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by aivideo4k - opened about 1 month ago

base: refs/heads/main

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from: refs/pr/1

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Files changed (16) hide show

.gitattributes +0 -5
build/torch212-metal-aarch64-darwin/{_bitsandbytes_mps_metal_addf474.abi3.so → _bitsandbytes_mps_metal_8a730d9.abi3.so} +2 -2
build/torch212-metal-aarch64-darwin/_ops.py +3 -3
build/torch212-metal-aarch64-darwin/bitsandbytes_mps/__init__.py +26 -0
build/torch212-metal-aarch64-darwin/metadata.json +6 -6
build/torch212-metal-aarch64-darwin/metadata.json.sigstore +1 -1
build/torch213-metal-aarch64-darwin/{_bitsandbytes_mps_metal_89d4054.abi3.so → _bitsandbytes_mps_metal_8a730d9.abi3.so} +2 -2
build/torch213-metal-aarch64-darwin/_ops.py +3 -3
build/torch213-metal-aarch64-darwin/bitsandbytes_mps/__init__.py +26 -0
build/torch213-metal-aarch64-darwin/metadata.json +6 -7
build/torch213-metal-aarch64-darwin/metadata.json.sigstore +1 -1
build/torch214-metal-aarch64-darwin/__init__.py +0 -165
build/torch214-metal-aarch64-darwin/_bitsandbytes_mps_metal_89d4054.abi3.so +0 -3
build/torch214-metal-aarch64-darwin/_ops.py +0 -9
build/torch214-metal-aarch64-darwin/metadata.json +0 -31
build/torch214-metal-aarch64-darwin/metadata.json.sigstore +0 -1

.gitattributes CHANGED Viewed

@@ -55,8 +55,3 @@ build/torch213-metal-aarch64-darwin/_bitsandbytes_mps_metal_2e4b976.abi3.so filt
 build/torch211-metal-aarch64-darwin/_bitsandbytes_mps_metal_8a730d9.abi3.so filter=lfs diff=lfs merge=lfs -text
 build/torch212-metal-aarch64-darwin/_bitsandbytes_mps_metal_8a730d9.abi3.so filter=lfs diff=lfs merge=lfs -text
 build/torch213-metal-aarch64-darwin/_bitsandbytes_mps_metal_8a730d9.abi3.so filter=lfs diff=lfs merge=lfs -text
-build/torch212-metal-aarch64-darwin/_bitsandbytes_mps_metal_addf474.abi3.so filter=lfs diff=lfs merge=lfs -text
-build/torch213-metal-aarch64-darwin/_bitsandbytes_mps_metal_addf474.abi3.so filter=lfs diff=lfs merge=lfs -text
-build/torch214-metal-aarch64-darwin/_bitsandbytes_mps_metal_addf474.abi3.so filter=lfs diff=lfs merge=lfs -text
-build/torch213-metal-aarch64-darwin/_bitsandbytes_mps_metal_89d4054.abi3.so filter=lfs diff=lfs merge=lfs -text
-build/torch214-metal-aarch64-darwin/_bitsandbytes_mps_metal_89d4054.abi3.so filter=lfs diff=lfs merge=lfs -text

 build/torch211-metal-aarch64-darwin/_bitsandbytes_mps_metal_8a730d9.abi3.so filter=lfs diff=lfs merge=lfs -text
 build/torch212-metal-aarch64-darwin/_bitsandbytes_mps_metal_8a730d9.abi3.so filter=lfs diff=lfs merge=lfs -text
 build/torch213-metal-aarch64-darwin/_bitsandbytes_mps_metal_8a730d9.abi3.so filter=lfs diff=lfs merge=lfs -text

build/torch212-metal-aarch64-darwin/{_bitsandbytes_mps_metal_addf474.abi3.so → _bitsandbytes_mps_metal_8a730d9.abi3.so} RENAMED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3fe8b289b486755530f91f3faa6991989569a8092e095646756bb93301b6ac4d
-size 845464

 version https://git-lfs.github.com/spec/v1
+oid sha256:0852de6a5b6ba5bed5fa58ea542bf69d62e728384a3bcfe16eb73ff16f8c1912
+size 845400

build/torch212-metal-aarch64-darwin/_ops.py CHANGED Viewed

@@ -1,9 +1,9 @@
 import torch
-from . import _bitsandbytes_mps_metal_addf474
-ops = torch.ops._bitsandbytes_mps_metal_addf474
 def add_op_namespace_prefix(op_name: str):
     """
     Prefix op by namespace.
     """
-    return f"_bitsandbytes_mps_metal_addf474::{op_name}"

 import torch
+from . import _bitsandbytes_mps_metal_8a730d9
+ops = torch.ops._bitsandbytes_mps_metal_8a730d9
 def add_op_namespace_prefix(op_name: str):
     """
     Prefix op by namespace.
     """
+    return f"_bitsandbytes_mps_metal_8a730d9::{op_name}"

build/torch212-metal-aarch64-darwin/bitsandbytes_mps/__init__.py ADDED Viewed

	@@ -0,0 +1,26 @@

+import ctypes
+import importlib.util
+import sys
+from pathlib import Path
+from types import ModuleType
+def _import_from_path(file_path: Path) -> ModuleType:
+    # We cannot use the module name as-is, after adding it to `sys.modules`,
+    # it would also be used for other imports. So, we make a module name that
+    # depends on the path for it to be unique using the hex-encoded hash of
+    # the path.
+    path_hash = "{:x}".format(ctypes.c_size_t(hash(file_path.absolute())).value)
+    module_name = path_hash
+    spec = importlib.util.spec_from_file_location(module_name, file_path)
+    if spec is None:
+        raise ImportError(f"Cannot load spec for {module_name} from {file_path}")
+    module = importlib.util.module_from_spec(spec)
+    if module is None:
+        raise ImportError(f"Cannot load module {module_name} from spec")
+    sys.modules[module_name] = module
+    spec.loader.exec_module(module)  # type: ignore
+    return module
+globals().update(vars(_import_from_path(Path(__file__).parent.parent / "__init__.py")))

build/torch212-metal-aarch64-darwin/metadata.json CHANGED Viewed

@@ -1,10 +1,9 @@
 {
   "name": "bitsandbytes-mps",
-  "id": "_bitsandbytes_mps_metal_addf474",
   "version": 1,
   "license": "MIT",
   "python-depends": [],
-  "kernel-depends": [],
   "backend": {
     "type": "metal"
   },
@@ -12,18 +11,19 @@
     "algorithm": "sha256",
     "files": {
       "__init__.py": "rs6BtEpr3t1l0M2Rvw1/OjtqW+WocRyKcp8tNRLui9M=",
-      "_bitsandbytes_mps_metal_addf474.abi3.so": "P+iyibSGdVUw+R8/qmmRmJVpqAkuCVZGdWu5MwG2rE0=",
-      "_ops.py": "l8HruWkDA+SB/OwWA5dmr6G7n6Fk8KstXjEqUH2rh34="
     }
   },
   "provenance": {
     "kernel-builder": {
       "version": "0.17.0-dev0",
-      "commit": "081dcd473f8eca27226eef1f9c47c45b86c756b5",
       "dirty": false
     },
     "kernel": {
-      "commit": "addf4741fafb55b4c101b15985dfaeea7c7c2f3a",
       "dirty": false
     }
   }

 {
   "name": "bitsandbytes-mps",
+  "id": "_bitsandbytes_mps_metal_8a730d9",
   "version": 1,
   "license": "MIT",
   "python-depends": [],
   "backend": {
     "type": "metal"
   },
     "algorithm": "sha256",
     "files": {
       "__init__.py": "rs6BtEpr3t1l0M2Rvw1/OjtqW+WocRyKcp8tNRLui9M=",
+      "_bitsandbytes_mps_metal_8a730d9.abi3.so": "CFLealtrpb7V+ljqVCv2nWLnKDhKO8/hbrc/8W+MGRI=",
+      "_ops.py": "82wkcg038yTRll4cqulqPLcQZmaDENBQ7E2qGWweQS4=",
+      "bitsandbytes_mps/__init__.py": "DFYPlrhXwYjEqCl/8n0SmWGZV8NFml5DPhMjKfv98GY="
     }
   },
   "provenance": {
     "kernel-builder": {
       "version": "0.17.0-dev0",
+      "sha": "81580bb92577f2f7228661ca2a221fc052375709",
       "dirty": false
     },
     "kernel": {
+      "sha": "8a730d96c37560ccf1d3e09f7bbccdc886818f33",
       "dirty": false
     }
   }

build/torch212-metal-aarch64-darwin/metadata.json.sigstore CHANGED Viewed

@@ -1 +1 @@

- 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build/torch213-metal-aarch64-darwin/{_bitsandbytes_mps_metal_89d4054.abi3.so → _bitsandbytes_mps_metal_8a730d9.abi3.so} RENAMED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:788aa156d82f0fb61b191dc49afb7bddf8173d1a557c419b43c5bc48d8af7dc5
-size 845896

 version https://git-lfs.github.com/spec/v1
+oid sha256:71f016624a9fe7b6f8fcb5f9af52981ec27af98adda75b5e4af4dec3ce478016
+size 845832

build/torch213-metal-aarch64-darwin/_ops.py CHANGED Viewed

@@ -1,9 +1,9 @@
 import torch
-from . import _bitsandbytes_mps_metal_89d4054
-ops = torch.ops._bitsandbytes_mps_metal_89d4054
 def add_op_namespace_prefix(op_name: str):
     """
     Prefix op by namespace.
     """
-    return f"_bitsandbytes_mps_metal_89d4054::{op_name}"

 import torch
+from . import _bitsandbytes_mps_metal_8a730d9
+ops = torch.ops._bitsandbytes_mps_metal_8a730d9
 def add_op_namespace_prefix(op_name: str):
     """
     Prefix op by namespace.
     """
+    return f"_bitsandbytes_mps_metal_8a730d9::{op_name}"

build/torch213-metal-aarch64-darwin/bitsandbytes_mps/__init__.py ADDED Viewed

	@@ -0,0 +1,26 @@

+import ctypes
+import importlib.util
+import sys
+from pathlib import Path
+from types import ModuleType
+def _import_from_path(file_path: Path) -> ModuleType:
+    # We cannot use the module name as-is, after adding it to `sys.modules`,
+    # it would also be used for other imports. So, we make a module name that
+    # depends on the path for it to be unique using the hex-encoded hash of
+    # the path.
+    path_hash = "{:x}".format(ctypes.c_size_t(hash(file_path.absolute())).value)
+    module_name = path_hash
+    spec = importlib.util.spec_from_file_location(module_name, file_path)
+    if spec is None:
+        raise ImportError(f"Cannot load spec for {module_name} from {file_path}")
+    module = importlib.util.module_from_spec(spec)
+    if module is None:
+        raise ImportError(f"Cannot load module {module_name} from spec")
+    sys.modules[module_name] = module
+    spec.loader.exec_module(module)  # type: ignore
+    return module
+globals().update(vars(_import_from_path(Path(__file__).parent.parent / "__init__.py")))

build/torch213-metal-aarch64-darwin/metadata.json CHANGED Viewed

@@ -1,11 +1,9 @@
 {
   "name": "bitsandbytes-mps",
-  "id": "_bitsandbytes_mps_metal_89d4054",
   "version": 1,
-  "kernels-minver": "0.14.0",
   "license": "MIT",
   "python-depends": [],
-  "kernel-depends": [],
   "backend": {
     "type": "metal"
   },
@@ -13,18 +11,19 @@
     "algorithm": "sha256",
     "files": {
       "__init__.py": "rs6BtEpr3t1l0M2Rvw1/OjtqW+WocRyKcp8tNRLui9M=",
-      "_bitsandbytes_mps_metal_89d4054.abi3.so": "eIqhVtgvD7YbGR3Emvt73fgXPRpVfEGbQ8W8SNivfcU=",
-      "_ops.py": "eCYR64sg6wrqSpsCqWHIUbxBAqW435bZJFT0qFYA1m8="
     }
   },
   "provenance": {
     "kernel-builder": {
       "version": "0.17.0-dev0",
-      "commit": "a7f0afdb29a6a3372b1d47180cc0c182454c5e3b",
       "dirty": false
     },
     "kernel": {
-      "commit": "89d4054f3755039d5474cfed03f06de026ee2ce7",
       "dirty": false
     }
   }

 {
   "name": "bitsandbytes-mps",
+  "id": "_bitsandbytes_mps_metal_8a730d9",
   "version": 1,
   "license": "MIT",
   "python-depends": [],
   "backend": {
     "type": "metal"
   },
     "algorithm": "sha256",
     "files": {
       "__init__.py": "rs6BtEpr3t1l0M2Rvw1/OjtqW+WocRyKcp8tNRLui9M=",
+      "_bitsandbytes_mps_metal_8a730d9.abi3.so": "cfAWYkqf57b4/LX5r1KYHsJ6+Yrdp1teSvTew85HgBY=",
+      "_ops.py": "82wkcg038yTRll4cqulqPLcQZmaDENBQ7E2qGWweQS4=",
+      "bitsandbytes_mps/__init__.py": "DFYPlrhXwYjEqCl/8n0SmWGZV8NFml5DPhMjKfv98GY="
     }
   },
   "provenance": {
     "kernel-builder": {
       "version": "0.17.0-dev0",
+      "sha": "81580bb92577f2f7228661ca2a221fc052375709",
       "dirty": false
     },
     "kernel": {
+      "sha": "8a730d96c37560ccf1d3e09f7bbccdc886818f33",
       "dirty": false
     }
   }

build/torch213-metal-aarch64-darwin/metadata.json.sigstore CHANGED Viewed

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build/torch214-metal-aarch64-darwin/__init__.py DELETED Viewed

@@ -1,165 +0,0 @@
-from typing import Optional, Tuple
-import torch
-from ._ops import ops
-# Quant type constants (match bitsandbytes DataType_t)
-FP4 = 1
-NF4 = 2
-def quantize_4bit(
-    input: torch.Tensor,
-    blocksize: int = 64,
-    quant_type: int = NF4,
-) -> Tuple[torch.Tensor, torch.Tensor]:
-    """Blockwise 4-bit quantization using NF4 or FP4 codebook.
-    Args:
-        input: Input tensor on MPS device (float16, bfloat16, or float32).
-        blocksize: Number of elements per quantization block (64 or 128).
-        quant_type: FP4 (1) or NF4 (2).
-    Returns:
-        Tuple of (packed, absmax):
-            packed: uint8 tensor of packed 4-bit values [numel/2].
-            absmax: float32 tensor of per-block max absolute values.
-    """
-    return ops.bnb_quantize_4bit(input, blocksize, quant_type)
-def dequantize_4bit(
-    packed: torch.Tensor,
-    absmax: torch.Tensor,
-    blocksize: int = 64,
-    quant_type: int = NF4,
-    numel: int = -1,
-    output_dtype: torch.dtype = torch.float16,
-) -> torch.Tensor:
-    """Blockwise 4-bit dequantization using NF4 or FP4 codebook.
-    Args:
-        packed: uint8 tensor of packed 4-bit values.
-        absmax: float32 tensor of per-block max absolute values.
-        blocksize: Number of elements per quantization block (64 or 128).
-        quant_type: FP4 (1) or NF4 (2).
-        numel: Number of elements in the original tensor.
-               If -1, inferred as packed.numel() * 2.
-        output_dtype: Output scalar type.
-    Returns:
-        Dequantized tensor.
-    """
-    if numel < 0:
-        numel = packed.numel() * 2
-    return ops.bnb_dequantize_4bit(
-        packed, absmax, blocksize, quant_type, numel, output_dtype
-    )
-def gemv_4bit(
-    x: torch.Tensor,
-    w: torch.Tensor,
-    absmax: torch.Tensor,
-    output_features: int,
-    blocksize: int = 64,
-    quant_type: int = NF4,
-) -> torch.Tensor:
-    """Fused matrix-vector multiply with 4-bit quantized weights.
-    Computes y = dequant(W) @ x, where W is blockwise NF4/FP4 quantized.
-    Args:
-        x: Input vector [..., K] on MPS device.
-        w: Packed weight matrix [N, K/2] (uint8) on MPS device.
-        absmax: Per-block scales [N, ceil(K/blocksize)] (float32).
-        output_features: Number of output features (N).
-        blocksize: Quantization block size (64 or 128).
-        quant_type: FP4 (1) or NF4 (2).
-    Returns:
-        Output tensor [..., N].
-    """
-    return ops.bnb_gemv_4bit(x, w, absmax, blocksize, quant_type, output_features)
-def gemm_4bit(
-    x: torch.Tensor,
-    w: torch.Tensor,
-    absmax: torch.Tensor,
-    output_features: int,
-    blocksize: int = 64,
-    quant_type: int = NF4,
-) -> torch.Tensor:
-    """Fused matrix-matrix multiply with 4-bit quantized transposed weights.
-    Computes Y = X @ dequant(W).T, where W is blockwise NF4/FP4 quantized.
-    Args:
-        x: Input matrix [..., M, K] on MPS device.
-        w: Packed weight matrix [N, K/2] (uint8) on MPS device.
-        absmax: Per-block scales [N, ceil(K/blocksize)] (float32).
-        output_features: Number of output features (N).
-        blocksize: Quantization block size (64 or 128).
-        quant_type: FP4 (1) or NF4 (2).
-    Returns:
-        Output tensor [..., M, N].
-    """
-    return ops.bnb_gemm_4bit(x, w, absmax, blocksize, quant_type, output_features)
-def linear_4bit(
-    x: torch.Tensor,
-    w: torch.Tensor,
-    absmax: torch.Tensor,
-    output_features: int,
-    blocksize: int = 64,
-    quant_type: int = NF4,
-    bias: Optional[torch.Tensor] = None,
-) -> torch.Tensor:
-    """4-bit quantized linear layer (auto-selects GEMV or GEMM).
-    Args:
-        x: Input tensor on MPS device.
-        w: Packed weight [N, K/2] (uint8).
-        absmax: Scales [N, ceil(K/blocksize)] (float32).
-        output_features: N.
-        blocksize: 64 or 128.
-        quant_type: FP4 (1) or NF4 (2).
-        bias: Optional bias [N].
-    Returns:
-        Output tensor.
-    """
-    input_1d = x.dim() == 1
-    if input_1d or (x.dim() >= 2 and x.size(-2) == 1):
-        x_flat = x.view(x.size(-1)) if input_1d else x.squeeze(-2)
-        y = gemv_4bit(
-            x_flat,
-            w,
-            absmax,
-            output_features,
-            blocksize,
-            quant_type,
-        )
-        if input_1d:
-            y = y.squeeze(0)
-        elif x.dim() >= 2:
-            y = y.unsqueeze(-2)
-    else:
-        y = gemm_4bit(x, w, absmax, output_features, blocksize, quant_type)
-    if bias is not None:
-        y = y + bias
-    return y
-__all__ = [
-    "quantize_4bit",
-    "dequantize_4bit",
-    "gemv_4bit",
-    "gemm_4bit",
-    "linear_4bit",
-]

build/torch214-metal-aarch64-darwin/_bitsandbytes_mps_metal_89d4054.abi3.so DELETED Viewed

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2c40680e6bd86b2fcdd9d1dea8741974b5d19ff2cfa899e9466d1cf5300f0d97
-size 846168

build/torch214-metal-aarch64-darwin/_ops.py DELETED Viewed

@@ -1,9 +0,0 @@
-import torch
-from . import _bitsandbytes_mps_metal_89d4054
-ops = torch.ops._bitsandbytes_mps_metal_89d4054
-def add_op_namespace_prefix(op_name: str):
-    """
-    Prefix op by namespace.
-    """
-    return f"_bitsandbytes_mps_metal_89d4054::{op_name}"

build/torch214-metal-aarch64-darwin/metadata.json DELETED Viewed

@@ -1,31 +0,0 @@
-{
-  "name": "bitsandbytes-mps",
-  "id": "_bitsandbytes_mps_metal_89d4054",
-  "version": 1,
-  "kernels-minver": "0.14.0",
-  "license": "MIT",
-  "python-depends": [],
-  "kernel-depends": [],
-  "backend": {
-    "type": "metal"
-  },
-  "digest": {
-    "algorithm": "sha256",
-    "files": {
-      "__init__.py": "rs6BtEpr3t1l0M2Rvw1/OjtqW+WocRyKcp8tNRLui9M=",
-      "_bitsandbytes_mps_metal_89d4054.abi3.so": "LEBoDmvYay/N2dHeqHQZdLXRn/LPqJnpRm0c9TAPDZc=",
-      "_ops.py": "eCYR64sg6wrqSpsCqWHIUbxBAqW435bZJFT0qFYA1m8="
-    }
-  },
-  "provenance": {
-    "kernel-builder": {
-      "version": "0.17.0-dev0",
-      "commit": "a7f0afdb29a6a3372b1d47180cc0c182454c5e3b",
-      "dirty": false
-    },
-    "kernel": {
-      "commit": "89d4054f3755039d5474cfed03f06de026ee2ce7",
-      "dirty": false
-    }
-  }
-}

build/torch214-metal-aarch64-darwin/metadata.json.sigstore DELETED Viewed

@@ -1 +0,0 @@

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