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megablocks

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kernels-bot commited on Sep 7

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1 Parent(s): 920daaf

Uploaded using `kernel-builder`.

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README.md +32 -54
build/torch213-cxx11-cpu-x86_64-linux/{_megablocks_cpu_addf474.abi3.so → _megablocks_cpu_89d4054.abi3.so} +1 -1
build/torch213-cxx11-cpu-x86_64-linux/_ops.py +3 -3
build/torch213-cxx11-cpu-x86_64-linux/metadata.json +6 -5
build/torch213-cxx11-cpu-x86_64-linux/metadata.json.sigstore +1 -1
build/torch214-cxx11-cpu-x86_64-linux/{_megablocks_cpu_addf474.abi3.so → _megablocks_cpu_89d4054.abi3.so} +1 -1
build/torch214-cxx11-cpu-x86_64-linux/_ops.py +3 -3
build/torch214-cxx11-cpu-x86_64-linux/metadata.json +6 -5
build/torch214-cxx11-cpu-x86_64-linux/metadata.json.sigstore +1 -1

README.md CHANGED Viewed

@@ -1,65 +1,43 @@
 ---
 license: apache-2.0
-tags:
-  - kernels
 ---
-## Quickstart
-```bash
-uv run https://huggingface.co/kernels-community/megablocks/raw/main/readme_example.py
-```
 ```python
-# /// script
-# requires-python = "==3.10"
-# dependencies = [
-#     "numpy",
-#     "kernels",
-#     "torch"
-# ]
-# ///
-import torch
-from collections import namedtuple
 from kernels import get_kernel
-# Make reproducible
-torch.manual_seed(42)
-torch.cuda.manual_seed(42)
-# Download optimized kernels from the Hugging Face hub
-megablocks = get_kernel("kernels-community/megablocks")
-print("MegaBlocks kernel downloaded successfully.")
-model = megablocks.layers.MegaBlocksMoeMLP()
-model.experts = namedtuple("Experts", ["gate_up_proj", "gate_down_proj", "down_proj", "hidden_size"])
-print("MegaBlocksMoeMLP instance created successfully.")
-# Config
-ne, hs, isz = 128, 1152, 3072
-# Router with proper initialization
-model.router = torch.nn.Linear(hs, ne, device="cuda")
-torch.nn.init.kaiming_uniform_(model.router.weight)
-# Expert layers with realistic weights
-e = model.experts
-e.gate_up_proj = torch.nn.Parameter(torch.randn(ne, hs, isz, device="cuda") * 0.02)
-e.gate_up_proj_bias = torch.nn.Parameter(torch.zeros(ne, isz, device="cuda"))
-e.down_proj = torch.nn.Parameter(torch.randn(ne, 1536, hs, device="cuda") * 0.02)
-e.down_proj_bias = torch.nn.Parameter(torch.zeros(ne, hs, device="cuda"))
-e.hidden_size = hs
-print("Expert layers initialized successfully.")
-# Test with normalized input
-x = torch.randn(1, 1, hs, device="cuda") * 0.1
-output, expert_weights = model(x)
-print("Model forward pass completed successfully.")
-print(f"Output shape: {output.shape}")
-print(f"Output range: [{output.min():.3f}, {output.max():.3f}]")
-print(f"Output: {output.flatten()[:10]}")
-print(f"Expert weights sum: {expert_weights.sum():.3f}")
 ```

 ---
+library_name: kernels
 license: apache-2.0
 ---
+This is the repository card of kernels-community/megablocks that has been pushed on the Hub. It was built to be used with the [`kernels` library](https://github.com/huggingface/kernels). This card was automatically generated.
+## How to use
 ```python
+# make sure `kernels` is installed: `pip install -U kernels`
 from kernels import get_kernel
+kernel_module = get_kernel("kernels-community/megablocks", version=1)
+MyReplacementLayer = kernel_module.MyReplacementLayer
+MyReplacementLayer(...)
 ```
+## Available functions
+- `MyReplacementLayer`
+- `exclusive_cumsum`
+- `inclusive_cumsum`
+- `histogram`
+- `indices`
+- `replicate_forward`
+- `replicate_backward`
+- `sort`
+- `cumsum`
+- `argsort`
+- `Arguments`
+- `ParallelDroplessMLP`
+- `dMoE`
+- `SparseGLU`
+- `MLP`
+- `SparseMLP`
+- `MoE`
+- `ParallelMLP`
+- `get_load_balancing_loss`
+## Benchmarks
+Benchmarking script is available for this kernel. Run `kernels benchmark kernels-community/megablocks --version 1`.

build/torch213-cxx11-cpu-x86_64-linux/{_megablocks_cpu_addf474.abi3.so → _megablocks_cpu_89d4054.abi3.so} RENAMED Viewed

@@ -1,3 +1,3 @@
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build/torch213-cxx11-cpu-x86_64-linux/_ops.py CHANGED Viewed

@@ -1,9 +1,9 @@
 import torch
-from . import _megablocks_cpu_addf474
-ops = torch.ops._megablocks_cpu_addf474
 def add_op_namespace_prefix(op_name: str):
     """
     Prefix op by namespace.
     """
-    return f"_megablocks_cpu_addf474::{op_name}"

 import torch
+from . import _megablocks_cpu_89d4054
+ops = torch.ops._megablocks_cpu_89d4054
 def add_op_namespace_prefix(op_name: str):
     """
     Prefix op by namespace.
     """
+    return f"_megablocks_cpu_89d4054::{op_name}"

build/torch213-cxx11-cpu-x86_64-linux/metadata.json CHANGED Viewed

@@ -1,7 +1,8 @@
 {
   "name": "megablocks",
-  "id": "_megablocks_cpu_addf474",
   "version": 1,
   "license": "Apache-2.0",
   "python-depends": [],
   "kernel-depends": [],
@@ -39,8 +40,8 @@
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 {
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build/torch214-cxx11-cpu-x86_64-linux/{_megablocks_cpu_addf474.abi3.so → _megablocks_cpu_89d4054.abi3.so} RENAMED Viewed

@@ -1,3 +1,3 @@
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-oid sha256:d47bfbb005467b2da63ace9d680297f9591b28a58ad38119b7da67fa1ff752f5
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 version https://git-lfs.github.com/spec/v1
+oid sha256:005d43d6e21b492cc77746e1c02a3473449038bf8c6111c9fb5ff5ffb5efe765
 size 473232

build/torch214-cxx11-cpu-x86_64-linux/_ops.py CHANGED Viewed

@@ -1,9 +1,9 @@
 import torch
-from . import _megablocks_cpu_addf474
-ops = torch.ops._megablocks_cpu_addf474
 def add_op_namespace_prefix(op_name: str):
     """
     Prefix op by namespace.
     """
-    return f"_megablocks_cpu_addf474::{op_name}"

 import torch
+from . import _megablocks_cpu_89d4054
+ops = torch.ops._megablocks_cpu_89d4054
 def add_op_namespace_prefix(op_name: str):
     """
     Prefix op by namespace.
     """
+    return f"_megablocks_cpu_89d4054::{op_name}"

build/torch214-cxx11-cpu-x86_64-linux/metadata.json CHANGED Viewed

@@ -1,7 +1,8 @@
 {
   "name": "megablocks",
-  "id": "_megablocks_cpu_addf474",
   "version": 1,
   "license": "Apache-2.0",
   "python-depends": [],
   "kernel-depends": [],
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       "_layers/sharedexpert_registry.py": "GfwHKjbC7lBXYq9kNifp3HudTdZKSqwsFxGxFLc2krw=",
-      "_megablocks_cpu_addf474.abi3.so": "1Hv7sAVGey2mOs6daAKX+VkbKKWK04EZt9pn+h/3UvU=",
-      "_ops.py": "iArxK2Nr9vcqxzazii2JPqNqKV6GJTYQi9XOaqbWcg0=",
       "_version.py": "W3l9oUrnmvfBoIy06Lv0y2ezTQhNU04ug/txHcdWJD0=",
       "backend/__init__.py": "4bunAqqjwE93nym8CigHbqVAal7UaYGdONb8lGRfrek=",
       "backend/kernels.py": "2UFNTlmSDk3S5y6UW14MJMPVVsVhmozxQ5wFDxtZHhQ=",
@@ -96,11 +97,11 @@
   "provenance": {
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       "version": "0.17.0-dev0",
-      "commit": "7d2828e6592de641b44fb8eb896719101a2ab2fb",
       "dirty": false
     },
     "kernel": {
-      "commit": "addf4741fafb55b4c101b15985dfaeea7c7c2f3a",
       "dirty": false
     }
   }

 {
   "name": "megablocks",
+  "id": "_megablocks_cpu_89d4054",
   "version": 1,
+  "kernels-minver": "0.14.0",
   "license": "Apache-2.0",
   "python-depends": [],
   "kernel-depends": [],
       "_layers/mpu.py": "BX61/pmqRCVeEMnzpuK8x5NpITBJyZfOawGnDegW1O8=",
       "_layers/router.py": "GKC/5//Uf43HT6zXlBTStCMTml2YXn7Jbgq9EgTgDC0=",
       "_layers/sharedexpert_registry.py": "GfwHKjbC7lBXYq9kNifp3HudTdZKSqwsFxGxFLc2krw=",
+      "_megablocks_cpu_89d4054.abi3.so": "AF1D1uIbSSzHd0bhwCo0c0SQOL+MYRHJ+1/1/7Xv52U=",
+      "_ops.py": "5U8rdiEZX6OYLnfjI7e3m7GFukBunAZNSl+N25RyApA=",
       "_version.py": "W3l9oUrnmvfBoIy06Lv0y2ezTQhNU04ug/txHcdWJD0=",
       "backend/__init__.py": "4bunAqqjwE93nym8CigHbqVAal7UaYGdONb8lGRfrek=",
       "backend/kernels.py": "2UFNTlmSDk3S5y6UW14MJMPVVsVhmozxQ5wFDxtZHhQ=",
   "provenance": {
     "kernel-builder": {
       "version": "0.17.0-dev0",
+      "commit": "a7f0afdb29a6a3372b1d47180cc0c182454c5e3b",
       "dirty": false
     },
     "kernel": {
+      "commit": "89d4054f3755039d5474cfed03f06de026ee2ce7",
       "dirty": false
     }
   }

build/torch214-cxx11-cpu-x86_64-linux/metadata.json.sigstore CHANGED Viewed

@@ -1 +1 @@

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