用户明确要求: 每次调用应该是 1/n 概率的真随机抽取,而不是上一版的顺序轮转 (round-robin 在当前单消费者串行处理场景下已经是数学最优均匀分配,但用户想要 "数组里随机取一个,每次都是四分之一概率"这种更直观的随机语义)。_rotated_keys() 去掉持久的轮转下标,改用 random.randrange 每次调用随机选起点,仍保留"起点 key 全部模型失败就级联到下一个 key"的兜底逻辑不变。 同时新增 key_labels 配置:4 个 key 分别对应用户在 Google Cloud 上开的 4 个项目 (智能摄像头-1/2/3/4),model_calls 统计现在按项目名而不是泛化的 key1/key2 展示,ModelStats 页面的 Key 列/拆分逻辑同步改为按最后一个 "·" 分隔(原来写死 按 "·key" 前缀查找,项目名场景下不适用)。 新增/重写 7 个单测覆盖:随机起点级联顺序、randrange 调用范围正确性、大样本 随机分布均匀性、key_labels 默认值/自定义值/key 被丢弃时的对齐。
111 lines
4.2 KiB
Python
111 lines
4.2 KiB
Python
from fam_edge.model_adapters.gemini_adapter import GeminiAdapter
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def _cfg(**overrides):
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base = {
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"provider": "gemini",
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"model_name": "gemini-flash-latest",
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"api_key": "key-primary",
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"circuit_breaker": {"enabled": False},
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}
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base.update(overrides)
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return base
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def test_single_key_backward_compat():
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a = GeminiAdapter(_cfg())
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assert a.api_keys == ["key-primary"]
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assert a.api_key == "key-primary"
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def test_extra_keys_appended_in_order():
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a = GeminiAdapter(_cfg(extra_api_keys=["key-2", "key-3", "key-4"]))
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assert a.api_keys == ["key-primary", "key-2", "key-3", "key-4"]
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def test_extra_keys_dedup_against_primary():
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a = GeminiAdapter(_cfg(extra_api_keys=["key-primary", "key-2"]))
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assert a.api_keys == ["key-primary", "key-2"]
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def test_missing_env_var_keys_are_dropped():
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"""extra_api_keys 里未设置的 ${ENV_VAR} 解析为空字符串,不应该混进 api_keys 列表。"""
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a = GeminiAdapter(_cfg(extra_api_keys=["${SOME_UNSET_GEMINI_KEY_VAR}", "key-2"]))
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assert a.api_keys == ["key-primary", "key-2"]
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def test_no_keys_at_all():
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a = GeminiAdapter(_cfg(api_key=""))
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assert a.api_keys == []
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assert a.api_key == ""
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def test_key_labels_default_to_generic_when_not_configured():
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a = GeminiAdapter(_cfg(extra_api_keys=["key-2", "key-3"]))
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assert a.key_labels == ["key1", "key2", "key3"]
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def test_key_labels_use_configured_project_names():
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a = GeminiAdapter(_cfg(
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extra_api_keys=["key-2", "key-3", "key-4"],
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key_labels=["智能摄像头-1", "智能摄像头-2", "智能摄像头-3", "智能摄像头-4"],
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))
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assert a.key_labels == ["智能摄像头-1", "智能摄像头-2", "智能摄像头-3", "智能摄像头-4"]
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def test_key_labels_stay_aligned_when_a_key_is_dropped():
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"""如果某个 ${ENV_VAR} 没设置被丢弃,剩下的 key_labels 要跟着剩下的 key 对齐,
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不能因为下标错位把别的项目名安到错的 key 上。"""
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a = GeminiAdapter(_cfg(
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extra_api_keys=["${SOME_UNSET_GEMINI_KEY_VAR}", "key-2"],
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key_labels=["智能摄像头-1", "智能摄像头-2", "智能摄像头-3"],
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))
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assert a.api_keys == ["key-primary", "key-2"]
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assert a.key_labels == ["智能摄像头-1", "智能摄像头-3"]
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def test_rotated_keys_cascades_from_random_start(monkeypatch):
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"""起点由 random.randrange 决定;固定住随机数就能验证级联顺序是"从起点绕一圈"。"""
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a = GeminiAdapter(_cfg(extra_api_keys=["key-2", "key-3", "key-4"]))
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monkeypatch.setattr(
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"fam_edge.model_adapters.gemini_adapter.random.randrange", lambda n: 2)
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order = a._rotated_keys()
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assert [k for _, k in order] == ["key-3", "key-4", "key-primary", "key-2"]
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assert [i for i, _ in order] == [2, 3, 0, 1]
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def test_rotated_keys_uses_full_key_range(monkeypatch):
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"""random.randrange 的调用范围必须是 len(api_keys),否则会漏掉某些 key 永远选不到。"""
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a = GeminiAdapter(_cfg(extra_api_keys=["key-2", "key-3", "key-4"]))
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seen_n = []
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def fake_randrange(n):
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seen_n.append(n)
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return 0
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monkeypatch.setattr(
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"fam_edge.model_adapters.gemini_adapter.random.randrange", fake_randrange)
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a._rotated_keys()
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assert seen_n == [4]
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def test_rotated_keys_starts_roughly_uniform_over_many_calls():
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"""核心诉求: 每次调用应该是真随机(每个 key 命中概率均等 1/n),而不是像旧的
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round-robin 那样顺序推进——用大样本统计每个 key 被选为起点的频率,应该接近
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1/4,且不应该出现某个 key 明显被冷落或独占(对应此前"全部流量压在同一个
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key"的 bug)。"""
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a = GeminiAdapter(_cfg(extra_api_keys=["key-2", "key-3", "key-4"]))
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n_trials = 4000
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counts = {"key-primary": 0, "key-2": 0, "key-3": 0, "key-4": 0}
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for _ in range(n_trials):
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counts[a._rotated_keys()[0][1]] += 1
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for key, c in counts.items():
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share = c / n_trials
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assert 0.20 <= share <= 0.30, f"{key} 起点占比 {share} 明显偏离 1/4"
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def test_rotated_keys_single_key_never_errors():
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a = GeminiAdapter(_cfg())
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for _ in range(3):
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assert a._rotated_keys() == [(0, "key-primary")]
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