diff --git a/src/axolotl/utils/schemas/quant.py b/src/axolotl/utils/schemas/quant.py
index 0b9d2dd0f..4714d0799 100644
--- a/src/axolotl/utils/schemas/quant.py
+++ b/src/axolotl/utils/schemas/quant.py
@@ -11,7 +11,7 @@ from pydantic import BaseModel, Field, model_validator
 class HQQConfig(BaseModel):
     """HQQ configuration subset"""
 
-    n_bits: int | None = Field(default=None)
+    nbits: int | None = Field(default=None)
     group_size: int | None = Field(default=None)
     target_modules: list[str] | str | None = Field(
         default=None,
@@ -51,7 +51,7 @@ def get_hqq_quant_config_kwargs(cfg):
     # If no target module is specified, then target the whole model
     if len(cfg.hqq_config) == 1 and cfg.hqq_config[0].target_modules is None:
         return {
-            "nbits": cfg.hqq_config[0].n_bits,
+            "nbits": cfg.hqq_config[0].nbits,
             "group_size": cfg.hqq_config[0].group_size,
         }
 
@@ -63,8 +63,8 @@ def get_hqq_quant_config_kwargs(cfg):
 
         for module in target_modules:
             hqq_quant_config_kwargs["dynamic_config"][module] = {
-                "nbits": hqq_config.hqq_nbits,
-                "group_size": hqq_config.hqq_group_size,
+                "nbits": hqq_config.nbits,
+                "group_size": hqq_config.group_size,
             }
 
     return hqq_quant_config_kwargs
diff --git a/tests/e2e/test_quantization.py b/tests/e2e/test_quantization.py
index f067df8f5..f6dab452a 100644
--- a/tests/e2e/test_quantization.py
+++ b/tests/e2e/test_quantization.py
@@ -36,11 +36,11 @@ class TestHQQ(unittest.TestCase):
                 "use_hqq": True,
                 "hqq_config": [
                     {
-                        "nbits": 4,
+                        "nbits": 8,
                         "group_size": 32,
                     }
                 ],
-                "lora_adapter": "qlora",
+                "adapter": "lora",
                 "lora_r": 16,
                 "lora_alpha": 32,
                 "lora_dropout": 0.05,