__init__.py 8.55 KB
Newer Older
LiangLiu's avatar
LiangLiu committed
1
2
3
4
5
6
import uuid
from enum import Enum
from re import T

from loguru import logger

LiangLiu's avatar
LiangLiu committed
7
from lightx2v.deploy.common.utils import class_try_catch, current_time, data_name
LiangLiu's avatar
LiangLiu committed
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65


class TaskStatus(Enum):
    CREATED = 1
    PENDING = 2
    RUNNING = 3
    SUCCEED = 4
    FAILED = 5
    CANCEL = 6


ActiveStatus = [TaskStatus.CREATED, TaskStatus.PENDING, TaskStatus.RUNNING]
FinishedStatus = [TaskStatus.SUCCEED, TaskStatus.FAILED, TaskStatus.CANCEL]


class BaseTaskManager:
    def __init__(self):
        pass

    async def init(self):
        pass

    async def close(self):
        pass

    async def insert_user_if_not_exists(self, user_info):
        raise NotImplementedError

    async def query_user(self, user_id):
        raise NotImplementedError

    async def insert_task(self, task, subtasks):
        raise NotImplementedError

    async def list_tasks(self, **kwargs):
        raise NotImplementedError

    async def query_task(self, task_id, user_id=None, only_task=True):
        raise NotImplementedError

    async def next_subtasks(self, task_id):
        raise NotImplementedError

    async def run_subtasks(self, subtasks, worker_identity):
        raise NotImplementedError

    async def ping_subtask(self, task_id, worker_name, worker_identity):
        raise NotImplementedError

    async def finish_subtasks(self, task_id, status, worker_identity=None, worker_name=None, fail_msg=None, should_running=False):
        raise NotImplementedError

    async def cancel_task(self, task_id, user_id=None):
        raise NotImplementedError

    async def resume_task(self, task_id, all_subtask=False, user_id=None):
        raise NotImplementedError

LiangLiu's avatar
LiangLiu committed
66
67
68
    async def delete_task(self, task_id, user_id=None):
        raise NotImplementedError

LiangLiu's avatar
LiangLiu committed
69
70
71
72
73
74
75
76
77
78
79
    def fmt_dict(self, data):
        for k in ["status"]:
            if k in data:
                data[k] = data[k].name

    def parse_dict(self, data):
        for k in ["status"]:
            if k in data:
                data[k] = TaskStatus[data[k]]

    async def create_user(self, user_info):
LiangLiu's avatar
LiangLiu committed
80
        assert user_info["source"] in ["github", "google", "phone"], f"do not support {user_info['source']} user!"
LiangLiu's avatar
LiangLiu committed
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
        cur_t = current_time()
        user_id = f"{user_info['source']}_{user_info['id']}"
        data = {
            "user_id": user_id,
            "source": user_info["source"],
            "id": user_info["id"],
            "username": user_info["username"],
            "email": user_info["email"],
            "homepage": user_info["homepage"],
            "avatar_url": user_info["avatar_url"],
            "create_t": cur_t,
            "update_t": cur_t,
            "extra_info": "",
            "tag": "",
        }
        assert await self.insert_user_if_not_exists(data), f"create user {data} failed"
        return user_id

    async def create_task(self, worker_keys, workers, params, inputs, outputs, user_id):
        task_type, model_cls, stage = worker_keys
        cur_t = current_time()
        task_id = str(uuid.uuid4())
        task = {
            "task_id": task_id,
            "task_type": task_type,
            "model_cls": model_cls,
            "stage": stage,
            "params": params,
            "create_t": cur_t,
            "update_t": cur_t,
            "status": TaskStatus.CREATED,
            "extra_info": "",
            "tag": "",
            "inputs": {x: data_name(x, task_id) for x in inputs},
            "outputs": {x: data_name(x, task_id) for x in outputs},
            "user_id": user_id,
        }
LiangLiu's avatar
LiangLiu committed
118
119
        records = []
        self.mark_task_start(records, task)
LiangLiu's avatar
LiangLiu committed
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
        subtasks = []
        for worker_name, worker_item in workers.items():
            subtasks.append(
                {
                    "task_id": task_id,
                    "worker_name": worker_name,
                    "inputs": {x: data_name(x, task_id) for x in worker_item["inputs"]},
                    "outputs": {x: data_name(x, task_id) for x in worker_item["outputs"]},
                    "queue": worker_item["queue"],
                    "previous": worker_item["previous"],
                    "status": TaskStatus.CREATED,
                    "worker_identity": "",
                    "result": "",
                    "fail_time": 0,
                    "extra_info": "",
                    "create_t": cur_t,
                    "update_t": cur_t,
                    "ping_t": 0.0,
                    "infer_cost": -1.0,
                }
            )
LiangLiu's avatar
LiangLiu committed
141
            self.mark_subtask_change(records, subtasks[-1], None, TaskStatus.CREATED)
LiangLiu's avatar
LiangLiu committed
142
143
        ret = await self.insert_task(task, subtasks)
        assert ret, f"create task {task_id} failed"
LiangLiu's avatar
LiangLiu committed
144
        self.metrics_commit(records)
LiangLiu's avatar
LiangLiu committed
145
146
147
        return task_id

    async def mark_server_restart(self):
LiangLiu's avatar
LiangLiu committed
148
149
150
151
152
153
154
155
156
157
        pass
        # only for start server with active tasks
        # if self.metrics_monitor:
        #     tasks = await self.list_tasks(status=ActiveStatus)
        #     subtasks = await self.list_tasks(status=ActiveStatus, subtasks=True)
        #     logger.warning(f"Mark system restart, {len(tasks)} tasks, {len(subtasks)} subtasks")
        #     self.metrics_monitor.record_task_recover(tasks)
        #     self.metrics_monitor.record_subtask_recover(subtasks)

    def mark_task_start(self, records, task):
LiangLiu's avatar
LiangLiu committed
158
159
160
161
162
163
164
165
        t = current_time()
        if not isinstance(task["extra_info"], dict):
            task["extra_info"] = {}
        if "active_elapse" in task["extra_info"]:
            del task["extra_info"]["active_elapse"]
        task["extra_info"]["start_t"] = t
        logger.info(f"Task {task['task_id']} active start")
        if self.metrics_monitor:
LiangLiu's avatar
LiangLiu committed
166
167
168
169
170
171
            records.append(
                [
                    self.metrics_monitor.record_task_start,
                    [task],
                ]
            )
LiangLiu's avatar
LiangLiu committed
172

LiangLiu's avatar
LiangLiu committed
173
    def mark_task_end(self, records, task, end_status):
LiangLiu's avatar
LiangLiu committed
174
175
176
177
178
179
180
181
182
        if "start_t" not in task["extra_info"]:
            logger.warning(f"Task {task} has no start time")
        else:
            elapse = current_time() - task["extra_info"]["start_t"]
            task["extra_info"]["active_elapse"] = elapse
            del task["extra_info"]["start_t"]

            logger.info(f"Task {task['task_id']} active end with [{end_status}], elapse: {elapse}")
            if self.metrics_monitor:
LiangLiu's avatar
LiangLiu committed
183
184
185
186
187
188
189
190
                records.append(
                    [
                        self.metrics_monitor.record_task_end,
                        [task, end_status, elapse],
                    ]
                )

    def mark_subtask_change(self, records, subtask, old_status, new_status, fail_msg=None):
LiangLiu's avatar
LiangLiu committed
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
        t = current_time()
        if not isinstance(subtask["extra_info"], dict):
            subtask["extra_info"] = {}
        if isinstance(fail_msg, str) and len(fail_msg) > 0:
            subtask["extra_info"]["fail_msg"] = fail_msg
        elif "fail_msg" in subtask["extra_info"]:
            del subtask["extra_info"]["fail_msg"]

        if old_status == new_status:
            logger.warning(f"Subtask {subtask} update same status: {old_status} vs {new_status}")
            return

        elapse, elapse_key = None, None
        if old_status in ActiveStatus:
            if "start_t" not in subtask["extra_info"]:
                logger.warning(f"Subtask {subtask} has no start time, status: {old_status}")
            else:
                elapse = t - subtask["extra_info"]["start_t"]
                elapse_key = f"{old_status.name}-{new_status.name}"
                if "elapses" not in subtask["extra_info"]:
                    subtask["extra_info"]["elapses"] = {}
                subtask["extra_info"]["elapses"][elapse_key] = elapse
                del subtask["extra_info"]["start_t"]

        if new_status in ActiveStatus:
            subtask["extra_info"]["start_t"] = t
        if new_status == TaskStatus.CREATED and "elapses" in subtask["extra_info"]:
            del subtask["extra_info"]["elapses"]

        logger.info(
            f"Subtask {subtask['task_id']} {subtask['worker_name']} status changed: \
            [{old_status}] -> [{new_status}], {elapse_key}: {elapse}, fail_msg: {fail_msg}"
        )

        if self.metrics_monitor:
LiangLiu's avatar
LiangLiu committed
226
227
228
229
230
231
232
233
234
235
236
            records.append(
                [
                    self.metrics_monitor.record_subtask_change,
                    [subtask, old_status, new_status, elapse_key, elapse],
                ]
            )

    @class_try_catch
    def metrics_commit(self, records):
        for func, args in records:
            func(*args)
LiangLiu's avatar
LiangLiu committed
237
238
239
240
241
242
243


# Import task manager implementations
from .local_task_manager import LocalTaskManager  # noqa
from .sql_task_manager import PostgresSQLTaskManager  # noqa

__all__ = ["BaseTaskManager", "LocalTaskManager", "PostgresSQLTaskManager"]