Files
fa-agent/tests/test_assistant_api.py
T
Jayway Liu dd8912f7ae
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feat(ai): 页面可配置云端或本地 OpenAI 兼容模型
- 新增 AIConfig 模型(每组织一份,迁移 0005)与 /api/ai-config、
  /api/ai-models 接口;密钥只存后端、读取脱敏、修改记审计
- 支持 OpenAI 及本地 OpenAI 兼容服务(Ollama/LM Studio/vLLM),
  可从 /v1/models 一键获取模型列表多选一;数据库配置优先于环境变量
- 助手调用走生效配置,Copilot 文案同步更新
- 全权限管理员可在「管理 → AI 模型」配置;补接口级测试
2026-10-11 09:37:05 +08:00

388 lines
14 KiB
Python

import json
from unittest.mock import patch
import httpx
import pytest
from django.contrib.auth.models import User
from django.test import Client
from finance.assistant import model_intent
from finance.models import AIConfig, Audit, FormulaDefinition, FormulaExport, Membership
pytestmark = pytest.mark.django_db
def completed_response(intent=None):
class Response:
def raise_for_status(self):
return None
def json(self):
return {
"status": "completed",
"output": [
{
"content": [
{
"type": "output_text",
"text": json.dumps(
intent
or {
"action": "overview",
"metric": "revenue",
"group": "department",
"filters": [{"key": "department", "value": "儿科"}],
}
),
}
]
}
],
}
return Response()
def test_ai_config_requires_full_admin_and_masks_key(workspace):
ds, member, client, _, _ = workspace
url = "/api/ai-config"
viewer = User.objects.create_user("ai-viewer", password="Finance-TestPassword991!")
Membership.objects.create(user=viewer, organization=ds.organization, role="viewer")
viewer_client = Client()
assert viewer_client.login(username="ai-viewer", password="Finance-TestPassword991!")
assert viewer_client.get(url).status_code == 403
member.departments = ["儿科"]
member.save(update_fields=["departments"])
scoped = Client()
assert scoped.login(username=member.user.username, password="Finance-TestPassword991!")
assert scoped.get(url).status_code == 403
member.departments = []
member.save(update_fields=["departments"])
assert client.get(url).json() == {
"enabled": False,
"provider": "local",
"base_url": "",
"model": "",
"api_key_set": False,
"updated_at": None,
}
invalid = [
{"enabled": True, "provider": "local", "base_url": "", "model": "qwen2.5:7b"},
{"enabled": True, "provider": "openai", "base_url": "", "model": "gpt-4o"},
{"enabled": True, "provider": "local", "base_url": "ftp://x", "model": "m"},
{"enabled": True, "provider": "local", "base_url": "http://x/v1", "model": ""},
]
for payload in invalid:
assert client.put(url, data=payload, content_type="application/json").status_code == 400
saved = client.put(
url,
data={
"enabled": True,
"provider": "local",
"base_url": "http://127.0.0.1:11434/v1",
"api_key": "ollama-secret",
"model": "qwen2.5:7b",
},
content_type="application/json",
)
assert saved.status_code == 200
shown = client.get(url).json()
assert shown["api_key_set"] is True
assert shown["enabled"] is True and shown["provider"] == "local"
assert "ollama-secret" not in json.dumps(shown)
assert client.get("/api/session").json()["ai_enabled"] is True
assert Audit.objects.filter(action="ai_config.update").exists()
def test_ai_models_lists_local_models(workspace):
ds, _, client, _, _ = workspace
client.put(
"/api/ai-config",
data={
"enabled": False,
"provider": "local",
"base_url": "http://127.0.0.1:11434/v1",
"model": "",
},
content_type="application/json",
)
with patch("finance.ai.httpx.Client") as http:
http.return_value.__enter__.return_value.get.return_value = type(
"Response",
(),
{
"raise_for_status": lambda self: None,
"json": lambda self: {"data": [{"id": "qwen2.5:7b"}, {"id": "llama3.1:8b"}]},
},
)()
listed = client.get("/api/ai-models")
assert listed.status_code == 200
assert listed.json()["items"] == ["qwen2.5:7b", "llama3.1:8b"]
call = http.return_value.__enter__.return_value.get.call_args
assert call.args[0] == "http://127.0.0.1:11434/v1/models"
with patch("finance.ai.httpx.Client") as http:
http.return_value.__enter__.return_value.get.side_effect = httpx.ConnectError("boom")
failed = client.get("/api/ai-models")
assert failed.status_code == 502
def test_assistant_uses_org_db_config(workspace):
ds, _, client, *_ = workspace
client.put(
"/api/ai-config",
data={
"enabled": True,
"provider": "local",
"base_url": "http://127.0.0.1:11434/v1",
"model": "qwen2.5:7b",
},
content_type="application/json",
)
with patch("finance.assistant.httpx.Client") as http:
http.return_value.__enter__.return_value.post.return_value = completed_response()
response = client.post(
f"/api/datasets/{ds.pk}/assistant",
data={
"question": "分析儿科收入",
"context": {"start": "2026-08", "end": "2026-08", "comparison": "yoy", "group": "department"},
"use_model": True,
"consent": True,
},
content_type="application/json",
)
assert response.status_code == 200
assert response.json()["provider"] == "local"
call = http.return_value.__enter__.return_value.post.call_args
assert call.args[0] == "http://127.0.0.1:11434/v1/responses"
assert call.kwargs["json"]["model"] == "qwen2.5:7b"
assert "Authorization" not in call.kwargs["headers"]
disabled = AIConfig.objects.get(organization=ds.organization)
disabled.enabled = False
disabled.save(update_fields=["enabled"])
denied = client.post(
f"/api/datasets/{ds.pk}/assistant",
data={"question": "分析儿科收入", "use_model": True, "consent": True},
content_type="application/json",
)
assert denied.status_code == 503
def test_model_intent_accepts_only_valid_dimensions_and_sends_no_rows(workspace, settings):
ds, _, _, _, _ = workspace
settings.AI_ENABLED = True
settings.OPENAI_MODEL = "test-model"
settings.OPENAI_API_KEY = "test-key"
class Response:
def raise_for_status(self):
return None
def json(self):
return {
"status": "completed",
"output": [
{
"content": [
{
"type": "output_text",
"text": json.dumps(
{
"action": "overview",
"metric": "revenue",
"group": "department",
"filters": [{"key": "department", "value": "儿科"}],
}
),
}
]
}
],
}
with patch("finance.assistant.httpx.Client") as http:
http.return_value.__enter__.return_value.post.return_value = Response()
intent = model_intent("看儿科收入", ds, {"metric": "revenue", "group": "department", "filters": {}})
assert intent == {
"action": "overview",
"metric": "revenue",
"group": "department",
"filters": {"department": "儿科"},
}
payload = http.return_value.__enter__.return_value.post.call_args.kwargs["json"]
assert payload["store"] is False
assert "C1" not in json.dumps(payload)
def test_model_intent_rejects_unknown_filter_and_incomplete_provider_response(workspace, settings):
ds, *_ = workspace
settings.AI_ENABLED = True
settings.OPENAI_MODEL = "test-model"
settings.OPENAI_API_KEY = "test-key"
class Response:
def raise_for_status(self):
return None
def json(self):
return {
"status": "completed",
"output": [
{
"content": [
{
"type": "output_text",
"text": '{"action":"overview","metric":"revenue","group":"department","filters":[{"key":"__class__","value":"x"}]}',
}
]
}
],
}
response = Response()
with patch("finance.assistant.httpx.Client") as http:
http.return_value.__enter__.return_value.post.return_value = response
with pytest.raises(Exception, match="无效意图"):
model_intent("分析收入", ds, {"metric": "revenue", "group": "department", "filters": {}})
with patch("finance.assistant.httpx.Client") as http:
http.return_value.__enter__.return_value.post.return_value = type(
"Response",
(),
{"raise_for_status": lambda self: None, "json": lambda self: {"status": "in_progress"}},
)()
with pytest.raises(Exception, match="无效意图"):
model_intent("分析收入", ds, {"metric": "revenue", "group": "department", "filters": {}})
def test_assistant_local_response_and_external_consent_guard(workspace, settings):
ds, _, client, *_ = workspace
url = f"/api/datasets/{ds.pk}/assistant"
payload = {
"question": "查看实际收入",
"context": {"start": "2026-08", "end": "2026-08", "comparison": "yoy", "group": "department"},
}
response = client.post(url, data=payload, content_type="application/json")
assert response.status_code == 200
assert response.json()["provider"] == "local"
assert Audit.objects.filter(action="assistant.query").exists()
settings.AI_ENABLED = True
settings.OPENAI_API_KEY = "test-key"
settings.OPENAI_MODEL = "test-model"
denied = client.post(
url,
data={**payload, "use_model": True, "consent": False},
content_type="application/json",
)
assert denied.status_code == 400
assert "同意" in denied.json()["error"]
def test_formula_design_and_export_api_validate_consent_and_scope(workspace, settings):
ds, _, client, *_ = workspace
url = f"/api/datasets/{ds.pk}"
payload = {
"context": {"start": "2026-08", "end": "2026-08", "comparison": "yoy", "group": "department"},
"messages": [{"role": "user", "content": "收入成本差"}],
"consent": False,
}
denied = client.post(f"{url}/formula-design", data=payload, content_type="application/json")
assert denied.status_code == 400
export = client.post(
f"{url}/formula-exports",
data={**payload["context"], "custom_columns": [{"expression": {}}]},
content_type="application/json",
)
assert export.status_code == 400
assert FormulaExport.objects.count() == 0
scoped = Client()
user = ds.created_by
user.membership.departments = ["儿科"]
user.membership.save(update_fields=["departments"])
assert scoped.login(username=user.username, password="Finance-TestPassword991!")
forbidden = scoped.post(
f"{url}/formula-exports", data=payload["context"], content_type="application/json"
)
assert forbidden.status_code == 403
assert scoped.get(f"{url}/formula-definitions").status_code == 403
def test_formula_definition_library_is_private_validated_and_audited(workspace):
ds, _, client, _, _ = workspace
url = f"/api/datasets/{ds.pk}/formula-definitions"
definition = {
"name": "收入成本差",
"meaning": "实际收入减成本",
"scope": "所选分组与期间",
"missing": "结果不可用(#N/A);零分母不可用",
"expression": {
"operator": "subtract",
"left": {"metric": "revenue"},
"right": {"metric": "cost"},
},
}
saved = client.post(url, data={"definition": definition}, content_type="application/json")
assert saved.status_code == 201
definition_id = saved.json()["id"]
assert client.get(url).json()["items"][0]["definition"] == definition
updated = client.post(
url,
data={"definition": {**definition, "name": " 收入成本差 ", "meaning": "更新说明"}},
content_type="application/json",
)
assert updated.status_code == 200
assert FormulaDefinition.objects.filter(dataset=ds, user=ds.created_by).count() == 1
assert updated.json()["definition"]["meaning"] == "更新说明"
other = Client()
other_user = ds.created_by.__class__.objects.create_user(
"formula-library-other", password="Formula-Library-TestPassword991!"
)
Membership.objects.create(user=other_user, organization=ds.organization, role="analyst")
assert other.login(username=other_user.username, password="Formula-Library-TestPassword991!")
assert other.get(url).json()["items"] == []
assert other.delete(f"{url}/{definition_id}").status_code == 404
deleted = client.delete(f"{url}/{definition_id}")
assert deleted.status_code == 200
assert not FormulaDefinition.objects.filter(pk=definition_id).exists()
assert Audit.objects.filter(action="formula_definition.save").count() == 2
assert Audit.objects.filter(action="formula_definition.delete").count() == 1
def test_formula_definition_library_rejects_unavailable_metric(workspace):
ds, _, client, *_ = workspace
mapping = {**ds.mapping, "columns": [c for c in ds.mapping["columns"] if c["role"] != "cost"]}
ds.mapping = mapping
ds.save(update_fields=["mapping"])
response = client.post(
f"/api/datasets/{ds.pk}/formula-definitions",
data={
"definition": {
"name": "收入成本差",
"meaning": "实际收入减成本",
"scope": "所选分组与期间",
"missing": "结果不可用(#N/A);零分母不可用",
"expression": {
"operator": "subtract",
"left": {"metric": "revenue"},
"right": {"metric": "cost"},
},
}
},
content_type="application/json",
)
assert response.status_code == 400
assert "成本" in response.json()["error"]