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  1. .gitattributes +3 -0
  2. build/torch211-cxx11-cpu-x86_64-linux/_ops.py +3 -3
  3. build/torch211-cxx11-cpu-x86_64-linux/{_quantization_bitsandbytes_cpu_dbc4d19.abi3.so → _quantization_bitsandbytes_cpu_2e4b976.abi3.so} +1 -1
  4. build/torch211-cxx11-cpu-x86_64-linux/metadata.json +3 -3
  5. build/torch211-cxx11-cpu-x86_64-linux/metadata.json.sigstore +1 -1
  6. build/torch212-cxx11-cpu-x86_64-linux/_ops.py +3 -3
  7. build/torch212-cxx11-cpu-x86_64-linux/{_quantization_bitsandbytes_cpu_dbc4d19.abi3.so → _quantization_bitsandbytes_cpu_2e4b976.abi3.so} +1 -1
  8. build/torch212-cxx11-cpu-x86_64-linux/metadata.json +3 -3
  9. build/torch212-cxx11-cpu-x86_64-linux/metadata.json.sigstore +1 -1
  10. build/torch213-cxx11-cpu-x86_64-linux/__init__.py +3 -0
  11. build/torch213-cxx11-cpu-x86_64-linux/_ops.py +9 -0
  12. build/torch213-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_2e4b976.abi3.so +3 -0
  13. build/torch213-cxx11-cpu-x86_64-linux/custom_ops.py +19 -0
  14. build/torch213-cxx11-cpu-x86_64-linux/metadata.json +20 -0
  15. build/torch213-cxx11-cpu-x86_64-linux/metadata.json.sigstore +1 -0
  16. build/torch213-cxx11-cpu-x86_64-linux/quantization_bitsandbytes/__init__.py +26 -0
.gitattributes CHANGED
@@ -64,3 +64,6 @@ build/torch211-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_817f262.abi
64
  build/torch212-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_817f262.abi3.so filter=lfs diff=lfs merge=lfs -text
65
  build/torch211-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_dbc4d19.abi3.so filter=lfs diff=lfs merge=lfs -text
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  build/torch212-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_dbc4d19.abi3.so filter=lfs diff=lfs merge=lfs -text
 
 
 
 
64
  build/torch212-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_817f262.abi3.so filter=lfs diff=lfs merge=lfs -text
65
  build/torch211-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_dbc4d19.abi3.so filter=lfs diff=lfs merge=lfs -text
66
  build/torch212-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_dbc4d19.abi3.so filter=lfs diff=lfs merge=lfs -text
67
+ build/torch211-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_2e4b976.abi3.so filter=lfs diff=lfs merge=lfs -text
68
+ build/torch212-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_2e4b976.abi3.so filter=lfs diff=lfs merge=lfs -text
69
+ build/torch213-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_2e4b976.abi3.so filter=lfs diff=lfs merge=lfs -text
build/torch211-cxx11-cpu-x86_64-linux/_ops.py CHANGED
@@ -1,9 +1,9 @@
1
  import torch
2
- from . import _quantization_bitsandbytes_cpu_dbc4d19
3
- ops = torch.ops._quantization_bitsandbytes_cpu_dbc4d19
4
 
5
  def add_op_namespace_prefix(op_name: str):
6
  """
7
  Prefix op by namespace.
8
  """
9
- return f"_quantization_bitsandbytes_cpu_dbc4d19::{op_name}"
 
1
  import torch
2
+ from . import _quantization_bitsandbytes_cpu_2e4b976
3
+ ops = torch.ops._quantization_bitsandbytes_cpu_2e4b976
4
 
5
  def add_op_namespace_prefix(op_name: str):
6
  """
7
  Prefix op by namespace.
8
  """
9
+ return f"_quantization_bitsandbytes_cpu_2e4b976::{op_name}"
build/torch211-cxx11-cpu-x86_64-linux/{_quantization_bitsandbytes_cpu_dbc4d19.abi3.so → _quantization_bitsandbytes_cpu_2e4b976.abi3.so} RENAMED
@@ -1,3 +1,3 @@
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build/torch211-cxx11-cpu-x86_64-linux/metadata.json CHANGED
@@ -1,6 +1,6 @@
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  "name": "quantization-bitsandbytes",
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- "id": "_quantization_bitsandbytes_cpu_dbc4d19",
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  "version": 1,
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  "license": "MIT",
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  "python-depends": [],
@@ -11,8 +11,8 @@
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  }
 
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  {
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  "name": "quantization-bitsandbytes",
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+ "id": "_quantization_bitsandbytes_cpu_2e4b976",
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  "license": "MIT",
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  "python-depends": [],
 
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  "files": {
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build/torch212-cxx11-cpu-x86_64-linux/_ops.py CHANGED
@@ -1,9 +1,9 @@
1
  import torch
2
- from . import _quantization_bitsandbytes_cpu_dbc4d19
3
- ops = torch.ops._quantization_bitsandbytes_cpu_dbc4d19
4
 
5
  def add_op_namespace_prefix(op_name: str):
6
  """
7
  Prefix op by namespace.
8
  """
9
- return f"_quantization_bitsandbytes_cpu_dbc4d19::{op_name}"
 
1
  import torch
2
+ from . import _quantization_bitsandbytes_cpu_2e4b976
3
+ ops = torch.ops._quantization_bitsandbytes_cpu_2e4b976
4
 
5
  def add_op_namespace_prefix(op_name: str):
6
  """
7
  Prefix op by namespace.
8
  """
9
+ return f"_quantization_bitsandbytes_cpu_2e4b976::{op_name}"
build/torch212-cxx11-cpu-x86_64-linux/{_quantization_bitsandbytes_cpu_dbc4d19.abi3.so → _quantization_bitsandbytes_cpu_2e4b976.abi3.so} RENAMED
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  size 146680
 
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  version https://git-lfs.github.com/spec/v1
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+ oid sha256:83805e5fdfa3363aeb3297cd70655e99adae6e525692a944fa7b728475441645
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build/torch212-cxx11-cpu-x86_64-linux/metadata.json CHANGED
@@ -1,6 +1,6 @@
1
  {
2
  "name": "quantization-bitsandbytes",
3
- "id": "_quantization_bitsandbytes_cpu_dbc4d19",
4
  "version": 1,
5
  "license": "MIT",
6
  "python-depends": [],
@@ -11,8 +11,8 @@
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  "files": {
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  "__init__.py": "DHh2jHOQbnCQZ2/xlb0KLQVbr26rS1ZK1IyWX6qFx68=",
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- "_ops.py": "g8zaMXzcuB6fs1HUMDoMatGtJM79wxRBLQIRp5FUurU=",
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  "custom_ops.py": "GYQQ7x1K1mY9zqtWX0vJW5FpDwxtAxP2LuJAw1bDp4M=",
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  "quantization_bitsandbytes/__init__.py": "DFYPlrhXwYjEqCl/8n0SmWGZV8NFml5DPhMjKfv98GY="
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  }
 
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  {
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  "name": "quantization-bitsandbytes",
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+ "id": "_quantization_bitsandbytes_cpu_2e4b976",
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  "version": 1,
5
  "license": "MIT",
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  "python-depends": [],
 
11
  "algorithm": "sha256",
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  "files": {
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  "__init__.py": "DHh2jHOQbnCQZ2/xlb0KLQVbr26rS1ZK1IyWX6qFx68=",
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  }
build/torch212-cxx11-cpu-x86_64-linux/metadata.json.sigstore CHANGED
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build/torch213-cxx11-cpu-x86_64-linux/__init__.py ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ from .custom_ops import gemm_4bit_forward
2
+
3
+ __all__ = ["gemm_4bit_forward"]
build/torch213-cxx11-cpu-x86_64-linux/_ops.py ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ import torch
2
+ from . import _quantization_bitsandbytes_cpu_2e4b976
3
+ ops = torch.ops._quantization_bitsandbytes_cpu_2e4b976
4
+
5
+ def add_op_namespace_prefix(op_name: str):
6
+ """
7
+ Prefix op by namespace.
8
+ """
9
+ return f"_quantization_bitsandbytes_cpu_2e4b976::{op_name}"
build/torch213-cxx11-cpu-x86_64-linux/_quantization_bitsandbytes_cpu_2e4b976.abi3.so ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:f72dd25922c29694f8f3997a163a1ea7bcf249a76e0ab33ceeea04ee974485f7
3
+ size 147040
build/torch213-cxx11-cpu-x86_64-linux/custom_ops.py ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import torch
2
+ from ._ops import ops
3
+
4
+ def gemm_4bit_forward(
5
+ input: torch.Tensor,
6
+ weight: torch.Tensor,
7
+ absmax: torch.Tensor,
8
+ blocksize: int,
9
+ quant_type: int,
10
+ ) -> torch.Tensor:
11
+ original_dtype = input.dtype
12
+ if original_dtype != torch.bfloat16:
13
+ input = input.to(torch.bfloat16)
14
+
15
+ output = ops.gemm_4bit_forward(input, weight, absmax, blocksize, quant_type)
16
+ if original_dtype != torch.bfloat16:
17
+ output = output.to(original_dtype)
18
+
19
+ return output
build/torch213-cxx11-cpu-x86_64-linux/metadata.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "name": "quantization-bitsandbytes",
3
+ "id": "_quantization_bitsandbytes_cpu_2e4b976",
4
+ "version": 1,
5
+ "license": "MIT",
6
+ "python-depends": [],
7
+ "backend": {
8
+ "type": "cpu"
9
+ },
10
+ "digest": {
11
+ "algorithm": "sha256",
12
+ "files": {
13
+ "__init__.py": "DHh2jHOQbnCQZ2/xlb0KLQVbr26rS1ZK1IyWX6qFx68=",
14
+ "_ops.py": "6jeJ8nR38vUzpOzWXckxph5ktNaK9u1mcDlUJCC3f34=",
15
+ "_quantization_bitsandbytes_cpu_2e4b976.abi3.so": "9y3SWSLClpT485l6Fjoep7zySaduCrM87uoE7pdEhfc=",
16
+ "custom_ops.py": "GYQQ7x1K1mY9zqtWX0vJW5FpDwxtAxP2LuJAw1bDp4M=",
17
+ "quantization_bitsandbytes/__init__.py": "DFYPlrhXwYjEqCl/8n0SmWGZV8NFml5DPhMjKfv98GY="
18
+ }
19
+ }
20
+ }
build/torch213-cxx11-cpu-x86_64-linux/metadata.json.sigstore ADDED
@@ -0,0 +1 @@
 
 
1
+ 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build/torch213-cxx11-cpu-x86_64-linux/quantization_bitsandbytes/__init__.py ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import ctypes
2
+ import importlib.util
3
+ import sys
4
+ from pathlib import Path
5
+ from types import ModuleType
6
+
7
+
8
+ def _import_from_path(file_path: Path) -> ModuleType:
9
+ # We cannot use the module name as-is, after adding it to `sys.modules`,
10
+ # it would also be used for other imports. So, we make a module name that
11
+ # depends on the path for it to be unique using the hex-encoded hash of
12
+ # the path.
13
+ path_hash = "{:x}".format(ctypes.c_size_t(hash(file_path.absolute())).value)
14
+ module_name = path_hash
15
+ spec = importlib.util.spec_from_file_location(module_name, file_path)
16
+ if spec is None:
17
+ raise ImportError(f"Cannot load spec for {module_name} from {file_path}")
18
+ module = importlib.util.module_from_spec(spec)
19
+ if module is None:
20
+ raise ImportError(f"Cannot load module {module_name} from spec")
21
+ sys.modules[module_name] = module
22
+ spec.loader.exec_module(module) # type: ignore
23
+ return module
24
+
25
+
26
+ globals().update(vars(_import_from_path(Path(__file__).parent.parent / "__init__.py")))