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quantization-bitsandbytes

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kernels-bot commited on 22 days ago

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0e0d70a

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1 Parent(s): 20fadeb

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.gitattributes +6 -0
build/torch210-cpu-x86_64-linux/__init__.py +3 -0
build/torch210-cpu-x86_64-linux/_ops.py +9 -0
build/torch210-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so +3 -0
build/torch210-cpu-x86_64-linux/custom_ops.py +19 -0
build/torch210-cpu-x86_64-linux/metadata.json +33 -0
build/torch210-cpu-x86_64-linux/metadata.json.sigstore +1 -0
build/torch210-cpu-x86_64-linux/symbols.json +49 -0
build/torch211-cpu-x86_64-linux/__init__.py +3 -0
build/torch211-cpu-x86_64-linux/_ops.py +9 -0
build/torch211-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so +3 -0
build/torch211-cpu-x86_64-linux/custom_ops.py +19 -0
build/torch211-cpu-x86_64-linux/metadata.json +33 -0
build/torch211-cpu-x86_64-linux/metadata.json.sigstore +1 -0
build/torch211-cpu-x86_64-linux/symbols.json +49 -0
build/torch212-cpu-x86_64-linux/__init__.py +3 -0
build/torch212-cpu-x86_64-linux/_ops.py +9 -0
build/torch212-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so +3 -0
build/torch212-cpu-x86_64-linux/custom_ops.py +19 -0
build/torch212-cpu-x86_64-linux/metadata.json +33 -0
build/torch212-cpu-x86_64-linux/metadata.json.sigstore +1 -0
build/torch212-cpu-x86_64-linux/symbols.json +49 -0
build/torch213-cpu-x86_64-linux/__init__.py +3 -0
build/torch213-cpu-x86_64-linux/_ops.py +9 -0
build/torch213-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so +3 -0
build/torch213-cpu-x86_64-linux/custom_ops.py +19 -0
build/torch213-cpu-x86_64-linux/metadata.json +33 -0
build/torch213-cpu-x86_64-linux/metadata.json.sigstore +1 -0
build/torch213-cpu-x86_64-linux/symbols.json +49 -0
build/torch214-cpu-x86_64-linux/__init__.py +3 -0
build/torch214-cpu-x86_64-linux/_ops.py +9 -0
build/torch214-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so +3 -0
build/torch214-cpu-x86_64-linux/custom_ops.py +19 -0
build/torch214-cpu-x86_64-linux/metadata.json +33 -0
build/torch214-cpu-x86_64-linux/metadata.json.sigstore +1 -0
build/torch214-cpu-x86_64-linux/symbols.json +49 -0
build/torch215-cpu-x86_64-linux/__init__.py +3 -0
build/torch215-cpu-x86_64-linux/_ops.py +9 -0
build/torch215-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so +3 -0
build/torch215-cpu-x86_64-linux/custom_ops.py +19 -0
build/torch215-cpu-x86_64-linux/metadata.json +33 -0
build/torch215-cpu-x86_64-linux/metadata.json.sigstore +1 -0
build/torch215-cpu-x86_64-linux/symbols.json +49 -0

.gitattributes CHANGED Viewed

@@ -75,3 +75,9 @@ build/torch213-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_addf474.abi
 build/torch214-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_addf474.abi3.so filter=lfs diff=lfs merge=lfs -text
 build/torch213-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_89d4054.abi3.so filter=lfs diff=lfs merge=lfs -text
 build/torch214-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_89d4054.abi3.so filter=lfs diff=lfs merge=lfs -text

 build/torch214-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_addf474.abi3.so filter=lfs diff=lfs merge=lfs -text
 build/torch213-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_89d4054.abi3.so filter=lfs diff=lfs merge=lfs -text
 build/torch214-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_89d4054.abi3.so filter=lfs diff=lfs merge=lfs -text
+build/torch210-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so filter=lfs diff=lfs merge=lfs -text
+build/torch211-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so filter=lfs diff=lfs merge=lfs -text
+build/torch212-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so filter=lfs diff=lfs merge=lfs -text
+build/torch213-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so filter=lfs diff=lfs merge=lfs -text
+build/torch214-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so filter=lfs diff=lfs merge=lfs -text
+build/torch215-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so filter=lfs diff=lfs merge=lfs -text

build/torch210-cpu-x86_64-linux/__init__.py ADDED Viewed

	@@ -0,0 +1,3 @@


1	+ from .custom_ops import gemm_4bit_forward
2	+
3	+ __all__ = ["gemm_4bit_forward"]

build/torch210-cpu-x86_64-linux/_ops.py ADDED Viewed

	@@ -0,0 +1,9 @@

+import torch
+from . import _quantization_bitsandbytes_cpu_fe2bb66
+ops = torch.ops._quantization_bitsandbytes_cpu_fe2bb66
+def add_op_namespace_prefix(op_name: str):
+    """
+    Prefix op by namespace.
+    """
+    return f"_quantization_bitsandbytes_cpu_fe2bb66::{op_name}"

build/torch210-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so ADDED Viewed

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+size 142552

build/torch210-cpu-x86_64-linux/custom_ops.py ADDED Viewed

	@@ -0,0 +1,19 @@

+import torch
+from ._ops import ops
+def gemm_4bit_forward(
+    input: torch.Tensor,
+    weight: torch.Tensor,
+    absmax: torch.Tensor,
+    blocksize: int,
+    quant_type: int,
+) -> torch.Tensor:
+    original_dtype = input.dtype
+    if original_dtype != torch.bfloat16:
+        input = input.to(torch.bfloat16)
+    output = ops.gemm_4bit_forward(input, weight, absmax, blocksize, quant_type)
+    if original_dtype != torch.bfloat16:
+        output = output.to(original_dtype)
+    return output

build/torch210-cpu-x86_64-linux/metadata.json ADDED Viewed

	@@ -0,0 +1,33 @@

+{
+  "name": "quantization-bitsandbytes",
+  "id": "_quantization_bitsandbytes_cpu_fe2bb66",
+  "version": 1,
+  "kernels-minver": "0.14.0",
+  "license": "MIT",
+  "python-depends": [],
+  "kernel-depends": [],
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+    "type": "cpu"
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+      "symbols.json": "Dj6cLZ6J42y6XldIvSUf6XhV5fFPIAjUpNOe//12x/Q="
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+  }
+}

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build/torch210-cpu-x86_64-linux/symbols.json ADDED Viewed

	@@ -0,0 +1,49 @@

+{
+  "schema_version": 1,
+  "module": "_quantization_bitsandbytes_cpu_fe2bb66",
+  "functions": [
+    {
+      "name": "gemm_4bit_forward",
+      "qualname": "gemm_4bit_forward",
+      "module": "_quantization_bitsandbytes_cpu_fe2bb66.custom_ops",
+      "kind": "function",
+      "doc": null,
+      "signature": {
+        "parameters": [
+          {
+            "name": "input",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "weight",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "absmax",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "blocksize",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "int"
+          },
+          {
+            "name": "quant_type",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "int"
+          }
+        ],
+        "return_annotation": "torch.Tensor"
+      }
+    }
+  ],
+  "layers": []
+}

build/torch211-cpu-x86_64-linux/__init__.py ADDED Viewed

	@@ -0,0 +1,3 @@


1	+ from .custom_ops import gemm_4bit_forward
2	+
3	+ __all__ = ["gemm_4bit_forward"]

build/torch211-cpu-x86_64-linux/_ops.py ADDED Viewed

	@@ -0,0 +1,9 @@

+import torch
+from . import _quantization_bitsandbytes_cpu_fe2bb66
+ops = torch.ops._quantization_bitsandbytes_cpu_fe2bb66
+def add_op_namespace_prefix(op_name: str):
+    """
+    Prefix op by namespace.
+    """
+    return f"_quantization_bitsandbytes_cpu_fe2bb66::{op_name}"

build/torch211-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so ADDED Viewed

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+oid sha256:2bcc3f344c36dace42e7c11aaac71ebcd2e80aa0648bd2d6c2191f01a45862ef
+size 142552

build/torch211-cpu-x86_64-linux/custom_ops.py ADDED Viewed

	@@ -0,0 +1,19 @@

+import torch
+from ._ops import ops
+def gemm_4bit_forward(
+    input: torch.Tensor,
+    weight: torch.Tensor,
+    absmax: torch.Tensor,
+    blocksize: int,
+    quant_type: int,
+) -> torch.Tensor:
+    original_dtype = input.dtype
+    if original_dtype != torch.bfloat16:
+        input = input.to(torch.bfloat16)
+    output = ops.gemm_4bit_forward(input, weight, absmax, blocksize, quant_type)
+    if original_dtype != torch.bfloat16:
+        output = output.to(original_dtype)
+    return output

build/torch211-cpu-x86_64-linux/metadata.json ADDED Viewed

	@@ -0,0 +1,33 @@

+{
+  "name": "quantization-bitsandbytes",
+  "id": "_quantization_bitsandbytes_cpu_fe2bb66",
+  "version": 1,
+  "kernels-minver": "0.14.0",
+  "license": "MIT",
+  "python-depends": [],
+  "kernel-depends": [],
+  "backend": {
+    "type": "cpu"
+  },
+  "digest": {
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+      "_ops.py": "S67idZNwOn6R5pH778+yZ8sQP79CU2pmXzsz5RJbiaI=",
+      "_quantization_bitsandbytes_cpu_fe2bb66.abi3.so": "K8w/NEw22s5C58EaqscevNLoCqBki9LWwhkfAaRYYu8=",
+      "custom_ops.py": "GYQQ7x1K1mY9zqtWX0vJW5FpDwxtAxP2LuJAw1bDp4M=",
+      "symbols.json": "Dj6cLZ6J42y6XldIvSUf6XhV5fFPIAjUpNOe//12x/Q="
+    }
+  },
+  "provenance": {
+    "kernel-builder": {
+      "version": "0.18.0-dev0",
+      "commit": "d054906a13710b811b96697b4635f03020842733",
+      "dirty": false
+    },
+    "kernel": {
+      "commit": "fe2bb66fee6c2a77eccf08a0508dc57428d488ed",
+      "dirty": false
+    }
+  }
+}

build/torch211-cpu-x86_64-linux/metadata.json.sigstore ADDED Viewed

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build/torch211-cpu-x86_64-linux/symbols.json ADDED Viewed

	@@ -0,0 +1,49 @@

+{
+  "schema_version": 1,
+  "module": "_quantization_bitsandbytes_cpu_fe2bb66",
+  "functions": [
+    {
+      "name": "gemm_4bit_forward",
+      "qualname": "gemm_4bit_forward",
+      "module": "_quantization_bitsandbytes_cpu_fe2bb66.custom_ops",
+      "kind": "function",
+      "doc": null,
+      "signature": {
+        "parameters": [
+          {
+            "name": "input",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "weight",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "absmax",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "blocksize",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "int"
+          },
+          {
+            "name": "quant_type",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "int"
+          }
+        ],
+        "return_annotation": "torch.Tensor"
+      }
+    }
+  ],
+  "layers": []
+}

build/torch212-cpu-x86_64-linux/__init__.py ADDED Viewed

	@@ -0,0 +1,3 @@


1	+ from .custom_ops import gemm_4bit_forward
2	+
3	+ __all__ = ["gemm_4bit_forward"]

build/torch212-cpu-x86_64-linux/_ops.py ADDED Viewed

	@@ -0,0 +1,9 @@

+import torch
+from . import _quantization_bitsandbytes_cpu_fe2bb66
+ops = torch.ops._quantization_bitsandbytes_cpu_fe2bb66
+def add_op_namespace_prefix(op_name: str):
+    """
+    Prefix op by namespace.
+    """
+    return f"_quantization_bitsandbytes_cpu_fe2bb66::{op_name}"

build/torch212-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:009eb88dffdb621b433330a81e8645e9d0bd65942b65a57361450ee6779c9d68
+size 146680

build/torch212-cpu-x86_64-linux/custom_ops.py ADDED Viewed

	@@ -0,0 +1,19 @@

+import torch
+from ._ops import ops
+def gemm_4bit_forward(
+    input: torch.Tensor,
+    weight: torch.Tensor,
+    absmax: torch.Tensor,
+    blocksize: int,
+    quant_type: int,
+) -> torch.Tensor:
+    original_dtype = input.dtype
+    if original_dtype != torch.bfloat16:
+        input = input.to(torch.bfloat16)
+    output = ops.gemm_4bit_forward(input, weight, absmax, blocksize, quant_type)
+    if original_dtype != torch.bfloat16:
+        output = output.to(original_dtype)
+    return output

build/torch212-cpu-x86_64-linux/metadata.json ADDED Viewed

	@@ -0,0 +1,33 @@

+{
+  "name": "quantization-bitsandbytes",
+  "id": "_quantization_bitsandbytes_cpu_fe2bb66",
+  "version": 1,
+  "kernels-minver": "0.14.0",
+  "license": "MIT",
+  "python-depends": [],
+  "kernel-depends": [],
+  "backend": {
+    "type": "cpu"
+  },
+  "digest": {
+    "algorithm": "sha256",
+    "files": {
+      "__init__.py": "DHh2jHOQbnCQZ2/xlb0KLQVbr26rS1ZK1IyWX6qFx68=",
+      "_ops.py": "S67idZNwOn6R5pH778+yZ8sQP79CU2pmXzsz5RJbiaI=",
+      "_quantization_bitsandbytes_cpu_fe2bb66.abi3.so": "AJ64jf/bYhtDMzCoHoZF6dC9ZZQrZaVzYUUO5necnWg=",
+      "custom_ops.py": "GYQQ7x1K1mY9zqtWX0vJW5FpDwxtAxP2LuJAw1bDp4M=",
+      "symbols.json": "Dj6cLZ6J42y6XldIvSUf6XhV5fFPIAjUpNOe//12x/Q="
+    }
+  },
+  "provenance": {
+    "kernel-builder": {
+      "version": "0.18.0-dev0",
+      "commit": "d054906a13710b811b96697b4635f03020842733",
+      "dirty": false
+    },
+    "kernel": {
+      "commit": "fe2bb66fee6c2a77eccf08a0508dc57428d488ed",
+      "dirty": false
+    }
+  }
+}

build/torch212-cpu-x86_64-linux/metadata.json.sigstore ADDED Viewed

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build/torch212-cpu-x86_64-linux/symbols.json ADDED Viewed

	@@ -0,0 +1,49 @@

+{
+  "schema_version": 1,
+  "module": "_quantization_bitsandbytes_cpu_fe2bb66",
+  "functions": [
+    {
+      "name": "gemm_4bit_forward",
+      "qualname": "gemm_4bit_forward",
+      "module": "_quantization_bitsandbytes_cpu_fe2bb66.custom_ops",
+      "kind": "function",
+      "doc": null,
+      "signature": {
+        "parameters": [
+          {
+            "name": "input",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "weight",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "absmax",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "blocksize",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "int"
+          },
+          {
+            "name": "quant_type",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "int"
+          }
+        ],
+        "return_annotation": "torch.Tensor"
+      }
+    }
+  ],
+  "layers": []
+}

build/torch213-cpu-x86_64-linux/__init__.py ADDED Viewed

	@@ -0,0 +1,3 @@


1	+ from .custom_ops import gemm_4bit_forward
2	+
3	+ __all__ = ["gemm_4bit_forward"]

build/torch213-cpu-x86_64-linux/_ops.py ADDED Viewed

	@@ -0,0 +1,9 @@

+import torch
+from . import _quantization_bitsandbytes_cpu_fe2bb66
+ops = torch.ops._quantization_bitsandbytes_cpu_fe2bb66
+def add_op_namespace_prefix(op_name: str):
+    """
+    Prefix op by namespace.
+    """
+    return f"_quantization_bitsandbytes_cpu_fe2bb66::{op_name}"

build/torch213-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so ADDED Viewed

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+version https://git-lfs.github.com/spec/v1
+oid sha256:54a743663de3790d38ba5486d42a727ab1449cca7ead8e334aded0d4859307d0
+size 147040

build/torch213-cpu-x86_64-linux/custom_ops.py ADDED Viewed

	@@ -0,0 +1,19 @@

+import torch
+from ._ops import ops
+def gemm_4bit_forward(
+    input: torch.Tensor,
+    weight: torch.Tensor,
+    absmax: torch.Tensor,
+    blocksize: int,
+    quant_type: int,
+) -> torch.Tensor:
+    original_dtype = input.dtype
+    if original_dtype != torch.bfloat16:
+        input = input.to(torch.bfloat16)
+    output = ops.gemm_4bit_forward(input, weight, absmax, blocksize, quant_type)
+    if original_dtype != torch.bfloat16:
+        output = output.to(original_dtype)
+    return output

build/torch213-cpu-x86_64-linux/metadata.json ADDED Viewed

	@@ -0,0 +1,33 @@

+{
+  "name": "quantization-bitsandbytes",
+  "id": "_quantization_bitsandbytes_cpu_fe2bb66",
+  "version": 1,
+  "kernels-minver": "0.14.0",
+  "license": "MIT",
+  "python-depends": [],
+  "kernel-depends": [],
+  "backend": {
+    "type": "cpu"
+  },
+  "digest": {
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+      "_ops.py": "S67idZNwOn6R5pH778+yZ8sQP79CU2pmXzsz5RJbiaI=",
+      "_quantization_bitsandbytes_cpu_fe2bb66.abi3.so": "VKdDZj3jeQ04ulSG1CpyerFEnMp+rY4zSt7Q1IWTB9A=",
+      "custom_ops.py": "GYQQ7x1K1mY9zqtWX0vJW5FpDwxtAxP2LuJAw1bDp4M=",
+      "symbols.json": "Dj6cLZ6J42y6XldIvSUf6XhV5fFPIAjUpNOe//12x/Q="
+    }
+  },
+  "provenance": {
+    "kernel-builder": {
+      "version": "0.18.0-dev0",
+      "commit": "d054906a13710b811b96697b4635f03020842733",
+      "dirty": false
+    },
+    "kernel": {
+      "commit": "fe2bb66fee6c2a77eccf08a0508dc57428d488ed",
+      "dirty": false
+    }
+  }
+}

build/torch213-cpu-x86_64-linux/metadata.json.sigstore ADDED Viewed

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build/torch213-cpu-x86_64-linux/symbols.json ADDED Viewed

	@@ -0,0 +1,49 @@

+{
+  "schema_version": 1,
+  "module": "_quantization_bitsandbytes_cpu_fe2bb66",
+  "functions": [
+    {
+      "name": "gemm_4bit_forward",
+      "qualname": "gemm_4bit_forward",
+      "module": "_quantization_bitsandbytes_cpu_fe2bb66.custom_ops",
+      "kind": "function",
+      "doc": null,
+      "signature": {
+        "parameters": [
+          {
+            "name": "input",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "weight",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "absmax",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "blocksize",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "int"
+          },
+          {
+            "name": "quant_type",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "int"
+          }
+        ],
+        "return_annotation": "torch.Tensor"
+      }
+    }
+  ],
+  "layers": []
+}

build/torch214-cpu-x86_64-linux/__init__.py ADDED Viewed

	@@ -0,0 +1,3 @@


1	+ from .custom_ops import gemm_4bit_forward
2	+
3	+ __all__ = ["gemm_4bit_forward"]

build/torch214-cpu-x86_64-linux/_ops.py ADDED Viewed

	@@ -0,0 +1,9 @@

+import torch
+from . import _quantization_bitsandbytes_cpu_fe2bb66
+ops = torch.ops._quantization_bitsandbytes_cpu_fe2bb66
+def add_op_namespace_prefix(op_name: str):
+    """
+    Prefix op by namespace.
+    """
+    return f"_quantization_bitsandbytes_cpu_fe2bb66::{op_name}"

build/torch214-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:df63c1d22e3b981a171b949bea9089dc36f8bcdc145e34ecd783c1ef41fb2ab8
+size 146912

build/torch214-cpu-x86_64-linux/custom_ops.py ADDED Viewed

	@@ -0,0 +1,19 @@

+import torch
+from ._ops import ops
+def gemm_4bit_forward(
+    input: torch.Tensor,
+    weight: torch.Tensor,
+    absmax: torch.Tensor,
+    blocksize: int,
+    quant_type: int,
+) -> torch.Tensor:
+    original_dtype = input.dtype
+    if original_dtype != torch.bfloat16:
+        input = input.to(torch.bfloat16)
+    output = ops.gemm_4bit_forward(input, weight, absmax, blocksize, quant_type)
+    if original_dtype != torch.bfloat16:
+        output = output.to(original_dtype)
+    return output

build/torch214-cpu-x86_64-linux/metadata.json ADDED Viewed

	@@ -0,0 +1,33 @@

+{
+  "name": "quantization-bitsandbytes",
+  "id": "_quantization_bitsandbytes_cpu_fe2bb66",
+  "version": 1,
+  "kernels-minver": "0.14.0",
+  "license": "MIT",
+  "python-depends": [],
+  "kernel-depends": [],
+  "backend": {
+    "type": "cpu"
+  },
+  "digest": {
+    "algorithm": "sha256",
+    "files": {
+      "__init__.py": "DHh2jHOQbnCQZ2/xlb0KLQVbr26rS1ZK1IyWX6qFx68=",
+      "_ops.py": "S67idZNwOn6R5pH778+yZ8sQP79CU2pmXzsz5RJbiaI=",
+      "_quantization_bitsandbytes_cpu_fe2bb66.abi3.so": "32PB0i47mBoXG5Sb6pCJ3Db4vNwUXjTs14PB70H7Krg=",
+      "custom_ops.py": "GYQQ7x1K1mY9zqtWX0vJW5FpDwxtAxP2LuJAw1bDp4M=",
+      "symbols.json": "Dj6cLZ6J42y6XldIvSUf6XhV5fFPIAjUpNOe//12x/Q="
+    }
+  },
+  "provenance": {
+    "kernel-builder": {
+      "version": "0.18.0-dev0",
+      "commit": "d054906a13710b811b96697b4635f03020842733",
+      "dirty": false
+    },
+    "kernel": {
+      "commit": "fe2bb66fee6c2a77eccf08a0508dc57428d488ed",
+      "dirty": false
+    }
+  }
+}

build/torch214-cpu-x86_64-linux/metadata.json.sigstore ADDED Viewed

	@@ -0,0 +1 @@

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build/torch214-cpu-x86_64-linux/symbols.json ADDED Viewed

	@@ -0,0 +1,49 @@

+{
+  "schema_version": 1,
+  "module": "_quantization_bitsandbytes_cpu_fe2bb66",
+  "functions": [
+    {
+      "name": "gemm_4bit_forward",
+      "qualname": "gemm_4bit_forward",
+      "module": "_quantization_bitsandbytes_cpu_fe2bb66.custom_ops",
+      "kind": "function",
+      "doc": null,
+      "signature": {
+        "parameters": [
+          {
+            "name": "input",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "weight",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "absmax",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "blocksize",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "int"
+          },
+          {
+            "name": "quant_type",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "int"
+          }
+        ],
+        "return_annotation": "torch.Tensor"
+      }
+    }
+  ],
+  "layers": []
+}

build/torch215-cpu-x86_64-linux/__init__.py ADDED Viewed

	@@ -0,0 +1,3 @@


1	+ from .custom_ops import gemm_4bit_forward
2	+
3	+ __all__ = ["gemm_4bit_forward"]

build/torch215-cpu-x86_64-linux/_ops.py ADDED Viewed

	@@ -0,0 +1,9 @@

+import torch
+from . import _quantization_bitsandbytes_cpu_fe2bb66
+ops = torch.ops._quantization_bitsandbytes_cpu_fe2bb66
+def add_op_namespace_prefix(op_name: str):
+    """
+    Prefix op by namespace.
+    """
+    return f"_quantization_bitsandbytes_cpu_fe2bb66::{op_name}"

build/torch215-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_fe2bb66.abi3.so ADDED Viewed

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+oid sha256:fbf623c87f088d78d62a3c40b29d9190c823813fd65a39ba6ad9733d60aaf1d8
+size 146912

build/torch215-cpu-x86_64-linux/custom_ops.py ADDED Viewed

	@@ -0,0 +1,19 @@

+import torch
+from ._ops import ops
+def gemm_4bit_forward(
+    input: torch.Tensor,
+    weight: torch.Tensor,
+    absmax: torch.Tensor,
+    blocksize: int,
+    quant_type: int,
+) -> torch.Tensor:
+    original_dtype = input.dtype
+    if original_dtype != torch.bfloat16:
+        input = input.to(torch.bfloat16)
+    output = ops.gemm_4bit_forward(input, weight, absmax, blocksize, quant_type)
+    if original_dtype != torch.bfloat16:
+        output = output.to(original_dtype)
+    return output

build/torch215-cpu-x86_64-linux/metadata.json ADDED Viewed

	@@ -0,0 +1,33 @@

+{
+  "name": "quantization-bitsandbytes",
+  "id": "_quantization_bitsandbytes_cpu_fe2bb66",
+  "version": 1,
+  "kernels-minver": "0.14.0",
+  "license": "MIT",
+  "python-depends": [],
+  "kernel-depends": [],
+  "backend": {
+    "type": "cpu"
+  },
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+      "_ops.py": "S67idZNwOn6R5pH778+yZ8sQP79CU2pmXzsz5RJbiaI=",
+      "_quantization_bitsandbytes_cpu_fe2bb66.abi3.so": "+/YjyH8IjXjWKjxAsp2RkMgjgT/WWjm6atlzPWCq8dg=",
+      "custom_ops.py": "GYQQ7x1K1mY9zqtWX0vJW5FpDwxtAxP2LuJAw1bDp4M=",
+      "symbols.json": "Dj6cLZ6J42y6XldIvSUf6XhV5fFPIAjUpNOe//12x/Q="
+    }
+  },
+  "provenance": {
+    "kernel-builder": {
+      "version": "0.18.0-dev0",
+      "commit": "d054906a13710b811b96697b4635f03020842733",
+      "dirty": false
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+    "kernel": {
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+      "dirty": false
+    }
+  }
+}

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build/torch215-cpu-x86_64-linux/symbols.json ADDED Viewed

	@@ -0,0 +1,49 @@

+{
+  "schema_version": 1,
+  "module": "_quantization_bitsandbytes_cpu_fe2bb66",
+  "functions": [
+    {
+      "name": "gemm_4bit_forward",
+      "qualname": "gemm_4bit_forward",
+      "module": "_quantization_bitsandbytes_cpu_fe2bb66.custom_ops",
+      "kind": "function",
+      "doc": null,
+      "signature": {
+        "parameters": [
+          {
+            "name": "input",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "weight",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "absmax",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "torch.Tensor"
+          },
+          {
+            "name": "blocksize",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "int"
+          },
+          {
+            "name": "quant_type",
+            "kind": "POSITIONAL_OR_KEYWORD",
+            "default": null,
+            "annotation": "int"
+          }
+        ],
+        "return_annotation": "torch.Tensor"
+      }
+    }
+  ],
+  "layers": []
+}