feat(data-process): 支持单项生成五十条数据

This commit is contained in:
caoxiaozhu
2026-07-27 09:11:51 +08:00
parent 25d75f40c7
commit 9428c6b785
7 changed files with 400 additions and 86 deletions

View File

@@ -3,8 +3,13 @@ from __future__ import annotations
import json
import httpx
import pytest
from app.modules.data_process.generation import chat_completions_url, generate_model_records
from app.modules.data_process.generation import (
ModelGenerationError,
chat_completions_url,
generate_model_records,
)
def test_chat_completions_url_accepts_host_base_and_complete_url() -> None:
@@ -100,3 +105,165 @@ def test_generate_model_records_keeps_partial_failure_for_manual_repair() -> Non
assert len(records) == 1
assert records[0]["status"] == "invalid"
assert records[0]["error"]
def test_generate_model_records_batches_fifty_results_with_unique_ids() -> None:
requests: list[httpx.Request] = []
def handler(request: httpx.Request) -> httpx.Response:
requests.append(request)
batch_start = (len(requests) - 1) * 10 + 1
batch_end = batch_start + 9
payload = json.loads(request.content)
system_prompt = payload["messages"][0]["content"]
assert "items 必须包含 10 条" in system_prompt
assert f"{batch_start}-{batch_end}" in system_prompt
return httpx.Response(
200,
json={
"choices": [
{
"message": {
"content": json.dumps(
{
"items": [
{
"instruction": "同一问题",
"input": "来源正文",
"output": "同一答案",
}
for _ in range(batch_start, batch_end + 1)
]
},
ensure_ascii=False,
)
}
}
]
},
)
records = generate_model_records(
[{"id": "preview-50", "edited_content": "来源正文"}],
model={"name": "model", "api_url": "https://model.example/v1"},
config={},
task_id="task-50",
split={"train": 100, "validation": 0, "test": 0},
qa_pairs_per_item=50,
client=httpx.Client(transport=httpx.MockTransport(handler)),
)
assert len(requests) == 5
assert len(records) == 50
assert len({record["id"] for record in records}) == 50
assert {record["instruction"] for record in records} == {"同一问题"}
assert all(record["status"] == "valid" for record in records)
def test_generate_model_records_preserves_successful_batches_when_one_fails() -> None:
request_count = 0
def handler(_: httpx.Request) -> httpx.Response:
nonlocal request_count
request_count += 1
if request_count == 2:
return httpx.Response(500)
return httpx.Response(
200,
json={
"choices": [
{
"message": {
"content": json.dumps(
{
"items": [
{
"instruction": f"问题 {index}",
"output": f"答案 {index}",
}
for index in range(1, 11)
]
},
ensure_ascii=False,
)
}
}
]
},
)
records = generate_model_records(
[{"id": "preview-partial", "edited_content": "来源正文"}],
model={"name": "model", "api_url": "https://model.example/v1"},
config={"generation_retries": 0},
task_id="task-partial",
split={"train": 100, "validation": 0, "test": 0},
qa_pairs_per_item=20,
client=httpx.Client(transport=httpx.MockTransport(handler)),
)
assert len(records) == 11
assert sum(record["status"] == "valid" for record in records) == 10
failed = next(record for record in records if record["status"] == "invalid")
assert "第 11-20 条" in failed["instruction"]
assert len({record["id"] for record in records}) == len(records)
def test_generate_model_records_retries_short_batch_then_marks_it_invalid() -> None:
request_count = 0
def handler(_: httpx.Request) -> httpx.Response:
nonlocal request_count
request_count += 1
return httpx.Response(
200,
json={
"choices": [
{
"message": {
"content": json.dumps(
{
"items": [
{
"instruction": "只有一条",
"output": "不足本批要求数量",
}
]
},
ensure_ascii=False,
)
}
}
]
},
)
records = generate_model_records(
[{"id": "preview-short", "edited_content": "来源正文"}],
model={"name": "model", "api_url": "https://model.example/v1"},
config={"generation_retries": 1},
task_id="task-short",
split={"train": 100, "validation": 0, "test": 0},
qa_pairs_per_item=10,
client=httpx.Client(transport=httpx.MockTransport(handler)),
)
assert request_count == 2
assert len(records) == 1
assert records[0]["status"] == "invalid"
assert "expected 10, got 1" in records[0]["error"]
@pytest.mark.parametrize("qa_pairs_per_item", [0, 51])
def test_generate_model_records_rejects_out_of_range_count(
qa_pairs_per_item: int,
) -> None:
with pytest.raises(ModelGenerationError, match=r"\[1, 50\]"):
generate_model_records(
[],
model={"name": "model", "api_url": "https://model.example/v1"},
config={},
task_id="task-invalid",
split={"train": 100, "validation": 0, "test": 0},
qa_pairs_per_item=qa_pairs_per_item,
)