']:
                        aggr_result[lpmodel]['cumSentenceCount'] = r["cumSentenceCount"]
                result = [aggr_result[k] for k in aggr_result]
            for r in result:
                r['children_models'] = []
                lpmodel = r["lp"]+":"+r["model"]
                if 'parent_model' in r and r['parent_model'] is not None:
                    r["parent_model"] = r["lp"]+':'+r["parent_model"]
                idx_result[lpmodel] = r
                for s, v in six.iteritems(r['scores']):
                    scorenames[s] = scorenames.get(s, 0) + 1
                    if s not in bestscores or v > bestscores[s]:
                        bestscores[s] = v
            for k,v in six.iteritems(idx_result):
                if 'parent_model' in v and v['parent_model'] in idx_result:
                    p = v['parent_model']
                    idx_result[p]['children_models'].append(k)
                else:
                    root.append(k)
            max_depth = tree_depth(0, root, idx_result)
            model_maxsize = max_depth + 42
            scorenames_key = sorted(scorenames.keys())
            scoretable = []
            scorecols = []
            for i in xrange(len(scorenames_key)):
                scorecols.append("T%d" % (i+1))
                scoretable.append("T%d:\t%s\t%d" % (i+1, scorenames_key[i], scorenames[scorenames_key[i]]))
            res1 = PrettyTable(["Date", "LP", "Type", "Model ID", "#Sentences"]+scorecols)
            res1.align["Model ID"] = "l"
            tree_display(res1, 0, root, idx_result, model_maxsize, scorenames_key, bestscores, args.skip)
            res = [res1]
            res.append('=> %d models\n' % len(result))
            if len(scoretable):
                res.append('\n'.join(scoretable) + "\n")
        else:
            res = result
    elif args.cmd == 'describe' and args.model:
        r = requests.get(os.path.join(args.url, "model/describe", args.model), auth=auth)
        if r.status_code != 200:
            raise RuntimeError('incorrect result from \'service/describe\' service: %s' % r.text)
        res = r.json()
    elif args.cmd == 'describe' and args.docker:
        image = args.docker
        p = image.find(":")
        tag = image[p+1:]
        image = image[:p]
        assert args.config, "docker describe requires --config parameter"
        r = requests.get(os.path.join(args.url, "docker/describe"),
                         params={'config':args.config,'image':image,'tag':tag},auth=auth)
        if r.status_code != 200:
            raise RuntimeError('incorrect result from \'service/describe\' service: %s' % r.text)
        res = r.json()
    elif args.cmd == "file":
        p = args.filename.find(':')
        if p == -1:
            r = requests.get(os.path.join(args.url, "task/file", args.task_id, args.filename), auth=auth)
        else:
            r = requests.get(os.path.join(args.url, "task/file_storage", 
                                          args.filename[0:p], args.task_id, args.filename[p+1:]), auth=auth)
        if r.status_code != 200:
            raise RuntimeError('incorrect result from \'task/file_extended\' service: %s' % r.text)
        res = r.text.encode("utf-8")
    if res is None:
        skip_launch = False
        if args.cmd == 'launch':
            mode = None
            model = None
            src_lang = None
            tgt_lang = None
            totranslate = None
            # implement -t option for translation

            # first pass to get model if present and if no image given, determine docker image to be used
            i = 0
            while i < len(args.docker_command):
                tok = args.docker_command[i]
                if mode is None and (tok == "-m" or tok == "--model"):
                    assert i+1 < len(args.docker_command), "`-m` missing value"
                    model = args.docker_command[i+1]
                    
                    if args.docker_image is None:
                        # no image specified with -i, first try to infer it from model
                        r = requests.get(os.path.join(args.url, "model/describe", model), params={"short": True},
                                         auth=auth)
                        if r.status_code != 200:
                            raise RuntimeError("cannot infer docker_image for model %s -- %s" % (model, r.text))
                        args.docker_image = r.json()['imageTag']

                    args.docker_image = check_upgrades(args.docker_image)
                    annonce_usage(args.docker_image)

                    split = model.split("_")
                    if len(split) > 2 and src_lang is None:
                        lp = split[1]
                        m = re.match(r"^([a-z]{2}([-+][A-Z]+)?)([a-z]{2}.*)$", lp)
                        if m is not None:
                            src_lang = m.group(1)
                            tgt_lang = m.group(3)
                    i += 1
                i += 1
            # second pass to apply other options
            i = 0
            while i < len(args.docker_command):
                tok = args.docker_command[i]
                if mode is None and (tok == "train" or tok == "trans" or tok == "preprocess" or tok == "release"):
                    mode = tok
                    assert mode != "trans" or model is not None, "missing model for `trans`"
                # get config if present and validate it against schema
                elif mode is None and (tok == "-c" or tok == "--config"):
                    assert i+1 < len(args.docker_command), "`-c` missing value"

                    # get JSON config passed as parameter
                    c = args.docker_command[i+1]
                    if c.startswith("@"):
                        with open(c[1:], "rt") as f:
                            c = f.read()
                    config = json.loads(c)
                    if model:
                        # if model is present, collect its config
                        r = requests.get(os.path.join(args.url, "model/describe", model), auth=auth)
                        if r.status_code != 200:
                            raise RuntimeError("cannot infer docker_image for model %s -- %s" % (model, r.text))
                        model_config = r.json()
                        # merge to validate complete config
                        config = merge_config(model_config, config)
                    else:
                        # get latest docker image
                        assert args.docker_image, "missing docker image"
                        args.docker_image = check_upgrades(args.docker_image)
                        annonce_usage(args.docker_image)

                    # get JSON schema associated with docker image and tag if --force flag not activated (from v1 onwards)
                    if not args.force:
                        image = args.docker_image
                        _, version_main_number = parse_version_number(image)
                        if(version_main_number > 0):
                            p = image.find(":")
                            tag = image[p+1:]
                            image = image[:p]
                            r = requests.get(os.path.join(args.url, "docker/schema"),
                                 params={'image':image,'tag':tag},auth=auth)
                            if r.status_code != 200:
                                print(r)
                                raise RuntimeError('cannot retrieve schema from docker image %s, tag %s: %s' % (image, tag))
                            schema_res = r.json()
                            schema = json.loads(schema_res)
                            # validate config against JSON schema
                            try:
                                validate(config, schema)
                            except ValidationError as error:
                                v = Draft4Validator(schema)
                                all_errors = "\n\n**Your config has the following issues, please refer to the documentation:"
                                for error in sorted(v.iter_errors(config), key=str):
                                    # format error message
                                    error_parts = error.message.split()
                                    error_message = ""
                                    for error_part in error_parts:
                                        if error_part.startswith("u'"):
                                            error_message += error_part[1:].replace("'",'"')
                                        elif error_part[1:].startswith("u'"):
                                            error_message += error_part[0]+error_part[2:].replace("'",'"')
                                        else:
                                            error_message += error_part
                                        error_message += ' '
                                    # format error path
                                    error_path = ""
                                    for path_part in list(error.path):
                                        if isinstance(path_part, int):
                                            error_path += "array["+str(path_part)+"]"
                                        else:
                                            error_path += '"'+path_part+'"'
                                        error_path += '/'
                                    # write error message and path
                                    if error_path == "":
                                        all_errors += '\n - In the config, '+error_message
                                    else:
                                        all_errors += '\n - In the option '+error_path+', '+error_message
                                raise ValidationError(all_errors)
                    src_lang = config["source"]
                    tgt_lang = config["target"]
                    i += 1
                elif mode == "trans" and tok == "-t":
                    assert i+1 < len(args.docker_command), "`trans -t` missing value"
                    filename = args.docker_command[i+1]
                    p = filename.rfind(".")
                    assert p != -1, "-t filename should include language suffix"
                    if src_lang == None:
                        src_lang = filename[p+1:]
                    else:
                        assert src_lang == filename[p+1:], "incompatible language suffix"
                    if tgt_lang == None:
                        p = model.find("_")
                        q = model.find("_", p+1)
                        assert p != -1 and q != -1, "cannot find language pair in model name"
                        lp = model[p+1:q]
                        assert lp[:len(src_lang)] == src_lang, "model lp does not match language suffix"
                        tgt_lang = lp[len(src_lang):]
                    new_params = ["-i", "s3_test:"+filename, "-o", "s3_trans:"+model+"/"+filename+"."+tgt_lang]
                    args.docker_command = args.docker_command[0:i] + new_params + args.docker_command[i+2:]
                    i += 4
                elif mode == "trans" and tok == "-T":
                    assert i+1 < len(args.docker_command), "`trans -T` missing value"
                    path = args.docker_command[i+1]
                    assert path != "" and path.find(":") == -1, "`trans -T path` - path should be subpath of s3_test:"
                    if path[-1:] != "/":
                        path += "/"
                    files = _get_testfiles(args.url, auth, path, model, src_lang, tgt_lang)
                    docker_command = args.docker_command
                    res = []
                    for f in files:
                        print("translating: "+f[0])
                        new_params = ["-i", f[0], "-o", f[1]]
                        args.docker_command = docker_command[0:i] + new_params + docker_command[i+2:]
                        res.append(launcher.process_request(serviceList, args.cmd, args.display=="JSON",
                                                            args, auth=auth))
                    assert len(res) != 0, "no file found to translate (%s>%s)" % (src_lang, tgt_lang)
                    skip_launch = True
                    break
                i += 1
            if mode == "release":
                args.docker_command += ["-d", "s3_release:"]
            if args.no_test_trans:
                assert mode == "train", "`--no_test_trans` can only be used with `train` mode"
            elif mode == "train":
                assert src_lang is not None and tgt_lang is not None, ("src/tgt_lang not determined: " +
                                                                      "cannot find test sets")
                if src_lang < tgt_lang:
                    test_dir = src_lang + "_" + tgt_lang
                else:
                    test_dir = tgt_lang + "_" + src_lang
                args.totranslate = _get_testfiles(args.url, auth, test_dir, "<MODEL>", src_lang, tgt_lang)
        if not skip_launch:
            res = launcher.process_request(serviceList, args.cmd, args.display=="JSON",
                                           args, auth=auth)
except RuntimeError as err:
    launcher.logger.error(str(err))
    sys.exit(1)
except ValueError as err:
    launcher.logger.error(str(err))
    sys.exit(1)

if not isinstance(res, list):
    res = [res]
for r in res:
    if args.display=="JSON" or isinstance(r, dict):
        print(json.dumps(r, indent=2))
    else:
        if isinstance(r, PrettyTable):
            if args.display == "TABLE":
                print(r)
            elif args.display == "RAW":
                r.set_style(PLAIN_COLUMNS)
                print(r)
            else:
                print(r.get_html_string())
        else:
            sys.stdout.write(r)
            if args.cmd != "file" and args.cmd != "log" and not r.endswith("\n"):
                sys.stdout.write("\n")
            sys.stdout.flush()
