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- import os
- import sys
- if sys.version_info[0] > 2 :
- from transport.common import Reader, Writer #, factory
- else:
- from common import Reader,Writer
- # import nujson as json
- import json
- # from threading import Lock
- import sqlite3
- import pandas as pd
- from multiprocessing import Lock
- from transport.common import Reader, Writer, IEncoder
- import sqlalchemy
- from sqlalchemy import create_engine
- class DiskReader(Reader) :
- """
- This class is designed to read data from disk (location on hard drive)
- @pre : isready() == True
- """
-
- def __init__(self,**params):
- """
-
- @param path absolute path of the file to be read
- """
- Reader.__init__(self)
- self.path = params['path'] if 'path' in params else None
- self.delimiter = params['delimiter'] if 'delimiter' in params else ','
-
- def isready(self):
- return os.path.exists(self.path)
- def meta(self,**_args):
- return []
- def read(self,**args):
- _path = self.path if 'path' not in args else args['path']
- _delimiter = self.delimiter if 'delimiter' not in args else args['delimiter']
- return pd.read_csv(_path,delimiter=self.delimiter)
- def stream(self,**args):
- """
- This function reads the rows from a designated location on disk
- @param size number of rows to be read, -1 suggests all rows
- """
-
- size = -1 if 'size' not in args else int(args['size'])
- f = open(self.path,'rU')
- i = 1
- for row in f:
-
- i += 1
- if size == i:
- break
- if self.delimiter :
- yield row.split(self.delimiter)
- yield row
- f.close()
- class DiskWriter(Writer):
- """
- This function writes output to disk in a designated location. The function will write a text to a text file
- - If a delimiter is provided it will use that to generate a xchar-delimited file
- - If not then the object will be dumped as is
- """
- THREAD_LOCK = Lock()
- def __init__(self,**params):
- super().__init__()
- self._path = params['path']
- self._delimiter = params['delimiter'] if 'delimiter' in params else None
- self._mode = 'w' if 'mode' not in params else params['mode']
- # def meta(self):
- # return self.cache['meta']
- # def isready(self):
- # """
- # This function determines if the class is ready for execution or not
- # i.e it determines if the preconditions of met prior execution
- # """
- # return True
- # # p = self.path is not None and os.path.exists(self.path)
- # # q = self.name is not None
- # # return p and q
- # def format (self,row):
- # self.cache['meta']['cols'] += len(row) if isinstance(row,list) else len(row.keys())
- # self.cache['meta']['rows'] += 1
- # return (self.delimiter.join(row) if self.delimiter else json.dumps(row))+"\n"
- def write(self,info,**_args):
- """
- This function writes a record to a designated file
- @param label <passed|broken|fixed|stats>
- @param row row to be written
- """
- try:
-
-
- DiskWriter.THREAD_LOCK.acquire()
-
- _delim = self._delimiter if 'delimiter' not in _args else _args['delimiter']
- _path = self._path if 'path' not in _args else _args['path']
- _mode = self._mode if 'mode' not in _args else _args['mode']
- info.to_csv(_path,index=False,sep=_delim)
- pass
- except Exception as e:
- #
- # Not sure what should be done here ...
- pass
- finally:
- DiskWriter.THREAD_LOCK.release()
- class SQLite :
- def __init__(self,**_args) :
- self.path = _args['database'] if 'database' in _args else _args['path']
- self.conn = sqlite3.connect(self.path,isolation_level="IMMEDIATE")
- self.conn.row_factory = sqlite3.Row
- self.fields = _args['fields'] if 'fields' in _args else []
- def has (self,**_args):
- found = False
- try:
- if 'table' in _args :
- table = _args['table']
- sql = "SELECT * FROM :table limit 1".replace(":table",table)
- _df = pd.read_sql(sql,self.conn)
- found = _df.columns.size > 0
- except Exception as e:
- pass
- return found
- def close(self):
- try:
- self.conn.close()
- except Exception as e :
- print(e)
- def apply(self,sql):
- try:
- if not sql.lower().startswith('select'):
- cursor = self.conn.cursor()
- cursor.execute(sql)
- cursor.close()
- self.conn.commit()
- else:
- return pd.read_sql(sql,self.conn)
- except Exception as e:
- print (e)
- class SQLiteReader (SQLite,DiskReader):
- def __init__(self,**args):
- super().__init__(**args)
- # DiskReader.__init__(self,**args)
- # self.path = args['database'] if 'database' in args else args['path']
- # self.conn = sqlite3.connect(self.path,isolation_level=None)
- # self.conn.row_factory = sqlite3.Row
- self.table = args['table'] if 'table' in args else None
- def read(self,**args):
- if 'sql' in args :
- sql = args['sql']
- elif 'filter' in args :
- sql = "SELECT :fields FROM ",self.table, "WHERE (:filter)".replace(":filter",args['filter'])
- sql = sql.replace(":fields",args['fields']) if 'fields' in args else sql.replace(":fields","*")
- else:
- sql = ' '.join(['SELECT * FROM ',self.table])
- if 'limit' in args :
- sql = sql + " LIMIT "+args['limit']
- return pd.read_sql(sql,self.conn)
- def close(self):
- try:
- self.conn.close()
- except Exception as e :
- pass
- class SQLiteWriter(SQLite,DiskWriter) :
- connection = None
- LOCK = Lock()
- def __init__(self,**args):
- """
- :path
- :fields json|csv
- """
- # DiskWriter.__init__(self,**args)
- super().__init__(**args)
- self.table = args['table'] if 'table' in args else None
- path = self.path
- self._engine = create_engine(f'sqlite:///{path}')
-
- # self.conn = sqlite3.connect(self.path,isolation_level="IMMEDIATE")
- # self.conn.row_factory = sqlite3.Row
- # self.fields = args['fields'] if 'fields' in args else []
-
- if self.fields and not self.isready() and self.table:
- self.init(self.fields)
- SQLiteWriter.connection = self.conn
- def init(self,fields):
- self.fields = fields;
- sql = " ".join(["CREATE TABLE IF NOT EXISTS ",self.table," (", ",".join(self.fields),")"])
-
- cursor = self.conn.cursor()
- cursor.execute(sql)
- cursor.close()
- self.conn.commit()
- def isready(self):
- try:
- sql = "SELECT count(*) FROM sqlite_master where name=':table'"
- sql = sql.replace(":table",self.table)
- cursor = self.conn.cursor()
- r = cursor.execute(sql)
- r = r.fetchall()
- cursor.close()
-
- return r[0][0] != 0
- except Exception as e:
- pass
- return 0
- #
- # If the table doesn't exist we should create it
- #
- def write(self,_data,**_args):
- SQLiteWriter.LOCK.acquire()
- try:
- if type(_data) == dict :
- _data = [_data]
- _table = self.table if 'table' not in _args else _args['table']
- _df = pd.DataFrame(_data)
- _df.to_sql(_table,self._engine.connect(),if_exists='append',index=False)
- except Exception as e:
- print (e)
- SQLiteWriter.LOCK.release()
- def _write(self,info,**_args):
- """
- """
-
- #if not self.fields :
- # #if type(info) == pd.DataFrame :
- # # _columns = list(info.columns)
- # #self.init(list(info.keys()))
-
- if type(info) == dict :
- info = [info]
- elif type(info) == pd.DataFrame :
- info = info.fillna('')
- info = info.to_dict(orient='records')
-
- if not self.fields :
- _rec = info[0]
- self.init(list(_rec.keys()))
- SQLiteWriter.LOCK.acquire()
- try:
-
- cursor = self.conn.cursor()
- sql = " " .join(["INSERT INTO ",self.table,"(", ",".join(self.fields) ,")", "values(:values)"])
- for row in info :
- stream =["".join(["",value,""]) if type(value) == str else value for value in row.values()]
- stream = json.dumps(stream,cls=IEncoder)
- stream = stream.replace("[","").replace("]","")
-
-
- self.conn.execute(sql.replace(":values",stream) )
- # cursor.commit()
-
- self.conn.commit()
- # print (sql)
- except Exception as e :
- print (e)
- pass
- SQLiteWriter.LOCK.release()
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