# SPDX-License-Identifier: Apache-2.0 # SPDX-FileCopyrightText: Copyright contributors to the vLLM project from vllm.lora.utils import is_in_target_modules, is_supported_lora_module class TestIsSupportedLoraModule: """Tests for is_supported_lora_module (model-definition check).""" def test_suffix_match(self): assert is_supported_lora_module( "model.layers.0.self_attn.o_proj", ["o_proj", "q_proj"] ) def test_no_match(self): assert not is_supported_lora_module( "model.layers.0.self_attn.o_proj", ["q_proj", "k_proj"] ) def test_exact_match(self): assert is_supported_lora_module("o_proj", ["o_proj"]) def test_regex_suffix_matching(self): """Regex anchors to end — partial suffix should not match.""" assert not is_supported_lora_module("model.layers.0.self_attn.o_proj", ["proj"]) def test_empty_supported_modules(self): assert not is_supported_lora_module("model.layers.0.self_attn.o_proj", []) def test_multiple_supported_modules(self): supported = ["q_proj", "k_proj", "v_proj", "o_proj"] assert is_supported_lora_module("model.layers.0.self_attn.v_proj", supported) assert not is_supported_lora_module("model.layers.0.mlp.gate_proj", supported) class TestIsInTargetModules: """Tests for is_in_target_modules (deployment-time filter).""" def test_none_allows_all(self): assert is_in_target_modules("model.layers.0.self_attn.o_proj", None) def test_suffix_in_target(self): assert is_in_target_modules( "model.layers.0.self_attn.o_proj", ["o_proj", "q_proj"] ) def test_suffix_not_in_target(self): assert not is_in_target_modules( "model.layers.0.self_attn.o_proj", ["q_proj", "k_proj"] ) def test_empty_target_modules(self): assert not is_in_target_modules("model.layers.0.self_attn.o_proj", []) def test_exact_name_match(self): assert is_in_target_modules("dense1", ["dense1", "dense2"]) def test_exact_name_no_match(self): assert not is_in_target_modules("dense3", ["dense1", "dense2"]) def test_packed_parent_matches_child_target_modules(self): assert is_in_target_modules( "model.layers.0.mlp.gate_up_proj", ["gate_proj", "up_proj"], {"gate_up_proj": ["gate_proj", "up_proj"]}, ) def test_packed_child_matches_parent_target_modules(self): assert is_in_target_modules( "model.layers.0.mlp.gate_proj", ["gate_up_proj"], {"gate_up_proj": ["gate_proj", "up_proj"]}, ) def test_fused_parent_matches_child_target_modules(self): assert is_in_target_modules( "model.layers.0.self_attn.fused_qkv_a_proj", ["q_a_proj", "kv_a_proj_with_mqa"], {"fused_qkv_a_proj": ["q_a_proj", "kv_a_proj_with_mqa"]}, )