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q
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#!/usr/bin/python
# Name : q (With respect to The Q Continuum)
# Author : Harel Ben Attia - [email protected], harelba @ github, @harelba on twitter
# Requires : python with sqlite3
# Version : 0.1
#
#
# q allows performing SQL-like statements on tabular text data.
#
# Its purpose is to bring SQL expressive power to manipulating text data using the Linux command line.
#
# Full Documentation and details in https://github.com/harelba/q
#
# Run with --help for command line details
#
import os,sys
import random
import sqlite3
import gzip
import glob
from optparse import OptionParser
import traceback as tb
import codecs
import locale
# Encode stdout properly,
if sys.stdout.isatty():
STDOUT = codecs.getwriter(sys.stdout.encoding)(sys.stdout)
else:
STDOUT = codecs.getwriter(locale.getpreferredencoding())(sys.stdout)
SHOW_SQL = False
parser = OptionParser()
parser.add_option("-b","--beautify",dest="beautify",default=False,action="store_true",
help="Beautify output according to actual values. Might be slow...")
parser.add_option("-z","--gzipped",dest="gzipped",default=False,action="store_true",
help="Data is gzipped. Useful for reading from stdin. For files, .gz means automatic gunzipping")
parser.add_option("-d","--delimiter",dest="delimiter",default=None,
help="Field delimiter. If none specified, then standard whitespace is used as a delimiter")
parser.add_option("-t","--tab-delimited-with-header",dest="tab_delimited_with_header",default=False,action="store_true",
help="Same as -d <tab> -H 1. Just a shorthand for handling standard tab delimited file with one header line at the beginning of the file")
parser.add_option("-H","--header-skip",dest="header_skip",default=0,
help="Skip n lines at the beginning of the data (still takes those lines into account in terms of structure)")
parser.add_option("-f","--formatting",dest="formatting",default=None,
help="Output-level formatting, in the format X=fmt,Y=fmt etc, where X,Y are output column numbers (e.g. 1 for first SELECT column etc.")
parser.add_option("-e","--encoding",dest="encoding",default='UTF-8',
help="Input file encoding. Defaults to UTF-8")
class Sqlite3DB(object):
def __init__(self,show_sql=SHOW_SQL):
self.show_sql = show_sql
self.conn = sqlite3.connect(':memory:')
self.type_names = { str : 'TEXT' , int : 'INT' , float : 'FLOAT' }
def execute_and_fetch(self,q):
try:
cursor = self.conn.cursor()
if self.show_sql:
print q
cursor.execute(q)
result = cursor.fetchall()
finally:
cursor.close()
return result
def generate_insert_row(self,table_name,column_names,col_vals):
col_names_str = ",".join(["%s" % x for x in column_names])
col_vals_str = ",".join(['"%s"' % x for x in col_vals])
return 'INSERT INTO %s (%s) VALUES (%s)' % (table_name,col_names_str,col_vals_str)
# Get a list of column names so order will be preserved (Could have used OrderedDict, but
# then we would need python 2.7)
def generate_create_table(self,table_name,column_names,column_dict):
# Convert dict from python types to db types
column_name_to_db_type = dict((n,self.type_names[t]) for n,t in column_dict.iteritems())
column_defs = ','.join(['%s %s' % (n,column_name_to_db_type[n]) for n in column_names])
return 'CREATE TABLE %s (%s)' % (table_name,column_defs)
def generate_temp_table_name(self):
return "temp_table_%s" % random.randint(0,1000000000)
def generate_drop_table(self,table_name):
return "DROP TABLE %s" % table_name
def drop_table(self,table_name):
return self.execute_and_fetch(self.generate_drop_table(table_name))
# Simplistic Sql "parsing" class... We'll eventually require a real SQL parser which will provide us with a parse tree
#
# A "qtable" is a filename which behaves like an SQL table...
class Sql(object):
def __init__(self,sql):
# Currently supports only standard SELECT statements
# Holds original SQL
self.sql = sql
# Holds sql parts
self.sql_parts = sql.split()
# Set of qtable names
self.qtable_names = set()
# Dict from qtable names to their positions in sql_parts. Value here is a *list* of positions,
# since it is possible that the same qtable_name (file) is referenced in multiple positions
# and we don't want the database table to be recreated for each reference
self.qtable_name_positions = {}
# Dict from qtable names to their effective (actual database) table names
self.qtable_name_effective_table_names = {}
# Go over all sql parts
idx = 0
while idx < len(self.sql_parts):
# Get the part string
part = self.sql_parts[idx]
# If it's a FROM or a JOIN
if part.upper() in ['FROM','JOIN']:
# and there is nothing after it,
if idx == len(self.sql_parts)-1:
# Just fail
raise Exception('FROM/JOIN is missing a table name after it')
qtable_name = self.sql_parts[idx+1]
# Otherwise, the next part contains the qtable name. In most cases the next part will be only the qtable name.
# We handle one special case here, where this is a subquery as a column: "SELECT (SELECT ... FROM qtable),100 FROM ...".
# In that case, there will be an ending paranthesis as part of the name, and we want to handle this case gracefully.
# This is obviously a hack of a hack :) Just until we have complete parsing capabilities
if ')' in qtable_name:
leftover = qtable_name[qtable_name.index(')'):]
self.sql_parts.insert(idx+2,leftover)
qtable_name = qtable_name[:qtable_name.index(')')]
self.sql_parts[idx+1] = qtable_name
self.qtable_names.add(qtable_name)
if qtable_name not in self.qtable_name_positions.keys():
self.qtable_name_positions[qtable_name] = []
self.qtable_name_positions[qtable_name].append(idx+1)
idx += 2
else:
idx += 1
def set_effective_table_name(self,qtable_name,effective_table_name):
if qtable_name not in self.qtable_names:
raise Exception("Unknown qtable %s" % qtable_name)
if qtable_name in self.qtable_name_effective_table_names.keys():
raise Exception("Already set effective table name for qtable %s" % qtable_name)
self.qtable_name_effective_table_names[qtable_name] = effective_table_name
def get_effective_sql(self):
if len(filter(lambda x: x is None,self.qtable_name_effective_table_names)) != 0:
raise Exception('There are qtables without effective tables')
effective_sql = [x for x in self.sql_parts]
for qtable_name,positions in self.qtable_name_positions.iteritems():
for pos in positions:
effective_sql[pos] = self.qtable_name_effective_table_names[qtable_name]
return " ".join(effective_sql)
def execute_and_fetch(self,db):
return db.execute_and_fetch(self.get_effective_sql())
class LineSplitter(object):
def __init__(self,delimiter):
self.delimiter = delimiter
def split(self,line):
if line and line[-1] == '\n':
line = line[:-1]
if self.delimiter:
return line.split(self.delimiter)
else:
return line.split()
class TableColumnInferer(object):
def __init__(self,line_splitter):
self.inferred = False
self.example_lines = []
self.line_splitter = line_splitter
def analyze(self,example_line):
if self.inferred:
raise Exception("Already inferred columns")
# Save the line as an example
self.example_lines.append(example_line)
# Column count according to first line only for now
self.column_count = len(self.line_splitter.split(self.example_lines[0]))
# FIXME: Hack to provide for some small variation in the column count. Will be fixed as soon as we have better column inferring
#self.column_count += max(6,int(self.column_count*0.2))
self.column_count += 5
if self.column_count == 0:
raise Exception("Detected a column count of zero... Failing")
# Only string type for now
self.column_types = [str for i in range(self.column_count)]
# Column names are cX starting from 1
self.column_names = ['c%s' % (i+1) for i in range(self.column_count)]
# For now, analysis always succeeds
return True
def get_column_dict(self):
return dict(zip(self.column_names,self.column_types))
def get_column_count(self):
return self.column_count
def get_column_names(self):
return self.column_names
def get_column_types(self):
return self.column_types
class TableCreator(object):
def __init__(self,db,filenames_str,line_splitter,header_skip=0,gzipped=False,encoding='UTF-8'):
self.db = db
self.filenames_str = filenames_str
self.header_skip = header_skip
self.gzipped = gzipped
self.table_created = False
self.line_splitter = line_splitter
self.encoding = encoding
self.column_inferer = TableColumnInferer(line_splitter)
# Filled only after table population since we're inferring the table creation data
self.table_name = None
def get_table_name(self):
return self.table_name
def populate(self):
# Get the list of filenames
filenames = self.filenames_str.split("+")
# for each filename (or pattern)
for fileglob in filenames:
# Allow either stdin or a glob match
if fileglob == '-':
files_to_go_over = ['-']
else:
files_to_go_over = glob.glob(fileglob)
# If there are no files to go over,
if len(files_to_go_over) == 0:
raise Exception("File has not been found '%s'" % fileglob)
# For each match
for filename in files_to_go_over:
self.lines_read = 0
# Check if it's standard input or a file
if filename == '-':
f = sys.stdin
else:
f = file(filename,'rb')
# Wrap it with gzip decompression if needed
if self.gzipped or filename.endswith('.gz'):
f = gzip.GzipFile(fileobj=f)
# And wrap it in an decoder (e.g. ascii, UTF-8 etc)
f = codecs.getreader(self.encoding)(f)
# Read all the lines
try:
line = f.readline()
while line:
self._insert_row(line)
line = f.readline()
finally:
if f != sys.stdin:
f.close()
if not self.table_created:
raise Exception('Table should have already been created for file %s' % filename)
def _insert_row(self,line):
# If table has not been created yet
if not self.table_created:
# Try to create it along with another "example" line of data
self.try_to_create_table(line)
# If the table is still not created, then we don't have enough data, just return
if not self.table_created:
return
# The table already exists, so we can just add a new row
self._insert_row_i(line)
def _insert_row_i(self,line):
self.lines_read += 1
if self.lines_read <= self.header_skip:
return
col_vals = line_splitter.split(line)
# If we have more columns than we inferred
if len(col_vals) > len(self.column_inferer.column_names):
raise Exception('Encountered a line in an invalid format - %s columns instead of %s. Did you make sure to set the correct delimiter?' % (len(col_vals),len(self.column_inferer.column_names)))
effective_column_names = self.column_inferer.column_names[:len(col_vals)]
insert_row_stmt = self.db.generate_insert_row(self.table_name,effective_column_names,col_vals)
self.db.execute_and_fetch(insert_row_stmt)
def try_to_create_table(self,line):
if self.table_created:
raise Exception('Table is already created')
# Add that line to the column inferer
result = self.column_inferer.analyze(line)
# If inferer succeeded,
if result:
# Then generate a temp table name
self.table_name = self.db.generate_temp_table_name()
# Get the column definition dict from the inferer
column_dict = self.column_inferer.get_column_dict()
# Create the CREATE TABLE statement
create_table_stmt = self.db.generate_create_table(self.table_name,self.column_inferer.get_column_names(),column_dict)
# And create the table itself
self.db.execute_and_fetch(create_table_stmt)
# Mark the table as created
self.table_created = True
else:
pass # We don't have enough information for creating the table yet
def drop_table(self):
if self.table_created:
self.db.drop_table(self.table_name)
def determine_max_col_lengths(m):
if len(m) == 0:
return []
max_lengths = [0 for x in xrange(0,len(m[0]))]
for row_index in xrange(0,len(m)):
for col_index in xrange(0,len(m[0])):
new_len = len(str(m[row_index][col_index]))
if new_len > max_lengths[col_index]:
max_lengths[col_index] = new_len
return max_lengths
(options,args) = parser.parse_args()
if len(args) != 1:
parser.print_usage()
sys.exit(1)
# Create DB object
db = Sqlite3DB()
# Create SQL statment (command line is 'select' for now, so we add it manually...)
sql_object = Sql('%s' % args[0])
# If the user flagged for a tab-delimited file then set the delimiter to tab
if options.tab_delimited_with_header:
options.delimiter = '\t'
options.header_skip = "1"
# Create a line splitter
line_splitter = LineSplitter(options.delimiter)
# Get each "table name" which is actually the file name
for filename in sql_object.qtable_names:
# Create the matching database table and populate it
table_creator = TableCreator(db,filename,line_splitter,int(options.header_skip),options.gzipped,options.encoding)
table_creator.populate()
# Replace the logical table name with the real table name
sql_object.set_effective_table_name(filename,table_creator.table_name)
# Execute the query and fetch the data
m = sql_object.execute_and_fetch(db)
# If the user requested beautifying the output
if options.beautify:
max_lengths = determine_max_col_lengths(m)
if options.delimiter:
output_delimiter = options.delimiter
else:
output_delimiter = " "
if options.formatting:
formatting_dict = dict([(x.split("=")[0],x.split("=")[1]) for x in options.formatting.split(",")])
else:
formatting_dict = None
try:
for rownum,row in enumerate(m):
row_str = []
for i,col in enumerate(row):
if formatting_dict is not None and str(i+1) in formatting_dict.keys():
fmt_str = formatting_dict[str(i+1)]
else:
if options.beautify:
fmt_str = "%%-%ss" % max_lengths[i]
else:
fmt_str = "%s"
if col is not None:
row_str.append(fmt_str % col)
else:
row_str.append(fmt_str % "")
STDOUT.write(output_delimiter.join(row_str)+"\n")
except KeyboardInterrupt:
pass
table_creator.drop_table()