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from __future__ import annotations
import copy
import json
import pytest
from deg_cases import ARRAYS, INVOICE, NESTED, PRODUCT_LISTING, SUPPORT_TICKET
from deg.schema import ITEM, SchemaError, compile_schema, pointer
def modes(plan):
return [(f.pointer, f.mode) for f in plan.fields]
def obj(**props):
return {"type": "object", "properties": props, "required": list(props)}
def errors_of(schema):
with pytest.raises(SchemaError) as info:
compile_schema(schema)
return info.value.errors
# ----------------------------------------------------------------------------- examples
def test_support_ticket_plan():
plan = compile_schema(SUPPORT_TICKET)
assert modes(plan) == [
("/department", "decide.choice"),
("/urgent", "decide.noul"),
("/anger", "decide.score"),
("/customer_email", "extract.span"),
("/order_id", "extract.span"),
("/reply", "generate"),
]
dept, _, anger, email, order, reply = plan.fields
assert dept.options == ("billing", "technical", "sales")
assert dept.description == "Which team should handle this?"
assert anger.levels == (0, 1, 2, 3, 4)
assert (email.format, email.nullable, email.on_null) == ("email", True, "null")
assert (order.on_null, order.constraints) == ("omit", {"pattern": "^[A-Z]{2}-\\d+$"})
assert reply.constraints == {"maxLength": 400} and reply.on_null == "forbid"
assert [f.pointer for f in plan.generate_fields] == ["/reply"]
assert len(plan.parallel_fields) == 5
def test_invoice_plan_refs_oneof_and_arrays():
plan = compile_schema(INVOICE)
assert modes(plan) == [
("/invoice_number", "extract.span"),
("/issued", "extract.date"),
("/due", "extract.date"),
("/vendor/name", "extract.span"),
("/vendor/website", "extract.span"),
("/currency", "decide.choice"),
("/line_items/*/description", "extract.span"),
("/line_items/*/quantity", "extract.number"),
("/line_items/*/amount", "extract.number"),
("/total", "extract.number"),
]
currency = plan.field("/currency")
assert currency.options == ("USD", "EUR", "GBP")
assert currency.option_descriptions == ("US dollars", "Euros", None)
amount = plan.field("/line_items/*/amount")
assert amount.path == ("line_items", ITEM, "amount")
assert amount.description == "Amount in invoice currency" # from the $ref target
assert amount.constraints == {"minimum": 0}
assert plan.field("/line_items/*/quantity").on_null == "omit"
assert plan.field("/due").on_null == "null"
assert plan.field("/vendor/website").format == "uri"
(items,) = plan.arrays
assert (items.pointer, items.min_items, items.max_items) == ("/line_items", 1, 50)
assert plan.generate_fields == ()
def test_product_listing_generates_only_marked_fields():
plan = compile_schema(PRODUCT_LISTING)
assert modes(plan) == [
("/title", "extract.span"),
("/category", "decide.choice"),
("/condition", "decide.choice"),
("/price", "extract.number"), # one-sided bound: a quantity, extracted
("/rating", "extract.number"), # a number: always extracted; bounds only validate
("/in_stock", "decide.noul"),
("/description", "generate"),
("/tags/*", "generate"), # x-generate on the array applies to its string items
]
rating = plan.field("/rating")
assert rating.levels is None and rating.constraints == {"minimum": 0, "maximum": 5}
assert [f.pointer for f in plan.generate_fields] == ["/description", "/tags/*"]
assert plan.field("/tags/*").constraints == {"maxLength": 24}
assert plan.arrays[0].max_items == 5
def test_nested_objects():
plan = compile_schema(NESTED)
assert modes(plan) == [
("/patient/name", "extract.span"),
("/patient/birth", "extract.date"),
("/patient/contact/email", "extract.span"),
("/patient/contact/id", "extract.span"),
("/visit/at", "extract.date"),
("/visit/follow_up", "decide.choice"), # nullable boolean -> 3-way choice
("/visit/summary", "generate"),
]
assert plan.field("/visit/follow_up").options == (True, False, None)
assert plan.field("/visit/at").format == "date-time"
assert plan.field("/patient/contact/id").format == "uuid"
def test_arrays_per_item():
plan = compile_schema(ARRAYS)
assert modes(plan) == [
("/labels/*", "decide.choice"),
("/people/*/name", "extract.span"),
("/people/*/aliases/*", "extract.span"),
("/matrix/*/*", "extract.number"),
]
assert [a.pointer for a in plan.arrays] == [
"/labels", "/people", "/people/*/aliases", "/matrix", "/matrix/*",
]
assert plan.arrays[0].unique_items is True
def test_type_to_mode_table():
plan = compile_schema(obj(
e={"enum": [1, 2, 3]},
mixed={"enum": ["a", 1, None]},
b={"type": "boolean"},
i_small={"type": "integer", "minimum": 1, "maximum": 10},
i_step={"type": "integer", "minimum": 0, "maximum": 100, "multipleOf": 25},
i_excl={"type": "integer", "exclusiveMinimum": 0, "exclusiveMaximum": 4},
i_wide={"type": "integer", "minimum": 0, "maximum": 150},
i_open={"type": "integer"},
n_unit={"type": "number", "minimum": 0, "maximum": 1},
n_excl={"type": "number", "exclusiveMinimum": 0, "exclusiveMaximum": 1},
i_12={"type": "integer", "minimum": 0, "maximum": 11},
n_open={"type": "number"},
s={"type": "string"},
d={"type": "string", "format": "date"},
dt={"type": "string", "format": "date-time"},
u={"type": "string", "format": "uuid"},
g={"type": "string", "x-generate": True},
g_false={"type": "string", "x-generate": False},
))
got = {f.pointer: (f.mode, f.levels, f.options) for f in plan.fields}
assert got["/e"] == ("decide.choice", None, (1, 2, 3))
assert got["/mixed"] == ("decide.choice", None, ("a", 1, None))
assert got["/b"][0] == "decide.noul"
assert got["/i_small"] == ("decide.score", tuple(range(1, 11)), None)
assert got["/i_step"] == ("decide.score", (0, 25, 50, 75, 100), None)
assert got["/i_excl"] == ("decide.score", (1, 2, 3), None)
assert got["/i_wide"][0] == "extract.number"
assert got["/i_open"][0] == "extract.number"
assert got["/n_unit"][0] == "extract.number"
assert got["/n_excl"][0] == "extract.number"
assert got["/i_12"][0] == "extract.number" # 12 admissible values: extracted
assert got["/n_open"][0] == "extract.number"
assert got["/s"][0] == "extract.span"
assert got["/d"][0] == got["/dt"][0] == "extract.date"
assert got["/u"][0] == "extract.span"
assert got["/g"][0] == "generate"
assert got["/g_false"][0] == "extract.span"
assert plan.field("/mixed").nullable is True
def test_nullable_forms():
plan = compile_schema(obj(
a={"type": ["string", "null"]},
b={"anyOf": [{"type": "string"}, {"type": "null"}], "description": "B"},
c={"oneOf": [{"type": "null"}, {"type": "integer", "minimum": 0, "maximum": 3}]},
d={"anyOf": [{"enum": ["x", "y"]}, {"type": "null"}]},
e={"type": ["string", "null"], "enum": ["x", "y", None]},
))
a, b, c, d, e = plan.fields
assert a.nullable and b.nullable and b.description == "B"
assert (c.mode, c.levels, c.null_outcome) == ("decide.score", (0, 1, 2, 3), True)
assert d.options == ("x", "y", None) and d.nullable
assert e.options == ("x", "y", None)
def test_optional_fields_and_on_null():
plan = compile_schema({
"type": "object",
"properties": {"req": {"type": "string"}, "opt": {"type": "string"},
"decided": {"type": "boolean"}},
"required": ["req"],
})
assert [f.on_null for f in plan.fields] == ["forbid", "omit", "omit"]
assert [f.required for f in plan.fields] == [True, False, False]
def test_pointer_escaping():
assert pointer(("a/b", "c~d", ITEM, "*")) == "/a~1b/c~0d/*/~2"
plan = compile_schema(obj(**{"a/b": {"type": "string"}}))
assert plan.fields[0].pointer == "/a~1b"
def test_local_ref_with_annotation_override():
schema = {
"type": "object",
"definitions": {"name": {"type": "string", "description": "orig"}},
"properties": {"n": {"$ref": "#/definitions/name", "description": "override"}},
}
(field,) = compile_schema(schema).fields
assert (field.mode, field.description) == ("extract.span", "override")
# ----------------------------------------------------------------------------- errors
@pytest.mark.parametrize(
"bad",
[
{"enum": ["a", "b"], "x-generate": True},
{"type": "string", "enum": ["a", "b"], "x-generate": True},
{"type": "boolean", "x-generate": True},
{"type": "number", "x-generate": True},
{"type": "integer", "minimum": 0, "maximum": 3, "x-generate": True},
{"type": "object", "properties": {}, "x-generate": True},
{"type": "array", "items": {"type": "integer"}, "x-generate": True},
{"type": "array", "items": {"enum": ["a", "b"]}, "x-generate": True},
],
)
def test_x_generate_only_on_string(bad):
(error,) = errors_of(obj(f=bad))
assert "x-generate is allowed only on string or array of string" in error["msg"]
def test_x_generate_with_format_and_bad_value():
(error,) = errors_of(obj(f={"type": "string", "format": "email", "x-generate": True}))
assert "format" in error["msg"]
(error,) = errors_of(obj(f={"type": "string", "x-generate": "yes"}))
assert error["msg"] == "x-generate must be a boolean"
@pytest.mark.parametrize(
("bad", "keyword"),
[
({"allOf": [{"type": "string"}]}, "allOf"),
({"type": "string", "not": {"maxLength": 2}}, "not"),
({"type": "string", "if": {}, "then": {}}, "if"),
({"const": "x"}, "const"),
({"type": "object", "patternProperties": {"^a": {"type": "string"}}},
"patternProperties"),
({"type": "array", "prefixItems": [{"type": "string"}]}, "prefixItems"),
({"type": "array", "items": {"type": "string"}, "contains": {"type": "string"}},
"contains"),
({"type": "object", "properties": {}, "minProperties": 1}, "minProperties"),
({"$dynamicRef": "#x"}, "$dynamicRef"),
],
)
def test_unsupported_keywords(bad, keyword):
errors = errors_of(obj(f=bad))
assert any(f"unsupported keyword {keyword!r}" in e["msg"] for e in errors), errors
@pytest.mark.parametrize(
("bad", "fragment"),
[
({"anyOf": [{"type": "string"}, {"type": "integer"}]}, "anyOf is supported only"),
({"oneOf": [{"type": "string"}, {"type": "object"}]}, "oneOf is supported only"),
({"type": ["string", "integer"]}, "union types are not supported"),
({"$ref": "https://example.com/s.json"}, "only local $ref"),
({"$ref": "#/$defs/missing"}, "unresolvable $ref"),
({"type": "object", "additionalProperties": {"type": "string"}}, "additionalProperties"),
({"type": ["object", "null"], "properties": {}}, "nullable objects/arrays"),
({"type": "array"}, "arrays need an items schema"),
({"type": "string", "format": "hostname"}, "unsupported format"),
({"type": "string", "x-foo": 1}, "unknown extension"),
({"type": "string", "frobnicate": 1}, "unknown keyword"),
({"type": "integer", "maxLength": 3}, "does not apply to type 'integer'"),
({"enum": ["only"]}, "a single value has nothing to decide"),
({"enum": ["a", "a"]}, "duplicate enum value"),
({"type": "string", "enum": ["a", 1]}, "does not match type"),
({"type": "integer", "minimum": 3, "maximum": 3}, "single value"),
({"type": "number", "minimum": 2, "maximum": 1}, "admit no value"),
({"type": "number", "minimum": 1, "exclusiveMaximum": 1}, "admit no value"),
({"type": "string", "pattern": "("}, "invalid"),
({}, "type is required"),
],
)
def test_validation_errors(bad, fragment):
errors = errors_of(obj(f=bad))
assert any(fragment in e["msg"] for e in errors), errors
assert all(e["loc"][:3] == ["schema", "properties", "f"] for e in errors), errors
def test_draft07_tuple_items_rejected():
schema = {"$schema": "http://json-schema.org/draft-07/schema#", **obj(
f={"type": "array", "items": [{"type": "string"}]})}
(error,) = errors_of(schema)
assert "tuple arrays" in error["msg"]
def test_recursive_ref_rejected():
schema = {
"type": "object",
"$defs": {"node": {"type": "object", "properties": {"child": {"$ref": "#/$defs/node"}}}},
"properties": {"root": {"$ref": "#/$defs/node"}},
}
errors = errors_of(schema)
assert any("recursive $ref" in e["msg"] for e in errors)
def test_root_must_be_object_and_errors_are_collected():
assert "type: object" in errors_of({"type": "string"})[0]["msg"]
errors = errors_of(obj(a={"type": "boolean", "x-generate": True},
b={"allOf": [{"type": "string"}]},
c={"type": "string", "format": "ipv4"}))
assert sorted(e["loc"][2] for e in errors) == ["a", "b", "c"]
with pytest.raises(SchemaError):
compile_schema("not a schema")
with pytest.raises(SchemaError):
compile_schema({"type": "object", "properties": {"a": {"type": 5}}}) # invalid JSON Schema
def test_required_must_name_properties():
errors = errors_of({"type": "object", "properties": {}, "required": ["ghost"]})
assert "not in properties" in errors[0]["msg"]
# ----------------------------------------------------------------------------- stability
def test_plan_is_deterministic_and_does_not_mutate_schema():
for schema in (SUPPORT_TICKET, INVOICE, PRODUCT_LISTING, NESTED, ARRAYS):
before = copy.deepcopy(schema)
a, b = compile_schema(schema), compile_schema(copy.deepcopy(schema))
assert a.to_dict() == b.to_dict()
assert json.dumps(a.to_dict(), sort_keys=True) == json.dumps(b.to_dict(), sort_keys=True)
assert schema == before
def _reordered(schema, order):
out = copy.deepcopy(schema)
out["properties"] = {k: schema["properties"][k] for k in order}
return out
def test_parallel_fields_are_order_independent():
shuffled = _reordered(SUPPORT_TICKET, ["reply", "order_id", "anger", "urgent",
"customer_email", "department"])
a, b = compile_schema(SUPPORT_TICKET), compile_schema(shuffled)
fa = {f.pointer: f.fingerprint for f in a.fields}
fb = {f.pointer: f.fingerprint for f in b.fields}
assert fa == fb
assert a.fingerprint == b.fingerprint # one generate field: order of the rest is moot
def test_generate_order_is_meaningful():
schema = obj(
kind={"enum": ["a", "b"]},
first={"type": "string", "x-generate": True},
second={"type": "string", "x-generate": True},
)
swapped = _reordered(schema, ["second", "kind", "first"])
a, b = compile_schema(schema), compile_schema(swapped)
assert [f.pointer for f in a.generate_fields] == ["/first", "/second"]
assert [f.pointer for f in b.generate_fields] == ["/second", "/first"]
assert a.fingerprint != b.fingerprint
moved_parallel = _reordered(schema, ["first", "kind", "second"])
assert compile_schema(moved_parallel).fingerprint == a.fingerprint
def test_field_fingerprint_independent_of_composition():
"""A leaf's spec is the same alone, next to other fields, or merged into a bigger schema."""
alone = compile_schema(obj(department=SUPPORT_TICKET["properties"]["department"]))
merged = compile_schema(obj(
department=SUPPORT_TICKET["properties"]["department"],
**{k: v for k, v in PRODUCT_LISTING["properties"].items()},
))
assert alone.fields[0].fingerprint == merged.field("/department").fingerprint
product = compile_schema(PRODUCT_LISTING)
for f in product.parallel_fields:
g = merged.field(f.pointer)
# required flags match because obj() requires everything, as PRODUCT_LISTING does
assert g.fingerprint == f.fingerprint
def test_x_levels_and_x_max_tokens_extensions():
ok = compile_schema({"type": "object", "properties": {
"s": {"type": "integer", "minimum": 1, "maximum": 3, "x-levels": {"1": "low", "3": "high"}},
"g": {"type": "string", "x-generate": True, "x-max-tokens": 12},
"tags": {"type": "array", "x-generate": True, "x-max-tokens": 5,
"items": {"type": "string"}}}})
by = {f.pointer: f for f in ok.fields}
assert by["/s"].level_labels == ("low", None, "high")
assert by["/g"].max_new_tokens == 12 and by["/tags/*"].max_new_tokens == 5
bad = [
{"type": "string", "x-max-tokens": 4}, # not x-generate
{"type": "string", "x-generate": True, "x-max-tokens": 0},
{"type": "string", "x-levels": {"1": "a"}}, # not a score field
{"type": "integer", "minimum": 0, "maximum": 2, "x-levels": {"5": "a"}},
{"type": "integer", "minimum": 0, "maximum": 2, "x-levels": {"1": ""}},
{"type": "string", "x-other": 1},
]
for sub in bad:
with pytest.raises(SchemaError):
compile_schema({"type": "object", "properties": {"f": sub}})
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