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[Experimental] Add multi-LoRA support (#1804)  
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from collections import OrderedDict

from torch import nn

from vllm.utils import LRUCache
from vllm.lora.utils import (parse_fine_tuned_lora_name, replace_submodule)


def test_parse_fine_tuned_lora_name():
    fixture = {
        ("base_model.model.lm_head.lora_A.weight", "lm_head", True),
        ("base_model.model.lm_head.lora_B.weight", "lm_head", False),
        (
            "base_model.model.model.embed_tokens.lora_embedding_A",
            "model.embed_tokens",
            True,
        ),
        (
            "base_model.model.model.embed_tokens.lora_embedding_B",
            "model.embed_tokens",
            False,
        ),
        (
            "base_model.model.model.layers.9.mlp.down_proj.lora_A.weight",
            "model.layers.9.mlp.down_proj",
            True,
        ),
        (
            "base_model.model.model.layers.9.mlp.down_proj.lora_B.weight",
            "model.layers.9.mlp.down_proj",
            False,
        ),
    }
    for name, module_name, is_lora_a in fixture:
        assert (module_name, is_lora_a) == parse_fine_tuned_lora_name(name)


def test_replace_submodule():
    model = nn.Sequential(
        OrderedDict([
            ("dense1", nn.Linear(764, 100)),
            ("act1", nn.ReLU()),
            ("dense2", nn.Linear(100, 50)),
            (
                "seq1",
                nn.Sequential(
                    OrderedDict([
                        ("dense1", nn.Linear(100, 10)),
                        ("dense2", nn.Linear(10, 50)),
                    ])),
            ),
            ("act2", nn.ReLU()),
            ("output", nn.Linear(50, 10)),
            ("outact", nn.Sigmoid()),
        ]))

    sigmoid = nn.Sigmoid()

    replace_submodule(model, "act1", sigmoid)
    assert dict(model.named_modules())["act1"] == sigmoid

    dense2 = nn.Linear(1, 5)
    replace_submodule(model, "seq1.dense2", dense2)
    assert dict(model.named_modules())["seq1.dense2"] == dense2


class TestLRUCache(LRUCache):

    def _on_remove(self, key, value):
        if not hasattr(self, "_remove_counter"):
            self._remove_counter = 0
        self._remove_counter += 1


def test_lru_cache():
    cache = TestLRUCache(3)

    cache.put(1, 1)
    assert len(cache) == 1

    cache.put(1, 1)
    assert len(cache) == 1

    cache.put(2, 2)
    assert len(cache) == 2

    cache.put(3, 3)
    assert len(cache) == 3
    assert set(cache.cache) == {1, 2, 3}

    cache.put(4, 4)
    assert len(cache) == 3
    assert set(cache.cache) == {2, 3, 4}
    assert cache._remove_counter == 1
    assert cache.get(2) == 2

    cache.put(5, 5)
    assert set(cache.cache) == {2, 4, 5}
    assert cache._remove_counter == 2

    assert cache.pop(5) == 5
    assert len(cache) == 2
    assert set(cache.cache) == {2, 4}
    assert cache._remove_counter == 3

    cache.pop(10)
    assert len(cache) == 2
    assert set(cache.cache) == {2, 4}
    assert cache._remove_counter == 3

    cache.get(10)
    assert len(cache) == 2
    assert set(cache.cache) == {2, 4}
    assert cache._remove_counter == 3

    cache.put(6, 6)
    assert len(cache) == 3
    assert set(cache.cache) == {2, 4, 6}
    assert 2 in cache
    assert 4 in cache
    assert 6 in cache

    cache.remove_oldest()
    assert len(cache) == 2
    assert set(cache.cache) == {2, 6}
    assert cache._remove_counter == 4

    cache.clear()
    assert len(cache) == 0
    assert cache._remove_counter == 6

    cache._remove_counter = 0

    cache[1] = 1
    assert len(cache) == 1

    cache[1] = 1
    assert len(cache) == 1

    cache[2] = 2
    assert len(cache) == 2

    cache[3] = 3
    assert len(cache) == 3
    assert set(cache.cache) == {1, 2, 3}

    cache[4] = 4
    assert len(cache) == 3
    assert set(cache.cache) == {2, 3, 4}
    assert cache._remove_counter == 1
    assert cache[2] == 2

    cache[5] = 5
    assert set(cache.cache) == {2, 4, 5}
    assert cache._remove_counter == 2

    del cache[5]
    assert len(cache) == 2
    assert set(cache.cache) == {2, 4}
    assert cache._remove_counter == 3

    cache.pop(10)
    assert len(cache) == 2
    assert set(cache.cache) == {2, 4}
    assert cache._remove_counter == 3

    cache[6] = 6
    assert len(cache) == 3
    assert set(cache.cache) == {2, 4, 6}
    assert 2 in cache
    assert 4 in cache
    assert 6 in cache