README.md update

Author: matthewdouglas

README.md

@@ -18,77 +18,34 @@ Expected successful output:
 ```
 root@pvc-hf-1100-00:/workspace# python -m bnb_intel
 Initializing bnb_intel module
-bnb_intel module initialization complete, _autoload = <function _autoload at 0x7f552f6cb1c0>
-[W318 10:30:23.240989074 OperatorEntry.cpp:154] Warning: Warning only once for all operators,  other operators may also be overridden.
+[W414 18:23:28.291667720 OperatorEntry.cpp:154] Warning: Warning only once for all operators,  other operators may also be overridden.
   Overriding a previously registered kernel for the same operator and the same dispatch key
   operator: aten::_validate_compressed_sparse_indices(bool is_crow, Tensor compressed_idx, Tensor plain_idx, int cdim, int dim, int nnz) -> ()
     registered at /pytorch/build/aten/src/ATen/RegisterSchema.cpp:6
   dispatch key: XPU
   previous kernel: registered at /pytorch/build/aten/src/ATen/RegisterCPU.cpp:30477
        new kernel: registered at /build/intel-pytorch-extension/build/Release/csrc/gpu/csrc/aten/generated/ATen/RegisterXPU.cpp:468 (function operator())
-2025-03-18 10:30:24,784 - bitsandbytes.cextension - WARNING - The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers and GPU quantization are unavailable.
+2025-04-14 18:23:29,577 - bitsandbytes.cextension - WARNING - The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers and GPU quantization are unavailable.
 Loading ops module
 ops module loaded
 Registering XPU implementations
 Successfully registered XPU implementation
+Registering HPU implementations
+Successfully registered HPU implementations
 🧪 Running minimal XPU backend test...
-int8_linear_matmul_xpu called with tensors of shape: torch.Size([32, 64]) torch.Size([64, 128])
+int8_linear_matmul_xpu called with tensors of shape: torch.Size([32, 64]) torch.Size([128, 64])
 
 ✅ Operator executed successfully!
-   Input shapes: torch.Size([32, 64]) x torch.Size([64, 128])
+   Input shapes: torch.Size([32, 64]) x torch.Size([128, 64])
    Output shape: torch.Size([32, 128])
    Output device: xpu:0
-[W318 10:30:25.828258019 OperatorEntry.cpp:154] Warning: Warning only once for all operators,  other operators may also be overridden.
+[W414 18:23:30.825181068 OperatorEntry.cpp:154] Warning: Warning only once for all operators,  other operators may also be overridden.
   Overriding a previously registered kernel for the same operator and the same dispatch key
   operator: aten::_validate_compressed_sparse_indices(bool is_crow, Tensor compressed_idx, Tensor plain_idx, int cdim, int dim, int nnz) -> ()
     registered at /pytorch/build/aten/src/ATen/RegisterSchema.cpp:6
   dispatch key: XPU
   previous kernel: registered at /pytorch/build/aten/src/ATen/RegisterCPU.cpp:30477
        new kernel: registered at /build/intel-pytorch-extension/build/Release/csrc/gpu/csrc/aten/generated/ATen/RegisterXPU.cpp:468 (function operator())
-root@pvc-hf-1100-00:/workspace# Initializing bnb_intel module
-bnb_intel module initialization complete, _autoload = <function _autoload at 0x7fb7851f6a70>
-2025-03-18 10:30:27,965 - bitsandbytes.cextension - WARNING - The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers and GPU quantization are unavailable.
-Loading ops module
-ops module loaded
-Registering XPU implementations
-Successfully registered XPU implementation
-
-root@pvc-hf-1100-00:/workspace# python -m bnb_intel
-Initializing bnb_intel module
-bnb_intel module initialization complete, _autoload = <function _autoload at 0x7f874aaf31c0>
-[W318 10:30:59.381272647 OperatorEntry.cpp:154] Warning: Warning only once for all operators,  other operators may also be overridden.
-  Overriding a previously registered kernel for the same operator and the same dispatch key
-  operator: aten::_validate_compressed_sparse_indices(bool is_crow, Tensor compressed_idx, Tensor plain_idx, int cdim, int dim, int nnz) -> ()
-    registered at /pytorch/build/aten/src/ATen/RegisterSchema.cpp:6
-  dispatch key: XPU
-  previous kernel: registered at /pytorch/build/aten/src/ATen/RegisterCPU.cpp:30477
-       new kernel: registered at /build/intel-pytorch-extension/build/Release/csrc/gpu/csrc/aten/generated/ATen/RegisterXPU.cpp:468 (function operator())
-2025-03-18 10:31:00,902 - bitsandbytes.cextension - WARNING - The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers and GPU quantization are unavailable.
-Loading ops module
-ops module loaded
-Registering XPU implementations
-Successfully registered XPU implementation
-🧪 Running minimal XPU backend test...
-int8_linear_matmul_xpu called with tensors of shape: torch.Size([32, 64]) torch.Size([64, 128])
-
-✅ Operator executed successfully!
-   Input shapes: torch.Size([32, 64]) x torch.Size([64, 128])
-   Output shape: torch.Size([32, 128])
-   Output device: xpu:0
-[W318 10:31:01.953192430 OperatorEntry.cpp:154] Warning: Warning only once for all operators,  other operators may also be overridden.
-  Overriding a previously registered kernel for the same operator and the same dispatch key
-  operator: aten::_validate_compressed_sparse_indices(bool is_crow, Tensor compressed_idx, Tensor plain_idx, int cdim, int dim, int nnz) -> ()
-    registered at /pytorch/build/aten/src/ATen/RegisterSchema.cpp:6
-  dispatch key: XPU
-  previous kernel: registered at /pytorch/build/aten/src/ATen/RegisterCPU.cpp:30477
-       new kernel: registered at /build/intel-pytorch-extension/build/Release/csrc/gpu/csrc/aten/generated/ATen/RegisterXPU.cpp:468 (function operator())
-root@pvc-hf-1100-00:/workspace# Initializing bnb_intel module
-bnb_intel module initialization complete, _autoload = <function _autoload at 0x7ff6465cea70>
-2025-03-18 10:31:03,481 - bitsandbytes.cextension - WARNING - The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers and GPU quantization are unavailable.
-Loading ops module
-ops module loaded
-Registering XPU implementations
-Successfully registered XPU implementation
 ```
 
 ## Technical Implementation