Upload parsing_utils.py with huggingface_hub
Browse files- parsing_utils.py +231 -0
parsing_utils.py
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| 1 |
+
# An artifact is fetched from the catalog through the name by which it was added to that catalog.
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| 2 |
+
# When first instantiated as an object (of class Artifact, or an extension thereof), values are set to the artifact's
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| 3 |
+
# class arguments.
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| 4 |
+
# When added to the catalog, the type (name of immediate class) along with the values of its arguments, are specified
|
| 5 |
+
# in the catalog record (json file) of that artifact, associated with the name given to that record upon adding to
|
| 6 |
+
# the catalog.
|
| 7 |
+
# When the artifact is later fetched from the catalog by that name, the values of its arguments are fetched as well,
|
| 8 |
+
# and used to instantiate the artifact into the object it was when added to the catalog.
|
| 9 |
+
#
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| 10 |
+
# An addendum to this fetching process is a specification of alternative values to replace, upon fetching, (some of)
|
| 11 |
+
# the fetched values of the artifact's arguments, and to use the thus updated values for the instantiation following
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| 12 |
+
# this fetching.
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| 13 |
+
#
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| 14 |
+
# The alternative arguments values, aka overwrites, are expressed as a string-ed series of key-value pairs, enclosed
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| 15 |
+
# in square brackets, appended to the name of the artifact name.
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| 16 |
+
#
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| 17 |
+
# Overall, the formal definition of a query string, by which an artifact is fetched and instantiated, is as follows:
|
| 18 |
+
#
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| 19 |
+
# query -> name | name [overwrites]
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| 20 |
+
# overwrites -> assignment (, assignment)*
|
| 21 |
+
# assignment -> name = term
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| 22 |
+
# term -> [ term (, term)* ] | { assignment (, assignment)* } | name_value | query
|
| 23 |
+
#
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| 24 |
+
# name_value starting at a given point in the query string is the longest substring of the query string,
|
| 25 |
+
# that starts at that point, and ends upon reaching the end of the query string, or one of these chars: [],:{}=
|
| 26 |
+
# spaces are allowed.
|
| 27 |
+
# name is a name_value that is not evaluated to an int, or float, or boolean.
|
| 28 |
+
#
|
| 29 |
+
# The following code processes a given query string, verifies that it conforms with the above format syntax, throwing
|
| 30 |
+
# exceptions otherwise, and returns a pair of: (a) artifact name in the catalog, and (b) a (potentially empty)
|
| 31 |
+
# dictionary whose keys are names of (some of) the class arguments of the artifact, associated with the alternative
|
| 32 |
+
# values to set to these arguments, upon the instantiation of the artifact as a response to this query.
|
| 33 |
+
#
|
| 34 |
+
# Note: the code does not verify that a name of an artifact's argument is indeed a name of an argument of that
|
| 35 |
+
# artifact. The instantiation process that follows the parsing will verify that.
|
| 36 |
+
# Also, if an alternative value of an argument is specified, in turn, as a query with overwrites, the conforming
|
| 37 |
+
# of that query with the above syntax is done when processing the major query of the artifact, but the parsing of the
|
| 38 |
+
# overwrites (in the argument's query) is delayed to the stage when the recursive instantiation of the major artifact
|
| 39 |
+
# reaches the instantiation of that argument.
|
| 40 |
+
#
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| 41 |
+
#
|
| 42 |
+
from typing import Any, Tuple
|
| 43 |
+
|
| 44 |
+
|
| 45 |
+
def consume_name_val(instring: str) -> Tuple[Any, str]:
|
| 46 |
+
name_val = ""
|
| 47 |
+
for char in instring:
|
| 48 |
+
if char in "[],:{}=":
|
| 49 |
+
break
|
| 50 |
+
name_val += char
|
| 51 |
+
instring = instring[len(name_val) :].strip()
|
| 52 |
+
name_val = name_val.strip()
|
| 53 |
+
|
| 54 |
+
if name_val == "True":
|
| 55 |
+
return (True, instring)
|
| 56 |
+
if name_val == "False":
|
| 57 |
+
return (False, instring)
|
| 58 |
+
|
| 59 |
+
sign = 1
|
| 60 |
+
if name_val.startswith("-"):
|
| 61 |
+
sign = -1
|
| 62 |
+
name_val = name_val[1:]
|
| 63 |
+
if name_val.isdigit():
|
| 64 |
+
return (sign * int(name_val), instring)
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| 65 |
+
if name_val.replace(".", "", 1).isdigit() and name_val.count(".") < 2:
|
| 66 |
+
return (sign * float(name_val), instring)
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| 67 |
+
|
| 68 |
+
if sign == -1:
|
| 69 |
+
name_val = "-" + name_val
|
| 70 |
+
return (name_val, instring)
|
| 71 |
+
|
| 72 |
+
|
| 73 |
+
def consume_name(instring: str) -> Tuple[Any, str]:
|
| 74 |
+
orig_instring = instring
|
| 75 |
+
(name_val, instring) = consume_name_val(instring)
|
| 76 |
+
if (
|
| 77 |
+
name_val is None
|
| 78 |
+
or isinstance(name_val, (int, float, bool))
|
| 79 |
+
or len(name_val) == 0
|
| 80 |
+
):
|
| 81 |
+
raise ValueError(f"malformed name at the beginning of: {orig_instring}")
|
| 82 |
+
return (name_val, instring)
|
| 83 |
+
|
| 84 |
+
|
| 85 |
+
# flake8: noqa: C901
|
| 86 |
+
def consume_term(instring: str) -> Tuple[Any, str]:
|
| 87 |
+
orig_instring = instring
|
| 88 |
+
if instring.startswith("["):
|
| 89 |
+
toret = []
|
| 90 |
+
instring = instring[1:].strip()
|
| 91 |
+
(term, instring) = consume_term(instring)
|
| 92 |
+
toret.append(term)
|
| 93 |
+
while instring.startswith(","):
|
| 94 |
+
(term, instring) = consume_term(instring[1:].strip())
|
| 95 |
+
toret.append(term)
|
| 96 |
+
if not instring.startswith("]"):
|
| 97 |
+
raise ValueError(f"malformed list in: {orig_instring}")
|
| 98 |
+
instring = instring[1:].strip()
|
| 99 |
+
return (toret, instring)
|
| 100 |
+
|
| 101 |
+
if instring.startswith("{"):
|
| 102 |
+
instring = instring[1:].strip()
|
| 103 |
+
(items, instring) = consume_overwrites(instring, "}")
|
| 104 |
+
if not instring.startswith("}"):
|
| 105 |
+
raise ValueError(f"malformed dict in: {orig_instring}")
|
| 106 |
+
instring = instring[1:].strip()
|
| 107 |
+
return (items, instring)
|
| 108 |
+
|
| 109 |
+
(name_val, instring) = consume_name_val(instring)
|
| 110 |
+
instring = instring.strip()
|
| 111 |
+
if not (
|
| 112 |
+
name_val is None
|
| 113 |
+
or isinstance(name_val, (int, float, bool))
|
| 114 |
+
or len(name_val) == 0
|
| 115 |
+
) and instring.startswith("["):
|
| 116 |
+
# term is a query with args
|
| 117 |
+
(overwrites, instring) = consume_overwrites(instring[1:].strip(), "]")
|
| 118 |
+
instring = instring.strip()
|
| 119 |
+
if not instring.startswith("]"):
|
| 120 |
+
raise ValueError(f"malformed query as a term in: {orig_instring}")
|
| 121 |
+
instring = instring[1:].strip()
|
| 122 |
+
toret = orig_instring[: len(orig_instring) - len(instring)]
|
| 123 |
+
# argument's alternative value specified by query with overwrites.
|
| 124 |
+
# the parsing of that query is delayed, to be synchronizes with the recursive loading
|
| 125 |
+
# of the artifact from the catalog
|
| 126 |
+
return (toret, instring)
|
| 127 |
+
|
| 128 |
+
return (name_val, instring)
|
| 129 |
+
|
| 130 |
+
|
| 131 |
+
def consume_assignment(instring: str) -> Tuple[Any, str]:
|
| 132 |
+
orig_instring = instring
|
| 133 |
+
(name, instring) = consume_name(instring)
|
| 134 |
+
|
| 135 |
+
if not instring.startswith("="):
|
| 136 |
+
raise ValueError(f"malformed assignment in: {orig_instring}")
|
| 137 |
+
(term, instring) = consume_term(instring[1:].strip())
|
| 138 |
+
if (term is None) or not (isinstance(term, (int, float, bool)) or len(term) > 0):
|
| 139 |
+
raise ValueError(f"malformed assigned value in: {orig_instring}")
|
| 140 |
+
return ({name: term}, instring)
|
| 141 |
+
|
| 142 |
+
|
| 143 |
+
def consume_overwrites(instring: str, valid_follower: str) -> Tuple[Any, str]:
|
| 144 |
+
if instring.startswith(valid_follower):
|
| 145 |
+
return ({}, instring)
|
| 146 |
+
(toret, instring) = consume_assignment(instring.strip())
|
| 147 |
+
while instring.startswith(","):
|
| 148 |
+
instring = instring[1:].strip()
|
| 149 |
+
(assignment, instring) = consume_assignment(instring.strip())
|
| 150 |
+
toret = {**toret, **assignment}
|
| 151 |
+
return (toret, instring)
|
| 152 |
+
|
| 153 |
+
|
| 154 |
+
def consume_query(instring: str) -> Tuple[Tuple[str, any], str]:
|
| 155 |
+
orig_instring = instring
|
| 156 |
+
(name, instring) = consume_name(instring)
|
| 157 |
+
instring = instring.strip()
|
| 158 |
+
if len(instring) == 0 or not instring.startswith("["):
|
| 159 |
+
return ((name, None), instring)
|
| 160 |
+
|
| 161 |
+
(overwrites, instring) = consume_overwrites(instring[1:], "]")
|
| 162 |
+
instring = instring.strip()
|
| 163 |
+
if len(instring) == 0 or not instring.startswith("]"):
|
| 164 |
+
raise ValueError(
|
| 165 |
+
f"malformed end of query: overwrites not closed by ] in: {orig_instring}"
|
| 166 |
+
)
|
| 167 |
+
return ((name, overwrites), instring[1:].strip())
|
| 168 |
+
|
| 169 |
+
|
| 170 |
+
def parse_key_equals_value_string_to_dict(args: str) -> dict:
|
| 171 |
+
"""Parses a query string of the form 'key1=value1,key2=value2,...' into a dictionary.
|
| 172 |
+
|
| 173 |
+
The function converts numeric values into integers or floats as appropriate, and raises an
|
| 174 |
+
exception if the query string is malformed or does not conform to the expected format.
|
| 175 |
+
|
| 176 |
+
:param query: The query string to be parsed.
|
| 177 |
+
:return: A dictionary with keys and values extracted from the query string, with spaces stripped from keys.
|
| 178 |
+
"""
|
| 179 |
+
instring = args.strip()
|
| 180 |
+
if len(instring) == 0:
|
| 181 |
+
return {}
|
| 182 |
+
args_dict, instring = consume_overwrites(instring, " ")
|
| 183 |
+
if len(instring.strip()) > 0:
|
| 184 |
+
raise ValueError(f"Illegal key-values structure in {args}")
|
| 185 |
+
return args_dict
|
| 186 |
+
|
| 187 |
+
|
| 188 |
+
def separate_inside_and_outside_square_brackets(s: str) -> Tuple[str, any]:
|
| 189 |
+
"""Separates the content inside and outside the first level of square brackets in a string.
|
| 190 |
+
|
| 191 |
+
Allows text before the first bracket and nested brackets within the first level. Raises a ValueError for:
|
| 192 |
+
- Text following the closing bracket of the first bracket pair
|
| 193 |
+
- Unmatched brackets
|
| 194 |
+
- Multiple bracket pairs at the same level
|
| 195 |
+
|
| 196 |
+
:param s: The input string to be parsed.
|
| 197 |
+
:return: A tuple (outside, inside) where 'outside' is the content outside the first level of square brackets,
|
| 198 |
+
and 'inside' is the content inside the first level of square brackets. If there are no brackets,
|
| 199 |
+
'inside' will be None.
|
| 200 |
+
"""
|
| 201 |
+
start = s.find("[")
|
| 202 |
+
end = s.rfind("]")
|
| 203 |
+
|
| 204 |
+
# Handle no brackets
|
| 205 |
+
if start == -1 and end == -1:
|
| 206 |
+
return s, None
|
| 207 |
+
|
| 208 |
+
# Validate brackets
|
| 209 |
+
if start == -1 or end == -1 or start > end:
|
| 210 |
+
raise ValueError("Illegal structure: unmatched square brackets.")
|
| 211 |
+
|
| 212 |
+
after = s[end + 1 :]
|
| 213 |
+
|
| 214 |
+
# Check for text after the closing bracket
|
| 215 |
+
if len(after.strip()) != 0:
|
| 216 |
+
raise ValueError(
|
| 217 |
+
"Illegal structure: text follows after the closing square bracket."
|
| 218 |
+
)
|
| 219 |
+
|
| 220 |
+
instring = s.strip()
|
| 221 |
+
orig_instring = instring
|
| 222 |
+
if "[" not in instring:
|
| 223 |
+
# no alternative values to artifact: consider the whole input string as an artifact name
|
| 224 |
+
return (instring, None)
|
| 225 |
+
# parse to identify artifact name and alternative values to artifact's arguments
|
| 226 |
+
(query, instring) = consume_query(instring)
|
| 227 |
+
if len(instring) > 0:
|
| 228 |
+
raise ValueError(
|
| 229 |
+
f"malformed end of query: excessive text following the ] that closes the overwrites in: {orig_instring}"
|
| 230 |
+
)
|
| 231 |
+
return query
|