llm/tests/test_llm_logs.py
2025-02-28 00:15:59 -08:00

413 lines
13 KiB
Python

from click.testing import CliRunner
from llm.cli import cli
from llm.migrations import migrate
from ulid import ULID
import datetime
import json
import pytest
import re
import sqlite_utils
import sys
import time
SINGLE_ID = "5843577700ba729bb14c327b30441885"
MULTI_ID = "4860edd987df587d042a9eb2b299ce5c"
@pytest.fixture
def log_path(user_path):
log_path = str(user_path / "logs.db")
db = sqlite_utils.Database(log_path)
migrate(db)
start = datetime.datetime.now(datetime.timezone.utc)
db["responses"].insert_all(
{
"id": str(ULID()).lower(),
"system": "system",
"prompt": "prompt",
"response": 'response\n```python\nprint("hello word")\n```',
"model": "davinci",
"datetime_utc": (start + datetime.timedelta(seconds=i)).isoformat(),
"conversation_id": "abc123",
"input_tokens": 2,
"output_tokens": 5,
}
for i in range(100)
)
return log_path
@pytest.fixture
def schema_log_path(user_path):
log_path = str(user_path / "logs_schema.db")
db = sqlite_utils.Database(log_path)
migrate(db)
start = datetime.datetime.now(datetime.timezone.utc)
db["schemas"].insert({"id": SINGLE_ID, "content": '{"name": "string"}'})
db["schemas"].insert({"id": MULTI_ID, "content": '{"name": "array"}'})
for i in range(2):
db["responses"].insert(
{
"id": str(ULID.from_timestamp(time.time() + i)).lower(),
"system": "system",
"prompt": "prompt",
"response": '{"name": "' + str(i) + '"}',
"model": "davinci",
"datetime_utc": (start + datetime.timedelta(seconds=i)).isoformat(),
"conversation_id": "abc123",
"input_tokens": 2,
"output_tokens": 5,
"schema_id": SINGLE_ID,
}
)
for j in range(4):
db["responses"].insert(
{
"id": str(ULID.from_timestamp(time.time() + j)).lower(),
"system": "system",
"prompt": "prompt",
"response": '{"items": [{"name": "one"}, {"name": "two"}]}',
"model": "davinci",
"datetime_utc": (start + datetime.timedelta(seconds=i)).isoformat(),
"conversation_id": "abc456",
"input_tokens": 2,
"output_tokens": 5,
"schema_id": MULTI_ID,
}
)
return log_path
datetime_re = re.compile(r"\d{4}-\d{2}-\d{2}T\d{2}:\d{2}:\d{2}")
id_re = re.compile(r"id: \w+")
@pytest.mark.parametrize("usage", (False, True))
def test_logs_text(log_path, usage):
runner = CliRunner()
args = ["logs", "-p", str(log_path)]
if usage:
args.append("-u")
result = runner.invoke(cli, args, catch_exceptions=False)
assert result.exit_code == 0
output = result.output
# Replace 2023-08-17T20:53:58 with YYYY-MM-DDTHH:MM:SS
output = datetime_re.sub("YYYY-MM-DDTHH:MM:SS", output)
# Replace id: whatever with id: xxx
output = id_re.sub("id: xxx", output)
expected = (
(
"# YYYY-MM-DDTHH:MM:SS conversation: abc123 id: xxx\n\n"
"Model: **davinci**\n\n"
"## Prompt\n\n"
"prompt\n\n"
"## System\n\n"
"system\n\n"
"## Response\n\n"
'response\n```python\nprint("hello word")\n```\n\n'
)
+ ("## Token usage:\n\n2 input, 5 output\n\n" if usage else "")
+ (
"# YYYY-MM-DDTHH:MM:SS conversation: abc123 id: xxx\n\n"
"Model: **davinci**\n\n"
"## Prompt\n\n"
"prompt\n\n"
"## Response\n\n"
'response\n```python\nprint("hello word")\n```\n\n'
)
+ ("## Token usage:\n\n2 input, 5 output\n\n" if usage else "")
+ (
"# YYYY-MM-DDTHH:MM:SS conversation: abc123 id: xxx\n\n"
"Model: **davinci**\n\n"
"## Prompt\n\n"
"prompt\n\n"
"## Response\n\n"
'response\n```python\nprint("hello word")\n```\n\n'
)
+ ("## Token usage:\n\n2 input, 5 output\n\n" if usage else "")
)
assert output == expected
@pytest.mark.parametrize("n", (None, 0, 2))
def test_logs_json(n, log_path):
"Test that logs command correctly returns requested -n records"
runner = CliRunner()
args = ["logs", "-p", str(log_path), "--json"]
if n is not None:
args.extend(["-n", str(n)])
result = runner.invoke(cli, args, catch_exceptions=False)
assert result.exit_code == 0
logs = json.loads(result.output)
expected_length = 3
if n is not None:
if n == 0:
expected_length = 100
else:
expected_length = n
assert len(logs) == expected_length
@pytest.mark.parametrize(
"args", (["-r"], ["--response"], ["list", "-r"], ["list", "--response"])
)
def test_logs_response_only(args, log_path):
"Test that logs -r/--response returns just the last response"
runner = CliRunner()
result = runner.invoke(cli, ["logs"] + args, catch_exceptions=False)
assert result.exit_code == 0
assert result.output == 'response\n```python\nprint("hello word")\n```\n'
@pytest.mark.parametrize(
"args",
(
["-x"],
["--extract"],
["list", "-x"],
["list", "--extract"],
# Using -xr together should have same effect as just -x
["-xr"],
["-x", "-r"],
["--extract", "--response"],
),
)
def test_logs_extract_first_code(args, log_path):
"Test that logs -x/--extract returns the first code block"
runner = CliRunner()
result = runner.invoke(cli, ["logs"] + args, catch_exceptions=False)
assert result.exit_code == 0
assert result.output == 'print("hello word")\n\n'
@pytest.mark.parametrize(
"args",
(
["--xl"],
["--extract-last"],
["list", "--xl"],
["list", "--extract-last"],
["--xl", "-r"],
["-x", "--xl"],
),
)
def test_logs_extract_last_code(args, log_path):
"Test that logs --xl/--extract-last returns the last code block"
runner = CliRunner()
result = runner.invoke(cli, ["logs"] + args, catch_exceptions=False)
assert result.exit_code == 0
assert result.output == 'print("hello word")\n\n'
@pytest.mark.parametrize("arg", ("-s", "--short"))
@pytest.mark.parametrize("usage", (None, "-u", "--usage"))
def test_logs_short(log_path, arg, usage):
runner = CliRunner()
args = ["logs", arg, "-p", str(log_path)]
if usage:
args.append(usage)
result = runner.invoke(cli, args)
assert result.exit_code == 0
output = datetime_re.sub("YYYY-MM-DDTHH:MM:SS", result.output)
expected_usage = ""
if usage:
expected_usage = " usage:\n input: 2\n output: 5\n"
expected = (
"- model: davinci\n"
" datetime: 'YYYY-MM-DDTHH:MM:SS'\n"
" conversation: abc123\n"
" system: system\n"
f" prompt: prompt\n{expected_usage}"
"- model: davinci\n"
" datetime: 'YYYY-MM-DDTHH:MM:SS'\n"
" conversation: abc123\n"
" system: system\n"
f" prompt: prompt\n{expected_usage}"
"- model: davinci\n"
" datetime: 'YYYY-MM-DDTHH:MM:SS'\n"
" conversation: abc123\n"
" system: system\n"
f" prompt: prompt\n{expected_usage}"
)
assert output == expected
@pytest.mark.xfail(sys.platform == "win32", reason="Expected to fail on Windows")
@pytest.mark.parametrize("env", ({}, {"LLM_USER_PATH": "/tmp/llm-user-path"}))
def test_logs_path(monkeypatch, env, user_path):
for key, value in env.items():
monkeypatch.setenv(key, value)
runner = CliRunner()
result = runner.invoke(cli, ["logs", "path"])
assert result.exit_code == 0
if env:
expected = env["LLM_USER_PATH"] + "/logs.db"
else:
expected = str(user_path) + "/logs.db"
assert result.output.strip() == expected
@pytest.mark.parametrize("model", ("davinci", "curie"))
def test_logs_filtered(user_path, model):
log_path = str(user_path / "logs.db")
db = sqlite_utils.Database(log_path)
migrate(db)
db["responses"].insert_all(
{
"id": str(ULID()).lower(),
"system": "system",
"prompt": "prompt",
"response": "response",
"model": "davinci" if i % 2 == 0 else "curie",
}
for i in range(100)
)
runner = CliRunner()
result = runner.invoke(cli, ["logs", "list", "-m", model, "--json"])
assert result.exit_code == 0
records = json.loads(result.output.strip())
assert all(record["model"] == model for record in records)
@pytest.mark.parametrize(
"query,extra_args,expected",
(
# With no search term order should be by datetime
("", [], ["doc1", "doc2", "doc3"]),
# With a search it's order by rank instead
("llama", [], ["doc1", "doc3"]),
("alpaca", [], ["doc2"]),
# Model filter should work too
("llama", ["-m", "davinci"], ["doc1", "doc3"]),
("llama", ["-m", "davinci2"], []),
),
)
def test_logs_search(user_path, query, extra_args, expected):
log_path = str(user_path / "logs.db")
db = sqlite_utils.Database(log_path)
migrate(db)
def _insert(id, text):
db["responses"].insert(
{
"id": id,
"system": "system",
"prompt": text,
"response": "response",
"model": "davinci",
}
)
_insert("doc1", "llama")
_insert("doc2", "alpaca")
_insert("doc3", "llama llama")
runner = CliRunner()
result = runner.invoke(cli, ["logs", "list", "-q", query, "--json"] + extra_args)
assert result.exit_code == 0
records = json.loads(result.output.strip())
assert [record["id"] for record in records] == expected
@pytest.mark.parametrize(
"args,expected",
(
(["--data", "--schema", SINGLE_ID], '{"name": "1"}\n{"name": "0"}\n'),
(
["--data", "--schema", MULTI_ID],
(
'{"items": [{"name": "one"}, {"name": "two"}]}\n'
'{"items": [{"name": "one"}, {"name": "two"}]}\n'
'{"items": [{"name": "one"}, {"name": "two"}]}\n'
'{"items": [{"name": "one"}, {"name": "two"}]}\n'
),
),
(
["--data-array", "--schema", MULTI_ID],
(
'[{"items": [{"name": "one"}, {"name": "two"}]},\n'
' {"items": [{"name": "one"}, {"name": "two"}]},\n'
' {"items": [{"name": "one"}, {"name": "two"}]},\n'
' {"items": [{"name": "one"}, {"name": "two"}]}]\n'
),
),
(
["--schema", MULTI_ID, "--data-key", "items"],
(
'{"name": "one"}\n'
'{"name": "two"}\n'
'{"name": "one"}\n'
'{"name": "two"}\n'
'{"name": "one"}\n'
'{"name": "two"}\n'
'{"name": "one"}\n'
'{"name": "two"}\n'
),
),
),
)
def test_logs_schema(schema_log_path, args, expected):
runner = CliRunner()
result = runner.invoke(
cli,
["logs", "-n", "0", "-p", str(schema_log_path)] + args,
catch_exceptions=False,
)
assert result.exit_code == 0
assert result.output == expected
def test_logs_schema_data_ids(schema_log_path):
db = sqlite_utils.Database(schema_log_path)
ulid = ULID.from_timestamp(time.time() + 100)
db["responses"].insert(
{
"id": str(ulid).lower(),
"system": "system",
"prompt": "prompt",
"response": json.dumps(
{
"name": "three",
"response_id": 1,
"conversation_id": 2,
"conversation_id_": 3,
}
),
"model": "davinci",
"datetime_utc": ulid.datetime.isoformat(),
"conversation_id": "abc123",
"input_tokens": 2,
"output_tokens": 5,
"schema_id": SINGLE_ID,
}
)
runner = CliRunner()
result = runner.invoke(
cli,
[
"logs",
"-n",
"0",
"-p",
str(schema_log_path),
"--data-ids",
"--data-key",
"items",
"--data-array",
],
catch_exceptions=False,
)
assert result.exit_code == 0
rows = json.loads(result.output)
last_row = rows.pop(-1)
assert set(last_row.keys()) == {
"conversation_id_",
"conversation_id",
"response_id",
"response_id_",
"name",
"conversation_id__",
}
for row in rows:
assert set(row.keys()) == {"conversation_id", "response_id", "name"}