diff --git a/requirements/pyproject-apex-pip.toml b/requirements/pyproject-apex-pip.toml
new file mode 100644
index 000000000..ed9435af3
--- /dev/null
+++ b/requirements/pyproject-apex-pip.toml
@@ -0,0 +1,14 @@
+[tool.poetry]
+name = "gpt-neox-apex-pip"
+version = "0.1.0"
+description = "Apex pip requirements for GPT-NeoX"
+authors = ["EleutherAI <contact@eleuther.ai>"]
+license = "Apache-2.0"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+pip = "23.3.2"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
\ No newline at end of file
diff --git a/requirements/pyproject-comet.toml b/requirements/pyproject-comet.toml
new file mode 100644
index 000000000..3fc98576b
--- /dev/null
+++ b/requirements/pyproject-comet.toml
@@ -0,0 +1,14 @@
+[tool.poetry]
+name = "gpt-neox-comet"
+version = "0.1.0"
+description = "Comet ML requirements for GPT-NeoX"
+authors = ["EleutherAI <contact@eleuther.ai>"]
+license = "Apache-2.0"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+comet_ml = ">=3.45.0"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
\ No newline at end of file
diff --git a/requirements/pyproject-flashattention.toml b/requirements/pyproject-flashattention.toml
new file mode 100644
index 000000000..73102251a
--- /dev/null
+++ b/requirements/pyproject-flashattention.toml
@@ -0,0 +1,14 @@
+[tool.poetry]
+name = "gpt-neox-flashattention"
+version = "0.1.0"
+description = "Flash Attention requirements for GPT-NeoX"
+authors = ["EleutherAI <contact@eleuther.ai>"]
+license = "Apache-2.0"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+flash-attn = "2.5.6"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
\ No newline at end of file
diff --git a/requirements/pyproject-mamba.toml b/requirements/pyproject-mamba.toml
new file mode 100644
index 000000000..807d4d801
--- /dev/null
+++ b/requirements/pyproject-mamba.toml
@@ -0,0 +1,16 @@
+[tool.poetry]
+name = "gpt-neox-mamba"
+version = "0.1.0"
+description = "Mamba requirements for GPT-NeoX"
+authors = ["EleutherAI <contact@eleuther.ai>"]
+license = "Apache-2.0"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+causal_conv1d = ">=1.1.0"
+einops = "*"
+mamba_ssm = ">=1.2.0.post1"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
\ No newline at end of file
diff --git a/requirements/pyproject-neox-dev.toml b/requirements/pyproject-neox-dev.toml
new file mode 100644
index 000000000..4a0058a3e
--- /dev/null
+++ b/requirements/pyproject-neox-dev.toml
@@ -0,0 +1,21 @@
+[tool.poetry]
+name = "gpt-neox-dev"
+version = "0.1.0"
+description = "Development requirements for GPT-NeoX"
+authors = ["EleutherAI <contact@eleuther.ai>"]
+license = "Apache-2.0"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+autopep8 = ">=1.5.6"
+clang-format = ">=13.0.1"
+pre-commit = ">=2.17.0"
+pytest = ">=6.2.3"
+pytest-cov = ">=2.11.1"
+pytest-forked = ">=1.3.0"
+pytest-html = "4.1.1"
+pytest-xdist = "*"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
\ No newline at end of file
diff --git a/requirements/pyproject-onebitadam.toml b/requirements/pyproject-onebitadam.toml
new file mode 100644
index 000000000..002391e93
--- /dev/null
+++ b/requirements/pyproject-onebitadam.toml
@@ -0,0 +1,14 @@
+[tool.poetry]
+name = "gpt-neox-onebitadam"
+version = "0.1.0"
+description = "OneBitAdam requirements for GPT-NeoX"
+authors = ["EleutherAI <contact@eleuther.ai>"]
+license = "Apache-2.0"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+cupy-cuda111 = ">=8.6.0"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
\ No newline at end of file
diff --git a/requirements/pyproject-s3.toml b/requirements/pyproject-s3.toml
new file mode 100644
index 000000000..d90584660
--- /dev/null
+++ b/requirements/pyproject-s3.toml
@@ -0,0 +1,15 @@
+[tool.poetry]
+name = "gpt-neox-s3"
+version = "0.1.0"
+description = "S3 requirements for GPT-NeoX"
+authors = ["EleutherAI <contact@eleuther.ai>"]
+license = "Apache-2.0"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+boto3 = "*"
+hf-transfer = ">=0.1.3"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
\ No newline at end of file
diff --git a/requirements/pyproject-sparseattention.toml b/requirements/pyproject-sparseattention.toml
new file mode 100644
index 000000000..ecd069c13
--- /dev/null
+++ b/requirements/pyproject-sparseattention.toml
@@ -0,0 +1,14 @@
+[tool.poetry]
+name = "gpt-neox-sparseattention"
+version = "0.1.0"
+description = "Sparse Attention requirements for GPT-NeoX"
+authors = ["EleutherAI <contact@eleuther.ai>"]
+license = "Apache-2.0"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+triton = "2.1.0"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
\ No newline at end of file
diff --git a/requirements/pyproject-tensorboard.toml b/requirements/pyproject-tensorboard.toml
new file mode 100644
index 000000000..3f88cb644
--- /dev/null
+++ b/requirements/pyproject-tensorboard.toml
@@ -0,0 +1,14 @@
+[tool.poetry]
+name = "gpt-neox-tensorboard"
+version = "0.1.0"
+description = "TensorBoard requirements for GPT-NeoX"
+authors = ["EleutherAI <contact@eleuther.ai>"]
+license = "Apache-2.0"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+tensorboard = "2.13.0"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
\ No newline at end of file
diff --git a/requirements/pyproject-transformerengine.toml b/requirements/pyproject-transformerengine.toml
new file mode 100644
index 000000000..07429f88a
--- /dev/null
+++ b/requirements/pyproject-transformerengine.toml
@@ -0,0 +1,14 @@
+[tool.poetry]
+name = "gpt-neox-transformerengine"
+version = "0.1.0"
+description = "Transformer Engine requirements for GPT-NeoX"
+authors = ["EleutherAI <contact@eleuther.ai>"]
+license = "Apache-2.0"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+transformer-engine = {git = "https://github.com/NVIDIA/TransformerEngine.git", rev = "stable"}
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
\ No newline at end of file
diff --git a/requirements/pyproject-wandb.toml b/requirements/pyproject-wandb.toml
new file mode 100644
index 000000000..e34fe8648
--- /dev/null
+++ b/requirements/pyproject-wandb.toml
@@ -0,0 +1,14 @@
+[tool.poetry]
+name = "gpt-neox-wandb"
+version = "0.1.0"
+description = "Weights & Biases requirements for GPT-NeoX"
+authors = ["EleutherAI <contact@eleuther.ai>"]
+license = "Apache-2.0"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+wandb = ">=0.10.28"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
\ No newline at end of file
diff --git a/requirements/pyproject.toml b/requirements/pyproject.toml
new file mode 100644
index 000000000..ccaf95e4e
--- /dev/null
+++ b/requirements/pyproject.toml
@@ -0,0 +1,33 @@
+[tool.poetry]
+name = "gpt-neox"
+version = "2.0.0"
+description = "An open-source library for training large-scale language models on GPUs"
+authors = ["EleutherAI <contact@eleuther.ai>"]
+license = "Apache-2.0"
+readme = "README.md"
+homepage = "https://www.github.com/eleutherai/gpt-neox"
+repository = "https://www.github.com/eleutherai/gpt-neox"
+documentation = "https://www.github.com/eleutherai/gpt-neox"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+deepspeed = {git = "https://github.com/EleutherAI/DeeperSpeed.git", rev = "02e2ebf7dee6aaab3d89094ed470a4609763c742"}
+ftfy = "^6.0.1"
+huggingface_hub = "^0.11.0"
+jinja2 = "3.1.4"
+lm_dataformat = {git = "https://github.com/EleutherAI/lm_dataformat.git", rev = "4eec05349977071bf67fc072290b95e31c8dd836"}
+lm_eval = ">=0.4.0,<=0.4.1"
+mpi4py = "^3.0.3"
+numpy = "<2.0"
+pybind11 = "^2.6.2"
+regex = "*"
+sentencepiece = "*"
+six = "*"
+tiktoken = "^0.1.2"
+tokenizers = "^0.12.1"
+transformers = "4.38.0"
+toml = "*"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
\ No newline at end of file
diff --git a/tests/requirements/test_requirements.py b/tests/requirements/test_requirements.py
new file mode 100644
index 000000000..7f7f7bd4b
--- /dev/null
+++ b/tests/requirements/test_requirements.py
@@ -0,0 +1,42 @@
+import pytest
+import toml
+from pathlib import Path
+
+def parse_requirements(file_path):
+    with open(file_path, 'r') as f:
+        return [line.strip() for line in f if line.strip() and not line.startswith('#')]
+
+def parse_pyproject(file_path):
+    with open(file_path, 'r') as f:
+        pyproject_data = toml.load(f)
+    return pyproject_data['tool']['poetry']['dependencies']
+
+def normalize_version(version):
+    return version.replace('>=', '').replace('==', '').replace('*', '')
+
+def compare_dependencies(req_deps, pyproject_deps):
+    for req in req_deps:
+        name, _, version = req.partition('==')
+        if not version:
+            name, _, version = req.partition('>=')
+        if not version:
+            name, _, version = req.partition('>')
+        name = name.lower()
+        if name == 'python':
+            continue  # Skip Python version comparison
+        if name not in pyproject_deps:
+            return False
+        if version and normalize_version(version) != normalize_version(pyproject_deps[name]):
+            return False
+    return True
+
+@pytest.mark.parametrize("req_file", Path("requirements").glob("requirements-*.txt"))
+def test_pyproject_matches_requirements(req_file):
+    pyproject_file = Path("requirements") / f"pyproject-{req_file.stem.split('-')[1]}.toml"
+    assert pyproject_file.exists(), f"pyproject.toml file not found for {req_file}"
+
+    req_deps = parse_requirements(req_file)
+    pyproject_deps = parse_pyproject(pyproject_file)
+
+    assert compare_dependencies(req_deps, pyproject_deps), \
+        f"Dependencies in {req_file} do not match those in {pyproject_file}"
\ No newline at end of file