add comare_workflow_task sample to monitoring/app (#405)

* add comare_workflow_task sample to monitoring/app

scenarios/monitoring/app/compare_workflow_task/README.md

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+# Workflow: Scenario (compare tasks's duration in workflow between multiple attempts)
+
+## Scenario
+
+The purpose of  this scenario is to compare tasks's duration in workflow between multiple attemps.
+
+### Steps
+#### 1. push this workflow to Treasure Data
+```
+> cd compare_workflow_task
+> td push compare_workflow_task
+```
+
+#### 2. configure endpoint settings
+  - api_endpoint
+  - workflow_endpoint
+![](images/1.png)
+
+#### 3. configure attempts (you want to compare attempt)
+![](images/2.png)
+
+#### 4. register td.apikey as a secret (Owner of td.apikey must be attempts which you specify.)
+![](images/3.png)
+
+#### 5. run workflow
+![](images/4.png)
+
+
+After this workflow run, you can get the following query result.
+![](images/5.png)
+
+![](images/6.png)
+
+You can compare tasks's duration between multiple attempts.

scenarios/monitoring/app/compare_workflow_task/compare_workflow_task.dig

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+_export:
+  td:
+    database: temporary_${session_id}
+    tables:
+      tasks: tasks
+    api_endpoint: api.treasuredata.com
+    workflow_endpoint: api-workflow.treasuredata.com
+  attempt_ids:
+    - 1201247649
+    - 1200176632
+    - 1199185996
+
++create_temporary_db:
+  td_ddl>: 
+  create_databases: ["${td.database}"]
+
++get_attempt_task:
+  py>: scripts.ingest_task.run
+  session_unixtime: ${session_unixtime}
+  dest_db: ${td.database}
+  dest_table: ${td.tables.tasks}
+  attempt_ids: ${attempt_ids.join(',')}
+  api_endpoint: ${td.api_endpoint}
+  workflow_endpoint: ${td.workflow_endpoint}
+  docker:
+    image: "digdag/digdag-python:3.9"
+  _env:
+    TD_API_KEY: ${secret:td.apikey}
+
++gen_query:
+  td>: queries/gen_query.sql
+  store_last_results: true
+
++compare_task:
+  td>: queries/compare_task.sql
+
++delete_temporary_db:
+  td_ddl>:
+  drop_databases: ["${td.database}"]
+
+

scenarios/monitoring/app/compare_workflow_task/queries/compare_task.sql

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+select 
+  fullname as task_name,
+  ${td.last_results.query}
+from ${td.tables.tasks}
+group by 1
+order by max(id)

scenarios/monitoring/app/compare_workflow_task/queries/gen_query.sql

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+with temp1 as (
+  select 'max(If(attemptid=''' || attemptid || ''', DATE_DIFF(''second'', DATE_PARSE(startedat, ''%Y-%m-%dT%H:%i:%sZ''), DATE_PARSE(updatedat, ''%Y-%m-%dT%H:%i:%sZ'')), NULL)) as "' || attemptid || '"' as query_fragment from ${td.tables.tasks}
+  group by 1
+) 
+select array_join(array_agg(query_fragment), ',') as query from temp1

scenarios/monitoring/app/compare_workflow_task/scripts/ingest_task.py

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+import requests
+import os
+import pytd
+import pandas as pd
+import json
+
+def convert_to_json(s):
+  return json.dumps(s)
+
+def get_task_info(base_url, headers, ids):
+  l = []
+  for i in ids:
+    url = base_url % i
+    print(url)
+    res = requests.get(url=url, headers=headers)
+    if res.status_code != requests.codes.ok:
+        res.raise_for_status()
+    tasks = res.json()['tasks']
+    for t in tasks:
+        t['attemptid'] = i
+    l.extend(tasks)
+  return l
+
+def insert_task_info(import_unixtime, endpoint, apikey, dest_db, dest_table, tasks):
+    df = pd.DataFrame(tasks)
+    df['time'] = int(import_unixtime)
+    df['config'] = df['config'].apply(convert_to_json)
+    df['upstreams'] = df['upstreams'].apply(convert_to_json)
+    df['exportParams'] = df['exportParams'].apply(convert_to_json)
+    df['storeParams'] = df['storeParams'].apply(convert_to_json)
+    df['stateParams'] = df['stateParams'].apply(convert_to_json)
+    df['error'] = df['error'].apply(convert_to_json)
+    client = pytd.Client(apikey=apikey, endpoint=endpoint, database=dest_db)
+    client.load_table_from_dataframe(df, dest_table, if_exists='overwrite', fmt='msgpack')
+
+def run(session_unixtime, dest_db, dest_table, attempt_ids, api_endpoint='api.treasuredata.com', workflow_endpoint='api-workflow.treasuredata.com'):
+  id_list = attempt_ids.split(',')
+  if len(id_list) == 0:
+    print('no attempt id')
+    return
+
+  workflow_url = 'https://%s/api/attempts' % workflow_endpoint + '/%s/tasks'
+  headers = {'Authorization': 'TD1 %s' % os.environ['TD_API_KEY']}
+  l = get_task_info(workflow_url, headers, id_list)
+  if len(l) == 0:
+    print('no update record')
+    return
+  insert_task_info(session_unixtime, 'https://%s' % api_endpoint, os.environ['TD_API_KEY'], dest_db, dest_table, l)