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Merge branch 'lukestanley-fix-cpu-support-with-extras'

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This commit is contained in:
Andrej Karpathy 2025-10-22 16:11:15 +00:00
commit 51e70f0d3c
8 changed files with 310 additions and 76 deletions
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1
.gitignore vendored
View File

@ -4,3 +4,4 @@ __pycache__/
rustbpe/target/
dev-ignore/
report.md
eval_bundle/

2
dev/runcpu.sh
View File

@ -14,7 +14,7 @@ NANOCHAT_BASE_DIR="$HOME/.cache/nanochat"
mkdir -p $NANOCHAT_BASE_DIR
command -v uv &> /dev/null || curl -LsSf https://astral.sh/uv/install.sh | sh
[ -d ".venv" ] || uv venv
uv sync
uv sync --extra cpu
source .venv/bin/activate
if [ -z "$WANDB_RUN" ]; then
WANDB_RUN=dummy

3
nanochat/dataloader.py
View File

@ -38,7 +38,8 @@ def tokenizing_distributed_data_loader(B, T, split, tokenizer_threads=4, tokeniz
batch_index += 1
# Move tokens from the deque into the scratch buffer
tokens = [token_buffer.popleft() for _ in range(needed_tokens)]
scratch = torch.tensor(tokens, dtype=torch.int64, pin_memory=True)
# CUDA supports memory pinning for faster transfers between CPU and GPU:
scratch = torch.tensor(tokens, dtype=torch.int64, pin_memory=(device == "cuda"))
# Create the inputs/targets as 1D tensors
inputs_cpu = scratch[:-1].to(dtype=torch.int32)
targets_cpu = scratch[1:]

38
pyproject.toml
View File

@ -44,19 +44,35 @@ python_files = ["test_*.py"]
python_classes = ["Test*"]
python_functions = ["test_*"]
# target torch to cuda 12.8
# target torch to cuda 12.8 or CPU
[tool.uv.sources]
torch = [
{ index = "pytorch-cpu", marker = "sys_platform != 'linux'" },
{ index = "pytorch-cu128", marker = "sys_platform == 'linux'" },
torch = [
{ index = "pytorch-cpu", extra = "cpu" },
{ index = "pytorch-cu128", extra = "gpu" },
]
[[tool.uv.index]]
name = "pytorch-cpu"
url = "https://download.pytorch.org/whl/cpu"
[[tool.uv.index]]
name = "pytorch-cpu"
url = "https://download.pytorch.org/whl/cpu"
explicit = true
[[tool.uv.index]]
name = "pytorch-cu128"
url = "https://download.pytorch.org/whl/cu128"
explicit = true
[[tool.uv.index]]
name = "pytorch-cu128"
url = "https://download.pytorch.org/whl/cu128"
explicit = true
[project.optional-dependencies]
cpu = [
"torch>=2.8.0",
]
gpu = [
"torch>=2.8.0",
]
[tool.uv]
conflicts = [
[
{ extra = "cpu" },
{ extra = "gpu" },
],
]

2
run1000.sh
View File

@ -10,7 +10,7 @@ export NANOCHAT_BASE_DIR="$HOME/.cache/nanochat"
mkdir -p $NANOCHAT_BASE_DIR
command -v uv &> /dev/null || curl -LsSf https://astral.sh/uv/install.sh | sh
[ -d ".venv" ] || uv venv
uv sync
uv sync --extra gpu
source .venv/bin/activate
if [ -z "$WANDB_RUN" ]; then
WANDB_RUN=dummy

3
scripts/mid_train.py
View File

@ -119,7 +119,8 @@ def mid_data_generator(split):
assert dataset_size > 0
needed_tokens = device_batch_size * max_seq_len + 1 # to form one training batch of inputs,targets
token_buffer = deque()
scratch = torch.empty(needed_tokens, dtype=torch.int64, pin_memory=True)
# CUDA supports memory pinning for faster transfers between CPU and GPU:
scratch = torch.empty(needed_tokens, dtype=torch.int64, pin_memory=(device_type == "cuda"))
cursor = ddp_rank # increments by ddp_world_size each time, so each rank processes unique documents
it = 0 # iteration counter
while True:

2
speedrun.sh
View File

@ -23,7 +23,7 @@ command -v uv &> /dev/null || curl -LsSf https://astral.sh/uv/install.sh | sh
# create a .venv local virtual environment (if it doesn't exist)
[ -d ".venv" ] || uv venv
# install the repo dependencies
uv sync
uv sync --extra gpu
# activate venv so that `python` uses the project's venv instead of system python
source .venv/bin/activate

335
uv.lock
View File

@ -2,13 +2,32 @@ version = 1
revision = 3
requires-python = ">=3.10"
resolution-markers = [
"python_full_version >= '3.12' and sys_platform == 'linux'",
"python_full_version >= '3.12' and sys_platform != 'linux'",
"python_full_version == '3.11.*' and sys_platform == 'linux'",
"python_full_version == '3.11.*' and sys_platform != 'linux'",
"python_full_version < '3.11' and sys_platform == 'linux'",
"python_full_version < '3.11' and sys_platform != 'linux'",
"python_full_version >= '3.12' and sys_platform == 'linux' and extra != 'extra-8-nanochat-cpu' and extra == 'extra-8-nanochat-gpu'",
"python_full_version >= '3.12' and sys_platform != 'linux' and extra != 'extra-8-nanochat-cpu' and extra == 'extra-8-nanochat-gpu'",
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"python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-8-nanochat-cpu' and extra == 'extra-8-nanochat-gpu'",
"python_full_version >= '3.12' and sys_platform == 'linux' and extra == 'extra-8-nanochat-cpu' and extra != 'extra-8-nanochat-gpu'",
"python_full_version >= '3.12' and sys_platform != 'darwin' and sys_platform != 'linux' and extra == 'extra-8-nanochat-cpu' and extra != 'extra-8-nanochat-gpu'",
"python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-8-nanochat-cpu' and extra != 'extra-8-nanochat-gpu'",
"python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-8-nanochat-cpu' and extra != 'extra-8-nanochat-gpu'",
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"python_full_version >= '3.12' and sys_platform != 'linux' and extra != 'extra-8-nanochat-cpu' and extra != 'extra-8-nanochat-gpu'",
"python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-8-nanochat-cpu' and extra != 'extra-8-nanochat-gpu'",
"python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-8-nanochat-cpu' and extra != 'extra-8-nanochat-gpu'",
"python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-8-nanochat-cpu' and extra != 'extra-8-nanochat-gpu'",
"python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-8-nanochat-cpu' and extra != 'extra-8-nanochat-gpu'",
]
conflicts = [[
{ package = "nanochat", extra = "cpu" },
{ package = "nanochat", extra = "gpu" },
]]
[[package]]
name = "aiohappyeyeballs"
@ -26,7 +45,7 @@ source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "aiohappyeyeballs" },
{ name = "aiosignal" },
{ name = "async-timeout", marker = "python_full_version < '3.11'" },
{ name = "async-timeout", marker = "python_full_version < '3.11' or (extra == 'extra-8-nanochat-cpu' and extra == 'extra-8-nanochat-gpu')" },
{ name = "attrs" },
{ name = "frozenlist" },
{ name = "multidict" },
@ -111,7 +130,7 @@ version = "1.4.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "frozenlist" },
{ name = "typing-extensions", marker = "python_full_version < '3.13'" },
{ name = "typing-extensions", marker = "python_full_version < '3.13' or (extra == 'extra-8-nanochat-cpu' and extra == 'extra-8-nanochat-gpu')" },
]
sdist = { url = "https://files.pythonhosted.org/packages/61/62/06741b579156360248d1ec624842ad0edf697050bbaf7c3e46394e106ad1/aiosignal-1.4.0.tar.gz", hash = "sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7", size = 25007, upload-time = "2025-07-03T22:54:43.528Z" }
wheels = [
@ -132,10 +151,10 @@ name = "anyio"
version = "4.10.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "exceptiongroup", marker = "python_full_version < '3.11'" },
{ name = "exceptiongroup", marker = "python_full_version < '3.11' or (extra == 'extra-8-nanochat-cpu' and extra == 'extra-8-nanochat-gpu')" },
{ name = "idna" },
{ name = "sniffio" },
{ name = "typing-extensions", marker = "python_full_version < '3.13'" },
{ name = "typing-extensions", marker = "python_full_version < '3.13' or (extra == 'extra-8-nanochat-cpu' and extra == 'extra-8-nanochat-gpu')" },
]
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wheels = [
@ -238,7 +257,7 @@ name = "click"
version = "8.2.1"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "colorama", marker = "sys_platform == 'win32'" },
{ name = "colorama", marker = "sys_platform == 'win32' or (extra == 'extra-8-nanochat-cpu' and extra == 'extra-8-nanochat-gpu')" },
]
sdist = { url = "https://files.pythonhosted.org/packages/60/6c/8ca2efa64cf75a977a0d7fac081354553ebe483345c734fb6b6515d96bbc/click-8.2.1.tar.gz", hash = "sha256:27c491cc05d968d271d5a1db13e3b5a184636d9d930f148c50b038f0d0646202", size = 286342, upload-time = "2025-05-20T23:19:49.832Z" }
wheels = [
@ -292,7 +311,7 @@ name = "exceptiongroup"
version = "1.3.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "typing-extensions", marker = "python_full_version < '3.11'" },
{ name = "typing-extensions", marker = "python_full_version < '3.12' or (extra == 'extra-8-nanochat-cpu' and extra == 'extra-8-nanochat-gpu')" },
]
sdist = { url = "https://files.pythonhosted.org/packages/0b/9f/a65090624ecf468cdca03533906e7c69ed7588582240cfe7cc9e770b50eb/exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88", size = 29749, upload-time = "2025-05-10T17:42:51.123Z" }
wheels = [
@ -497,7 +516,7 @@ source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "filelock" },
{ name = "fsspec" },
{ name = "hf-xet", marker = "platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'arm64' or platform_machine == 'x86_64'" },
{ name = "hf-xet", marker = "platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'arm64' or platform_machine == 'x86_64' or (extra == 'extra-8-nanochat-cpu' and extra == 'extra-8-nanochat-gpu')" },
{ name = "packaging" },
{ name = "pyyaml" },
{ name = "requests" },
@ -602,7 +621,7 @@ name = "maturin"
version = "1.9.4"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "tomli", marker = "python_full_version < '3.11'" },
{ name = "tomli", marker = "python_full_version < '3.11' or (extra == 'extra-8-nanochat-cpu' and extra == 'extra-8-nanochat-gpu')" },
]
sdist = { url = "https://files.pythonhosted.org/packages/13/7c/b11b870fc4fd84de2099906314ce45488ae17be32ff5493519a6cddc518a/maturin-1.9.4.tar.gz", hash = "sha256:235163a0c99bc6f380fb8786c04fd14dcf6cd622ff295ea3de525015e6ac40cf", size = 213647, upload-time = "2025-08-27T11:37:57.079Z" }
wheels = [
@ -635,7 +654,7 @@ name = "multidict"
version = "6.6.4"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "typing-extensions", marker = "python_full_version < '3.11'" },
{ name = "typing-extensions", marker = "python_full_version < '3.11' or (extra == 'extra-8-nanochat-cpu' and extra == 'extra-8-nanochat-gpu')" },
]
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wheels = [
@ -761,13 +780,26 @@ dependencies = [
{ name = "numpy" },
{ name = "psutil" },
{ name = "regex" },
{ name = "setuptools" },
{ name = "tiktoken" },
{ name = "tokenizers" },
{ name = "torch" },
{ name = "torch", version = "2.8.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "extra == 'extra-8-nanochat-gpu'" },
{ name = "torch", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(sys_platform == 'darwin' and extra == 'extra-8-nanochat-cpu') or (extra == 'extra-8-nanochat-cpu' and extra == 'extra-8-nanochat-gpu')" },
{ name = "torch", version = "2.9.0", source = { registry = "https://pypi.org/simple" }, marker = "(extra == 'extra-8-nanochat-cpu' and extra == 'extra-8-nanochat-gpu') or (extra != 'extra-8-nanochat-cpu' and extra != 'extra-8-nanochat-gpu')" },
{ name = "torch", version = "2.9.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(sys_platform != 'darwin' and extra == 'extra-8-nanochat-cpu') or (extra == 'extra-8-nanochat-cpu' and extra == 'extra-8-nanochat-gpu')" },
{ name = "uvicorn" },
{ name = "wandb" },
]
[package.optional-dependencies]
cpu = [
{ name = "torch", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(sys_platform == 'darwin' and extra == 'extra-8-nanochat-cpu') or (extra == 'extra-8-nanochat-cpu' and extra == 'extra-8-nanochat-gpu')" },
{ name = "torch", version = "2.9.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(sys_platform != 'darwin' and extra == 'extra-8-nanochat-cpu') or (extra == 'extra-8-nanochat-cpu' and extra == 'extra-8-nanochat-gpu')" },
]
gpu = [
{ name = "torch", version = "2.8.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" } },
]
[package.dev-dependencies]
dev = [
{ name = "maturin" },
@ -782,12 +814,16 @@ requires-dist = [
{ name = "numpy", specifier = "==1.26.4" },
{ name = "psutil", specifier = ">=7.1.0" },
{ name = "regex", specifier = ">=2025.9.1" },
{ name = "setuptools", specifier = ">=80.9.0" },
{ name = "tiktoken", specifier = ">=0.11.0" },
{ name = "tokenizers", specifier = ">=0.22.0" },
{ name = "torch", specifier = ">=2.8.0", index = "https://download.pytorch.org/whl/cu128" },
{ name = "torch", specifier = ">=2.8.0" },
{ name = "torch", marker = "extra == 'cpu'", specifier = ">=2.8.0", index = "https://download.pytorch.org/whl/cpu", conflict = { package = "nanochat", extra = "cpu" } },
{ name = "torch", marker = "extra == 'gpu'", specifier = ">=2.8.0", index = "https://download.pytorch.org/whl/cu128", conflict = { package = "nanochat", extra = "gpu" } },
{ name = "uvicorn", specifier = ">=0.36.0" },
{ name = "wandb", specifier = ">=0.21.3" },
]
provides-extras = ["cpu", "gpu"]
[package.metadata.requires-dev]
dev = [
@ -800,8 +836,13 @@ name = "networkx"
version = "3.4.2"
source = { registry = "https://pypi.org/simple" }
resolution-markers = [
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