diff --git a/libs/infinity_emb/infinity_emb/transformer/quantization/interface.py b/libs/infinity_emb/infinity_emb/transformer/quantization/interface.py
index 88c37a96..29857f82 100644
--- a/libs/infinity_emb/infinity_emb/transformer/quantization/interface.py
+++ b/libs/infinity_emb/infinity_emb/transformer/quantization/interface.py
@@ -51,20 +51,15 @@ def quant_interface(model: Any, dtype: Union[Dtype] = Dtype.int8, device: Device
         model.to(device_orig)
     elif device == Device.cuda and dtype in [Dtype.fp8, torch.float8_e5m2]:
         try:
-            from float8_experimental.float8_dynamic_linear import (  # type: ignore
-                Float8DynamicLinear,
-            )
-            from float8_experimental.float8_linear_utils import (  # type: ignore
-                swap_linear_with_float8_linear,
-            )
+            from torchao.quantization import quantize_, float8_dynamic_activation_float8_weight
         except ImportError:
             raise ImportError(
-                "float8_experimental is not installed."
-                "https://github.com/pytorch-labs/float8_experimental "
-                "with commit `88e9e507c56e59c5f17edf513ecbf621b46fc67d`"
+                "FP8 quantization requires torchao. "
+                "Install with: pip install torchao\n"
             )
         logger.info("using dtype=fp8")
-        swap_linear_with_float8_linear(model, Float8DynamicLinear)
+        # Use quantize_ with the float8 configuration
+        quantize_(model, float8_dynamic_activation_float8_weight())
     else:
         raise ValueError(f"Quantization is not supported on {device} with dtype {dtype}.")
     return model
diff --git a/libs/infinity_emb/poetry.lock b/libs/infinity_emb/poetry.lock
deleted file mode 100644
index 08e9e715..00000000
--- a/libs/infinity_emb/poetry.lock
+++ /dev/null
@@ -1,5143 +0,0 @@
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-ct2 = ["ctranslate2", "sentence-transformers", "torch", "transformers"]
-einops = ["einops"]
-logging = ["rich"]
-onnxruntime-gpu = ["onnxruntime-gpu"]
-optimum = ["optimum"]
-server = ["fastapi", "orjson", "posthog", "prometheus-fastapi-instrumentator", "pydantic", "rich", "typer", "uvicorn"]
-tensorrt = ["tensorrt"]
-torch = ["sentence-transformers", "torch"]
-vision = ["colpali-engine", "pillow", "timm", "torchvision"]
-
-[metadata]
-lock-version = "2.0"
-python-versions = ">=3.9,<4"
-content-hash = "b2d68a791741c08ee39a3677c4ac7a16ae54d8fd477c2a670bfd50b4aef18b50"