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kernels-bot commited on Jul 3

Commit

7139e77

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1 Parent(s): a8d29bb

Uploaded using `kernel-builder`.

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Files changed (15) hide show

.gitattributes +3 -0
build/torch211-metal-aarch64-darwin/{_bitsandbytes_mps_metal_d6a0698.abi3.so → _bitsandbytes_mps_metal_2e4b976.abi3.so} +1 -1
build/torch211-metal-aarch64-darwin/_ops.py +3 -3
build/torch211-metal-aarch64-darwin/metadata.json +3 -3
build/torch211-metal-aarch64-darwin/metadata.json.sigstore +1 -1
build/torch212-metal-aarch64-darwin/{_bitsandbytes_mps_metal_d6a0698.abi3.so → _bitsandbytes_mps_metal_2e4b976.abi3.so} +2 -2
build/torch212-metal-aarch64-darwin/_ops.py +3 -3
build/torch212-metal-aarch64-darwin/metadata.json +3 -3
build/torch212-metal-aarch64-darwin/metadata.json.sigstore +1 -1
build/torch213-metal-aarch64-darwin/__init__.py +165 -0
build/torch213-metal-aarch64-darwin/_bitsandbytes_mps_metal_2e4b976.abi3.so +3 -0
build/torch213-metal-aarch64-darwin/_ops.py +9 -0
build/torch213-metal-aarch64-darwin/bitsandbytes_mps/__init__.py +26 -0
build/torch213-metal-aarch64-darwin/metadata.json +19 -0
build/torch213-metal-aarch64-darwin/metadata.json.sigstore +1 -0

.gitattributes CHANGED Viewed

@@ -49,3 +49,6 @@ build/torch212-metal-aarch64-darwin/_bitsandbytes_mps_metal_d767c63.abi3.so filt
 build/torch210-metal-aarch64-darwin/_bitsandbytes_mps_metal_d6a0698.abi3.so filter=lfs diff=lfs merge=lfs -text
 build/torch211-metal-aarch64-darwin/_bitsandbytes_mps_metal_d6a0698.abi3.so filter=lfs diff=lfs merge=lfs -text
 build/torch212-metal-aarch64-darwin/_bitsandbytes_mps_metal_d6a0698.abi3.so filter=lfs diff=lfs merge=lfs -text

 build/torch210-metal-aarch64-darwin/_bitsandbytes_mps_metal_d6a0698.abi3.so filter=lfs diff=lfs merge=lfs -text
 build/torch211-metal-aarch64-darwin/_bitsandbytes_mps_metal_d6a0698.abi3.so filter=lfs diff=lfs merge=lfs -text
 build/torch212-metal-aarch64-darwin/_bitsandbytes_mps_metal_d6a0698.abi3.so filter=lfs diff=lfs merge=lfs -text
+build/torch211-metal-aarch64-darwin/_bitsandbytes_mps_metal_2e4b976.abi3.so filter=lfs diff=lfs merge=lfs -text
+build/torch212-metal-aarch64-darwin/_bitsandbytes_mps_metal_2e4b976.abi3.so filter=lfs diff=lfs merge=lfs -text
+build/torch213-metal-aarch64-darwin/_bitsandbytes_mps_metal_2e4b976.abi3.so filter=lfs diff=lfs merge=lfs -text

build/torch211-metal-aarch64-darwin/{_bitsandbytes_mps_metal_d6a0698.abi3.so → _bitsandbytes_mps_metal_2e4b976.abi3.so} RENAMED Viewed

@@ -1,3 +1,3 @@
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-oid sha256:9efe68132335e0242a6ea363f37b40b7b6457c011e75e46412044dc420e24a7d
 size 845512

 version https://git-lfs.github.com/spec/v1
+oid sha256:abc0ab3af2f51a2e37668401642cf170ebe422ff5b3498fa0bf42dbdd36aeb27
 size 845512

build/torch211-metal-aarch64-darwin/_ops.py CHANGED Viewed

@@ -1,9 +1,9 @@
 import torch
-from . import _bitsandbytes_mps_metal_d6a0698
-ops = torch.ops._bitsandbytes_mps_metal_d6a0698
 def add_op_namespace_prefix(op_name: str):
     """
     Prefix op by namespace.
     """
-    return f"_bitsandbytes_mps_metal_d6a0698::{op_name}"

 import torch
+from . import _bitsandbytes_mps_metal_2e4b976
+ops = torch.ops._bitsandbytes_mps_metal_2e4b976
 def add_op_namespace_prefix(op_name: str):
     """
     Prefix op by namespace.
     """
+    return f"_bitsandbytes_mps_metal_2e4b976::{op_name}"

build/torch211-metal-aarch64-darwin/metadata.json CHANGED Viewed

@@ -1,6 +1,6 @@
 {
   "name": "bitsandbytes-mps",
-  "id": "_bitsandbytes_mps_metal_d6a0698",
   "version": 1,
   "license": "MIT",
   "python-depends": [],
@@ -11,8 +11,8 @@
     "algorithm": "sha256",
     "files": {
       "__init__.py": "rs6BtEpr3t1l0M2Rvw1/OjtqW+WocRyKcp8tNRLui9M=",
-      "_bitsandbytes_mps_metal_d6a0698.abi3.so": "nv5oEyM14CQqbqNj83tAt7ZFfAEedeRkEgRNxCDiSn0=",
-      "_ops.py": "0znXt0qoOzJ6I2F9n/lPY6mdxsC+1tC72TdwMSqomYM=",
       "bitsandbytes_mps/__init__.py": "DFYPlrhXwYjEqCl/8n0SmWGZV8NFml5DPhMjKfv98GY="
     }
   }

 {
   "name": "bitsandbytes-mps",
+  "id": "_bitsandbytes_mps_metal_2e4b976",
   "version": 1,
   "license": "MIT",
   "python-depends": [],
     "algorithm": "sha256",
     "files": {
       "__init__.py": "rs6BtEpr3t1l0M2Rvw1/OjtqW+WocRyKcp8tNRLui9M=",
+      "_bitsandbytes_mps_metal_2e4b976.abi3.so": "q8CrOvL1Gi43ZoQBZCzxcOvkIv9bNJj6C/QtvdNq6yc=",
+      "_ops.py": "fdYBcUKiyDEXSpo3/B3r0wFxhxaSr9Eaw23TOXhE9P4=",
       "bitsandbytes_mps/__init__.py": "DFYPlrhXwYjEqCl/8n0SmWGZV8NFml5DPhMjKfv98GY="
     }
   }

build/torch211-metal-aarch64-darwin/metadata.json.sigstore CHANGED Viewed

@@ -1 +1 @@

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build/torch212-metal-aarch64-darwin/{_bitsandbytes_mps_metal_d6a0698.abi3.so → _bitsandbytes_mps_metal_2e4b976.abi3.so} RENAMED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a14d89798cd2a31581fee083c62aca9438228c0a69301d84572e1c2dd353cdc6
-size 845544

 version https://git-lfs.github.com/spec/v1
+oid sha256:6a25692386ccdfff6eca42c9b6da8ffa913fad921a95d13a6131cbcfe3c80b29
+size 845400

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

@@ -1,9 +1,9 @@
 import torch
-from . import _bitsandbytes_mps_metal_d6a0698
-ops = torch.ops._bitsandbytes_mps_metal_d6a0698
 def add_op_namespace_prefix(op_name: str):
     """
     Prefix op by namespace.
     """
-    return f"_bitsandbytes_mps_metal_d6a0698::{op_name}"

 import torch
+from . import _bitsandbytes_mps_metal_2e4b976
+ops = torch.ops._bitsandbytes_mps_metal_2e4b976
 def add_op_namespace_prefix(op_name: str):
     """
     Prefix op by namespace.
     """
+    return f"_bitsandbytes_mps_metal_2e4b976::{op_name}"

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

@@ -1,6 +1,6 @@
 {
   "name": "bitsandbytes-mps",
-  "id": "_bitsandbytes_mps_metal_d6a0698",
   "version": 1,
   "license": "MIT",
   "python-depends": [],
@@ -11,8 +11,8 @@
     "algorithm": "sha256",
     "files": {
       "__init__.py": "rs6BtEpr3t1l0M2Rvw1/OjtqW+WocRyKcp8tNRLui9M=",
-      "_bitsandbytes_mps_metal_d6a0698.abi3.so": "oU2JeYzSoxWB/uCDxirKlDgijAppMB2EVy4cLdNTzcY=",
-      "_ops.py": "0znXt0qoOzJ6I2F9n/lPY6mdxsC+1tC72TdwMSqomYM=",
       "bitsandbytes_mps/__init__.py": "DFYPlrhXwYjEqCl/8n0SmWGZV8NFml5DPhMjKfv98GY="
     }
   }

 {
   "name": "bitsandbytes-mps",
+  "id": "_bitsandbytes_mps_metal_2e4b976",
   "version": 1,
   "license": "MIT",
   "python-depends": [],
     "algorithm": "sha256",
     "files": {
       "__init__.py": "rs6BtEpr3t1l0M2Rvw1/OjtqW+WocRyKcp8tNRLui9M=",
+      "_bitsandbytes_mps_metal_2e4b976.abi3.so": "aiVpI4bM3/9uykLJttqP+pE/rZIaldE6YTHLz+PICyk=",
+      "_ops.py": "fdYBcUKiyDEXSpo3/B3r0wFxhxaSr9Eaw23TOXhE9P4=",
       "bitsandbytes_mps/__init__.py": "DFYPlrhXwYjEqCl/8n0SmWGZV8NFml5DPhMjKfv98GY="
     }
   }

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

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

	@@ -0,0 +1,165 @@

+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/torch213-metal-aarch64-darwin/_bitsandbytes_mps_metal_2e4b976.abi3.so ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:542a23f7ab805a974ef6bedd264a3f6d086220db6526580fd64b133b2f6d1ef7
+size 845832

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

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

+import torch
+from . import _bitsandbytes_mps_metal_2e4b976
+ops = torch.ops._bitsandbytes_mps_metal_2e4b976
+def add_op_namespace_prefix(op_name: str):
+    """
+    Prefix op by namespace.
+    """
+    return f"_bitsandbytes_mps_metal_2e4b976::{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 ADDED Viewed

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

+{
+  "name": "bitsandbytes-mps",
+  "id": "_bitsandbytes_mps_metal_2e4b976",
+  "version": 1,
+  "license": "MIT",
+  "python-depends": [],
+  "backend": {
+    "type": "metal"
+  },
+  "digest": {
+    "algorithm": "sha256",
+    "files": {
+      "__init__.py": "rs6BtEpr3t1l0M2Rvw1/OjtqW+WocRyKcp8tNRLui9M=",
+      "_bitsandbytes_mps_metal_2e4b976.abi3.so": "VCoj96uAWpdO9r7dJko/bQhiINtlJlgP1ksTOy9tHvc=",
+      "_ops.py": "fdYBcUKiyDEXSpo3/B3r0wFxhxaSr9Eaw23TOXhE9P4=",
+      "bitsandbytes_mps/__init__.py": "DFYPlrhXwYjEqCl/8n0SmWGZV8NFml5DPhMjKfv98GY="
+    }
+  }
+}

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

	@@ -0,0 +1 @@

+ 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