feat(data-process): 支持思维链输出类型

This commit is contained in:
caoxiaozhu
2026-07-27 13:08:44 +08:00
parent ecafb7eb13
commit de2e8952b5
14 changed files with 443 additions and 46 deletions

View File

@@ -86,6 +86,119 @@ def test_generate_model_records_uses_prompt_auth_and_stable_split() -> None:
assert progress_updates == [(1, 1)]
def test_generate_model_records_builds_reasoning_output_with_think_tags() -> None:
def handler(request: httpx.Request) -> httpx.Response:
payload = json.loads(request.content)
system_prompt = payload["messages"][0]["content"]
assert '"reasoning":"...","answer":"..."' in system_prompt
assert "系统会在保存时统一组装" in system_prompt
content = "<think>模型接口自己的分析</think>" + json.dumps(
{
"items": [
{
"instruction": "计算两项费用合计",
"input": "交通费 30 元,餐费 20 元",
"reasoning": "先识别两项费用,再计算 30 + 20。",
"answer": "合计 50 元。",
}
]
},
ensure_ascii=False,
)
return httpx.Response(
200,
json={"choices": [{"message": {"content": content}}]},
)
records = generate_model_records(
[{"id": "preview-reasoning", "edited_content": "交通费 30 元,餐费 20 元"}],
model={"name": "model", "api_url": "https://model.example/v1"},
config={"output_type": "reasoning"},
task_id="task-reasoning",
split={"train": 100, "validation": 0, "test": 0},
qa_pairs_per_item=1,
client=httpx.Client(transport=httpx.MockTransport(handler)),
)
assert records[0]["status"] == "valid"
assert records[0]["output"] == (
"<think>\n先识别两项费用,再计算 30 + 20。\n</think>\n合计 50 元。"
)
def test_generate_model_records_marks_reasoning_without_reasoning_field_invalid() -> None:
response = {
"choices": [
{
"message": {
"content": json.dumps(
{
"items": [
{
"instruction": "问题",
"answer": "只有最终答案",
}
]
},
ensure_ascii=False,
)
}
}
]
}
client = httpx.Client(
transport=httpx.MockTransport(lambda _: httpx.Response(200, json=response))
)
records = generate_model_records(
[{"id": "preview-missing-reasoning", "edited_content": "来源正文"}],
model={"name": "model", "api_url": "https://model.example/v1"},
config={"output_type": "reasoning"},
task_id="task-missing-reasoning",
split={"train": 100, "validation": 0, "test": 0},
qa_pairs_per_item=1,
client=client,
)
assert records[0]["status"] == "invalid"
assert records[0]["output"] == "只有最终答案"
assert "reasoning" in records[0]["error"]
def test_standard_output_removes_model_think_block() -> None:
content = json.dumps(
{
"items": [
{
"instruction": "问题",
"output": "<think>不应保存的分析</think>最终答案",
}
]
},
ensure_ascii=False,
)
client = httpx.Client(
transport=httpx.MockTransport(
lambda _: httpx.Response(
200,
json={"choices": [{"message": {"content": content}}]},
)
)
)
records = generate_model_records(
[{"id": "preview-standard", "edited_content": "来源正文"}],
model={"name": "model", "api_url": "https://model.example/v1"},
config={"output_type": "standard"},
task_id="task-standard",
split={"train": 100, "validation": 0, "test": 0},
qa_pairs_per_item=1,
client=client,
)
assert records[0]["output"] == "最终答案"
def test_generate_model_records_keeps_partial_failure_for_manual_repair() -> None:
client = httpx.Client(
transport=httpx.MockTransport(
@@ -267,3 +380,15 @@ def test_generate_model_records_rejects_out_of_range_count(
split={"train": 100, "validation": 0, "test": 0},
qa_pairs_per_item=qa_pairs_per_item,
)
def test_generate_model_records_rejects_unknown_output_type() -> None:
with pytest.raises(ModelGenerationError, match="output_type"):
generate_model_records(
[],
model={"name": "model", "api_url": "https://model.example/v1"},
config={"output_type": "unknown"},
task_id="task-invalid-output",
split={"train": 100, "validation": 0, "test": 0},
qa_pairs_per_item=1,
)