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data-target="react-app.embeddedData">{"payload":{"allShortcutsEnabled":false,"path":"tests","repo":{"id":323651234,"defaultBranch":"main","name":"gpt-neox","ownerLogin":"EleutherAI","currentUserCanPush":false,"isFork":false,"isEmpty":false,"createdAt":"2020-12-22T14:37:54.000Z","ownerAvatar":"https://avatars.githubusercontent.com/u/68924597?v=4","public":true,"private":false,"isOrgOwned":true},"currentUser":null,"refInfo":{"name":"main","listCacheKey":"v0:1742676635.0","canEdit":false,"refType":"branch","currentOid":"f84b54e20361772cf97da87ba48960b741954065"},"tree":{"items":[{"name":"config","path":"tests/config","contentType":"directory"},{"name":"cpu_tests","path":"tests/cpu_tests","contentType":"directory"},{"name":"data","path":"tests/data","contentType":"directory"},{"name":"model","path":"tests/model","contentType":"directory"},{"name":"neox_args","path":"tests/neox_args","contentType":"directory"},{"name":"requirements","path":"tests/requirements","contentType":"directory"},{"name":"test_configs","path":"tests/test_configs","contentType":"directory"},{"name":"unit","path":"tests/unit","contentType":"directory"},{"name":"README.md","path":"tests/README.md","contentType":"file"},{"name":"__init__.py","path":"tests/__init__.py","contentType":"file"},{"name":"common.py","path":"tests/common.py","contentType":"file"},{"name":"conftest.py","path":"tests/conftest.py","contentType":"file"},{"name":"pytest.ini","path":"tests/pytest.ini","contentType":"file"}],"templateDirectorySuggestionUrl":null,"readme":{"displayName":"README.md","richText":"\u003carticle class=\"markdown-body entry-content container-lg\" itemprop=\"text\"\u003e\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDependencies\u003c/h1\u003e\u003ca id=\"user-content-dependencies\" class=\"anchor\" aria-label=\"Permalink: Dependencies\" href=\"#dependencies\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTests use pytests with coverage and forked plugins. Install with:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pip install -r requirements/requirements.txt\npip install -r requirements/requirements-dev.txt\"\u003e\u003cpre\u003epip install -r requirements/requirements.txt\npip install -r requirements/requirements-dev.txt\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eDownload the required test data\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"python prepare_data.py\"\u003e\u003cpre\u003epython prepare_data.py\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRun\u003c/h1\u003e\u003ca id=\"user-content-run\" class=\"anchor\" aria-label=\"Permalink: Run\" href=\"#run\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTests can be run using pytest.\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eThe argument --forked needs to be provided\u003c/li\u003e\n\u003cli\u003eA coverage report can be created using the optional arguments --cov-report and --cov (see pytest documentation)\u003c/li\u003e\n\u003cli\u003eA subset of tests can be selected by pointing to the module within tests\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"# run all tests, output coverage report of megatron module in terminal\npytest --forked --cov-report term --cov=megatron tests\n\n# run tests in tests/model, output coverage report of megatron module as html\npytest --forked --cov-report html --cov=megatron tests/model\n\n# run tests in tests/model/test_model_generation.py, don't output coverage report\npytest --forked tests/model/test_model_generation.py\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e run all tests, output coverage report of megatron module in terminal\u003c/span\u003e\npytest --forked --cov-report term --cov=megatron tests\n\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e run tests in tests/model, output coverage report of megatron module as html\u003c/span\u003e\npytest --forked --cov-report html --cov=megatron tests/model\n\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e run tests in tests/model/test_model_generation.py, don't output coverage report\u003c/span\u003e\npytest --forked tests/model/test_model_generation.py\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eSome tests can run on cpu only. These are marked with the decorator @pytest.mark.cpu.\nThe test cases for cpu can be run with:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"pytest tests -m cpu\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003epytest tests -m cpu\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIf a html coverage report has been created a simple http server can be run to serve static files.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"python -m http.server --directory htmlcov 8000\"\u003e\u003cpre\u003epython -m http.server --directory htmlcov 8000\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eTips and Tricks\u003c/h2\u003e\u003ca id=\"user-content-tips-and-tricks\" class=\"anchor\" aria-label=\"Permalink: Tips and Tricks\" href=\"#tips-and-tricks\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eif You see this kind of error:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"RuntimeError: Cannot re-initialize CUDA in forked subprocess. To use CUDA with multiprocessing, you must use the 'spawn' start method\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003eRuntimeError: Cannot re-initialize CUDA in forked subprocess. To use CUDA with multiprocessing, you must use the 'spawn' start method\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIt usually means that you used some pytorch.cuda function before the test creates the processes. However just importing \u003ccode\u003efrom torch.utils import cpp_extension\u003c/code\u003e can also trigger this.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCPU Test Integration\u003c/h2\u003e\u003ca id=\"user-content-cpu-test-integration\" class=\"anchor\" aria-label=\"Permalink: CPU Test Integration\" href=\"#cpu-test-integration\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTests can be run against physical CPUs through GitHub Actions. To have tests run on the physical CPU test, here is generally how the CI should be written:\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eruns-on\u003c/h3\u003e\u003ca id=\"user-content-runs-on\" class=\"anchor\" aria-label=\"Permalink: runs-on\" href=\"#runs-on\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eNOTE: These BKMs were written to work with CI infrastructure that is no longer in place. To use the Github runners (ubuntu-22.04 / ubuntu-latest), skip the 'runs-on' section.\u003c/h4\u003e\u003ca id=\"user-content-note-these-bkms-were-written-to-work-with-ci-infrastructure-that-is-no-longer-in-place-to-use-the-github-runners-ubuntu-2204--ubuntu-latest-skip-the-runs-on-section\" class=\"anchor\" aria-label=\"Permalink: NOTE: These BKMs were written to work with CI infrastructure that is no longer in place. To use the Github runners (ubuntu-22.04 / ubuntu-latest), skip the 'runs-on' section.\" href=\"#note-these-bkms-were-written-to-work-with-ci-infrastructure-that-is-no-longer-in-place-to-use-the-github-runners-ubuntu-2204--ubuntu-latest-skip-the-runs-on-section\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe CI needs to be written to target the CPU Github Action runner. The jobs that need to run on CPU should use the hardware runner's labels:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-yaml notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"jobs:\n cpu-test-job:\n runs-on: [ 'self-hosted', 'aws', 'test'] # these labels tell GitHub to execute on the runner with the 'aws' and 'test' labels\"\u003e\u003cpre\u003e\u003cspan class=\"pl-ent\"\u003ejobs\u003c/span\u003e:\n \u003cspan class=\"pl-ent\"\u003ecpu-test-job\u003c/span\u003e:\n \u003cspan class=\"pl-ent\"\u003eruns-on\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e[ 'self-hosted', 'aws', 'test'] \u003c/span\u003e\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e these labels tell GitHub to execute on the runner with the 'aws' and 'test' labels\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eSoftware dependencies\u003c/h3\u003e\u003ca id=\"user-content-software-dependencies\" class=\"anchor\" aria-label=\"Permalink: Software dependencies\" href=\"#software-dependencies\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eHardware tests that need python and docker should install them as part of the test execution to make sure the tests run as expected:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-yaml notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"steps:\n # sample syntax to setup python with pip\n - uses: actions/setup-python@v4\n with:\n python-version: \u0026quot;3.8\u0026quot;\n cache: \u0026quot;pip\u0026quot;\n\n # sample setup of docker (there's no official Docker setup action)\n - name: Docker setup\n run: | # taken from Docker's installation page: https://docs.docker.com/engine/install/ubuntu/\n # Add Docker's official GPG key:\n sudo apt-get update\n sudo apt-get install ca-certificates curl\n sudo install -m 0755 -d /etc/apt/keyrings\n sudo curl -fsSL https://download.docker.com/linux/ubuntu/gpg -o /etc/apt/keyrings/docker.asc\n sudo chmod a+r /etc/apt/keyrings/docker.asc\n # Add the repository to Apt sources:\n echo \\\n \u0026quot;deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.asc] https://download.docker.com/linux/ubuntu \\\n $(. /etc/os-release \u0026amp;\u0026amp; echo \u0026quot;$VERSION_CODENAME\u0026quot;) stable\u0026quot; | \\\n sudo tee /etc/apt/sources.list.d/docker.list \u0026gt; /dev/null\n sudo apt-get update\n sudo apt-get install docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin -y\"\u003e\u003cpre\u003e\u003cspan class=\"pl-ent\"\u003esteps\u003c/span\u003e:\n \u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e sample syntax to setup python with pip\u003c/span\u003e\n - \u003cspan class=\"pl-ent\"\u003euses\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003eactions/setup-python@v4\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003ewith\u003c/span\u003e:\n \u003cspan class=\"pl-ent\"\u003epython-version\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e3.8\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003ecache\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003epip\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e\n\n \u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e sample setup of docker (there's no official Docker setup action)\u003c/span\u003e\n - \u003cspan class=\"pl-ent\"\u003ename\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003eDocker setup\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003erun\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e| \u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e taken from Docker's installation page: https://docs.docker.com/engine/install/ubuntu/\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e # Add Docker's official GPG key:\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e sudo apt-get update\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e sudo apt-get install ca-certificates curl\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e sudo install -m 0755 -d /etc/apt/keyrings\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e sudo curl -fsSL https://download.docker.com/linux/ubuntu/gpg -o /etc/apt/keyrings/docker.asc\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e sudo chmod a+r /etc/apt/keyrings/docker.asc\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e # Add the repository to Apt sources:\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e echo \\\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e \"deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.asc] https://download.docker.com/linux/ubuntu \\\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e $(. /etc/os-release \u0026amp;\u0026amp; echo \"$VERSION_CODENAME\") stable\" | \\\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e sudo tee /etc/apt/sources.list.d/docker.list \u0026gt; /dev/null\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e sudo apt-get update\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e sudo apt-get install docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin -y\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAny other software dependencies should be assumed to be missing and installed as part of the CI.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUsing Docker image\u003c/h3\u003e\u003ca id=\"user-content-using-docker-image\" class=\"anchor\" aria-label=\"Permalink: Using Docker image\" href=\"#using-docker-image\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eUsing the Docker image and running tests in a container is recommended to resolve environment issues. There is a modified docker-compose.yml in tests/cpu_tests directory that is recommended to be used for CPU tests:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cp tests/cpu_tests/docker-compose.yml .\n# export any env variables here that should be used:\nexport NEOX_DATA_PATH='./data/enwik8'\ndocker compose run -d --build --name $CONTAINER gpt-neox tail -f /dev/null\n# then can set up and run tests in the container using docker exec\ndocker exec $CONTAINER pip install -r /workspace/requirements-dev.txt\n# etc.\n# please clean up the container as part of the CI:\ndocker rm $CONTAINER\"\u003e\u003cpre\u003ecp tests/cpu_tests/docker-compose.yml \u003cspan class=\"pl-c1\"\u003e.\u003c/span\u003e\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e export any env variables here that should be used:\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003eexport\u003c/span\u003e NEOX_DATA_PATH=\u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003e./data/enwik8\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003e\u003c/span\u003e\ndocker compose run -d --build --name \u003cspan class=\"pl-smi\"\u003e$CONTAINER\u003c/span\u003e gpt-neox tail -f /dev/null\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e then can set up and run tests in the container using docker exec\u003c/span\u003e\ndocker \u003cspan class=\"pl-c1\"\u003eexec\u003c/span\u003e \u003cspan class=\"pl-smi\"\u003e$CONTAINER\u003c/span\u003e pip install -r /workspace/requirements-dev.txt\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e etc.\u003c/span\u003e\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e please clean up the container as part of the CI:\u003c/span\u003e\ndocker rm \u003cspan class=\"pl-smi\"\u003e$CONTAINER\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAt the time of writing there is no built-in method to provide an offline-built Docker image to \u003ccode\u003ejobs.\u0026lt;job-id\u0026gt;.container\u003c/code\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUsing existing CPU test CI\u003c/h3\u003e\u003ca id=\"user-content-using-existing-cpu-test-ci\" class=\"anchor\" aria-label=\"Permalink: Using existing CPU test CI\" href=\"#using-existing-cpu-test-ci\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThere is an existing CPU test workflow that can be included in existing CI:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-yaml notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"steps:\n - name: Run CPU Tests\n uses:\n target_test_ref: $GITHUB_REF # replace with the ref/SHA that the tests should be run on\n # have a look at the reusable workflow here: https://github.com/EleutherAI/gpt-neox/blob/main/tests/cpu_tests/action.yml\"\u003e\u003cpre\u003e\u003cspan class=\"pl-ent\"\u003esteps\u003c/span\u003e:\n - \u003cspan class=\"pl-ent\"\u003ename\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003eRun CPU Tests\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003euses\u003c/span\u003e:\n \u003cspan class=\"pl-ent\"\u003etarget_test_ref\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e$GITHUB_REF \u003c/span\u003e\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e replace with the ref/SHA that the tests should be run on\u003c/span\u003e\n \u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e have a look at the reusable workflow here: https://github.com/EleutherAI/gpt-neox/blob/main/tests/cpu_tests/action.yml\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/article\u003e","errorMessage":null,"headerInfo":{"toc":[{"level":1,"text":"Dependencies","anchor":"dependencies","htmlText":"Dependencies"},{"level":1,"text":"Run","anchor":"run","htmlText":"Run"},{"level":2,"text":"Tips and Tricks","anchor":"tips-and-tricks","htmlText":"Tips and Tricks"},{"level":2,"text":"CPU Test Integration","anchor":"cpu-test-integration","htmlText":"CPU Test Integration"},{"level":3,"text":"runs-on","anchor":"runs-on","htmlText":"runs-on"},{"level":4,"text":"NOTE: These BKMs were written to work with CI infrastructure that is no longer in place. To use the Github runners (ubuntu-22.04 / ubuntu-latest), skip the 'runs-on' section.","anchor":"note-these-bkms-were-written-to-work-with-ci-infrastructure-that-is-no-longer-in-place-to-use-the-github-runners-ubuntu-2204--ubuntu-latest-skip-the-runs-on-section","htmlText":"NOTE: These BKMs were written to work with CI infrastructure that is no longer in place. To use the Github runners (ubuntu-22.04 / ubuntu-latest), skip the 'runs-on' section."},{"level":3,"text":"Software dependencies","anchor":"software-dependencies","htmlText":"Software dependencies"},{"level":3,"text":"Using Docker image","anchor":"using-docker-image","htmlText":"Using Docker image"},{"level":3,"text":"Using existing CPU test CI","anchor":"using-existing-cpu-test-ci","htmlText":"Using existing CPU test CI"}],"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2FEleutherAI%2Fgpt-neox%2Ftree%2Fmain%2Ftests"}},"totalCount":13,"showBranchInfobar":false},"fileTree":{"":{"items":[{"name":".github","path":".github","contentType":"directory"},{"name":"configs","path":"configs","contentType":"directory"},{"name":"eval_tasks","path":"eval_tasks","contentType":"directory"},{"name":"images","path":"images","contentType":"directory"},{"name":"megatron","path":"megatron","contentType":"directory"},{"name":"post-training","path":"post-training","contentType":"directory"},{"name":"requirements","path":"requirements","contentType":"directory"},{"name":"tests","path":"tests","contentType":"directory"},{"name":"tools","path":"tools","contentType":"directory"},{"name":".clang-format","path":".clang-format","contentType":"file"},{"name":".dockerignore","path":".dockerignore","contentType":"file"},{"name":".gitignore","path":".gitignore","contentType":"file"},{"name":".pre-commit-config.yaml","path":".pre-commit-config.yaml","contentType":"file"},{"name":"CITATION.cff","path":"CITATION.cff","contentType":"file"},{"name":"CONTRIBUTING.md","path":"CONTRIBUTING.md","contentType":"file"},{"name":"Dockerfile","path":"Dockerfile","contentType":"file"},{"name":"LICENSE","path":"LICENSE","contentType":"file"},{"name":"MANIFEST.in","path":"MANIFEST.in","contentType":"file"},{"name":"README-MUP.md","path":"README-MUP.md","contentType":"file"},{"name":"README.md","path":"README.md","contentType":"file"},{"name":"deepy.py","path":"deepy.py","contentType":"file"},{"name":"docker-compose-dockerhub.yml","path":"docker-compose-dockerhub.yml","contentType":"file"},{"name":"docker-compose.yml","path":"docker-compose.yml","contentType":"file"},{"name":"eval.py","path":"eval.py","contentType":"file"},{"name":"generate.py","path":"generate.py","contentType":"file"},{"name":"prepare_data.py","path":"prepare_data.py","contentType":"file"},{"name":"train.py","path":"train.py","contentType":"file"}],"totalCount":27}},"fileTreeProcessingTime":25.813795,"foldersToFetch":[],"treeExpanded":true,"symbolsExpanded":false,"csrf_tokens":{"/EleutherAI/gpt-neox/branches":{"post":"EckHmij569q3MEUiIzr-O45OzIZoyqbr2IbBzzSm5ByOdwo-Q20j7HnWn427yuf9GKkNEC09_8SD8DgmL_JV_g"},"/EleutherAI/gpt-neox/branches/fetch_and_merge/main":{"post":"oE6cy6Qz85aBZDS-UDFlc4Shafmq7cntKxtxK11p0hjeumDUHCa8laOXL3fx-dqKGrWF2lA9bHUThuWHLP1PyA"},"/EleutherAI/gpt-neox/branches/fetch_and_merge/main?discard_changes=true":{"post":"itJfx4bxuqSXRKTzEMfgxkXuI4ssuPH5BxVqisy3wh_0JqPYPuT1p7W3vzqxD18_2_rPqNZoVGE_iP4mvSNfzw"}}},"title":"gpt-neox/tests at main · EleutherAI/gpt-neox","appPayload":{"helpUrl":"https://docs.github.com","findFileWorkerPath":"/assets-cdn/worker/find-file-worker-7d7eb7c71814.js","findInFileWorkerPath":"/assets-cdn/worker/find-in-file-worker-96e76d5fdb2c.js","githubDevUrl":null,"enabled_features":{"code_nav_ui_events":false,"overview_shared_code_dropdown_button":false,"react_blob_overlay":false,"accessible_code_button":true,"github_models_repo_integration":false}}}</script> <div data-target="react-app.reactRoot"><style data-styled="true" data-styled-version="5.3.11">.gISSDQ{width:100%;}/*!sc*/ @media screen and (min-width:544px){.gISSDQ{width:100%;}}/*!sc*/ @media screen and (min-width:768px){.gISSDQ{width:auto;}}/*!sc*/ .bHLmSv{position:absolute;inset:0 -2px;cursor:col-resize;background-color:transparent;-webkit-transition-delay:0.1s;transition-delay:0.1s;}/*!sc*/ .bHLmSv:hover{background-color:var(--bgColor-neutral-muted,var(--color-neutral-muted,rgba(175,184,193,0.2)));}/*!sc*/ 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1.5h-8.5a.75.75 0 0 1 0-1.5ZM2 14a1 1 0 1 1 0-2 1 1 0 0 1 0 2Zm1-6a1 1 0 1 1-2 0 1 1 0 0 1 2 0ZM2 4a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z"></path></svg></button></div><div class="Box-sc-g0xbh4-0 QkQOb js-snippet-clipboard-copy-unpositioned undefined" data-hpc="true"><article class="markdown-body entry-content container-lg" itemprop="text"><div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">Dependencies</h1><a id="user-content-dependencies" class="anchor" aria-label="Permalink: Dependencies" href="#dependencies"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Tests use pytests with coverage and forked plugins. Install with:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="pip install -r requirements/requirements.txt pip install -r requirements/requirements-dev.txt"><pre>pip install -r requirements/requirements.txt pip install -r requirements/requirements-dev.txt</pre></div> <p dir="auto">Download the required test data</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="python prepare_data.py"><pre>python prepare_data.py</pre></div> <div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">Run</h1><a id="user-content-run" class="anchor" aria-label="Permalink: Run" href="#run"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Tests can be run using pytest.</p> <ul dir="auto"> <li>The argument --forked needs to be provided</li> <li>A coverage report can be created using the optional arguments --cov-report and --cov (see pytest documentation)</li> <li>A subset of tests can be selected by pointing to the module within tests</li> </ul> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="# run all tests, output coverage report of megatron module in terminal pytest --forked --cov-report term --cov=megatron tests # run tests in tests/model, output coverage report of megatron module as html pytest --forked --cov-report html --cov=megatron tests/model # run tests in tests/model/test_model_generation.py, don't output coverage report pytest --forked tests/model/test_model_generation.py"><pre><span class="pl-c"><span class="pl-c">#</span> run all tests, output coverage report of megatron module in terminal</span> pytest --forked --cov-report term --cov=megatron tests <span class="pl-c"><span class="pl-c">#</span> run tests in tests/model, output coverage report of megatron module as html</span> pytest --forked --cov-report html --cov=megatron tests/model <span class="pl-c"><span class="pl-c">#</span> run tests in tests/model/test_model_generation.py, don't output coverage report</span> pytest --forked tests/model/test_model_generation.py</pre></div> <p dir="auto">Some tests can run on cpu only. These are marked with the decorator @pytest.mark.cpu. The test cases for cpu can be run with:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="pytest tests -m cpu"><pre class="notranslate"><code>pytest tests -m cpu </code></pre></div> <p dir="auto">If a html coverage report has been created a simple http server can be run to serve static files.</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="python -m http.server --directory htmlcov 8000"><pre>python -m http.server --directory htmlcov 8000</pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Tips and Tricks</h2><a id="user-content-tips-and-tricks" class="anchor" aria-label="Permalink: Tips and Tricks" href="#tips-and-tricks"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">if You see this kind of error:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="RuntimeError: Cannot re-initialize CUDA in forked subprocess. To use CUDA with multiprocessing, you must use the 'spawn' start method"><pre class="notranslate"><code>RuntimeError: Cannot re-initialize CUDA in forked subprocess. To use CUDA with multiprocessing, you must use the 'spawn' start method </code></pre></div> <p dir="auto">It usually means that you used some pytorch.cuda function before the test creates the processes. However just importing <code>from torch.utils import cpp_extension</code> can also trigger this.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">CPU Test Integration</h2><a id="user-content-cpu-test-integration" class="anchor" aria-label="Permalink: CPU Test Integration" href="#cpu-test-integration"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Tests can be run against physical CPUs through GitHub Actions. To have tests run on the physical CPU test, here is generally how the CI should be written:</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">runs-on</h3><a id="user-content-runs-on" class="anchor" aria-label="Permalink: runs-on" href="#runs-on"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">NOTE: These BKMs were written to work with CI infrastructure that is no longer in place. To use the Github runners (ubuntu-22.04 / ubuntu-latest), skip the 'runs-on' section.</h4><a id="user-content-note-these-bkms-were-written-to-work-with-ci-infrastructure-that-is-no-longer-in-place-to-use-the-github-runners-ubuntu-2204--ubuntu-latest-skip-the-runs-on-section" class="anchor" aria-label="Permalink: NOTE: These BKMs were written to work with CI infrastructure that is no longer in place. To use the Github runners (ubuntu-22.04 / ubuntu-latest), skip the 'runs-on' section." href="#note-these-bkms-were-written-to-work-with-ci-infrastructure-that-is-no-longer-in-place-to-use-the-github-runners-ubuntu-2204--ubuntu-latest-skip-the-runs-on-section"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The CI needs to be written to target the CPU Github Action runner. The jobs that need to run on CPU should use the hardware runner's labels:</p> <div class="highlight highlight-source-yaml notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="jobs: cpu-test-job: runs-on: [ 'self-hosted', 'aws', 'test'] # these labels tell GitHub to execute on the runner with the 'aws' and 'test' labels"><pre><span class="pl-ent">jobs</span>: <span class="pl-ent">cpu-test-job</span>: <span class="pl-ent">runs-on</span>: <span class="pl-s">[ 'self-hosted', 'aws', 'test'] </span><span class="pl-c"><span class="pl-c">#</span> these labels tell GitHub to execute on the runner with the 'aws' and 'test' labels</span></pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Software dependencies</h3><a id="user-content-software-dependencies" class="anchor" aria-label="Permalink: Software dependencies" href="#software-dependencies"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Hardware tests that need python and docker should install them as part of the test execution to make sure the tests run as expected:</p> <div class="highlight highlight-source-yaml notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="steps: # sample syntax to setup python with pip - uses: actions/setup-python@v4 with: python-version: "3.8" cache: "pip" # sample setup of docker (there's no official Docker setup action) - name: Docker setup run: | # taken from Docker's installation page: https://docs.docker.com/engine/install/ubuntu/ # Add Docker's official GPG key: sudo apt-get update sudo apt-get install ca-certificates curl sudo install -m 0755 -d /etc/apt/keyrings sudo curl -fsSL https://download.docker.com/linux/ubuntu/gpg -o /etc/apt/keyrings/docker.asc sudo chmod a+r /etc/apt/keyrings/docker.asc # Add the repository to Apt sources: echo \ "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.asc] https://download.docker.com/linux/ubuntu \ $(. /etc/os-release && echo "$VERSION_CODENAME") stable" | \ sudo tee /etc/apt/sources.list.d/docker.list > /dev/null sudo apt-get update sudo apt-get install docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin -y"><pre><span class="pl-ent">steps</span>: <span class="pl-c"><span class="pl-c">#</span> sample syntax to setup python with pip</span> - <span class="pl-ent">uses</span>: <span class="pl-s">actions/setup-python@v4</span> <span class="pl-ent">with</span>: <span class="pl-ent">python-version</span>: <span class="pl-s"><span class="pl-pds">"</span>3.8<span class="pl-pds">"</span></span> <span class="pl-ent">cache</span>: <span class="pl-s"><span class="pl-pds">"</span>pip<span class="pl-pds">"</span></span> <span class="pl-c"><span class="pl-c">#</span> sample setup of docker (there's no official Docker setup action)</span> - <span class="pl-ent">name</span>: <span class="pl-s">Docker setup</span> <span class="pl-ent">run</span>: <span class="pl-s">| <span class="pl-c"><span class="pl-c">#</span> taken from Docker's installation page: https://docs.docker.com/engine/install/ubuntu/</span></span> <span class="pl-s"> # Add Docker's official GPG key:</span> <span class="pl-s"> sudo apt-get update</span> <span class="pl-s"> sudo apt-get install ca-certificates curl</span> <span class="pl-s"> sudo install -m 0755 -d /etc/apt/keyrings</span> <span class="pl-s"> sudo curl -fsSL https://download.docker.com/linux/ubuntu/gpg -o /etc/apt/keyrings/docker.asc</span> <span class="pl-s"> sudo chmod a+r /etc/apt/keyrings/docker.asc</span> <span class="pl-s"> # Add the repository to Apt sources:</span> <span class="pl-s"> echo \</span> <span class="pl-s"> "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.asc] https://download.docker.com/linux/ubuntu \</span> <span class="pl-s"> $(. /etc/os-release && echo "$VERSION_CODENAME") stable" | \</span> <span class="pl-s"> sudo tee /etc/apt/sources.list.d/docker.list > /dev/null</span> <span class="pl-s"> sudo apt-get update</span> <span class="pl-s"> sudo apt-get install docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin -y</span></pre></div> <p dir="auto">Any other software dependencies should be assumed to be missing and installed as part of the CI.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Using Docker image</h3><a id="user-content-using-docker-image" class="anchor" aria-label="Permalink: Using Docker image" href="#using-docker-image"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Using the Docker image and running tests in a container is recommended to resolve environment issues. There is a modified docker-compose.yml in tests/cpu_tests directory that is recommended to be used for CPU tests:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cp tests/cpu_tests/docker-compose.yml . # export any env variables here that should be used: export NEOX_DATA_PATH='./data/enwik8' docker compose run -d --build --name $CONTAINER gpt-neox tail -f /dev/null # then can set up and run tests in the container using docker exec docker exec $CONTAINER pip install -r /workspace/requirements-dev.txt # etc. # please clean up the container as part of the CI: docker rm $CONTAINER"><pre>cp tests/cpu_tests/docker-compose.yml <span class="pl-c1">.</span> <span class="pl-c"><span class="pl-c">#</span> export any env variables here that should be used:</span> <span class="pl-k">export</span> NEOX_DATA_PATH=<span class="pl-s"><span class="pl-pds">'</span>./data/enwik8<span class="pl-pds">'</span></span> docker compose run -d --build --name <span class="pl-smi">$CONTAINER</span> gpt-neox tail -f /dev/null <span class="pl-c"><span class="pl-c">#</span> then can set up and run tests in the container using docker exec</span> docker <span class="pl-c1">exec</span> <span class="pl-smi">$CONTAINER</span> pip install -r /workspace/requirements-dev.txt <span class="pl-c"><span class="pl-c">#</span> etc.</span> <span class="pl-c"><span class="pl-c">#</span> please clean up the container as part of the CI:</span> docker rm <span class="pl-smi">$CONTAINER</span></pre></div> <p dir="auto">At the time of writing there is no built-in method to provide an offline-built Docker image to <code>jobs.<job-id>.container</code>.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Using existing CPU test CI</h3><a id="user-content-using-existing-cpu-test-ci" class="anchor" aria-label="Permalink: Using existing CPU test CI" href="#using-existing-cpu-test-ci"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">There is an existing CPU test workflow that can be included in existing CI:</p> <div class="highlight highlight-source-yaml notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="steps: - name: Run CPU Tests uses: target_test_ref: $GITHUB_REF # replace with the ref/SHA that the tests should be run on # have a look at the reusable workflow here: https://github.com/EleutherAI/gpt-neox/blob/main/tests/cpu_tests/action.yml"><pre><span class="pl-ent">steps</span>: - <span class="pl-ent">name</span>: <span class="pl-s">Run CPU Tests</span> <span class="pl-ent">uses</span>: <span class="pl-ent">target_test_ref</span>: <span class="pl-s">$GITHUB_REF </span><span class="pl-c"><span class="pl-c">#</span> replace with the ref/SHA that the tests should be run on</span> <span class="pl-c"><span class="pl-c">#</span> have a look at the reusable workflow here: https://github.com/EleutherAI/gpt-neox/blob/main/tests/cpu_tests/action.yml</span></pre></div> </article></div></div></div></div></div></div></div><div class="Box-sc-g0xbh4-0"></div></div></div></div></div><div id="find-result-marks-container" class="Box-sc-g0xbh4-0 cCoXib"></div><button hidden="" data-testid="" data-hotkey-scope="read-only-cursor-text-area"></button><button 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anim-fade-in fast hx_rsm-dialog hx_rsm-modal"> <button class="Box-btn-octicon m-0 btn-octicon position-absolute right-0 top-0" type="button" aria-label="Close dialog" data-close-dialog> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> <div class="octocat-spinner my-6 js-details-dialog-spinner"></div> </details-dialog> </details> </template> <div class="Popover js-hovercard-content position-absolute" style="display: none; outline: none;"> <div class="Popover-message Popover-message--bottom-left Popover-message--large Box color-shadow-large" style="width:360px;"> </div> </div> <template id="snippet-clipboard-copy-button"> <div class="zeroclipboard-container position-absolute right-0 top-0"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn js-clipboard-copy m-2 p-0" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon m-2"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none m-2"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> </clipboard-copy> </div> </template> <template id="snippet-clipboard-copy-button-unpositioned"> <div class="zeroclipboard-container"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn btn-invisible js-clipboard-copy m-2 p-0 d-flex flex-justify-center flex-items-center" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> </clipboard-copy> </div> </template> </div> <div id="js-global-screen-reader-notice" class="sr-only mt-n1" aria-live="polite" aria-atomic="true" ></div> <div id="js-global-screen-reader-notice-assertive" class="sr-only mt-n1" aria-live="assertive" aria-atomic="true"></div> </body> </html>