repo stringlengths 7 90 | file_url stringlengths 81 315 | file_path stringlengths 4 228 | content stringlengths 0 32.8k | language stringclasses 1
value | license stringclasses 7
values | commit_sha stringlengths 40 40 | retrieved_at stringdate 2026-01-04 14:38:15 2026-01-05 02:33:18 | truncated bool 2
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|---|---|---|---|---|---|---|---|---|
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/optimization/test_beam_search.py | tinygrad_repo/extra/optimization/test_beam_search.py | import unittest
import numpy as np
from tinygrad.helpers import BEAM, Timing, CI, Context
from tinygrad import Variable, Tensor
from tinygrad.nn import Conv2d
def rand(*shape):
return Tensor(np.random.rand(*shape).astype(np.float32))
class TestBeamSearch(unittest.TestCase):
def setUp(self):
self.old_beam = B... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/optimization/test_time_linearizer.py | tinygrad_repo/extra/optimization/test_time_linearizer.py | from extra.optimization.helpers import load_worlds, ast_str_to_lin, time_linearizer
from tinygrad.codegen.opt.search import bufs_from_lin, get_kernel_actions
if __name__ == "__main__":
ast_strs = load_worlds()
for i, ast_str in enumerate(ast_strs):
lin = ast_str_to_lin(ast_str)
rawbufs = bufs_from_lin(lin)... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/optimization/get_action_space.py | tinygrad_repo/extra/optimization/get_action_space.py | import random
from extra.optimization.helpers import load_worlds, ast_str_to_lin
from tinygrad.codegen.opt.search import actions
from tinygrad.codegen.opt.kernel import Kernel
from tinygrad.codegen.opt.heuristic import hand_coded_optimizations
from tinygrad.helpers import tqdm
tactions = set()
def test_rebuild(lin):
... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/optimization/helpers.py | tinygrad_repo/extra/optimization/helpers.py | # stuff needed to unpack a kernel
from tinygrad import Variable
from tinygrad.codegen.opt import Opt, OptOps
from tinygrad.uop.ops import UOp, Ops, KernelInfo
from tinygrad.dtype import dtypes, PtrDType
from tinygrad.shape.shapetracker import ShapeTracker
from tinygrad.shape.view import View
from tinygrad.helpers impor... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/optimization/rl.py | tinygrad_repo/extra/optimization/rl.py | import os
import numpy as np
import math, random
from tinygrad.tensor import Tensor
from tinygrad.nn.state import get_parameters, get_state_dict, safe_save, safe_load, load_state_dict
from tinygrad.codegen.opt.search import actions, bufs_from_lin, get_kernel_actions
from tinygrad.nn.optim import Adam
from extra.optimiz... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/optimization/extract_policynet.py | tinygrad_repo/extra/optimization/extract_policynet.py | import os, sys, sqlite3, pickle, random
from tqdm import tqdm, trange
from copy import deepcopy
from tinygrad.nn import Linear
from tinygrad.tensor import Tensor
from tinygrad.nn.optim import Adam
from tinygrad.nn.state import get_parameters, get_state_dict, safe_save, safe_load, load_state_dict
from tinygrad.codegen.o... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/optimization/test_net.py | tinygrad_repo/extra/optimization/test_net.py | import numpy as np
import math
import random
np.set_printoptions(suppress=True)
from copy import deepcopy
from tinygrad.helpers import getenv, colored
from tinygrad.tensor import Tensor
from tinygrad.nn.state import get_parameters, get_state_dict, safe_save, safe_load, load_state_dict
from tinygrad.codegen.opt.search i... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/optimization/test_helpers.py | tinygrad_repo/extra/optimization/test_helpers.py | import unittest
from extra.optimization.helpers import load_worlds
class TestKernelDataset(unittest.TestCase):
def test_load_worlds_filters(self):
all_kernels = load_worlds(filter_reduce=False, filter_noimage=False, filter_novariable=False)
reduce_kernels = load_worlds(filter_reduce=True, filter_noimage=Fa... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/optimization/run_qnet.py | tinygrad_repo/extra/optimization/run_qnet.py | from typing import List, Tuple
from tinygrad.codegen.opt.kernel import Kernel
from tinygrad.codegen.opt.search import get_kernel_actions, actions
_net = None
def beam_q_estimate(beam:List[Tuple[Kernel, float]]) -> List[Tuple[Kernel, float]]:
global _net
if _net is None:
from tinygrad.nn.state import load_state... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/datasets/librispeech.py | tinygrad_repo/extra/datasets/librispeech.py | import json
import pathlib
import numpy as np
import librosa
import soundfile
"""
The dataset has to be downloaded manually from https://www.openslr.org/12/ and put in `extra/datasets/librispeech`.
For mlperf validation the dev-clean dataset is used.
Then all the flacs have to be converted to wav using something like... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/datasets/wikipedia.py | tinygrad_repo/extra/datasets/wikipedia.py | # Preprocessing of downloaded text from Wikipedia for MLPerf BERT training
# This is a modified version of the original script:
# https://github.com/mlcommons/training/blob/master/language_model/tensorflow/bert/cleanup_scripts/create_pretraining_data.py
# ENV VARS:
# MAX_SEQ_LENGTH - Maximum sequence length
# ... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/datasets/preprocess_imagenet.py | tinygrad_repo/extra/datasets/preprocess_imagenet.py | from tinygrad import Tensor, dtypes
from extra.datasets.imagenet import iterate, get_val_files
if __name__ == "__main__":
#sz = len(get_val_files())
sz = 32*100
X,Y = None, None
idx = 0
for x,y in iterate(shuffle=False):
print(x.shape, y.shape, x.dtype, y.dtype)
assert x.shape[0] == y.shape[0]
b... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/datasets/coco.py | tinygrad_repo/extra/datasets/coco.py | import json
import pathlib
import zipfile
import numpy as np
from tinygrad.helpers import fetch
import pycocotools._mask as _mask
from examples.mask_rcnn import Masker
from pycocotools.coco import COCO
from pycocotools.cocoeval import COCOeval
iou = _mask.iou
merge = _mask.merge
frPyObjects = _mask.frPyO... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/datasets/imagenet_download.py | tinygrad_repo/extra/datasets/imagenet_download.py | # Python version of https://gist.github.com/antoinebrl/7d00d5cb6c95ef194c737392ef7e476a
from tinygrad.helpers import fetch
from pathlib import Path
from tqdm import tqdm
import tarfile, os
def imagenet_extract(file, path, small=False):
with tarfile.open(name=file) as tar:
if small: # Show progressbar only for bi... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/datasets/fake_imagenet_from_mnist.py | tinygrad_repo/extra/datasets/fake_imagenet_from_mnist.py | #!/usr/bin/env python3
import pathlib, json
from tinygrad.helpers import trange
from extra.datasets import fetch_mnist
from PIL import Image
import numpy as np
from multiprocessing import Pool
X_train, Y_train, X_test, Y_test = fetch_mnist()
def act(arg):
(basedir, i, train) = arg
if train:
img = np.uint8(X_t... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/datasets/wikipedia_download.py | tinygrad_repo/extra/datasets/wikipedia_download.py | # pip install gdown
# Downloads the 2020 wikipedia dataset used for MLPerf BERT training
import os, hashlib
from pathlib import Path
import tarfile
import gdown
from tqdm import tqdm
from tinygrad.helpers import getenv
def gdrive_download(url:str, path:str):
if not os.path.exists(path): gdown.download(url, path)
de... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/datasets/squad.py | tinygrad_repo/extra/datasets/squad.py | import json
import os
from pathlib import Path
from transformers import BertTokenizer
import numpy as np
from tinygrad.helpers import fetch
BASEDIR = Path(__file__).parent / "squad"
def init_dataset():
os.makedirs(BASEDIR, exist_ok=True)
fetch("https://rajpurkar.github.io/SQuAD-explorer/dataset/dev-v1.1.json", BAS... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/datasets/kits19.py | tinygrad_repo/extra/datasets/kits19.py | import random
import functools
from pathlib import Path
import numpy as np
import nibabel as nib
from scipy import signal, ndimage
import os
import torch
import torch.nn.functional as F
from tqdm import tqdm
from tinygrad.tensor import Tensor
from tinygrad.helpers import fetch
BASEDIR = Path(__file__).parent / "kits19... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/datasets/openimages.py | tinygrad_repo/extra/datasets/openimages.py | import glob
import sys
import json
import numpy as np
from PIL import Image
from pathlib import Path
import boto3, botocore
from tinygrad import Tensor, dtypes
from tinygrad.helpers import fetch, tqdm, getenv
import pandas as pd
import concurrent.futures
BASEDIR = Path(__file__).parent / "open-images-v6-mlperf"
BUCKET... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/datasets/__init__.py | tinygrad_repo/extra/datasets/__init__.py | import os, gzip, tarfile, pickle
import numpy as np
from tinygrad import Tensor, dtypes
from tinygrad.helpers import fetch
def fetch_mnist(tensors=False):
parse = lambda file: np.frombuffer(gzip.open(file).read(), dtype=np.uint8).copy()
BASE_URL = "https://storage.googleapis.com/cvdf-datasets/mnist/" # http://ya... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/datasets/imagenet.py | tinygrad_repo/extra/datasets/imagenet.py | # for imagenet download prepare.sh and run it
import glob, random, json, math
import numpy as np
from PIL import Image
import functools, pathlib
from tinygrad.helpers import diskcache, getenv
@functools.cache
def get_imagenet_categories():
ci = json.load(open(BASEDIR / "imagenet_class_index.json"))
return {v[0]: i... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/models/efficientnet.py | tinygrad_repo/extra/models/efficientnet.py | import math
from tinygrad.tensor import Tensor
from tinygrad.nn import BatchNorm2d
from tinygrad.helpers import get_child, fetch
from tinygrad.nn.state import torch_load
class MBConvBlock:
def __init__(self, kernel_size, strides, expand_ratio, input_filters, output_filters, se_ratio, has_se, track_running_stats=True... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/models/unet.py | tinygrad_repo/extra/models/unet.py | from tinygrad import Tensor, dtypes
from tinygrad.nn import Linear, Conv2d, GroupNorm, LayerNorm
from tinygrad.device import is_dtype_supported
from typing import Optional, Union, List, Any, Tuple
import math
# https://github.com/Stability-AI/generative-models/blob/fbdc58cab9f4ee2be7a5e1f2e2787ecd9311942f/sgm/modules/... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/models/mask_rcnn.py | tinygrad_repo/extra/models/mask_rcnn.py | import re
import math
import os
import numpy as np
from pathlib import Path
from tinygrad import nn, Tensor, dtypes
from tinygrad.tensor import _to_np_dtype
from tinygrad.helpers import get_child, fetch
from tinygrad.nn.state import torch_load
from examples.mlperf.helpers import BoxCoder
from extra.models.resnet import... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | true |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/models/bert.py | tinygrad_repo/extra/models/bert.py | import re, os
from pathlib import Path
from tinygrad.tensor import Tensor, cast
from tinygrad import nn, dtypes
from tinygrad.helpers import fetch, get_child
from tinygrad.nn.state import get_parameters
# allow for monkeypatching
Embedding = nn.Embedding
Linear = nn.Linear
LayerNorm = nn.LayerNorm
class BertForQuesti... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/models/t5.py | tinygrad_repo/extra/models/t5.py | # pip3 install sentencepiece
# adapted from https://github.com/huggingface/transformers/blob/main/src/transformers/models/t5/modeling_t5.py
# coding=utf-8
# Copyright 2018 Mesh TensorFlow authors, T5 Authors and HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not u... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/models/llama.py | tinygrad_repo/extra/models/llama.py | from typing import Union, Optional, Any
import collections, math
from tinygrad import Tensor, Variable, TinyJit, dtypes, nn, Device
from tinygrad.helpers import getenv, DEBUG
# https://github.com/facebookresearch/llama/blob/1076b9c51c77ad06e9d7ba8a4c6df775741732bd/llama/model.py#L47
def precompute_freqs_cis(dim: int, ... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/models/retinanet.py | tinygrad_repo/extra/models/retinanet.py | import math
from tinygrad import Tensor, dtypes
from tinygrad.helpers import flatten, get_child
from examples.mlperf.helpers import generate_anchors, BoxCoder
from examples.mlperf.losses import sigmoid_focal_loss, l1_loss
from extra.models.resnet import ResNet
import tinygrad.nn as nn
import numpy as np
ConvFPN = Conv... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/models/vit.py | tinygrad_repo/extra/models/vit.py | import numpy as np
from tinygrad.tensor import Tensor
from tinygrad.helpers import fetch
from extra.models.transformer import TransformerBlock
class ViT:
def __init__(self, layers=12, embed_dim=192, num_heads=3):
self.embedding = (Tensor.uniform(embed_dim, 3, 16, 16), Tensor.zeros(embed_dim))
self.embed_dim ... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/models/inception.py | tinygrad_repo/extra/models/inception.py | from tinygrad import Tensor
from tinygrad.nn import Conv2d, BatchNorm2d, Linear
from tinygrad.nn.state import load_state_dict, torch_load
from tinygrad.helpers import fetch
from typing import Optional, Dict
import numpy as np
from scipy import linalg
# Base Inception Model
class BasicConv2d:
def __init__(self, in_... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/models/unet3d.py | tinygrad_repo/extra/models/unet3d.py | from pathlib import Path
import torch
from tinygrad import nn
from tinygrad.tensor import Tensor
from tinygrad.helpers import fetch, get_child
class DownsampleBlock:
def __init__(self, c0, c1, stride=2):
self.conv1 = [nn.Conv2d(c0, c1, kernel_size=(3,3,3), stride=stride, padding=(1,1,1,1,1,1), bias=False), nn.In... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/models/resnet.py | tinygrad_repo/extra/models/resnet.py | import tinygrad.nn as nn
from tinygrad import Tensor, dtypes
from tinygrad.nn.state import torch_load
from tinygrad.helpers import fetch, get_child
# allow monkeypatching in layer implementations
BatchNorm = nn.BatchNorm2d
Conv2d = nn.Conv2d
Linear = nn.Linear
class BasicBlock:
expansion = 1
def __init__(self, ... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/models/convnext.py | tinygrad_repo/extra/models/convnext.py | from tinygrad.tensor import Tensor
from tinygrad.nn import Conv2d, LayerNorm, LayerNorm2d, Linear
from tinygrad.helpers import fetch, get_child
class Block:
def __init__(self, dim):
self.dwconv = Conv2d(dim, dim, kernel_size=7, padding=3, groups=dim)
self.norm = LayerNorm(dim, eps=1e-6)
self.pwconv1 = Li... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/models/transformer.py | tinygrad_repo/extra/models/transformer.py | from tinygrad import Tensor
class TransformerBlock:
def __init__(self, embed_dim, num_heads, ff_dim, prenorm=False, act=lambda x: x.relu(), dropout=0.1):
assert embed_dim % num_heads == 0, "embed_dim must be divisible by num_heads"
self.num_heads = num_heads
self.head_size = embed_dim // num_heads
s... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/models/rnnt.py | tinygrad_repo/extra/models/rnnt.py | from tinygrad.tensor import Tensor
from tinygrad.engine.jit import TinyJit
from tinygrad.nn import Linear, Embedding
from tinygrad.helpers import fetch
import numpy as np
from pathlib import Path
class RNNT:
def __init__(self, input_features=240, vocab_size=29, enc_hidden_size=1024, pred_hidden_size=320, joint_hidd... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/models/clip.py | tinygrad_repo/extra/models/clip.py | from tinygrad import Tensor, dtypes
from tinygrad.helpers import fetch
from tinygrad.nn import Linear, LayerNorm, Embedding, Conv2d
from typing import List, Optional, Union, Tuple, Dict
from abc import ABC, abstractmethod
from functools import lru_cache
from PIL import Image
import numpy as np
import re, gzip
@lru_ca... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/sqtt/rgptool.py | tinygrad_repo/extra/sqtt/rgptool.py | #!/usr/bin/env python3
from __future__ import annotations
import argparse, ctypes, struct, hashlib, pickle, code, typing, functools
import tinygrad.runtime.autogen.sqtt as sqtt
from tinygrad.device import ProfileEvent, ProfileDeviceEvent, ProfileProgramEvent
from tinygrad.runtime.ops_amd import ProfileSQTTEvent
from ti... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/torch_hook/hook_torch.py | tinygrad_repo/extra/torch_hook/hook_torch.py | import ctypes, struct, platform, pathlib, os, binascii, itertools
from hexdump import hexdump
from tinygrad.device import Device
from tinygrad import Tensor
from tinygrad.dtype import _from_torch_dtype
from tinygrad.helpers import to_mv, DEBUG, getenv, colored, time_to_str
import extra.torch_hook.hook_cuda as hook_cud... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/torch_hook/hook_cuda.py | tinygrad_repo/extra/torch_hook/hook_cuda.py | import ctypes, struct, platform, pathlib, os, binascii, itertools
from hexdump import hexdump
from tinygrad.helpers import to_mv, DEBUG, getenv, colored, time_to_str
from tinygrad.runtime.autogen import libc, cuda
from tinygrad.device import CPUProgram, Device
from tinygrad.runtime.support.elf import elf_loader
from ti... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/sched/fuzz_schedule.py | tinygrad_repo/extra/sched/fuzz_schedule.py | import itertools
import numpy as np
from typing import DefaultDict, Dict, List, Set, Tuple, TypeVar, Union
from tinygrad.device import Buffer
from tinygrad.engine.realize import capturing, lower_schedule_item
from tinygrad.helpers import DEBUG, MULTIOUTPUT, colored, getenv
from tinygrad.engine.schedule import LBSchedul... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/assembly/assembly_arm64.py | tinygrad_repo/extra/assembly/assembly_arm64.py | import struct
from platform import system
from typing import Tuple, Dict, List, Optional
from tinygrad import dtypes
from tinygrad.uop.ops import BinaryOps, UnaryOps, TernaryOps
from tinygrad.codegen.opt.kernel import Ops, UOp
from tinygrad.helpers import CI
from tinygrad.codegen.assembly import uops_to_asmstyle, Assem... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/assembly/assembly.py | tinygrad_repo/extra/assembly/assembly.py | from typing import Tuple, List, NamedTuple, Any, Dict, Optional, Union, DefaultDict, cast
from tinygrad.codegen.opt.kernel import Ops, MemOp, UOp
from tinygrad.uop.ops import BinaryOps, UnaryOps
from tinygrad.dtype import DType, dtypes
from tinygrad.helpers import DEBUG
from tinygrad.uop.ops import Variable, NumNode, M... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/assembly/assembly_rdna.py | tinygrad_repo/extra/assembly/assembly_rdna.py | import yaml
from typing import Tuple, Set, Dict
from tinygrad import dtypes
from tinygrad.codegen.assembly import AssemblyCodegen, Register
from tinygrad.codegen.opt.kernel import Ops
from tinygrad.uop.ops import BinaryOps, UnaryOps, TernaryOps
from tinygrad.runtime.ops_cl import ROCM_LLVM_PATH
# ugh, is this really n... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/assembly/assembly_ptx.py | tinygrad_repo/extra/assembly/assembly_ptx.py | from typing import List
import struct
from tinygrad.codegen.assembly import uops_to_asmstyle, AssemblyLanguage
from tinygrad.codegen.opt.kernel import Ops, UOp
from tinygrad import dtypes
from tinygrad.uop.ops import BinaryOps, UnaryOps, TernaryOps
from tinygrad.runtime.ops_cuda import arch
dtype_to_nvtype = {dtypes.f... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/assembly/ptx/test.py | tinygrad_repo/extra/assembly/ptx/test.py | #!/usr/bin/env python3
import numpy as np
from tinygrad.runtime.ops_cuda import CUDAProgram, RawCUDABuffer
if __name__ == "__main__":
test = RawCUDABuffer.fromCPU(np.zeros(10, np.float32))
prg = CUDAProgram("test", """
.version 7.8
.target sm_86
.address_size 64
.visible .entry test(.param .u64 x) {
.r... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/assembly/rocm/rdna3/asm.py | tinygrad_repo/extra/assembly/rocm/rdna3/asm.py | import numpy as np
import pathlib
from hexdump import hexdump
from tinygrad.helpers import colored
from extra.helpers import enable_early_exec
early_exec = enable_early_exec()
from tinygrad.runtime.ops_cl import CLProgram, CLBuffer, ROCM_LLVM_PATH
ENABLE_NON_ASM = False
WMMA = True
DUAL_ALU = True
F32 = True
if ENA... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/tinygrad_nv_matmul.py | tinygrad_repo/extra/gemm/tinygrad_nv_matmul.py | from tinygrad import Tensor, dtypes, Device
from tinygrad.helpers import getenv, DEBUG
from tinygrad.codegen.opt.kernel import Kernel, Opt, OptOps
from tinygrad.engine.realize import CompiledRunner, ExecItem, get_program
from dataclasses import replace
N = 4096
if __name__ == "__main__":
if getenv("GEMV"):
A, B ... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/metal_conv.py | tinygrad_repo/extra/gemm/metal_conv.py | import os
#os.environ["METAL"] = "1"
import numpy as np
BS = 64
CIN = 256
COUT = 256
HW = 32
K = 3
PADDING = 0
# TODO: this is doing some trick, since with CIN=256 COUT=256 it's over 10.4 TFLOPS.
# are winograd convs less flops? it appears so if they are batched
# https://www.cse.ust.hk/~weiwa/papers/yan-ppopp20.pdf
F... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/real_pmatmul.py | tinygrad_repo/extra/gemm/real_pmatmul.py | import time
from tinygrad import Tensor, Device, TinyJit
from tinygrad.helpers import getenv
if __name__ == "__main__":
DEVS = [f"NV:{i}" for i in range(getenv("GPUS", 2))]
N = getenv("N", 8192)
A = Tensor.rand(N, N).shard(DEVS, 0).realize()
B = Tensor.rand(N, N).shard(DEVS, 1).realize()
print("***** MUL ***... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/torch_gemm.py | tinygrad_repo/extra/gemm/torch_gemm.py | import os
os.environ["NVIDIA_TF32_OVERRIDE"] = "0"
os.environ["MKL_NUM_THREADS"] = "1"
os.environ["NUMEXPR_NUM_THREADS"] = "1"
os.environ["OMP_NUM_THREADS"] = "1"
import time
import torch
torch.set_num_threads(1)
from tinygrad.helpers import getenv
CUDA = getenv("CUDA", 1)
for dtype in [torch.float32, torch.float16]:
... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/mlx_matmul.py | tinygrad_repo/extra/gemm/mlx_matmul.py | import mlx.core as mx
from tinygrad.helpers import Timing
N = 4096
x = mx.random.normal((N,N))
w = mx.random.normal((N,N))
FLOPS = N*N*N*2
for i in range(10):
with Timing("", lambda x: f" {FLOPS/x:.2f} GFLOPS"):
mx.eval(x@w)
| python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/max_matmul.py | tinygrad_repo/extra/gemm/max_matmul.py | import numpy as np, os
from tinygrad.helpers import getenv, flat_mv
from tinygrad import dtypes
from typing import Optional, List, Tuple, cast, Dict, Final, DefaultDict, Self
from tinygrad.engine.realize import get_program
# for copied uops
from tinygrad.codegen.opt.kernel import Kernel, KernelOptError
from tinygrad.u... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/metal_matvec.py | tinygrad_repo/extra/gemm/metal_matvec.py | import numpy as np
import time, torch, torch.mps
from tinygrad import Tensor, TinyJit, Device
from tinygrad.helpers import flat_mv
from tinygrad.runtime.ops_metal import MetalAllocator, MetalDevice, MetalProgram, MetalCompiler
N = 16384
M = 4096
FLOPS = N*M*2
nb = np.random.default_rng().standard_normal(size=(N), dt... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/tf_gemm.py | tinygrad_repo/extra/gemm/tf_gemm.py | import time
import tensorflow as tf
gpus = tf.config.list_physical_devices('GPU')
if gpus:
try:
# Currently, memory growth needs to be the same across GPUs
for gpu in gpus:
tf.config.experimental.set_memory_growth(gpu, True)
logical_gpus = tf.config.list_logical_devices('GPU')
print(len(gpus), ... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/cuda_matmul.py | tinygrad_repo/extra/gemm/cuda_matmul.py | import os
import numpy as np
os.environ["CUDA"] = "1"
from tinygrad.runtime.ops_cuda import CUDAAllocator, CUDADevice, CUDAProgram, CUDACompiler
from tinygrad.helpers import flat_mv
FLOAT16 = True
ACC_FLOAT16 = False
N = 4096
na = np.random.default_rng().standard_normal(size=(N,N), dtype=np.float32)
nb = np.random.de... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/triton_nv_matmul.py | tinygrad_repo/extra/gemm/triton_nv_matmul.py | import time
import triton
import triton.language as tl
from triton.compiler import AttrsDescriptor, ASTSource, compile as triton_compile
import numpy as np
from tinygrad import Tensor, dtypes, Device
from tinygrad.engine.realize import CompiledRunner, ExecItem, ProgramSpec
from tinygrad.helpers import getenv
np.set_pri... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/amx.py | tinygrad_repo/extra/gemm/amx.py | #!/usr/bin/env python3
import numpy as np
import time
import sys
np.set_printoptions(linewidth=160)
np.set_printoptions(linewidth=1000, threshold=10000000000, suppress=False)
from tinygrad.runtime.ops_llvm import LLVMDevice, LLVMProgram, LLVMCompiler
from llvmlite import ir # type: ignore
from tinygrad.helpers import ... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/hip_matmul.py | tinygrad_repo/extra/gemm/hip_matmul.py | import time
import numpy as np
from tinygrad.helpers import getenv, prod, flat_mv
from tinygrad.runtime.ops_amd import AMDAllocator, AMDDevice, AMDProgram
# AMD_LOG_LEVEL=3 ./MIOpenDriver gemm --iter 1000 --time 1 --a_w 2048 --a_h 2048 --b_w 2048
# 5.5: Cijk_Ailk_Bljk_HHS_BH_MT128x128x16_MI16x16x16x1_SN_1LDSB0_APM1_AB... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/simple_matmul.py | tinygrad_repo/extra/gemm/simple_matmul.py | import numpy as np
from tinygrad import dtypes, Tensor
from tinygrad.helpers import getenv, get_single_element
from tinygrad.dtype import _to_np_dtype
from tinygrad.codegen.opt import OptOps
from tinygrad.engine.realize import lower_schedule
dtype_in = dtypes.half if getenv("HALF") else dtypes.bfloat16 if getenv("BFLO... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/amd_matmul.py | tinygrad_repo/extra/gemm/amd_matmul.py | # kernel8_batched_gmem.s from https://seb-v.github.io/optimization/update/2025/01/20/Fast-GPU-Matrix-multiplication.html
# sudo PATH=/opt/homebrew/Cellar/llvm/20.1.6/bin:$PATH AMD_LLVM=0 AMD=1 DEBUG=2 python3 extra/gemm/amd_matmul.py
import pathlib
from dataclasses import replace
from tinygrad import Tensor, Device, Co... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/simple_conv.py | tinygrad_repo/extra/gemm/simple_conv.py | from tinygrad.helpers import getenv
from tinygrad import dtypes, Tensor
dtype_in = dtypes.half if getenv("HALF") else dtypes.bfloat16 if getenv("BFLOAT16") else dtypes.float
acc_dtype = dtypes.half if getenv("ACC_HALF") else dtypes.bfloat16 if getenv("ACC_BFLOAT16") else None
CNT = getenv("CNT", 8)
BS = getenv("BS", ... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/gemm.py | tinygrad_repo/extra/gemm/gemm.py | #!/usr/bin/env python3
import os
#os.environ['OMP_NUM_THREADS'] = '1'
import time
import numpy as np
N = 512
if __name__ == "__main__":
# N^2
A = np.random.randn(N, N).astype(np.float32)
# N^2
B = np.random.randn(N, N).astype(np.float32)
# 2N compute in N^2 output cells
flop = 2*N*N*N
#print(f"{flop / 1... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/fuzz_matmul.py | tinygrad_repo/extra/gemm/fuzz_matmul.py | import numpy as np
from tinygrad.helpers import getenv
from tinygrad import dtypes, Tensor
dtype_in = dtypes.half if getenv("HALF") else dtypes.bfloat16 if getenv("BFLOAT16") else dtypes.float
acc_dtype = dtypes.half if getenv("ACC_HALF") else dtypes.bfloat16 if getenv("ACC_BFLOAT16") else None
N_START = getenv("N_STAR... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/tvm_gemm.py | tinygrad_repo/extra/gemm/tvm_gemm.py | # https://tvm.apache.org/docs/tutorial/tensor_expr_get_started.html#example-2-manually-optimizing-matrix-multiplication-with-te
M, N, K = 1024, 1024, 1024
try:
import tvm
from tvm import te
#print(tvm.target.Target.list_kinds())
# c, opencl
target = tvm.target.Target(target="c")
# TVM Matrix Multiplicat... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/halide_gemm.py | tinygrad_repo/extra/gemm/halide_gemm.py | import numpy as np
import halide as hl
from tinygrad.helpers import Timing, getenv
# HL_DEBUG_CODEGEN=1
N = getenv("N", 1024)
def gemm_pipeline(gpu=False):
# ---------------- Vars & Parameters ----------------
i, j = hl.Var("i"), hl.Var("j") # output tile coordinates
A = hl.InputBuffer(hl.Float(32), 2) # [M,... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/metal_matmul.py | tinygrad_repo/extra/gemm/metal_matmul.py | import os
os.environ["METAL"] = "1"
import time
import numpy as np
from tinygrad import Device, dtypes
from tinygrad.helpers import getenv, flat_mv
from tinygrad.runtime.ops_metal import MetalAllocator, MetalDevice, MetalProgram, MetalCompiler
N = getenv("N", 2048)
LID = 2
device = MetalDevice("METAL")
metalalloc = M... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/amd_uop_matmul.py | tinygrad_repo/extra/gemm/amd_uop_matmul.py | from tinygrad import Tensor, Device, Context, GlobalCounters, dtypes
from tinygrad.uop.ops import UOp, Ops, KernelInfo, graph_rewrite, AxisType, PatternMatcher, UPat
from tinygrad.engine.realize import CompiledRunner, ExecItem, get_program
from tinygrad.dtype import AddrSpace
from tinygrad.helpers import getenv, colore... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/simple_matvec.py | tinygrad_repo/extra/gemm/simple_matvec.py | import numpy as np
from tinygrad.helpers import getenv
from tinygrad import dtypes, Tensor, Device
dtype_in = dtypes.half if getenv("HALF") else dtypes.bfloat16 if getenv("BFLOAT16") else dtypes.float
acc_dtype = dtypes.half if getenv("ACC_HALF") else dtypes.bfloat16 if getenv("ACC_BFLOAT16") else None
GPUS = getenv("... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/intel_xmx.py | tinygrad_repo/extra/gemm/intel_xmx.py | #!/usr/bin/env python3
import numpy as np
from tinygrad.runtime.ops_cl import CLProgram, CLCompiler
from tinygrad import Device, dtypes
from tinygrad.device import Buffer
from hexdump import hexdump
# https://github.com/intel/intel-graphics-compiler/blob/master/documentation/visa/instructions/DPAS.md
# https://registr... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/gemm/jax_pmatmul.py | tinygrad_repo/extra/gemm/jax_pmatmul.py | #!/usr/bin/env python3
import time
import jax
import jax.numpy as jnp
print(jax.devices())
DEVICES = len(jax.devices())
BS = 32
N = 4096
dtype = jnp.float16
A = jnp.zeros((DEVICES, BS, N, N), dtype)
B = jnp.zeros((1, 1, N, N), dtype)
A = jax.device_put_sharded([A[i] for i in range(DEVICES)], jax.devices())
B = jax.dev... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/junk/sentencepiece_model_pb2.py | tinygrad_repo/extra/junk/sentencepiece_model_pb2.py | # -*- coding: utf-8 -*-
# Generated by the protocol buffer compiler. DO NOT EDIT!
# source: sentencepiece_model.proto
# Protobuf Python Version: 4.25.1
"""Generated protocol buffer code."""
from google.protobuf import descriptor as _descriptor
from google.protobuf import descriptor_pool as _descriptor_pool
from google... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/torch_backend/test_multigpu.py | tinygrad_repo/extra/torch_backend/test_multigpu.py | import unittest
from tinygrad.helpers import getenv
import torch
import tinygrad.frontend.torch
torch.set_default_device("tiny")
import numpy as np
@unittest.skipIf(getenv("GPUS",1)<=1, "only single GPU")
class TestTorchBackendMultiGPU(unittest.TestCase):
def test_transfer(self):
a = torch.Tensor([[1,2],[3,4]]).... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/torch_backend/backend2.py | tinygrad_repo/extra/torch_backend/backend2.py | # NOTE: this is probably the wrong backend to work on, you want backend.py
# discussion about this in #pytorch-backend on our Discord
# this is using high level debug features from torch and we should integrate deeper
from tinygrad import Tensor
import torch, contextlib
from torch.utils._python_dispatch import TorchDi... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/torch_backend/torch_tests.py | tinygrad_repo/extra/torch_backend/torch_tests.py | import sys
import unittest
import torch
import extra.torch_backend.backend
from torch.testing._internal.common_utils import TestCase, is_privateuse1_backend_available
assert is_privateuse1_backend_available() and torch._C._get_privateuse1_backend_name() == "tiny"
from torch.testing._internal.common_device_type import ... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/torch_backend/example.py | tinygrad_repo/extra/torch_backend/example.py | from PIL import Image
from tinygrad.helpers import getenv
import torch, torchvision, pathlib
import torchvision.transforms as transforms
import extra.torch_backend.backend
device = "tiny"
torch.set_default_device(device)
if __name__ == "__main__":
img = Image.open(pathlib.Path(__file__).parent.parent.parent / "test/... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/torch_backend/test_compile.py | tinygrad_repo/extra/torch_backend/test_compile.py | # https://pytorch.org/tutorials/intermediate/torch_compile_tutorial.html
import torch
import torch._dynamo
from extra.torch_backend.backend import unwrap, wrap
from torch._dynamo.backends.registry import register_backend
from torch._functorch.aot_autograd import aot_module_simplified
from tinygrad import Tensor, Tiny... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/torch_backend/test.py | tinygrad_repo/extra/torch_backend/test.py | # simple tests
import unittest
import torch
import numpy as np
from tinygrad.helpers import getenv, Context, GlobalCounters
if getenv("TINY_BACKEND2"):
import extra.torch_backend.backend2
device = "cpu"
else:
import extra.torch_backend.backend
device = "tiny"
class TestTorchBackend(unittest.TestCase):
def te... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/torch_backend/backend.py | tinygrad_repo/extra/torch_backend/backend.py | # ruff: noqa: E501, A001, A002, A006
# A001 Variable `input` is shadowing a Python builtin
# A002 Function argument `input` is shadowing a Python builtin
# A006 Lambda argument `input` is shadowing a Python builtin
from tinygrad import Tensor, dtypes, Device
from tinygrad.uop.ops import Ops
from tinygrad.helpers import... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | true |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/torch_backend/test_inplace.py | tinygrad_repo/extra/torch_backend/test_inplace.py | import unittest
import torch
import tinygrad.frontend.torch
torch.set_default_device("tiny")
import numpy as np
class TestTorchBackendInplace(unittest.TestCase):
def test_zero(self):
a = torch.ones(4)
a.zero_()
np.testing.assert_equal(a.cpu().numpy(), [0,0,0,0])
def test_view_zero(self):
a = torch... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/backends/clang_graph.py | tinygrad_repo/extra/backends/clang_graph.py | from typing import List, Dict, cast
import ctypes
from tinygrad.helpers import dedup, cpu_time_execution, DEBUG
from tinygrad.engine.jit import GraphRunner, GraphException
from tinygrad.device import Buffer, Device
from tinygrad.engine.realize import ExecItem, CompiledRunner
from tinygrad.uop.ops import Variable
from t... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/backends/hsa_driver.py | tinygrad_repo/extra/backends/hsa_driver.py | import ctypes, collections
import tinygrad.runtime.autogen.hsa as hsa
from tinygrad.helpers import init_c_var
def check(status):
if status != 0:
hsa.hsa_status_string(status, ctypes.byref(status_str := ctypes.POINTER(ctypes.c_char)()))
raise RuntimeError(f"HSA Error {status}: {ctypes.string_at(status_str).de... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/backends/ops_hsa.py | tinygrad_repo/extra/backends/ops_hsa.py | from __future__ import annotations
import ctypes, functools, subprocess, io, atexit, collections, json
from typing import Tuple, TypeVar, List, Dict, Any
import tinygrad.runtime.autogen.hsa as hsa
from tinygrad.helpers import DEBUG, init_c_var, from_mv, round_up, to_mv, init_c_struct_t, getenv, PROFILE
from tinygrad.de... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/backends/hsa_graph.py | tinygrad_repo/extra/backends/hsa_graph.py | import ctypes, collections, time, itertools
from typing import List, Any, Dict, cast, Optional, Tuple
from tinygrad.helpers import init_c_var, round_up
from tinygrad.device import Buffer, BufferSpec
from tinygrad.device import Compiled, Device
from tinygrad.uop.ops import Variable
from tinygrad.runtime.ops_hsa import H... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/backends/triton.py | tinygrad_repo/extra/backends/triton.py | from typing import Dict, List, Final, Callable, DefaultDict
from collections import defaultdict
from tinygrad.uop.ops import UnaryOps, BinaryOps, TernaryOps, Op
from tinygrad.helpers import DType, PtrDType, dtypes, ImageDType, DEBUG, getenv
from tinygrad.codegen.opt.kernel import UOp, Ops
from triton.compiler import c... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/backends/graph_hip.py | tinygrad_repo/extra/backends/graph_hip.py | import ctypes
from typing import Tuple
import tinygrad.runtime.autogen.hip as hip
from tinygrad.helpers import init_c_var, time_execution_cuda_style
from tinygrad.runtime.ops_hip import check, hip_set_device
from tinygrad.runtime.graph.cuda import CUDAGraph
# TODO: this is only used in graph
def hip_time_execution(cb,... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/backends/rdna.py | tinygrad_repo/extra/backends/rdna.py | from typing import Dict, Set
import yaml
from tinygrad.codegen.uops import UOpGraph, UOps, UOp
from tinygrad.uop.ops import BinaryOps
from tinygrad.dtype import dtypes
def uops_to_rdna(function_name:str, uops:UOpGraph) -> str:
replace: Dict[UOp, UOp] = {}
seen: Set[UOp] = set()
for u in uops:
if u in seen: c... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/resnet18/resnet_mlx.py | tinygrad_repo/extra/resnet18/resnet_mlx.py | # code from https://x.com/awnihannun/status/1832511021602500796
from huggingface_hub import snapshot_download
import mlx.core as mx
import mlx.nn as nn
import time
class Block(nn.Module):
def __init__(self, in_dims, dims, stride=1):
super().__init__()
self.conv1 = nn.Conv2d(
in_dims, dims, kernel_siz... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/resnet18/resnet_tinygrad.py | tinygrad_repo/extra/resnet18/resnet_tinygrad.py | from huggingface_hub import snapshot_download
from tinygrad import nn, Tensor, TinyJit, Device, GlobalCounters, Context
import time
class Block:
def __init__(self, in_dims, dims, stride=1):
super().__init__()
self.conv1 = nn.Conv2d(
in_dims, dims, kernel_size=3, stride=stride, padding=1, bias=False
... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/qcom_gpu_driver/msm_kgsl.py | tinygrad_repo/extra/qcom_gpu_driver/msm_kgsl.py | # type: ignore
# -*- coding: utf-8 -*-
#
# TARGET arch is: []
# WORD_SIZE is: 8
# POINTER_SIZE is: 8
# LONGDOUBLE_SIZE is: 16
#
import ctypes
class AsDictMixin:
@classmethod
def as_dict(cls, self):
result = {}
if not isinstance(self, AsDictMixin):
# not a structure, assume it's alr... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/qcom_gpu_driver/qcom_opencl_interop.py | tinygrad_repo/extra/qcom_gpu_driver/qcom_opencl_interop.py | import ctypes, array
from hexdump import hexdump
from tinygrad.runtime.ops_cl import CLDevice
from tinygrad.helpers import getenv, to_mv, mv_address
from tinygrad.dtype import dtypes
from tinygrad import Tensor, TinyJit
from tinygrad.runtime.autogen import opencl as cl
if getenv("IOCTL"): import extra.qcom_gpu_driver.o... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/qcom_gpu_driver/opencl_ioctl.py | tinygrad_repo/extra/qcom_gpu_driver/opencl_ioctl.py | # type: ignore
import ctypes, ctypes.util, struct, fcntl, re
from hexdump import hexdump
from copy import deepcopy
import pathlib, sys
from tinygrad.helpers import to_mv, getenv
from tinygrad.runtime.autogen import adreno
sys.path.append(pathlib.Path(__file__).parent.parent.parent.as_posix())
IOCTL = getenv("IOCTL", 0... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/amdpci/proclogs.py | tinygrad_repo/extra/amdpci/proclogs.py | import re, ctypes, sys, importlib
from tinygrad.runtime.support.am.amdev import AMDev, AMRegister
class AMDFake(AMDev):
def __init__(self, devfmt, vram, doorbell, mmio, dma_regions=None):
self.devfmt, self.vram, self.doorbell64, self.mmio, self.dma_regions = devfmt, vram, doorbell, mmio, dma_regions
self._ru... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/amdpci/am_smi.py | tinygrad_repo/extra/amdpci/am_smi.py | #!/usr/bin/env python3
import time, mmap, sys, shutil, os, glob, subprocess, argparse, collections
from tinygrad.helpers import DEBUG, colored, ansilen
from tinygrad.runtime.autogen import libc
from tinygrad.runtime.autogen.am import am
from tinygrad.runtime.support.hcq import MMIOInterface
from tinygrad.runtime.suppo... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/nv_gpu_driver/nv_ioctl.py | tinygrad_repo/extra/nv_gpu_driver/nv_ioctl.py | # type: ignore
import ctypes, ctypes.util, struct, platform, pathlib, re, time, os, signal
from tinygrad.helpers import from_mv, to_mv, getenv, init_c_struct_t
from hexdump import hexdump
start = time.perf_counter()
# *** ioctl lib ***
libc = ctypes.CDLL(ctypes.util.find_library("c"))
processor = platform.processor()
... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/hcqfuzz/spec.py | tinygrad_repo/extra/hcqfuzz/spec.py | import os, random
class TestSpec:
def prepare(self, device, seed):
raise NotImplementedError("prepare must be implemented in the derived class")
def get_exec_state(self):
raise NotImplementedError("get_exec_state must be implemented in the derived class")
def name(self): return self.__class__.__name__
c... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/hcqfuzz/tools.py | tinygrad_repo/extra/hcqfuzz/tools.py | import pickle, datetime, os, tempfile, subprocess, zipfile, importlib.util
from extra.hcqfuzz.spec import TestSpec
from tinygrad.helpers import getenv
BASE_DIR = os.path.dirname(os.path.abspath(__file__))
TEST_DIR = os.path.join(BASE_DIR, "tests")
REPORTS_DIR = os.path.join(BASE_DIR, "reports")
def collect_tests():
... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/hcqfuzz/fuzzer.py | tinygrad_repo/extra/hcqfuzz/fuzzer.py | import os, random, subprocess, shlex, datetime, time, signal
from extra.hcqfuzz.tools import create_report, on_start_run, collect_tests, init_log, log
from extra.hcqfuzz.spec import AMSpec
def run_test(dev, test):
on_start_run(dev, test)
dev_env = dev.get_exec_state()
test_env, cmd, timeout = test.get_exec_stat... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/hcqfuzz/tests/bert.py | tinygrad_repo/extra/hcqfuzz/tests/bert.py | from extra.hcqfuzz.spec import TestSpec
import random
bert_train_params = {
"DEFAULT_FLOAT": "HALF",
"SUM_DTYPE": "HALF",
"GPUS": 6,
"BS": 96,
"EVAL_BS": 96,
"FUSE_ARANGE": 1,
"BASEDIR": "/raid/datasets/wiki",
}
class TrainBert(TestSpec):
def prepare(self, dev, seed):
random.seed(seed)
self.e... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/hcqfuzz/tests/resnet.py | tinygrad_repo/extra/hcqfuzz/tests/resnet.py | from extra.hcqfuzz.spec import TestSpec
import random
resnet_train_params = {
"DEFAULT_FLOAT": "HALF",
"SUM_DTYPE": "HALF",
"GPUS": 6,
"BS": 1536,
"EVAL_BS": 192,
"TRAIN_BEAM": 4,
"IGNORE_JIT_FIRST_BEAM": 1,
"BEAM_UOPS_MAX": 2000,
"BEAM_UPCAST_MAX": 96,
"BEAM_LOCAL_MAX": 1024,
"BEAM_MIN_PROGRESS"... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
ajouatom/openpilot | https://github.com/ajouatom/openpilot/blob/b0eab6e8de2d57522b657426fbb794f2d736c75c/tinygrad_repo/extra/hcqfuzz/tests/hcq.py | tinygrad_repo/extra/hcqfuzz/tests/hcq.py | from extra.hcqfuzz.spec import TestSpec
import random
class HCQSignalFuzzer(TestSpec):
def prepare(self, dev, seed):
random.seed(seed)
self.env = {
"GPUS": random.choice([2, 3, 4, 5, 6]),
"ITERS": random.randint(1000000, 10000000),
"SEED": seed,
}
self.cmd = "python3 test/external... | python | MIT | b0eab6e8de2d57522b657426fbb794f2d736c75c | 2026-01-05T07:04:53.428285Z | false |
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