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import base64
import click
from click_default_group import DefaultGroup # type: ignore
from datetime import datetime
import hashlib
import pathlib
from runpy import run_module
import sqlite_utils
from sqlite_utils.db import AlterError, BadMultiValues, DescIndex, NoTable
from sqlite_utils.plugins import pm, get_plugins
from sqlite_utils.utils import maximize_csv_field_size_limit
from sqlite_utils import recipes
import textwrap
import inspect
import io
import itertools
import json
import os
import pdb
import sys
import csv as csv_std
import tabulate
from .utils import (
OperationalError,
_compile_code,
chunks,
file_progress,
find_spatialite,
flatten as _flatten,
sqlite3,
decode_base64_values,
progressbar,
rows_from_file,
Format,
TypeTracker,
)
try:
import trogon # type: ignore
except ImportError:
trogon = None
CONTEXT_SETTINGS = dict(help_option_names=["-h", "--help"])
VALID_COLUMN_TYPES = ("INTEGER", "TEXT", "FLOAT", "BLOB")
UNICODE_ERROR = """
{}
The input you provided uses a character encoding other than utf-8.
You can fix this by passing the --encoding= option with the encoding of the file.
If you do not know the encoding, running 'file filename.csv' may tell you.
It's often worth trying: --encoding=latin-1
""".strip()
maximize_csv_field_size_limit()
class CaseInsensitiveChoice(click.Choice):
def __init__(self, choices):
super().__init__([choice.lower() for choice in choices])
def convert(self, value, param, ctx):
return super().convert(value.lower(), param, ctx)
def output_options(fn):
for decorator in reversed(
(
click.option(
"--nl",
help="Output newline-delimited JSON",
is_flag=True,
default=False,
),
click.option(
"--arrays",
help="Output rows as arrays instead of objects",
is_flag=True,
default=False,
),
click.option("--csv", is_flag=True, help="Output CSV"),
click.option("--tsv", is_flag=True, help="Output TSV"),
click.option("--no-headers", is_flag=True, help="Omit CSV headers"),
click.option(
"-t", "--table", is_flag=True, help="Output as a formatted table"
),
click.option(
"--fmt",
help="Table format - one of {}".format(
", ".join(tabulate.tabulate_formats)
),
),
click.option(
"--json-cols",
help="Detect JSON cols and output them as JSON, not escaped strings",
is_flag=True,
default=False,
),
)
):
fn = decorator(fn)
return fn
def load_extension_option(fn):
return click.option(
"--load-extension",
multiple=True,
help="Path to SQLite extension, with optional :entrypoint",
)(fn)
@click.group(
cls=DefaultGroup,
default="query",
default_if_no_args=True,
context_settings=CONTEXT_SETTINGS,
)
@click.version_option()
def cli():
"Commands for interacting with a SQLite database"
pass
if trogon is not None:
cli = trogon.tui()(cli)
@cli.command()
@click.argument(
"path",
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.option(
"--fts4", help="Just show FTS4 enabled tables", default=False, is_flag=True
)
@click.option(
"--fts5", help="Just show FTS5 enabled tables", default=False, is_flag=True
)
@click.option(
"--counts", help="Include row counts per table", default=False, is_flag=True
)
@output_options
@click.option(
"--columns",
help="Include list of columns for each table",
is_flag=True,
default=False,
)
@click.option(
"--schema",
help="Include schema for each table",
is_flag=True,
default=False,
)
@load_extension_option
def tables(
path,
fts4,
fts5,
counts,
nl,
arrays,
csv,
tsv,
no_headers,
table,
fmt,
json_cols,
columns,
schema,
load_extension,
views=False,
):
"""List the tables in the database
Example:
\b
sqlite-utils tables trees.db
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
headers = ["view" if views else "table"]
if counts:
headers.append("count")
if columns:
headers.append("columns")
if schema:
headers.append("schema")
def _iter():
if views:
items = db.view_names()
else:
items = db.table_names(fts4=fts4, fts5=fts5)
for name in items:
row = [name]
if counts:
row.append(db[name].count)
if columns:
cols = [c.name for c in db[name].columns]
if csv:
row.append("\n".join(cols))
else:
row.append(cols)
if schema:
row.append(db[name].schema)
yield row
if table or fmt:
print(tabulate.tabulate(_iter(), headers=headers, tablefmt=fmt or "simple"))
elif csv or tsv:
writer = csv_std.writer(sys.stdout, dialect="excel-tab" if tsv else "excel")
if not no_headers:
writer.writerow(headers)
for row in _iter():
writer.writerow(row)
else:
for line in output_rows(_iter(), headers, nl, arrays, json_cols):
click.echo(line)
@cli.command()
@click.argument(
"path",
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.option(
"--counts", help="Include row counts per view", default=False, is_flag=True
)
@output_options
@click.option(
"--columns",
help="Include list of columns for each view",
is_flag=True,
default=False,
)
@click.option(
"--schema",
help="Include schema for each view",
is_flag=True,
default=False,
)
@load_extension_option
def views(
path,
counts,
nl,
arrays,
csv,
tsv,
no_headers,
table,
fmt,
json_cols,
columns,
schema,
load_extension,
):
"""List the views in the database
Example:
\b
sqlite-utils views trees.db
"""
tables.callback(
path=path,
fts4=False,
fts5=False,
counts=counts,
nl=nl,
arrays=arrays,
csv=csv,
tsv=tsv,
no_headers=no_headers,
table=table,
fmt=fmt,
json_cols=json_cols,
columns=columns,
schema=schema,
load_extension=load_extension,
views=True,
)
@cli.command()
@click.argument(
"path",
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("tables", nargs=-1)
@click.option("--no-vacuum", help="Don't run VACUUM", default=False, is_flag=True)
@load_extension_option
def optimize(path, tables, no_vacuum, load_extension):
"""Optimize all full-text search tables and then run VACUUM - should shrink the database file
Example:
\b
sqlite-utils optimize chickens.db
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
if not tables:
tables = db.table_names(fts4=True) + db.table_names(fts5=True)
with db.conn:
for table in tables:
db[table].optimize()
if not no_vacuum:
db.vacuum()
@cli.command(name="rebuild-fts")
@click.argument(
"path",
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("tables", nargs=-1)
@load_extension_option
def rebuild_fts(path, tables, load_extension):
"""Rebuild all or specific full-text search tables
Example:
\b
sqlite-utils rebuild-fts chickens.db chickens
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
if not tables:
tables = db.table_names(fts4=True) + db.table_names(fts5=True)
with db.conn:
for table in tables:
db[table].rebuild_fts()
@cli.command()
@click.argument(
"path",
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("names", nargs=-1)
def analyze(path, names):
"""Run ANALYZE against the whole database, or against specific named indexes and tables
Example:
\b
sqlite-utils analyze chickens.db
"""
db = sqlite_utils.Database(path)
try:
if names:
for name in names:
db.analyze(name)
else:
db.analyze()
except OperationalError as e:
raise click.ClickException(e)
@cli.command()
@click.argument(
"path",
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
def vacuum(path):
"""Run VACUUM against the database
Example:
\b
sqlite-utils vacuum chickens.db
"""
sqlite_utils.Database(path).vacuum()
@cli.command()
@click.argument(
"path",
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@load_extension_option
def dump(path, load_extension):
"""Output a SQL dump of the schema and full contents of the database
Example:
\b
sqlite-utils dump chickens.db
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
for line in db.iterdump():
click.echo(line)
@cli.command(name="add-column")
@click.argument(
"path",
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("table")
@click.argument("col_name")
@click.argument(
"col_type",
type=click.Choice(
["integer", "int", "float", "text", "str", "blob", "bytes"],
case_sensitive=False,
),
required=False,
)
@click.option(
"--fk", type=str, required=False, help="Table to reference as a foreign key"
)
@click.option(
"--fk-col",
type=str,
required=False,
help="Referenced column on that foreign key table - if omitted will automatically use the primary key",
)
@click.option(
"--not-null-default",
type=str,
required=False,
help="Add NOT NULL DEFAULT 'TEXT' constraint",
)
@click.option(
"--ignore",
is_flag=True,
help="If column already exists, do nothing",
)
@load_extension_option
def add_column(
path,
table,
col_name,
col_type,
fk,
fk_col,
not_null_default,
ignore,
load_extension,
):
"""Add a column to the specified table
Example:
\b
sqlite-utils add-column chickens.db chickens weight float
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
try:
db[table].add_column(
col_name, col_type, fk=fk, fk_col=fk_col, not_null_default=not_null_default
)
except OperationalError as ex:
if not ignore:
raise click.ClickException(str(ex))
@cli.command(name="add-foreign-key")
@click.argument(
"path",
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("table")
@click.argument("column")
@click.argument("other_table", required=False)
@click.argument("other_column", required=False)
@click.option(
"--ignore",
is_flag=True,
help="If foreign key already exists, do nothing",
)
@load_extension_option
def add_foreign_key(
path, table, column, other_table, other_column, ignore, load_extension
):
"""
Add a new foreign key constraint to an existing table
Example:
sqlite-utils add-foreign-key my.db books author_id authors id
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
try:
db[table].add_foreign_key(column, other_table, other_column, ignore=ignore)
except AlterError as e:
raise click.ClickException(e)
@cli.command(name="add-foreign-keys")
@click.argument(
"path",
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("foreign_key", nargs=-1)
@load_extension_option
def add_foreign_keys(path, foreign_key, load_extension):
"""
Add multiple new foreign key constraints to a database
Example:
\b
sqlite-utils add-foreign-keys my.db \\
books author_id authors id \\
authors country_id countries id
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
if len(foreign_key) % 4 != 0:
raise click.ClickException(
"Each foreign key requires four values: table, column, other_table, other_column"
)
tuples = []
for i in range(len(foreign_key) // 4):
tuples.append(tuple(foreign_key[i * 4 : (i * 4) + 4]))
try:
db.add_foreign_keys(tuples)
except AlterError as e:
raise click.ClickException(e)
@cli.command(name="index-foreign-keys")
@click.argument(
"path",
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@load_extension_option
def index_foreign_keys(path, load_extension):
"""
Ensure every foreign key column has an index on it
Example:
\b
sqlite-utils index-foreign-keys chickens.db
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
db.index_foreign_keys()
@cli.command(name="create-index")
@click.argument(
"path",
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("table")
@click.argument("column", nargs=-1, required=True)
@click.option("--name", help="Explicit name for the new index")
@click.option("--unique", help="Make this a unique index", default=False, is_flag=True)
@click.option(
"--if-not-exists",
"--ignore",
help="Ignore if index already exists",
default=False,
is_flag=True,
)
@click.option(
"--analyze",
help="Run ANALYZE after creating the index",
is_flag=True,
)
@load_extension_option
def create_index(
path, table, column, name, unique, if_not_exists, analyze, load_extension
):
"""
Add an index to the specified table for the specified columns
Example:
\b
sqlite-utils create-index chickens.db chickens name
To create an index in descending order:
\b
sqlite-utils create-index chickens.db chickens -- -name
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
# Treat -prefix as descending for columns
columns = []
for col in column:
if col.startswith("-"):
col = DescIndex(col[1:])
columns.append(col)
db[table].create_index(
columns,
index_name=name,
unique=unique,
if_not_exists=if_not_exists,
analyze=analyze,
)
@cli.command(name="enable-fts")
@click.argument(
"path",
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("table")
@click.argument("column", nargs=-1, required=True)
@click.option("--fts4", help="Use FTS4", default=False, is_flag=True)
@click.option("--fts5", help="Use FTS5", default=False, is_flag=True)
@click.option("--tokenize", help="Tokenizer to use, e.g. porter")
@click.option(
"--create-triggers",
help="Create triggers to update the FTS tables when the parent table changes.",
default=False,
is_flag=True,
)
@click.option(
"--replace",
is_flag=True,
help="Replace existing FTS configuration if it exists",
)
@load_extension_option
def enable_fts(
path, table, column, fts4, fts5, tokenize, create_triggers, replace, load_extension
):
"""Enable full-text search for specific table and columns"
Example:
\b
sqlite-utils enable-fts chickens.db chickens name
"""
fts_version = "FTS5"
if fts4 and fts5:
click.echo("Can only use one of --fts4 or --fts5", err=True)
return
elif fts4:
fts_version = "FTS4"
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
try:
db[table].enable_fts(
column,
fts_version=fts_version,
tokenize=tokenize,
create_triggers=create_triggers,
replace=replace,
)
except OperationalError as ex:
raise click.ClickException(ex)
@cli.command(name="populate-fts")
@click.argument(
"path",
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("table")
@click.argument("column", nargs=-1, required=True)
@load_extension_option
def populate_fts(path, table, column, load_extension):
"""Re-populate full-text search for specific table and columns
Example:
\b
sqlite-utils populate-fts chickens.db chickens name
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
db[table].populate_fts(column)
@cli.command(name="disable-fts")
@click.argument(
"path",
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("table")
@load_extension_option
def disable_fts(path, table, load_extension):
"""Disable full-text search for specific table
Example:
\b
sqlite-utils disable-fts chickens.db chickens
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
db[table].disable_fts()
@cli.command(name="enable-wal")
@click.argument(
"path",
nargs=-1,
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@load_extension_option
def enable_wal(path, load_extension):
"""Enable WAL for database files
Example:
\b
sqlite-utils enable-wal chickens.db
"""
for path_ in path:
db = sqlite_utils.Database(path_)
_load_extensions(db, load_extension)
db.enable_wal()
@cli.command(name="disable-wal")
@click.argument(
"path",
nargs=-1,
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@load_extension_option
def disable_wal(path, load_extension):
"""Disable WAL for database files
Example:
\b
sqlite-utils disable-wal chickens.db
"""
for path_ in path:
db = sqlite_utils.Database(path_)
_load_extensions(db, load_extension)
db.disable_wal()
@cli.command(name="enable-counts")
@click.argument(
"path",
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("tables", nargs=-1)
@load_extension_option
def enable_counts(path, tables, load_extension):
"""Configure triggers to update a _counts table with row counts
Example:
\b
sqlite-utils enable-counts chickens.db
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
if not tables:
db.enable_counts()
else:
# Check all tables exist
bad_tables = [table for table in tables if not db[table].exists()]
if bad_tables:
raise click.ClickException("Invalid tables: {}".format(bad_tables))
for table in tables:
db[table].enable_counts()
@cli.command(name="reset-counts")
@click.argument(
"path",
type=click.Path(exists=True, file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@load_extension_option
def reset_counts(path, load_extension):
"""Reset calculated counts in the _counts table
Example:
\b
sqlite-utils reset-counts chickens.db
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
db.reset_counts()
_import_options = (
click.option(
"--flatten",
is_flag=True,
help='Flatten nested JSON objects, so {"a": {"b": 1}} becomes {"a_b": 1}',
),
click.option("--nl", is_flag=True, help="Expect newline-delimited JSON"),
click.option("-c", "--csv", is_flag=True, help="Expect CSV input"),
click.option("--tsv", is_flag=True, help="Expect TSV input"),
click.option("--empty-null", is_flag=True, help="Treat empty strings as NULL"),
click.option(
"--lines",
is_flag=True,
help="Treat each line as a single value called 'line'",
),
click.option(
"--text",
is_flag=True,
help="Treat input as a single value called 'text'",
),
click.option("--convert", help="Python code to convert each item"),
click.option(
"--import",
"imports",
type=str,
multiple=True,
help="Python modules to import",
),
click.option("--delimiter", help="Delimiter to use for CSV files"),
click.option("--quotechar", help="Quote character to use for CSV/TSV"),
click.option("--sniff", is_flag=True, help="Detect delimiter and quote character"),
click.option("--no-headers", is_flag=True, help="CSV file has no header row"),
click.option(
"--encoding",
help="Character encoding for input, defaults to utf-8",
),
)
def import_options(fn):
for decorator in reversed(_import_options):
fn = decorator(fn)
return fn
def insert_upsert_options(*, require_pk=False):
def inner(fn):
for decorator in reversed(
(
click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
),
click.argument("table"),
click.argument("file", type=click.File("rb"), required=True),
click.option(
"--pk",
help="Columns to use as the primary key, e.g. id",
multiple=True,
required=require_pk,
),
)
+ _import_options
+ (
click.option(
"--batch-size", type=int, default=100, help="Commit every X records"
),
click.option("--stop-after", type=int, help="Stop after X records"),
click.option(
"--alter",
is_flag=True,
help="Alter existing table to add any missing columns",
),
click.option(
"--not-null",
multiple=True,
help="Columns that should be created as NOT NULL",
),
click.option(
"--default",
multiple=True,
type=(str, str),
help="Default value that should be set for a column",
),
click.option(
"-d",
"--detect-types",
is_flag=True,
envvar="SQLITE_UTILS_DETECT_TYPES",
help="Detect types for columns in CSV/TSV data",
),
click.option(
"--analyze",
is_flag=True,
help="Run ANALYZE at the end of this operation",
),
load_extension_option,
click.option("--silent", is_flag=True, help="Do not show progress bar"),
click.option(
"--strict",
is_flag=True,
default=False,
help="Apply STRICT mode to created table",
),
)
):
fn = decorator(fn)
return fn
return inner
def insert_upsert_implementation(
path,
table,
file,
pk,
flatten,
nl,
csv,
tsv,
empty_null,
lines,
text,
convert,
imports,
delimiter,
quotechar,
sniff,
no_headers,
encoding,
batch_size,
stop_after,
alter,
upsert,
ignore=False,
replace=False,
truncate=False,
not_null=None,
default=None,
detect_types=None,
analyze=False,
load_extension=None,
silent=False,
bulk_sql=None,
functions=None,
strict=False,
):
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
if functions:
_register_functions(db, functions)
if (delimiter or quotechar or sniff or no_headers) and not tsv:
csv = True
if (nl + csv + tsv) >= 2:
raise click.ClickException("Use just one of --nl, --csv or --tsv")
if (csv or tsv) and flatten:
raise click.ClickException("--flatten cannot be used with --csv or --tsv")
if empty_null and not (csv or tsv):
raise click.ClickException("--empty-null can only be used with --csv or --tsv")
if encoding and not (csv or tsv):
raise click.ClickException("--encoding must be used with --csv or --tsv")
if pk and len(pk) == 1:
pk = pk[0]
encoding = encoding or "utf-8-sig"
# The --sniff option needs us to buffer the file to peek ahead
sniff_buffer = None
decoded_buffer = None
if sniff:
sniff_buffer = io.BufferedReader(file, buffer_size=4096)
decoded_buffer = io.TextIOWrapper(sniff_buffer, encoding=encoding)
else:
decoded_buffer = io.TextIOWrapper(file, encoding=encoding)
tracker = None
with file_progress(decoded_buffer, silent=silent) as decoded:
if csv or tsv:
if sniff:
# Read first 2048 bytes and use that to detect
first_bytes = sniff_buffer.peek(2048)
dialect = csv_std.Sniffer().sniff(
first_bytes.decode(encoding, "ignore")
)
else:
dialect = "excel-tab" if tsv else "excel"
csv_reader_args = {"dialect": dialect}
if delimiter:
csv_reader_args["delimiter"] = delimiter
if quotechar:
csv_reader_args["quotechar"] = quotechar
reader = csv_std.reader(decoded, **csv_reader_args)
first_row = next(reader)
if no_headers:
headers = ["untitled_{}".format(i + 1) for i in range(len(first_row))]
reader = itertools.chain([first_row], reader)
else:
headers = first_row
if empty_null:
docs = (
dict(zip(headers, [None if cell == "" else cell for cell in row]))
for row in reader
)
else:
docs = (dict(zip(headers, row)) for row in reader)
if detect_types:
tracker = TypeTracker()
docs = tracker.wrap(docs)
elif lines:
docs = ({"line": line.strip()} for line in decoded)
elif text:
docs = ({"text": decoded.read()},)
else:
try:
if nl:
docs = (json.loads(line) for line in decoded if line.strip())
else:
docs = json.load(decoded)
if isinstance(docs, dict):
docs = [docs]
except json.decoder.JSONDecodeError as ex:
raise click.ClickException(
"Invalid JSON - use --csv for CSV or --tsv for TSV files\n\nJSON error: {}".format(
ex
)
)
if flatten:
docs = (_flatten(doc) for doc in docs)
if stop_after:
docs = itertools.islice(docs, stop_after)
if convert:
variable = "row"
if lines:
variable = "line"
elif text:
variable = "text"
fn = _compile_code(convert, imports, variable=variable)
if lines:
docs = (fn(doc["line"]) for doc in docs)
elif text:
# Special case: this is allowed to be an iterable
text_value = list(docs)[0]["text"]
fn_return = fn(text_value)
if isinstance(fn_return, dict):
docs = [fn_return]
else:
try:
docs = iter(fn_return)
except TypeError:
raise click.ClickException(
"--convert must return dict or iterator"
)
else:
docs = (fn(doc) or doc for doc in docs)
extra_kwargs = {
"ignore": ignore,
"replace": replace,
"truncate": truncate,
"analyze": analyze,
"strict": strict,
}
if not_null:
extra_kwargs["not_null"] = set(not_null)
if default:
extra_kwargs["defaults"] = dict(default)
if upsert:
extra_kwargs["upsert"] = upsert
# docs should all be dictionaries
docs = (verify_is_dict(doc) for doc in docs)
# Apply {"$base64": true, ...} decoding, if needed
docs = (decode_base64_values(doc) for doc in docs)
# For bulk_sql= we use cursor.executemany() instead
if bulk_sql:
if batch_size:
doc_chunks = chunks(docs, batch_size)
else:
doc_chunks = [docs]
for doc_chunk in doc_chunks:
with db.conn:
db.conn.cursor().executemany(bulk_sql, doc_chunk)
return
try:
db[table].insert_all(
docs, pk=pk, batch_size=batch_size, alter=alter, **extra_kwargs
)
except Exception as e:
if (
isinstance(e, OperationalError)
and e.args
and "has no column named" in e.args[0]
):
raise click.ClickException(
"{}\n\nTry using --alter to add additional columns".format(
e.args[0]
)
)
# If we can find sql= and parameters= arguments, show those
variables = _find_variables(e.__traceback__, ["sql", "parameters"])
if "sql" in variables and "parameters" in variables:
raise click.ClickException(
"{}\n\nsql = {}\nparameters = {}".format(
str(e), variables["sql"], variables["parameters"]
)
)
else:
raise
if tracker is not None:
db[table].transform(types=tracker.types)
# Clean up open file-like objects
if sniff_buffer:
sniff_buffer.close()
if decoded_buffer:
decoded_buffer.close()
def _find_variables(tb, vars):
to_find = list(vars)
found = {}
for var in to_find:
if var in tb.tb_frame.f_locals:
vars.remove(var)
found[var] = tb.tb_frame.f_locals[var]
if vars and tb.tb_next:
found.update(_find_variables(tb.tb_next, vars))
return found
@cli.command()
@insert_upsert_options()
@click.option(
"--ignore", is_flag=True, default=False, help="Ignore records if pk already exists"
)
@click.option(
"--replace",
is_flag=True,
default=False,
help="Replace records if pk already exists",
)
@click.option(
"--truncate",
is_flag=True,
default=False,
help="Truncate table before inserting records, if table already exists",
)
def insert(
path,
table,
file,
pk,
flatten,
nl,
csv,
tsv,
empty_null,
lines,
text,
convert,
imports,
delimiter,
quotechar,
sniff,
no_headers,
encoding,
batch_size,
stop_after,
alter,
detect_types,
analyze,
load_extension,
silent,
ignore,
replace,
truncate,
not_null,
default,
strict,
):
"""
Insert records from FILE into a table, creating the table if it
does not already exist.
Example:
echo '{"name": "Lila"}' | sqlite-utils insert data.db chickens -
By default the input is expected to be a JSON object or array of objects.
\b
- Use --nl for newline-delimited JSON objects
- Use --csv or --tsv for comma-separated or tab-separated input
- Use --lines to write each incoming line to a column called "line"
- Use --text to write the entire input to a column called "text"
You can also use --convert to pass a fragment of Python code that will
be used to convert each input.
Your Python code will be passed a "row" variable representing the
imported row, and can return a modified row.
This example uses just the name, latitude and longitude columns from
a CSV file, converting name to upper case and latitude and longitude
to floating point numbers:
\b
sqlite-utils insert plants.db plants plants.csv --csv --convert '
return {
"name": row["name"].upper(),
"latitude": float(row["latitude"]),
"longitude": float(row["longitude"]),
}'
If you are using --lines your code will be passed a "line" variable,
and for --text a "text" variable.
When using --text your function can return an iterator of rows to
insert. This example inserts one record per word in the input:
\b
echo 'A bunch of words' | sqlite-utils insert words.db words - \\
--text --convert '({"word": w} for w in text.split())'
"""
try:
insert_upsert_implementation(
path,
table,
file,
pk,
flatten,
nl,
csv,
tsv,
empty_null,
lines,
text,
convert,
imports,
delimiter,
quotechar,
sniff,
no_headers,
encoding,
batch_size,
stop_after,
alter=alter,
upsert=False,
ignore=ignore,
replace=replace,
truncate=truncate,
detect_types=detect_types,
analyze=analyze,
load_extension=load_extension,
silent=silent,
not_null=not_null,
default=default,
strict=strict,
)
except UnicodeDecodeError as ex:
raise click.ClickException(UNICODE_ERROR.format(ex))
@cli.command()
@insert_upsert_options(require_pk=True)
def upsert(
path,
table,
file,
pk,
flatten,
nl,
csv,
tsv,
empty_null,
lines,
text,
convert,
imports,
batch_size,
stop_after,
delimiter,
quotechar,
sniff,
no_headers,
encoding,
alter,
not_null,
default,
detect_types,
analyze,
load_extension,
silent,
strict,
):
"""
Upsert records based on their primary key. Works like 'insert' but if
an incoming record has a primary key that matches an existing record
the existing record will be updated.
Example:
\b
echo '[
{"id": 1, "name": "Lila"},
{"id": 2, "name": "Suna"}
]' | sqlite-utils upsert data.db chickens - --pk id
"""
try:
insert_upsert_implementation(
path,
table,
file,
pk,
flatten,
nl,
csv,
tsv,
empty_null,
lines,
text,
convert,
imports,
delimiter,
quotechar,
sniff,
no_headers,
encoding,
batch_size,
stop_after,
alter=alter,
upsert=True,
not_null=not_null,
default=default,
detect_types=detect_types,
analyze=analyze,
load_extension=load_extension,
silent=silent,
strict=strict,
)
except UnicodeDecodeError as ex:
raise click.ClickException(UNICODE_ERROR.format(ex))
@cli.command()
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("sql")
@click.argument("file", type=click.File("rb"), required=True)
@click.option("--batch-size", type=int, default=100, help="Commit every X records")
@click.option(
"--functions", help="Python code defining one or more custom SQL functions"
)
@import_options
@load_extension_option
def bulk(
path,
sql,
file,
batch_size,
functions,
flatten,
nl,
csv,
tsv,
empty_null,
lines,
text,
convert,
imports,
delimiter,
quotechar,
sniff,
no_headers,
encoding,
load_extension,
):
"""
Execute parameterized SQL against the provided list of documents.
Example:
\b
echo '[
{"id": 1, "name": "Lila2"},
{"id": 2, "name": "Suna2"}
]' | sqlite-utils bulk data.db '
update chickens set name = :name where id = :id
' -
"""
try:
insert_upsert_implementation(
path=path,
table=None,
file=file,
pk=None,
flatten=flatten,
nl=nl,
csv=csv,
tsv=tsv,
empty_null=empty_null,
lines=lines,
text=text,
convert=convert,
imports=imports,
delimiter=delimiter,
quotechar=quotechar,
sniff=sniff,
no_headers=no_headers,
encoding=encoding,
batch_size=batch_size,
stop_after=None,
alter=False,
upsert=False,
not_null=set(),
default={},
detect_types=False,
load_extension=load_extension,
silent=False,
bulk_sql=sql,
functions=functions,
)
except (OperationalError, sqlite3.IntegrityError) as e:
raise click.ClickException(str(e))
@cli.command(name="create-database")
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.option(
"--enable-wal", is_flag=True, help="Enable WAL mode on the created database"
)
@click.option(
"--init-spatialite", is_flag=True, help="Enable SpatiaLite on the created database"
)
@load_extension_option
def create_database(path, enable_wal, init_spatialite, load_extension):
"""Create a new empty database file
Example:
\b
sqlite-utils create-database trees.db
"""
db = sqlite_utils.Database(path)
if enable_wal:
db.enable_wal()
# load spatialite or another extension from a custom location
if load_extension:
_load_extensions(db, load_extension)
# load spatialite from expected locations and initialize metadata
if init_spatialite:
db.init_spatialite()
db.vacuum()
@cli.command(name="create-table")
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("table")
@click.argument("columns", nargs=-1, required=True)
@click.option("pks", "--pk", help="Column to use as primary key", multiple=True)
@click.option(
"--not-null",
multiple=True,
help="Columns that should be created as NOT NULL",
)
@click.option(
"--default",
multiple=True,
type=(str, str),
help="Default value that should be set for a column",
)
@click.option(
"--fk",
multiple=True,
type=(str, str, str),
help="Column, other table, other column to set as a foreign key",
)
@click.option(
"--ignore",
is_flag=True,
help="If table already exists, do nothing",
)
@click.option(
"--replace",
is_flag=True,
help="If table already exists, replace it",
)
@click.option(
"--transform",
is_flag=True,
help="If table already exists, try to transform the schema",
)
@load_extension_option
@click.option(
"--strict",
is_flag=True,
help="Apply STRICT mode to created table",
)
def create_table(
path,
table,
columns,
pks,
not_null,
default,
fk,
ignore,
replace,
transform,
load_extension,
strict,
):
"""
Add a table with the specified columns. Columns should be specified using
name, type pairs, for example:
\b
sqlite-utils create-table my.db people \\
id integer \\
name text \\
height float \\
photo blob --pk id
Valid column types are text, integer, float and blob.
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
if len(columns) % 2 == 1:
raise click.ClickException(
"columns must be an even number of 'name' 'type' pairs"
)
coltypes = {}
columns = list(columns)
while columns:
name = columns.pop(0)
ctype = columns.pop(0)
if ctype.upper() not in VALID_COLUMN_TYPES:
raise click.ClickException(
"column types must be one of {}".format(VALID_COLUMN_TYPES)
)
coltypes[name] = ctype.upper()
# Does table already exist?
if table in db.table_names():
if not ignore and not replace and not transform:
raise click.ClickException(
'Table "{}" already exists. Use --replace to delete and replace it.'.format(
table
)
)
db[table].create(
coltypes,
pk=pks[0] if len(pks) == 1 else pks,
not_null=not_null,
defaults=dict(default),
foreign_keys=fk,
ignore=ignore,
replace=replace,
transform=transform,
strict=strict,
)
@cli.command(name="duplicate")
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("table")
@click.argument("new_table")
@click.option("--ignore", is_flag=True, help="If table does not exist, do nothing")
@load_extension_option
def duplicate(path, table, new_table, ignore, load_extension):
"""
Create a duplicate of this table, copying across the schema and all row data.
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
try:
db[table].duplicate(new_table)
except NoTable:
if not ignore:
raise click.ClickException('Table "{}" does not exist'.format(table))
@cli.command(name="rename-table")
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("table")
@click.argument("new_name")
@click.option("--ignore", is_flag=True, help="If table does not exist, do nothing")
@load_extension_option
def rename_table(path, table, new_name, ignore, load_extension):
"""
Rename this table.
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
try:
db.rename_table(table, new_name)
except sqlite3.OperationalError as ex:
if not ignore:
raise click.ClickException(
'Table "{}" could not be renamed. {}'.format(table, str(ex))
)
@cli.command(name="drop-table")
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("table")
@click.option("--ignore", is_flag=True, help="If table does not exist, do nothing")
@load_extension_option
def drop_table(path, table, ignore, load_extension):
"""Drop the specified table
Example:
\b
sqlite-utils drop-table chickens.db chickens
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
try:
db[table].drop(ignore=ignore)
except OperationalError:
raise click.ClickException('Table "{}" does not exist'.format(table))
@cli.command(name="create-view")
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("view")
@click.argument("select")
@click.option(
"--ignore",
is_flag=True,
help="If view already exists, do nothing",
)
@click.option(
"--replace",
is_flag=True,
help="If view already exists, replace it",
)
@load_extension_option
def create_view(path, view, select, ignore, replace, load_extension):
"""Create a view for the provided SELECT query
Example:
\b
sqlite-utils create-view chickens.db heavy_chickens \\
'select * from chickens where weight > 3'
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
# Does view already exist?
if view in db.view_names():
if ignore:
return
elif replace:
db[view].drop()
else:
raise click.ClickException(
'View "{}" already exists. Use --replace to delete and replace it.'.format(
view
)
)
db.create_view(view, select)
@cli.command(name="drop-view")
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("view")
@click.option("--ignore", is_flag=True, help="If view does not exist, do nothing")
@load_extension_option
def drop_view(path, view, ignore, load_extension):
"""Drop the specified view
Example:
\b
sqlite-utils drop-view chickens.db heavy_chickens
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
try:
db[view].drop(ignore=ignore)
except OperationalError:
raise click.ClickException('View "{}" does not exist'.format(view))
@cli.command()
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("sql")
@click.option(
"--attach",
type=(str, click.Path(file_okay=True, dir_okay=False, allow_dash=False)),
multiple=True,
help="Additional databases to attach - specify alias and filepath",
)
@output_options
@click.option("-r", "--raw", is_flag=True, help="Raw output, first column of first row")
@click.option("--raw-lines", is_flag=True, help="Raw output, first column of each row")
@click.option(
"-p",
"--param",
multiple=True,
type=(str, str),
help="Named :parameters for SQL query",
)
@click.option(
"--functions", help="Python code defining one or more custom SQL functions"
)
@load_extension_option
def query(
path,
sql,
attach,
nl,
arrays,
csv,
tsv,
no_headers,
table,
fmt,
json_cols,
raw,
raw_lines,
param,
load_extension,
functions,
):
"""Execute SQL query and return the results as JSON
Example:
\b
sqlite-utils data.db \\
"select * from chickens where age > :age" \\
-p age 1
"""
db = sqlite_utils.Database(path)
for alias, attach_path in attach:
db.attach(alias, attach_path)
_load_extensions(db, load_extension)
db.register_fts4_bm25()
if functions:
_register_functions(db, functions)
_execute_query(
db,
sql,
param,
raw,
raw_lines,
table,
csv,
tsv,
no_headers,
fmt,
nl,
arrays,
json_cols,
)
@cli.command()
@click.argument(
"paths",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=True),
required=False,
nargs=-1,
)
@click.argument("sql")
@click.option(
"--functions", help="Python code defining one or more custom SQL functions"
)
@click.option(
"--attach",
type=(str, click.Path(file_okay=True, dir_okay=False, allow_dash=False)),
multiple=True,
help="Additional databases to attach - specify alias and filepath",
)
@click.option(
"--flatten",
is_flag=True,
help='Flatten nested JSON objects, so {"foo": {"bar": 1}} becomes {"foo_bar": 1}',
)
@output_options
@click.option("-r", "--raw", is_flag=True, help="Raw output, first column of first row")
@click.option("--raw-lines", is_flag=True, help="Raw output, first column of each row")
@click.option(
"-p",
"--param",
multiple=True,
type=(str, str),
help="Named :parameters for SQL query",
)
@click.option(
"--encoding",
help="Character encoding for CSV input, defaults to utf-8",
)
@click.option(
"-n",
"--no-detect-types",
is_flag=True,
help="Treat all CSV/TSV columns as TEXT",
)
@click.option("--schema", is_flag=True, help="Show SQL schema for in-memory database")
@click.option("--dump", is_flag=True, help="Dump SQL for in-memory database")
@click.option(
"--save",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
help="Save in-memory database to this file",
)
@click.option(
"--analyze",
is_flag=True,
help="Analyze resulting tables and output results",
)
@load_extension_option
def memory(
paths,
sql,
functions,
attach,
flatten,
nl,
arrays,
csv,
tsv,
no_headers,
table,
fmt,
json_cols,
raw,
raw_lines,
param,
encoding,
no_detect_types,
schema,
dump,
save,
analyze,
load_extension,
return_db=False,
):
"""Execute SQL query against an in-memory database, optionally populated by imported data
To import data from CSV, TSV or JSON files pass them on the command-line:
\b
sqlite-utils memory one.csv two.json \\
"select * from one join two on one.two_id = two.id"
For data piped into the tool from standard input, use "-" or "stdin":
\b
cat animals.csv | sqlite-utils memory - \\
"select * from stdin where species = 'dog'"
The format of the data will be automatically detected. You can specify the format
explicitly using :json, :csv, :tsv or :nl (for newline-delimited JSON) - for example:
\b
cat animals.csv | sqlite-utils memory stdin:csv places.dat:nl \\
"select * from stdin where place_id in (select id from places)"
Use --schema to view the SQL schema of any imported files:
\b
sqlite-utils memory animals.csv --schema
"""
db = sqlite_utils.Database(memory=True)
# If --dump or --save or --analyze used but no paths detected, assume SQL query is a path:
if (dump or save or schema or analyze) and not paths:
paths = [sql]
sql = None
stem_counts = {}
for i, path in enumerate(paths):
# Path may have a :format suffix
fp = None
if ":" in path and path.rsplit(":", 1)[-1].upper() in Format.__members__:
path, suffix = path.rsplit(":", 1)
format = Format[suffix.upper()]
else:
format = None
if path in ("-", "stdin"):
fp = sys.stdin.buffer
file_table = "stdin"
else:
file_path = pathlib.Path(path)
stem = file_path.stem
if stem_counts.get(stem):
file_table = "{}_{}".format(stem, stem_counts[stem])
else:
file_table = stem
stem_counts[stem] = stem_counts.get(stem, 1) + 1
fp = file_path.open("rb")
rows, format_used = rows_from_file(fp, format=format, encoding=encoding)
tracker = None
if format_used in (Format.CSV, Format.TSV) and not no_detect_types:
tracker = TypeTracker()
rows = tracker.wrap(rows)
if flatten:
rows = (_flatten(row) for row in rows)
db[file_table].insert_all(rows, alter=True)
if tracker is not None:
db[file_table].transform(types=tracker.types)
# Add convenient t / t1 / t2 views
view_names = ["t{}".format(i + 1)]
if i == 0:
view_names.append("t")
for view_name in view_names:
if not db[view_name].exists():
db.create_view(view_name, "select * from [{}]".format(file_table))
if fp:
fp.close()
if analyze:
_analyze(db, tables=None, columns=None, save=False)
return
if dump:
for line in db.iterdump():
click.echo(line)
return
if schema:
click.echo(db.schema)
return
if save:
db2 = sqlite_utils.Database(save)
for line in db.iterdump():
db2.execute(line)
return
for alias, attach_path in attach:
db.attach(alias, attach_path)
_load_extensions(db, load_extension)
db.register_fts4_bm25()
if functions:
_register_functions(db, functions)
if return_db:
return db
_execute_query(
db,
sql,
param,
raw,
raw_lines,
table,
csv,
tsv,
no_headers,
fmt,
nl,
arrays,
json_cols,
)
def _execute_query(
db,
sql,
param,
raw,
raw_lines,
table,
csv,
tsv,
no_headers,
fmt,
nl,
arrays,
json_cols,
):
with db.conn:
try:
cursor = db.execute(sql, dict(param))
except OperationalError as e:
raise click.ClickException(str(e))
if cursor.description is None:
# This was an update/insert
headers = ["rows_affected"]
cursor = [[cursor.rowcount]]
else:
headers = [c[0] for c in cursor.description]
if raw:
data = cursor.fetchone()[0]
if isinstance(data, bytes):
sys.stdout.buffer.write(data)
else:
sys.stdout.write(str(data))
elif raw_lines:
for row in cursor:
data = row[0]
if isinstance(data, bytes):
sys.stdout.buffer.write(data + b"\n")
else:
sys.stdout.write(str(data) + "\n")
elif fmt or table:
print(
tabulate.tabulate(
list(cursor), headers=headers, tablefmt=fmt or "simple"
)
)
elif csv or tsv:
writer = csv_std.writer(sys.stdout, dialect="excel-tab" if tsv else "excel")
if not no_headers:
writer.writerow(headers)
for row in cursor:
writer.writerow(row)
else:
for line in output_rows(cursor, headers, nl, arrays, json_cols):
click.echo(line)
@cli.command()
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("dbtable")
@click.argument("q")
@click.option("-o", "--order", type=str, help="Order by ('column' or 'column desc')")
@click.option("-c", "--column", type=str, multiple=True, help="Columns to return")
@click.option(
"--limit",
type=int,
help="Number of rows to return - defaults to everything",
)
@click.option(
"--sql", "show_sql", is_flag=True, help="Show SQL query that would be run"
)
@click.option("--quote", is_flag=True, help="Apply FTS quoting rules to search term")
@output_options
@load_extension_option
@click.pass_context
def search(
ctx,
path,
dbtable,
q,
order,
show_sql,
quote,
column,
limit,
nl,
arrays,
csv,
tsv,
no_headers,
table,
fmt,
json_cols,
load_extension,
):
"""Execute a full-text search against this table
Example:
sqlite-utils search data.db chickens lila
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
# Check table exists
table_obj = db[dbtable]
if not table_obj.exists():
raise click.ClickException("Table '{}' does not exist".format(dbtable))
if not table_obj.detect_fts():
raise click.ClickException(
"Table '{}' is not configured for full-text search".format(dbtable)
)
if column:
# Check they all exist
table_columns = table_obj.columns_dict
for c in column:
if c not in table_columns:
raise click.ClickException(
"Table '{}' has no column '{}".format(dbtable, c)
)
sql = table_obj.search_sql(columns=column, order_by=order, limit=limit)
if show_sql:
click.echo(sql)
return
if quote:
q = db.quote_fts(q)
try:
ctx.invoke(
query,
path=path,
sql=sql,
nl=nl,
arrays=arrays,
csv=csv,
tsv=tsv,
no_headers=no_headers,
table=table,
fmt=fmt,
json_cols=json_cols,
param=[("query", q)],
load_extension=load_extension,
)
except click.ClickException as e:
if "malformed MATCH expression" in str(e) or "unterminated string" in str(e):
raise click.ClickException(
"{}\n\nTry running this again with the --quote option".format(str(e))
)
else:
raise
@cli.command()
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("dbtable")
@click.option("-c", "--column", type=str, multiple=True, help="Columns to return")
@click.option("--where", help="Optional where clause")
@click.option("-o", "--order", type=str, help="Order by ('column' or 'column desc')")
@click.option(
"-p",
"--param",
multiple=True,
type=(str, str),
help="Named :parameters for where clause",
)
@click.option(
"--limit",
type=int,
help="Number of rows to return - defaults to everything",
)
@click.option(
"--offset",
type=int,
help="SQL offset to use",
)
@output_options
@load_extension_option
@click.pass_context
def rows(
ctx,
path,
dbtable,
column,
where,
order,
param,
limit,
offset,
nl,
arrays,
csv,
tsv,
no_headers,
table,
fmt,
json_cols,
load_extension,
):
"""Output all rows in the specified table
Example:
\b
sqlite-utils rows trees.db Trees
"""
columns = "*"
if column:
columns = ", ".join("[{}]".format(c) for c in column)
sql = "select {} from [{}]".format(columns, dbtable)
if where:
sql += " where " + where
if order:
sql += " order by " + order
if limit:
sql += " limit {}".format(limit)
if offset:
sql += " offset {}".format(offset)
ctx.invoke(
query,
path=path,
sql=sql,
nl=nl,
arrays=arrays,
csv=csv,
tsv=tsv,
no_headers=no_headers,
table=table,
fmt=fmt,
param=param,
json_cols=json_cols,
load_extension=load_extension,
)
@cli.command()
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("tables", nargs=-1)
@output_options
@load_extension_option
@click.pass_context
def triggers(
ctx,
path,
tables,
nl,
arrays,
csv,
tsv,
no_headers,
table,
fmt,
json_cols,
load_extension,
):
"""Show triggers configured in this database
Example:
\b
sqlite-utils triggers trees.db
"""
sql = "select name, tbl_name as [table], sql from sqlite_master where type = 'trigger'"
if tables:
quote = sqlite_utils.Database(memory=True).quote
sql += " and [table] in ({})".format(
", ".join(quote(table) for table in tables)
)
ctx.invoke(
query,
path=path,
sql=sql,
nl=nl,
arrays=arrays,
csv=csv,
tsv=tsv,
no_headers=no_headers,
table=table,
fmt=fmt,
json_cols=json_cols,
load_extension=load_extension,
)
@cli.command()
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("tables", nargs=-1)
@click.option("--aux", is_flag=True, help="Include auxiliary columns")
@output_options
@load_extension_option
@click.pass_context
def indexes(
ctx,
path,
tables,
aux,
nl,
arrays,
csv,
tsv,
no_headers,
table,
fmt,
json_cols,
load_extension,
):
"""Show indexes for the whole database or specific tables
Example:
\b
sqlite-utils indexes trees.db Trees
"""
sql = """
select
sqlite_master.name as "table",
indexes.name as index_name,
xinfo.*
from sqlite_master
join pragma_index_list(sqlite_master.name) indexes
join pragma_index_xinfo(index_name) xinfo
where
sqlite_master.type = 'table'
"""
if tables:
quote = sqlite_utils.Database(memory=True).quote
sql += " and sqlite_master.name in ({})".format(
", ".join(quote(table) for table in tables)
)
if not aux:
sql += " and xinfo.key = 1"
ctx.invoke(
query,
path=path,
sql=sql,
nl=nl,
arrays=arrays,
csv=csv,
tsv=tsv,
no_headers=no_headers,
table=table,
fmt=fmt,
json_cols=json_cols,
load_extension=load_extension,
)
@cli.command()
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("tables", nargs=-1, required=False)
@load_extension_option
def schema(
path,
tables,
load_extension,
):
"""Show full schema for this database or for specified tables
Example:
\b
sqlite-utils schema trees.db
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
if tables:
for table in tables:
click.echo(db[table].schema)
else:
click.echo(db.schema)
@cli.command()
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("table")
@click.option(
"--type",
type=(
str,
click.Choice(["INTEGER", "TEXT", "FLOAT", "BLOB"], case_sensitive=False),
),
multiple=True,
help="Change column type to INTEGER, TEXT, FLOAT or BLOB",
)
@click.option("--drop", type=str, multiple=True, help="Drop this column")
@click.option(
"--rename", type=(str, str), multiple=True, help="Rename this column to X"
)
@click.option("-o", "--column-order", type=str, multiple=True, help="Reorder columns")
@click.option("--not-null", type=str, multiple=True, help="Set this column to NOT NULL")
@click.option(
"--not-null-false", type=str, multiple=True, help="Remove NOT NULL from this column"
)
@click.option("--pk", type=str, multiple=True, help="Make this column the primary key")
@click.option(
"--pk-none", is_flag=True, help="Remove primary key (convert to rowid table)"
)
@click.option(
"--default",
type=(str, str),
multiple=True,
help="Set default value for this column",
)
@click.option(
"--default-none", type=str, multiple=True, help="Remove default from this column"
)
@click.option(
"add_foreign_keys",
"--add-foreign-key",
type=(str, str, str),
multiple=True,
help="Add a foreign key constraint from a column to another table with another column",
)
@click.option(
"drop_foreign_keys",
"--drop-foreign-key",
type=str,
multiple=True,
help="Drop foreign key constraint for this column",
)
@click.option("--sql", is_flag=True, help="Output SQL without executing it")
@load_extension_option
def transform(
path,
table,
type,
drop,
rename,
column_order,
not_null,
not_null_false,
pk,
pk_none,
default,
default_none,
add_foreign_keys,
drop_foreign_keys,
sql,
load_extension,
):
"""Transform a table beyond the capabilities of ALTER TABLE
Example:
\b
sqlite-utils transform mydb.db mytable \\
--drop column1 \\
--rename column2 column_renamed
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
types = {}
kwargs = {}
for column, ctype in type:
if ctype.upper() not in VALID_COLUMN_TYPES:
raise click.ClickException(
"column types must be one of {}".format(VALID_COLUMN_TYPES)
)
types[column] = ctype.upper()
not_null_dict = {}
for column in not_null:
not_null_dict[column] = True
for column in not_null_false:
not_null_dict[column] = False
default_dict = {}
for column, value in default:
default_dict[column] = value
for column in default_none:
default_dict[column] = None
kwargs["types"] = types
kwargs["drop"] = set(drop)
kwargs["rename"] = dict(rename)
kwargs["column_order"] = column_order or None
kwargs["not_null"] = not_null_dict
if pk:
if len(pk) == 1:
kwargs["pk"] = pk[0]
else:
kwargs["pk"] = pk
elif pk_none:
kwargs["pk"] = None
kwargs["defaults"] = default_dict
if drop_foreign_keys:
kwargs["drop_foreign_keys"] = drop_foreign_keys
if add_foreign_keys:
kwargs["add_foreign_keys"] = add_foreign_keys
if sql:
for line in db[table].transform_sql(**kwargs):
click.echo(line)
else:
db[table].transform(**kwargs)
@cli.command()
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("table")
@click.argument("columns", nargs=-1, required=True)
@click.option(
"--table", "other_table", help="Name of the other table to extract columns to"
)
@click.option("--fk-column", help="Name of the foreign key column to add to the table")
@click.option(
"--rename",
type=(str, str),
multiple=True,
help="Rename this column in extracted table",
)
@load_extension_option
def extract(
path,
table,
columns,
other_table,
fk_column,
rename,
load_extension,
):
"""Extract one or more columns into a separate table
Example:
\b
sqlite-utils extract trees.db Street_Trees species
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
kwargs = dict(
columns=columns,
table=other_table,
fk_column=fk_column,
rename=dict(rename),
)
db[table].extract(**kwargs)
@cli.command(name="insert-files")
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("table")
@click.argument(
"file_or_dir",
nargs=-1,
required=True,
type=click.Path(file_okay=True, dir_okay=True, allow_dash=True),
)
@click.option(
"-c",
"--column",
type=str,
multiple=True,
help="Column definitions for the table",
)
@click.option("pks", "--pk", help="Column to use as primary key", multiple=True)
@click.option("--alter", is_flag=True, help="Alter table to add missing columns")
@click.option("--replace", is_flag=True, help="Replace files with matching primary key")
@click.option("--upsert", is_flag=True, help="Upsert files with matching primary key")
@click.option("--name", type=str, help="File name to use")
@click.option("--text", is_flag=True, help="Store file content as TEXT, not BLOB")
@click.option(
"--encoding",
help="Character encoding for input, defaults to utf-8",
)
@click.option("-s", "--silent", is_flag=True, help="Don't show a progress bar")
@load_extension_option
def insert_files(
path,
table,
file_or_dir,
column,
pks,
alter,
replace,
upsert,
name,
text,
encoding,
silent,
load_extension,
):
"""
Insert one or more files using BLOB columns in the specified table
Example:
\b
sqlite-utils insert-files pics.db images *.gif \\
-c name:name \\
-c content:content \\
-c content_hash:sha256 \\
-c created:ctime_iso \\
-c modified:mtime_iso \\
-c size:size \\
--pk name
"""
if not column:
if text:
column = ["path:path", "content_text:content_text", "size:size"]
else:
column = ["path:path", "content:content", "size:size"]
if not pks:
pks = ["path"]
def yield_paths_and_relative_paths():
for f_or_d in file_or_dir:
path = pathlib.Path(f_or_d)
if f_or_d == "-":
yield "-", "-"
elif path.is_dir():
for subpath in path.rglob("*"):
if subpath.is_file():
yield subpath, subpath.relative_to(path)
elif path.is_file():
yield path, path
# Load all paths so we can show a progress bar
paths_and_relative_paths = list(yield_paths_and_relative_paths())
with progressbar(paths_and_relative_paths, silent=silent) as bar:
def to_insert():
for path, relative_path in bar:
row = {}
# content_text is special case as it considers 'encoding'
def _content_text(p):
resolved = p.resolve()
try:
return resolved.read_text(encoding=encoding)
except UnicodeDecodeError as e:
raise UnicodeDecodeErrorForPath(e, resolved)
lookups = dict(FILE_COLUMNS, content_text=_content_text)
if path == "-":
stdin_data = sys.stdin.buffer.read()
# We only support a subset of columns for this case
lookups = {
"name": lambda p: name or "-",
"path": lambda p: name or "-",
"content": lambda p: stdin_data,
"content_text": lambda p: stdin_data.decode(
encoding or "utf-8"
),
"sha256": lambda p: hashlib.sha256(stdin_data).hexdigest(),
"md5": lambda p: hashlib.md5(stdin_data).hexdigest(),
"size": lambda p: len(stdin_data),
}
for coldef in column:
if ":" in coldef:
colname, coltype = coldef.rsplit(":", 1)
else:
colname, coltype = coldef, coldef
try:
value = lookups[coltype](path)
row[colname] = value
except KeyError:
raise click.ClickException(
"'{}' is not a valid column definition - options are {}".format(
coltype, ", ".join(lookups.keys())
)
)
# Special case for --name
if coltype == "name" and name:
row[colname] = name
yield row
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
try:
with db.conn:
db[table].insert_all(
to_insert(),
pk=pks[0] if len(pks) == 1 else pks,
alter=alter,
replace=replace,
upsert=upsert,
)
except UnicodeDecodeErrorForPath as e:
raise click.ClickException(
UNICODE_ERROR.format(
"Could not read file '{}' as text\n\n{}".format(e.path, e.exception)
)
)
@cli.command(name="analyze-tables")
@click.argument(
"path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False, exists=True),
required=True,
)
@click.argument("tables", nargs=-1)
@click.option(
"-c",
"--column",
"columns",
type=str,
multiple=True,
help="Specific columns to analyze",
)
@click.option("--save", is_flag=True, help="Save results to _analyze_tables table")
@click.option("--common-limit", type=int, default=10, help="How many common values")
@click.option("--no-most", is_flag=True, default=False, help="Skip most common values")
@click.option(
"--no-least", is_flag=True, default=False, help="Skip least common values"
)
@load_extension_option
def analyze_tables(
path,
tables,
columns,
save,
common_limit,
no_most,
no_least,
load_extension,
):
"""Analyze the columns in one or more tables
Example:
\b
sqlite-utils analyze-tables data.db trees
"""
db = sqlite_utils.Database(path)
_load_extensions(db, load_extension)
_analyze(db, tables, columns, save, common_limit, no_most, no_least)
def _analyze(db, tables, columns, save, common_limit=10, no_most=False, no_least=False):
if not tables:
tables = db.table_names()
todo = []
table_counts = {}
seen_columns = set()
for table in tables:
table_counts[table] = db[table].count
for column in db[table].columns:
if not columns or column.name in columns:
todo.append((table, column.name))
seen_columns.add(column.name)
# Check the user didn't specify a column that doesn't exist
if columns and (set(columns) - seen_columns):
raise click.ClickException(
"These columns were not found: {}".format(
", ".join(sorted(set(columns) - seen_columns))
)
)
# Now we now how many we need to do
for i, (table, column) in enumerate(todo):
column_details = db[table].analyze_column(
column,
common_limit=common_limit,
total_rows=table_counts[table],
value_truncate=80,
most_common=not no_most,
least_common=not no_least,
)
if save:
db["_analyze_tables_"].insert(
column_details._asdict(), pk=("table", "column"), replace=True
)
most_common_rendered = ""
if column_details.num_null != column_details.total_rows:
most_common_rendered = _render_common(
"\n\n Most common:", column_details.most_common
)
least_common_rendered = _render_common(
"\n\n Least common:", column_details.least_common
)
details = (
(
textwrap.dedent(
"""
{table}.{column}: ({i}/{total})
Total rows: {total_rows}
Null rows: {num_null}
Blank rows: {num_blank}
Distinct values: {num_distinct}{most_common_rendered}{least_common_rendered}
"""
)
.strip()
.format(
i=i + 1,
total=len(todo),
most_common_rendered=most_common_rendered,
least_common_rendered=least_common_rendered,
**column_details._asdict(),
)
)
+ "\n"
)
click.echo(details)
@cli.command()
@click.argument("packages", nargs=-1, required=False)
@click.option(
"-U", "--upgrade", is_flag=True, help="Upgrade packages to latest version"
)
@click.option(
"-e",
"--editable",
help="Install a project in editable mode from this path",
)
def install(packages, upgrade, editable):
"""Install packages from PyPI into the same environment as sqlite-utils"""
args = ["pip", "install"]
if upgrade:
args += ["--upgrade"]
if editable:
args += ["--editable", editable]
args += list(packages)
sys.argv = args
run_module("pip", run_name="__main__")
@cli.command()
@click.argument("packages", nargs=-1, required=True)
@click.option("-y", "--yes", is_flag=True, help="Don't ask for confirmation")
def uninstall(packages, yes):
"""Uninstall Python packages from the sqlite-utils environment"""
sys.argv = ["pip", "uninstall"] + list(packages) + (["-y"] if yes else [])
run_module("pip", run_name="__main__")
def _generate_convert_help():
help = textwrap.dedent(
"""
Convert columns using Python code you supply. For example:
\b
sqlite-utils convert my.db mytable mycolumn \\
'"\\n".join(textwrap.wrap(value, 10))' \\
--import=textwrap
"value" is a variable with the column value to be converted.
Use "-" for CODE to read Python code from standard input.
The following common operations are available as recipe functions:
"""
).strip()
recipe_names = [
n
for n in dir(recipes)
if not n.startswith("_")
and n not in ("json", "parser")
and callable(getattr(recipes, n))
]
for name in recipe_names:
fn = getattr(recipes, name)
help += "\n\nr.{}{}\n\n\b{}".format(
name, str(inspect.signature(fn)), textwrap.dedent(fn.__doc__.rstrip())
)
help += "\n\n"
help += textwrap.dedent(
"""
You can use these recipes like so:
\b
sqlite-utils convert my.db mytable mycolumn \\
'r.jsonsplit(value, delimiter=":")'
"""
).strip()
return help
@cli.command(help=_generate_convert_help())
@click.argument(
"db_path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("table", type=str)
@click.argument("columns", type=str, nargs=-1, required=True)
@click.argument("code", type=str)
@click.option(
"--import", "imports", type=str, multiple=True, help="Python modules to import"
)
@click.option(
"--dry-run", is_flag=True, help="Show results of running this against first 10 rows"
)
@click.option(
"--multi", is_flag=True, help="Populate columns for keys in returned dictionary"
)
@click.option("--where", help="Optional where clause")
@click.option(
"-p",
"--param",
multiple=True,
type=(str, str),
help="Named :parameters for where clause",
)
@click.option("--output", help="Optional separate column to populate with the output")
@click.option(
"--output-type",
help="Column type to use for the output column",
default="text",
type=click.Choice(["integer", "float", "blob", "text"]),
)
@click.option("--drop", is_flag=True, help="Drop original column afterwards")
@click.option("--no-skip-false", is_flag=True, help="Don't skip falsey values")
@click.option("-s", "--silent", is_flag=True, help="Don't show a progress bar")
@click.option("pdb_", "--pdb", is_flag=True, help="Open pdb debugger on first error")
def convert(
db_path,
table,
columns,
code,
imports,
dry_run,
multi,
where,
param,
output,
output_type,
drop,
no_skip_false,
silent,
pdb_,
):
sqlite3.enable_callback_tracebacks(True)
db = sqlite_utils.Database(db_path)
if output is not None and len(columns) > 1:
raise click.ClickException("Cannot use --output with more than one column")
if multi and len(columns) > 1:
raise click.ClickException("Cannot use --multi with more than one column")
if drop and not (output or multi):
raise click.ClickException("--drop can only be used with --output or --multi")
if code == "-":
# Read code from standard input
code = sys.stdin.read()
where_args = dict(param) if param else []
# Compile the code into a function body called fn(value)
try:
fn = _compile_code(code, imports)
except SyntaxError as e:
raise click.ClickException(str(e))
if dry_run:
# Pull first 20 values for first column and preview them
if multi:
def preview(v):
return json.dumps(fn(v), default=repr) if v else v
else:
def preview(v):
return fn(v) if v else v
db.conn.create_function("preview_transform", 1, preview)
sql = """
select
[{column}] as value,
preview_transform([{column}]) as preview
from [{table}]{where} limit 10
""".format(
column=columns[0],
table=table,
where=" where {}".format(where) if where is not None else "",
)
for row in db.conn.execute(sql, where_args).fetchall():
click.echo(str(row[0]))
click.echo(" --- becomes:")
click.echo(str(row[1]))
click.echo()
count = db[table].count_where(
where=where,
where_args=where_args,
)
click.echo("Would affect {} row{}".format(count, "" if count == 1 else "s"))
else:
# Wrap fn with a thing that will catch errors and optionally drop into pdb
if pdb_:
fn_ = fn
def wrapped_fn(value):
try:
return fn_(value)
except Exception as ex:
print("\nException raised, dropping into pdb...:", ex)
pdb.post_mortem(ex.__traceback__)
sys.exit(1)
fn = wrapped_fn
try:
db[table].convert(
columns,
fn,
where=where,
where_args=where_args,
output=output,
output_type=output_type,
drop=drop,
skip_false=not no_skip_false,
multi=multi,
show_progress=not silent,
)
except BadMultiValues as e:
raise click.ClickException(
"When using --multi code must return a Python dictionary - returned: {}".format(
repr(e.values)
)
)
@cli.command("add-geometry-column")
@click.argument(
"db_path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("table", type=str)
@click.argument("column_name", type=str)
@click.option(
"-t",
"--type",
"geometry_type",
type=click.Choice(
[
"POINT",
"LINESTRING",
"POLYGON",
"MULTIPOINT",
"MULTILINESTRING",
"MULTIPOLYGON",
"GEOMETRYCOLLECTION",
"GEOMETRY",
],
case_sensitive=False,
),
default="GEOMETRY",
help="Specify a geometry type for this column.",
show_default=True,
)
@click.option(
"--srid",
type=int,
default=4326,
show_default=True,
help="Spatial Reference ID. See https://spatialreference.org for details on specific projections.",
)
@click.option(
"--dimensions",
"coord_dimension",
type=str,
default="XY",
help="Coordinate dimensions. Use XYZ for three-dimensional geometries.",
)
@click.option("--not-null", "not_null", is_flag=True, help="Add a NOT NULL constraint.")
@load_extension_option
def add_geometry_column(
db_path,
table,
column_name,
geometry_type,
srid,
coord_dimension,
not_null,
load_extension,
):
"""Add a SpatiaLite geometry column to an existing table. Requires SpatiaLite extension.
\n\n
By default, this command will try to load the SpatiaLite extension from usual paths.
To load it from a specific path, use --load-extension."""
db = sqlite_utils.Database(db_path)
if not db[table].exists():
raise click.ClickException(
"You must create a table before adding a geometry column"
)
# load spatialite, one way or another
if load_extension:
_load_extensions(db, load_extension)
db.init_spatialite()
if db[table].add_geometry_column(
column_name, geometry_type, srid, coord_dimension, not_null
):
click.echo(f"Added {geometry_type} column {column_name} to {table}")
@cli.command("create-spatial-index")
@click.argument(
"db_path",
type=click.Path(file_okay=True, dir_okay=False, allow_dash=False),
required=True,
)
@click.argument("table", type=str)
@click.argument("column_name", type=str)
@load_extension_option
def create_spatial_index(db_path, table, column_name, load_extension):
"""Create a spatial index on a SpatiaLite geometry column.
The table and geometry column must already exist before trying to add a spatial index.
\n\n
By default, this command will try to load the SpatiaLite extension from usual paths.
To load it from a specific path, use --load-extension."""
db = sqlite_utils.Database(db_path)
if not db[table].exists():
raise click.ClickException(
"You must create a table and add a geometry column before creating a spatial index"
)
# load spatialite
if load_extension:
_load_extensions(db, load_extension)
db.init_spatialite()
if column_name not in db[table].columns_dict:
raise click.ClickException(
"You must add a geometry column before creating a spatial index"
)
db[table].create_spatial_index(column_name)
@cli.command(name="plugins")
def plugins_list():
"List installed plugins"
click.echo(json.dumps(get_plugins(), indent=2))
pm.hook.register_commands(cli=cli)
def _render_common(title, values):
if values is None:
return ""
lines = [title]
for value, count in values:
lines.append(" {}: {}".format(count, value))
return "\n".join(lines)
class UnicodeDecodeErrorForPath(Exception):
def __init__(self, exception, path):
self.exception = exception
self.path = path
FILE_COLUMNS = {
"name": lambda p: p.name,
"path": lambda p: str(p),
"fullpath": lambda p: str(p.resolve()),
"sha256": lambda p: hashlib.sha256(p.resolve().read_bytes()).hexdigest(),
"md5": lambda p: hashlib.md5(p.resolve().read_bytes()).hexdigest(),
"mode": lambda p: p.stat().st_mode,
"content": lambda p: p.resolve().read_bytes(),
"mtime": lambda p: p.stat().st_mtime,
"ctime": lambda p: p.stat().st_ctime,
"mtime_int": lambda p: int(p.stat().st_mtime),
"ctime_int": lambda p: int(p.stat().st_ctime),
"mtime_iso": lambda p: datetime.utcfromtimestamp(p.stat().st_mtime).isoformat(),
"ctime_iso": lambda p: datetime.utcfromtimestamp(p.stat().st_ctime).isoformat(),
"size": lambda p: p.stat().st_size,
"stem": lambda p: p.stem,
"suffix": lambda p: p.suffix,
}
def output_rows(iterator, headers, nl, arrays, json_cols):
# We have to iterate two-at-a-time so we can know if we
# should output a trailing comma or if we have reached
# the last row.
current_iter, next_iter = itertools.tee(iterator, 2)
next(next_iter, None)
first = True
for row, next_row in itertools.zip_longest(current_iter, next_iter):
is_last = next_row is None
data = row
if json_cols:
# Any value that is a valid JSON string should be treated as JSON
data = [maybe_json(value) for value in data]
if not arrays:
data = dict(zip(headers, data))
line = "{firstchar}{serialized}{maybecomma}{lastchar}".format(
firstchar=("[" if first else " ") if not nl else "",
serialized=json.dumps(data, default=json_binary),
maybecomma="," if (not nl and not is_last) else "",
lastchar="]" if (is_last and not nl) else "",
)
yield line
first = False
if first:
# We didn't output any rows, so yield the empty list
yield "[]"
def maybe_json(value):
if not isinstance(value, str):
return value
stripped = value.strip()
if not (stripped.startswith("{") or stripped.startswith("[")):
return value
try:
return json.loads(stripped)
except ValueError:
return value
def json_binary(value):
if isinstance(value, bytes):
return {"$base64": True, "encoded": base64.b64encode(value).decode("latin-1")}
else:
raise TypeError
def verify_is_dict(doc):
if not isinstance(doc, dict):
raise click.ClickException(
"Rows must all be dictionaries, got: {}".format(repr(doc)[:1000])
)
return doc
def _load_extensions(db, load_extension):
if load_extension:
db.conn.enable_load_extension(True)
for ext in load_extension:
if ext == "spatialite" and not os.path.exists(ext):
ext = find_spatialite()
if ":" in ext:
path, _, entrypoint = ext.partition(":")
db.conn.execute("SELECT load_extension(?, ?)", [path, entrypoint])
else:
db.conn.load_extension(ext)
def _register_functions(db, functions):
# Register any Python functions as SQL functions:
sqlite3.enable_callback_tracebacks(True)
globals = {}
try:
exec(functions, globals)
except SyntaxError as ex:
raise click.ClickException("Error in functions definition: {}".format(ex))
# Register all callables in the locals dict:
for name, value in globals.items():
if callable(value) and not name.startswith("_"):
db.register_function(value, name=name)
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