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neon/test_runner/regress/test_tenant_size.py
Joonas Koivunen d9dcbffac3 python: allow using allowed_errors.py (#7719)
See #7718. Fix it by renaming all `types.py` to `common_types.py`.

Additionally, add an advert for using `allowed_errors.py` to test any
added regex.
2024-05-13 15:16:23 +03:00

713 lines
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Python

import os
from concurrent.futures import ThreadPoolExecutor
from pathlib import Path
from typing import List, Tuple
import pytest
from fixtures.common_types import Lsn, TenantId, TimelineId
from fixtures.log_helper import log
from fixtures.neon_fixtures import (
Endpoint,
NeonEnv,
NeonEnvBuilder,
wait_for_last_flush_lsn,
wait_for_wal_insert_lsn,
)
from fixtures.pageserver.http import PageserverApiException, PageserverHttpClient
from fixtures.pageserver.utils import (
tenant_delete_wait_completed,
timeline_delete_wait_completed,
wait_until_tenant_active,
)
from fixtures.pg_version import PgVersion
from fixtures.utils import wait_until
def test_empty_tenant_size(neon_env_builder: NeonEnvBuilder):
env = neon_env_builder.init_configs()
env.start()
(tenant_id, _) = env.neon_cli.create_tenant()
http_client = env.pageserver.http_client()
initial_size = http_client.tenant_size(tenant_id)
# we should never have zero, because there should be the initdb "changes"
assert initial_size > 0, "initial implementation returns ~initdb tenant_size"
main_branch_name = "main"
branch_name, main_timeline_id = env.neon_cli.list_timelines(tenant_id)[0]
assert branch_name == main_branch_name
endpoint = env.endpoints.create_start(
main_branch_name,
tenant_id=tenant_id,
config_lines=["autovacuum=off", "checkpoint_timeout=10min"],
)
with endpoint.cursor() as cur:
cur.execute("SELECT 1")
row = cur.fetchone()
assert row is not None
assert row[0] == 1
# The transaction above will make the compute generate a checkpoint.
# In turn, the pageserver persists the checkpoint. This should only be
# one key with a size of a couple hundred bytes.
wait_for_last_flush_lsn(env, endpoint, tenant_id, main_timeline_id)
size = http_client.tenant_size(tenant_id)
assert size >= initial_size and size - initial_size < 1024
def test_branched_empty_timeline_size(neon_simple_env: NeonEnv, test_output_dir: Path):
"""
Issue found in production. Because the ancestor branch was under
gc_horizon, the branchpoint was "dangling" and the computation could not be
done.
Assuming gc_horizon = 50
root: I 0---10------>20
branch: |-------------------I---------->150
gc_horizon
"""
env = neon_simple_env
(tenant_id, _) = env.neon_cli.create_tenant()
http_client = env.pageserver.http_client()
initial_size = http_client.tenant_size(tenant_id)
first_branch_timeline_id = env.neon_cli.create_branch("first-branch", tenant_id=tenant_id)
with env.endpoints.create_start("first-branch", tenant_id=tenant_id) as endpoint:
with endpoint.cursor() as cur:
cur.execute(
"CREATE TABLE t0 AS SELECT i::bigint n FROM generate_series(0, 1000000) s(i)"
)
wait_for_last_flush_lsn(env, endpoint, tenant_id, first_branch_timeline_id)
size_after_branching = http_client.tenant_size(tenant_id)
log.info(f"size_after_branching: {size_after_branching}")
assert size_after_branching > initial_size
size_debug_file = open(test_output_dir / "size_debug.html", "w")
size_debug = http_client.tenant_size_debug(tenant_id)
size_debug_file.write(size_debug)
def test_branched_from_many_empty_parents_size(neon_simple_env: NeonEnv, test_output_dir: Path):
"""
More general version of test_branched_empty_timeline_size
Assuming gc_horizon = 50
root: I 0------10
first: I 10
nth_0: I 10
nth_1: I 10
nth_n: 10------------I--------100
"""
env = neon_simple_env
(tenant_id, _) = env.neon_cli.create_tenant()
http_client = env.pageserver.http_client()
initial_size = http_client.tenant_size(tenant_id)
first_branch_name = "first"
env.neon_cli.create_branch(first_branch_name, tenant_id=tenant_id)
size_after_branching = http_client.tenant_size(tenant_id)
# this might be flaky like test_get_tenant_size_with_multiple_branches
# https://github.com/neondatabase/neon/issues/2962
assert size_after_branching == initial_size
last_branch_name = first_branch_name
last_branch = None
for i in range(0, 4):
latest_branch_name = f"nth_{i}"
last_branch = env.neon_cli.create_branch(
latest_branch_name, ancestor_branch_name=last_branch_name, tenant_id=tenant_id
)
last_branch_name = latest_branch_name
size_after_branching = http_client.tenant_size(tenant_id)
assert size_after_branching == initial_size
assert last_branch is not None
with env.endpoints.create_start(last_branch_name, tenant_id=tenant_id) as endpoint:
with endpoint.cursor() as cur:
cur.execute(
"CREATE TABLE t0 AS SELECT i::bigint n FROM generate_series(0, 1000000) s(i)"
)
wait_for_last_flush_lsn(env, endpoint, tenant_id, last_branch)
size_after_writes = http_client.tenant_size(tenant_id)
assert size_after_writes > initial_size
size_debug_file = open(test_output_dir / "size_debug.html", "w")
size_debug = http_client.tenant_size_debug(tenant_id)
size_debug_file.write(size_debug)
def test_branch_point_within_horizon(neon_simple_env: NeonEnv, test_output_dir: Path):
"""
gc_horizon = 15
main: 0--I-10------>20
branch: |-------------------I---------->150
gc_horizon
"""
env = neon_simple_env
gc_horizon = 20_000
(tenant_id, main_id) = env.neon_cli.create_tenant(conf={"gc_horizon": str(gc_horizon)})
http_client = env.pageserver.http_client()
with env.endpoints.create_start("main", tenant_id=tenant_id) as endpoint:
initdb_lsn = wait_for_last_flush_lsn(env, endpoint, tenant_id, main_id)
with endpoint.cursor() as cur:
cur.execute("CREATE TABLE t0 AS SELECT i::bigint n FROM generate_series(0, 1000) s(i)")
flushed_lsn = wait_for_last_flush_lsn(env, endpoint, tenant_id, main_id)
size_before_branching = http_client.tenant_size(tenant_id)
assert flushed_lsn.lsn_int - gc_horizon > initdb_lsn.lsn_int
branch_id = env.neon_cli.create_branch(
"branch", tenant_id=tenant_id, ancestor_start_lsn=flushed_lsn
)
with env.endpoints.create_start("branch", tenant_id=tenant_id) as endpoint:
with endpoint.cursor() as cur:
cur.execute("CREATE TABLE t1 AS SELECT i::bigint n FROM generate_series(0, 1000) s(i)")
wait_for_last_flush_lsn(env, endpoint, tenant_id, branch_id)
size_after = http_client.tenant_size(tenant_id)
assert size_before_branching < size_after
size_debug_file = open(test_output_dir / "size_debug.html", "w")
size_debug = http_client.tenant_size_debug(tenant_id)
size_debug_file.write(size_debug)
def test_parent_within_horizon(neon_simple_env: NeonEnv, test_output_dir: Path):
"""
gc_horizon = 5
main: 0----10----I->20
branch: |-------------------I---------->150
gc_horizon
"""
env = neon_simple_env
gc_horizon = 5_000
(tenant_id, main_id) = env.neon_cli.create_tenant(conf={"gc_horizon": str(gc_horizon)})
http_client = env.pageserver.http_client()
with env.endpoints.create_start("main", tenant_id=tenant_id) as endpoint:
initdb_lsn = wait_for_last_flush_lsn(env, endpoint, tenant_id, main_id)
with endpoint.cursor() as cur:
cur.execute("CREATE TABLE t0 AS SELECT i::bigint n FROM generate_series(0, 1000) s(i)")
flushed_lsn = wait_for_last_flush_lsn(env, endpoint, tenant_id, main_id)
with endpoint.cursor() as cur:
cur.execute("CREATE TABLE t00 AS SELECT i::bigint n FROM generate_series(0, 2000) s(i)")
wait_for_last_flush_lsn(env, endpoint, tenant_id, main_id)
size_before_branching = http_client.tenant_size(tenant_id)
assert flushed_lsn.lsn_int - gc_horizon > initdb_lsn.lsn_int
branch_id = env.neon_cli.create_branch(
"branch", tenant_id=tenant_id, ancestor_start_lsn=flushed_lsn
)
with env.endpoints.create_start("branch", tenant_id=tenant_id) as endpoint:
with endpoint.cursor() as cur:
cur.execute("CREATE TABLE t1 AS SELECT i::bigint n FROM generate_series(0, 10000) s(i)")
wait_for_last_flush_lsn(env, endpoint, tenant_id, branch_id)
size_after = http_client.tenant_size(tenant_id)
assert size_before_branching < size_after
size_debug_file = open(test_output_dir / "size_debug.html", "w")
size_debug = http_client.tenant_size_debug(tenant_id)
size_debug_file.write(size_debug)
def test_only_heads_within_horizon(neon_simple_env: NeonEnv, test_output_dir: Path):
"""
gc_horizon = small
main: 0--------10-----I>20
first: |-----------------------------I>150
second: |---------I>30
"""
env = neon_simple_env
(tenant_id, main_id) = env.neon_cli.create_tenant(conf={"gc_horizon": "1024"})
http_client = env.pageserver.http_client()
initial_size = http_client.tenant_size(tenant_id)
first_id = env.neon_cli.create_branch("first", tenant_id=tenant_id)
second_id = env.neon_cli.create_branch("second", tenant_id=tenant_id)
ids = {"main": main_id, "first": first_id, "second": second_id}
latest_size = None
# gc is not expected to change the results
for branch_name, amount in [("main", 2000), ("first", 15000), ("second", 3000)]:
with env.endpoints.create_start(branch_name, tenant_id=tenant_id) as endpoint:
with endpoint.cursor() as cur:
cur.execute(
f"CREATE TABLE t0 AS SELECT i::bigint n FROM generate_series(0, {amount}) s(i)"
)
wait_for_last_flush_lsn(env, endpoint, tenant_id, ids[branch_name])
size_now = http_client.tenant_size(tenant_id)
if latest_size is not None:
assert size_now > latest_size
else:
assert size_now > initial_size
latest_size = size_now
size_debug_file = open(test_output_dir / "size_debug.html", "w")
size_debug = http_client.tenant_size_debug(tenant_id)
size_debug_file.write(size_debug)
@pytest.mark.skipif(os.environ.get("BUILD_TYPE") == "debug", reason="only run with release build")
def test_single_branch_get_tenant_size_grows(
neon_env_builder: NeonEnvBuilder, test_output_dir: Path, pg_version: PgVersion
):
"""
Operate on single branch reading the tenants size after each transaction.
"""
# Disable automatic compaction and GC, and set a long PITR interval: we will expect
# size to always increase with writes as all writes remain within the PITR
tenant_config = {
"compaction_period": "0s",
"gc_period": "0s",
"pitr_interval": "3600s",
}
env = neon_env_builder.init_start(initial_tenant_conf=tenant_config)
tenant_id = env.initial_tenant
branch_name, timeline_id = env.neon_cli.list_timelines(tenant_id)[0]
http_client = env.pageserver.http_client()
collected_responses: List[Tuple[str, Lsn, int]] = []
size_debug_file = open(test_output_dir / "size_debug.html", "w")
def get_current_consistent_size(
env: NeonEnv,
endpoint: Endpoint,
size_debug_file, # apparently there is no public signature for open()...
http_client: PageserverHttpClient,
tenant_id: TenantId,
timeline_id: TimelineId,
) -> Tuple[Lsn, int]:
consistent = False
size_debug = None
current_lsn = wait_for_wal_insert_lsn(env, endpoint, tenant_id, timeline_id)
# We want to make sure we have a self-consistent set of values.
# Size changes with WAL, so only if both before and after getting
# the size of the tenant reports the same WAL insert LSN, we're OK
# to use that (size, LSN) combination.
# Note that 'wait_for_wal_flush_lsn' is not accurate enough: There
# can be more wal after the flush LSN that can arrive on the
# pageserver before we're requesting the page size.
# Anyway, in general this is only one iteration, so in general
# this is fine.
while not consistent:
size, sizes = http_client.tenant_size_and_modelinputs(tenant_id)
size_debug = http_client.tenant_size_debug(tenant_id)
after_lsn = wait_for_wal_insert_lsn(env, endpoint, tenant_id, timeline_id)
consistent = current_lsn == after_lsn
current_lsn = after_lsn
size_debug_file.write(size_debug)
assert size > 0
log.info(f"size: {size} at lsn {current_lsn}")
return (current_lsn, size)
with env.endpoints.create_start(
branch_name,
tenant_id=tenant_id,
### autovacuum is disabled to limit WAL logging.
config_lines=["autovacuum=off"],
) as endpoint:
(initdb_lsn, size) = get_current_consistent_size(
env, endpoint, size_debug_file, http_client, tenant_id, timeline_id
)
collected_responses.append(("INITDB", initdb_lsn, size))
with endpoint.cursor() as cur:
cur.execute("CREATE TABLE t0 (i BIGINT NOT NULL) WITH (fillfactor = 40)")
(current_lsn, size) = get_current_consistent_size(
env, endpoint, size_debug_file, http_client, tenant_id, timeline_id
)
collected_responses.append(("CREATE", current_lsn, size))
batch_size = 100
for i in range(3):
with endpoint.cursor() as cur:
cur.execute(
f"INSERT INTO t0(i) SELECT i FROM generate_series({batch_size} * %s, ({batch_size} * (%s + 1)) - 1) s(i)",
(i, i),
)
i += 1
(current_lsn, size) = get_current_consistent_size(
env, endpoint, size_debug_file, http_client, tenant_id, timeline_id
)
prev_size = collected_responses[-1][2]
assert size > prev_size
collected_responses.append(("INSERT", current_lsn, size))
while True:
with endpoint.cursor() as cur:
cur.execute(
f"UPDATE t0 SET i = -i WHERE i IN (SELECT i FROM t0 WHERE i > 0 LIMIT {batch_size})"
)
updated = cur.rowcount
if updated == 0:
break
(current_lsn, size) = get_current_consistent_size(
env, endpoint, size_debug_file, http_client, tenant_id, timeline_id
)
prev_size = collected_responses[-1][2]
assert size > prev_size
collected_responses.append(("UPDATE", current_lsn, size))
while True:
with endpoint.cursor() as cur:
cur.execute(f"DELETE FROM t0 WHERE i IN (SELECT i FROM t0 LIMIT {batch_size})")
deleted = cur.rowcount
if deleted == 0:
break
(current_lsn, size) = get_current_consistent_size(
env, endpoint, size_debug_file, http_client, tenant_id, timeline_id
)
prev_size = collected_responses[-1][2]
assert size > prev_size
collected_responses.append(("DELETE", current_lsn, size))
size_before_drop = get_current_consistent_size(
env, endpoint, size_debug_file, http_client, tenant_id, timeline_id
)[1]
with endpoint.cursor() as cur:
cur.execute("DROP TABLE t0")
# Dropping the table doesn't reclaim any space
# from the user's point of view, because the DROP transaction is still
# within pitr_interval.
(current_lsn, size) = get_current_consistent_size(
env, endpoint, size_debug_file, http_client, tenant_id, timeline_id
)
assert size >= prev_size
prev_size = size
# Set a zero PITR interval to allow the DROP to impact the synthetic size
# Because synthetic size calculation uses pitr interval when available,
# when our tenant is configured with a tiny pitr interval, dropping a table should
# cause synthetic size to go down immediately
tenant_config["pitr_interval"] = "0s"
env.pageserver.http_client().set_tenant_config(tenant_id, tenant_config)
(current_lsn, size) = get_current_consistent_size(
env, endpoint, size_debug_file, http_client, tenant_id, timeline_id
)
assert size < size_before_drop
# The size of the tenant should still be as large as before we dropped
# the table, because the drop operation can still be undone in the PITR
# defined by gc_horizon.
collected_responses.append(("DROP", current_lsn, size))
# this isn't too many lines to forget for a while. observed while
# developing these tests that locally the value is a bit more than what we
# get in the ci.
for phase, lsn, size in collected_responses:
log.info(f"collected: {phase}, {lsn}, {size}")
env.pageserver.stop()
env.pageserver.start()
wait_until_tenant_active(http_client, tenant_id)
size_after = http_client.tenant_size(tenant_id)
size_debug = http_client.tenant_size_debug(tenant_id)
size_debug_file.write(size_debug)
size_debug_file.close()
prev = collected_responses[-1][2]
assert size_after == prev, "size after restarting pageserver should not have changed"
def assert_size_approx_equal(size_a, size_b):
"""
Tests that evaluate sizes are checking the pageserver space consumption
that sits many layers below the user input. The exact space needed
varies slightly depending on postgres behavior.
Rather than expecting postgres to be determinstic and occasionally
failing the test, we permit sizes for the same data to vary by a few pages.
"""
# Determined empirically from examples of equality failures: they differ
# by page multiples of 8272, and usually by 1-3 pages. Tolerate 4 to avoid
# failing on outliers from that observed range.
threshold = 4 * 8272
assert size_a == pytest.approx(size_b, abs=threshold)
def test_get_tenant_size_with_multiple_branches(
neon_env_builder: NeonEnvBuilder, test_output_dir: Path
):
"""
Reported size goes up while branches or rows are being added, goes down after removing branches.
"""
gc_horizon = 128 * 1024
neon_env_builder.pageserver_config_override = f"tenant_config={{compaction_period='0s', gc_period='0s', pitr_interval='0sec', gc_horizon={gc_horizon}}}"
env = neon_env_builder.init_start()
# FIXME: we have a race condition between GC and delete timeline. GC might fail with this
# error. Similar to https://github.com/neondatabase/neon/issues/2671
env.pageserver.allowed_errors.append(".*InternalServerError\\(No such file or directory.*")
tenant_id = env.initial_tenant
main_branch_name, main_timeline_id = env.neon_cli.list_timelines(tenant_id)[0]
http_client = env.pageserver.http_client()
main_endpoint = env.endpoints.create_start(main_branch_name, tenant_id=tenant_id)
batch_size = 10000
with main_endpoint.cursor() as cur:
cur.execute(
f"CREATE TABLE t0 AS SELECT i::bigint n FROM generate_series(0, {batch_size}) s(i)"
)
wait_for_last_flush_lsn(env, main_endpoint, tenant_id, main_timeline_id)
size_at_branch = http_client.tenant_size(tenant_id)
assert size_at_branch > 0
first_branch_timeline_id = env.neon_cli.create_branch(
"first-branch", main_branch_name, tenant_id
)
size_after_first_branch = http_client.tenant_size(tenant_id)
assert_size_approx_equal(size_after_first_branch, size_at_branch)
first_branch_endpoint = env.endpoints.create_start("first-branch", tenant_id=tenant_id)
with first_branch_endpoint.cursor() as cur:
cur.execute(
f"CREATE TABLE t1 AS SELECT i::bigint n FROM generate_series(0, {batch_size}) s(i)"
)
wait_for_last_flush_lsn(env, first_branch_endpoint, tenant_id, first_branch_timeline_id)
size_after_growing_first_branch = http_client.tenant_size(tenant_id)
assert size_after_growing_first_branch > size_after_first_branch
with main_endpoint.cursor() as cur:
cur.execute(
f"CREATE TABLE t1 AS SELECT i::bigint n FROM generate_series(0, 2*{batch_size}) s(i)"
)
wait_for_last_flush_lsn(env, main_endpoint, tenant_id, main_timeline_id)
size_after_continuing_on_main = http_client.tenant_size(tenant_id)
assert size_after_continuing_on_main > size_after_growing_first_branch
second_branch_timeline_id = env.neon_cli.create_branch(
"second-branch", main_branch_name, tenant_id
)
size_after_second_branch = http_client.tenant_size(tenant_id)
assert_size_approx_equal(size_after_second_branch, size_after_continuing_on_main)
second_branch_endpoint = env.endpoints.create_start("second-branch", tenant_id=tenant_id)
with second_branch_endpoint.cursor() as cur:
cur.execute(
f"CREATE TABLE t2 AS SELECT i::bigint n FROM generate_series(0, 3*{batch_size}) s(i)"
)
wait_for_last_flush_lsn(env, second_branch_endpoint, tenant_id, second_branch_timeline_id)
size_after_growing_second_branch = http_client.tenant_size(tenant_id)
assert size_after_growing_second_branch > size_after_second_branch
with second_branch_endpoint.cursor() as cur:
cur.execute("DROP TABLE t0")
cur.execute("DROP TABLE t1")
cur.execute("VACUUM FULL")
wait_for_last_flush_lsn(env, second_branch_endpoint, tenant_id, second_branch_timeline_id)
size_after_thinning_branch = http_client.tenant_size(tenant_id)
assert (
size_after_thinning_branch > size_after_growing_second_branch
), "tenant_size should grow with dropped tables and full vacuum"
first_branch_endpoint.stop_and_destroy()
second_branch_endpoint.stop_and_destroy()
main_endpoint.stop()
env.pageserver.stop()
env.pageserver.start()
wait_until_tenant_active(http_client, tenant_id)
# chance of compaction and gc on startup might have an effect on the
# tenant_size but so far this has been reliable, even though at least gc
# and tenant_size race for the same locks
size_after = http_client.tenant_size(tenant_id)
assert_size_approx_equal(size_after, size_after_thinning_branch)
size_debug_file_before = open(test_output_dir / "size_debug_before.html", "w")
size_debug = http_client.tenant_size_debug(tenant_id)
size_debug_file_before.write(size_debug)
# teardown, delete branches, and the size should be going down
timeline_delete_wait_completed(http_client, tenant_id, first_branch_timeline_id)
size_after_deleting_first = http_client.tenant_size(tenant_id)
assert size_after_deleting_first < size_after_thinning_branch
timeline_delete_wait_completed(http_client, tenant_id, second_branch_timeline_id)
size_after_deleting_second = http_client.tenant_size(tenant_id)
assert size_after_deleting_second < size_after_deleting_first
assert size_after_deleting_second < size_after_continuing_on_main
assert size_after_deleting_second > size_after_first_branch
size_debug_file = open(test_output_dir / "size_debug.html", "w")
size_debug = http_client.tenant_size_debug(tenant_id)
size_debug_file.write(size_debug)
def test_synthetic_size_while_deleting(neon_env_builder: NeonEnvBuilder):
"""
Makes sure synthetic size can still be calculated even if one of the
timelines is deleted or the tenant is deleted.
"""
env = neon_env_builder.init_start()
failpoint = "Timeline::find_gc_cutoffs-pausable"
client = env.pageserver.http_client()
orig_size = client.tenant_size(env.initial_tenant)
branch_id = env.neon_cli.create_branch(
tenant_id=env.initial_tenant, ancestor_branch_name="main", new_branch_name="branch"
)
client.configure_failpoints((failpoint, "pause"))
with ThreadPoolExecutor(max_workers=1) as exec:
completion = exec.submit(client.tenant_size, env.initial_tenant)
_, last_offset = wait_until(
10, 1.0, lambda: env.pageserver.assert_log_contains(f"at failpoint {failpoint}")
)
timeline_delete_wait_completed(client, env.initial_tenant, branch_id)
client.configure_failpoints((failpoint, "off"))
size = completion.result()
assert_size_approx_equal(orig_size, size)
branch_id = env.neon_cli.create_branch(
tenant_id=env.initial_tenant, ancestor_branch_name="main", new_branch_name="branch2"
)
client.configure_failpoints((failpoint, "pause"))
with ThreadPoolExecutor(max_workers=1) as exec:
completion = exec.submit(client.tenant_size, env.initial_tenant)
wait_until(
10,
1.0,
lambda: env.pageserver.assert_log_contains(
f"at failpoint {failpoint}", offset=last_offset
),
)
tenant_delete_wait_completed(client, env.initial_tenant, 10)
client.configure_failpoints((failpoint, "off"))
# accept both, because the deletion might still complete before
matcher = "(Failed to refresh gc_info before gathering inputs|NotFound: tenant)"
with pytest.raises(PageserverApiException, match=matcher):
completion.result()
# this happens on both cases
env.pageserver.allowed_errors.append(
".*ignoring failure to find gc cutoffs: timeline shutting down.*"
)
# this happens only in the case of deletion (http response logging)
env.pageserver.allowed_errors.append(".*Failed to refresh gc_info before gathering inputs.*")
# Helper for tests that compare timeline_inputs
# We don't want to compare the exact values, because they can be unstable
# and cause flaky tests. So replace the values with useful invariants.
def mask_model_inputs(x):
if isinstance(x, dict):
newx = {}
for k, v in x.items():
if k == "size":
if v is None or v == 0:
# no change
newx[k] = v
elif v < 0:
newx[k] = "<0"
else:
newx[k] = ">0"
elif k.endswith("lsn") or k.endswith("cutoff") or k == "last_record":
if v is None or v == 0 or v == "0/0":
# no change
newx[k] = v
else:
newx[k] = "masked"
else:
newx[k] = mask_model_inputs(v)
return newx
elif isinstance(x, list):
newlist = [mask_model_inputs(v) for v in x]
return newlist
else:
return x