From c80d3f5e349b1636c0b6fa720306d78ce0b6d806 Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 01:14:01 -0500 Subject: [PATCH 01/21] Add full stop to docstring --- src/tinytopics/fit.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/tinytopics/fit.py b/src/tinytopics/fit.py index 7fcdf74..d681c6a 100644 --- a/src/tinytopics/fit.py +++ b/src/tinytopics/fit.py @@ -41,7 +41,7 @@ def fit_model( batch_size: Number of documents per batch. base_lr: Minimum learning rate after annealing. max_lr: Starting maximum learning rate. - T_0: Number of epochs until first restart + T_0: Number of epochs until first restart. T_mult: Factor increasing restart interval. weight_decay: Weight decay for AdamW optimizer. device: Device to run training on. From 1a859aa1e19f6c3468da940c6ac82613a89743f3 Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 01:14:18 -0500 Subject: [PATCH 02/21] Add accelerate as dependency --- pyproject.toml | 1 + requirements-dev.lock | 18 ++++++++++++++++++ requirements.lock | 29 +++++++++++++++++++++++++++++ 3 files changed, 48 insertions(+) diff --git a/pyproject.toml b/pyproject.toml index cd7b0ac..ae1143c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,6 +7,7 @@ authors = [ ] dependencies = [ "torch>=2.3.0", + "accelerate>=1.2.1", "numpy>=2.0.0", "scipy>=1.13.0", "matplotlib>=3.8.4", diff --git a/requirements-dev.lock b/requirements-dev.lock index 9701ea4..c467460 100644 --- a/requirements-dev.lock +++ b/requirements-dev.lock @@ -10,6 +10,8 @@ # universal: false -e file:. +accelerate==1.2.1 + # via tinytopics anyio==4.7.0 # via httpx # via jupyter-server @@ -67,12 +69,14 @@ executing==2.1.0 fastjsonschema==2.21.1 # via nbformat filelock==3.16.1 + # via huggingface-hub # via torch fonttools==4.55.3 # via matplotlib fqdn==1.5.1 # via jsonschema fsspec==2024.12.0 + # via huggingface-hub # via torch ghp-import==2.1.0 # via mkdocs @@ -84,6 +88,8 @@ httpcore==1.0.7 # via httpx httpx==0.28.1 # via jupyterlab +huggingface-hub==0.27.0 + # via accelerate idna==3.10 # via anyio # via httpx @@ -228,6 +234,7 @@ notebook-shim==0.2.4 # via jupyterlab # via notebook numpy==2.2.1 + # via accelerate # via contourpy # via imageio # via matplotlib @@ -239,6 +246,8 @@ numpy==2.2.1 overrides==7.7.0 # via jupyter-server packaging==24.2 + # via accelerate + # via huggingface-hub # via ipykernel # via jupyter-server # via jupyterlab @@ -277,6 +286,7 @@ prompt-toolkit==3.0.48 # via ipython # via jupyter-console psutil==6.1.1 + # via accelerate # via ipykernel ptyprocess==0.7.0 # via pexpect @@ -308,6 +318,8 @@ python-json-logger==3.2.1 pytz==2024.2 # via pandas pyyaml==6.0.2 + # via accelerate + # via huggingface-hub # via jupyter-events # via mkdocs # via mkdocs-get-deps @@ -327,6 +339,7 @@ referencing==0.35.1 regex==2024.11.6 # via mkdocs-material requests==2.32.3 + # via huggingface-hub # via jupyterlab-server # via mkdocs-material rfc3339-validator==0.1.4 @@ -339,6 +352,8 @@ rpds-py==0.22.3 # via jsonschema # via referencing ruff==0.8.4 +safetensors==0.4.5 + # via accelerate scikit-image==0.25.0 # via tinytopics scipy==1.14.1 @@ -368,6 +383,7 @@ tifffile==2024.12.12 tinycss2==1.4.0 # via nbconvert torch==2.5.1 + # via accelerate # via tinytopics tornado==6.4.2 # via ipykernel @@ -377,6 +393,7 @@ tornado==6.4.2 # via notebook # via terminado tqdm==4.67.1 + # via huggingface-hub # via tinytopics traitlets==5.14.3 # via comm @@ -397,6 +414,7 @@ types-python-dateutil==2.9.0.20241206 # via arrow typing-extensions==4.12.2 # via anyio + # via huggingface-hub # via torch tzdata==2024.2 # via pandas diff --git a/requirements.lock b/requirements.lock index f85bf38..279aba8 100644 --- a/requirements.lock +++ b/requirements.lock @@ -10,16 +10,28 @@ # universal: false -e file:. +accelerate==1.2.1 + # via tinytopics +certifi==2024.12.14 + # via requests +charset-normalizer==3.4.1 + # via requests contourpy==1.3.1 # via matplotlib cycler==0.12.1 # via matplotlib filelock==3.16.1 + # via huggingface-hub # via torch fonttools==4.55.3 # via matplotlib fsspec==2024.12.0 + # via huggingface-hub # via torch +huggingface-hub==0.27.0 + # via accelerate +idna==3.10 + # via requests imageio==2.36.1 # via scikit-image jinja2==3.1.5 @@ -38,6 +50,7 @@ networkx==3.4.2 # via scikit-image # via torch numpy==2.2.1 + # via accelerate # via contourpy # via imageio # via matplotlib @@ -46,6 +59,8 @@ numpy==2.2.1 # via tifffile # via tinytopics packaging==24.2 + # via accelerate + # via huggingface-hub # via lazy-loader # via matplotlib # via scikit-image @@ -53,10 +68,19 @@ pillow==11.0.0 # via imageio # via matplotlib # via scikit-image +psutil==6.1.1 + # via accelerate pyparsing==3.2.0 # via matplotlib python-dateutil==2.9.0.post0 # via matplotlib +pyyaml==6.0.2 + # via accelerate + # via huggingface-hub +requests==2.32.3 + # via huggingface-hub +safetensors==0.4.5 + # via accelerate scikit-image==0.25.0 # via tinytopics scipy==1.14.1 @@ -71,8 +95,13 @@ sympy==1.13.1 tifffile==2024.12.12 # via scikit-image torch==2.5.1 + # via accelerate # via tinytopics tqdm==4.67.1 + # via huggingface-hub # via tinytopics typing-extensions==4.12.2 + # via huggingface-hub # via torch +urllib3==2.3.0 + # via requests From 042718ff2f4e0a85b0d865e8a2892f0882f6d309 Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 01:16:35 -0500 Subject: [PATCH 03/21] Add fit_model_distributed() first draft with an example --- examples/distributed.py | 22 +++++ src/tinytopics/fit_distributed.py | 136 ++++++++++++++++++++++++++++++ 2 files changed, 158 insertions(+) create mode 100644 examples/distributed.py create mode 100644 src/tinytopics/fit_distributed.py diff --git a/examples/distributed.py b/examples/distributed.py new file mode 100644 index 0000000..768ce4e --- /dev/null +++ b/examples/distributed.py @@ -0,0 +1,22 @@ +# Distributed training +# Run: +# accelerate config +# accelerate launch distributed.py + +from accelerate.utils import set_seed + +import tinytopics as tt +from tinytopics.fit_distributed import fit_model_distributed + + +def main(): + set_seed(42) + n, m, k = 5000, 1000, 10 + X, true_L, true_F = tt.generate_synthetic_data(n, m, k, avg_doc_length=256 * 256) + model, losses = fit_model_distributed(X, k=10) + + tt.plot_loss(losses, output_file="loss.png") + + +if __name__ == "__main__": + main() diff --git a/src/tinytopics/fit_distributed.py b/src/tinytopics/fit_distributed.py new file mode 100644 index 0000000..04b5907 --- /dev/null +++ b/src/tinytopics/fit_distributed.py @@ -0,0 +1,136 @@ +from typing import Tuple +from collections.abc import Sequence + +import torch +from torch import Tensor +from torch.optim import AdamW +from torch.optim.lr_scheduler import CosineAnnealingWarmRestarts +from torch.utils.data import DataLoader, Dataset +from accelerate import Accelerator +from tqdm.auto import tqdm + +from .data import IndexTrackingDataset +from .models import NeuralPoissonNMF +from .loss import poisson_nmf_loss + + +def fit_model_distributed( + X: Tensor | Dataset, + k: int, + num_epochs: int = 200, + batch_size: int = 16, + base_lr: float = 0.01, + max_lr: float = 0.05, + T_0: int = 20, + T_mult: int = 1, + weight_decay: float = 1e-5, + save_path: str | None = "model.pt", +) -> Tuple[NeuralPoissonNMF, Sequence[float]]: + """ + Fit topic model using sum-to-one constrained neural Poisson NMF with + distributed training. Supports multi-GPU, multiple node setups via + Hugging Face Accelerate. + + Args: + X: Input data, can be: + + - `torch.Tensor`: In-memory document-term matrix. + - `Dataset`: Custom dataset implementation. + For example, see `NumpyDiskDataset`. + + k: Number of topics. + num_epochs: Number of training epochs. + batch_size: Batch size. + base_lr: Minimum learning rate after annealing. + max_lr: Starting maximum learning rate. + T_0: Cosine annealing param (epochs until first restart). + T_mult: Cosine annealing param (factor for each restart). + weight_decay: Weight decay for AdamW optimizer. + save_path: File path to save the trained model. + If None, the model will not be saved to disk. + + Returns: + Tuple containing: + + - Trained NeuralPoissonNMF model. + - List of training losses per epoch. + """ + # Initialize Accelerator + accelerator = Accelerator() + + # Handle different input types + if isinstance(X, Dataset): + base_dataset = X + n = len(X) + m = X.num_terms if hasattr(X, "num_terms") else X[0].shape[0] + else: # torch.Tensor + # Do NOT X.to(device) manually here as Accelerate will do it later + n, m = X.shape + base_dataset = X # Pass tensor directly + + # Wrap dataset to track indices + # Use standard DataLoader as Accelerate will handle multi-GPU distribution + dataset = IndexTrackingDataset(base_dataset) + dataloader = DataLoader(dataset, batch_size=batch_size, shuffle=True) + + # Let Accelerate handle .to(device) + model = NeuralPoissonNMF(n=n, m=m, k=k, device=None) + optimizer = AdamW(model.parameters(), lr=max_lr, weight_decay=weight_decay) + scheduler = CosineAnnealingWarmRestarts( + optimizer, T_0=T_0, T_mult=T_mult, eta_min=base_lr + ) + + # Prepare with accelerator. This will: + # - Move model, optimizer, and dataloader onto the right devices. + # - Handle gradient synchronization, etc. + model, optimizer, dataloader, scheduler = accelerator.prepare( + model, optimizer, dataloader, scheduler + ) + + losses: Sequence[float] = [] + for epoch in range(num_epochs): + epoch_loss = 0.0 + num_batches = 0 + + # Show only one tqdm progress bar on the local main process + loop = tqdm( + dataloader, + desc=f"Epoch {epoch+1}/{num_epochs}", + disable=not accelerator.is_local_main_process, + ) + + for batch_X, batch_indices in loop: + num_batches += 1 + + # batch_X, batch_indices are already on the right device + optimizer.zero_grad() + + # Forward pass + X_reconstructed = model(batch_indices) + loss = poisson_nmf_loss(batch_X, X_reconstructed) + + # Backprop + accelerator.backward(loss) + optimizer.step() + scheduler.step(epoch + (num_batches / len(dataloader))) + + epoch_loss += loss.item() + + # Update progress bar for the main process + loop.set_postfix({"loss": f"{loss.item():.4f}"}) + + epoch_loss /= num_batches + losses.append(epoch_loss) + + # Only print on the main process + if accelerator.is_main_process: + print(f"Epoch {epoch+1}, Loss = {epoch_loss:.4f}") + + # Final model state is already synchronized across all processes. + # Accelerate says all GPUs should have the same weights. + + # Unwrap and save the model only from rank 0 when save_path is specified + if accelerator.is_main_process and save_path is not None: + torch.save(accelerator.unwrap_model(model).state_dict(), save_path) + + return accelerator.unwrap_model(model), losses From bdd6ddf270ca082ac9ba97d2877470c49c3f9146 Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 01:16:45 -0500 Subject: [PATCH 04/21] Add fit_model_distributed() to mkdocs site --- docs/reference/fit.md | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/docs/reference/fit.md b/docs/reference/fit.md index f6723a1..c421631 100644 --- a/docs/reference/fit.md +++ b/docs/reference/fit.md @@ -6,3 +6,10 @@ - fit_model show_root_heading: true show_source: false + +::: tinytopics.fit_distributed + options: + members: + - fit_model_distributed + show_root_heading: true + show_source: false From 399dc066a5959253a7cfd562d942201ee998490d Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 01:36:25 -0500 Subject: [PATCH 05/21] Add logic to save simulated data --- examples/distributed.py | 22 +++++++++++++++++++--- 1 file changed, 19 insertions(+), 3 deletions(-) diff --git a/examples/distributed.py b/examples/distributed.py index 768ce4e..ce0c27b 100644 --- a/examples/distributed.py +++ b/examples/distributed.py @@ -3,6 +3,10 @@ # accelerate config # accelerate launch distributed.py +import os + +import torch +import numpy as np from accelerate.utils import set_seed import tinytopics as tt @@ -11,9 +15,21 @@ def main(): set_seed(42) - n, m, k = 5000, 1000, 10 - X, true_L, true_F = tt.generate_synthetic_data(n, m, k, avg_doc_length=256 * 256) - model, losses = fit_model_distributed(X, k=10) + n, m, k = 100_000, 100_000, 20 + data_path = "X.npy" + + if os.path.exists(data_path): + print(f"Loading data from {data_path}") + X = torch.from_numpy(np.load(data_path)) + else: + print("Generating synthetic data...") + X, true_L, true_F = tt.generate_synthetic_data( + n, m, k, avg_doc_length=256 * 256 + ) + print(f"Saving data to {data_path}") + np.save(data_path, X.cpu().numpy()) + + model, losses = fit_model_distributed(X, k=k) tt.plot_loss(losses, output_file="loss.png") From a1e1d30267b60d046c4d39f377dd46e64dcb843d Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 02:11:38 -0500 Subject: [PATCH 06/21] Write data to disk in chunks --- examples/distributed.py | 30 +++++++++++++++++++++++++++++- 1 file changed, 29 insertions(+), 1 deletion(-) diff --git a/examples/distributed.py b/examples/distributed.py index ce0c27b..0411a48 100644 --- a/examples/distributed.py +++ b/examples/distributed.py @@ -8,11 +8,38 @@ import torch import numpy as np from accelerate.utils import set_seed +from tqdm.auto import tqdm import tinytopics as tt from tinytopics.fit_distributed import fit_model_distributed +def save_data_to_disk(X, data_path, chunk_size=10_000): + """Save tensor data to disk in chunks using memory mapping. + + Args: + X (torch.Tensor): Input tensor to save + data_path (str): Path to save the .npy file + chunk_size (int): Size of chunks to save at a time + """ + n, m = X.shape + # Create memory-mapped array + array = np.lib.format.open_memmap( + data_path, mode="w+", dtype=np.float32, shape=(n, m) + ) + + # Save in chunks + n_chunks = n // chunk_size + X_numpy = X.cpu().numpy() + + for i in tqdm(range(n_chunks), desc="Saving data chunks"): + start_idx = i * chunk_size + end_idx = start_idx + chunk_size + array[start_idx:end_idx] = X_numpy[start_idx:end_idx] + + array.flush() + + def main(): set_seed(42) n, m, k = 100_000, 100_000, 20 @@ -27,7 +54,8 @@ def main(): n, m, k, avg_doc_length=256 * 256 ) print(f"Saving data to {data_path}") - np.save(data_path, X.cpu().numpy()) + save_data_to_disk(X, data_path) + X = torch.from_numpy(np.load(data_path)) model, losses = fit_model_distributed(X, k=k) From be82f85f58178ddcd443d77a13d7252eaf54337a Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 02:36:38 -0500 Subject: [PATCH 07/21] Safeguard logic that only runs once --- examples/distributed.py | 33 +++++++++++++++++++++++---------- 1 file changed, 23 insertions(+), 10 deletions(-) diff --git a/examples/distributed.py b/examples/distributed.py index 0411a48..66a95d2 100644 --- a/examples/distributed.py +++ b/examples/distributed.py @@ -9,6 +9,7 @@ import numpy as np from accelerate.utils import set_seed from tqdm.auto import tqdm +from accelerate import Accelerator import tinytopics as tt from tinytopics.fit_distributed import fit_model_distributed @@ -41,25 +42,37 @@ def save_data_to_disk(X, data_path, chunk_size=10_000): def main(): + accelerator = Accelerator() set_seed(42) n, m, k = 100_000, 100_000, 20 data_path = "X.npy" - if os.path.exists(data_path): - print(f"Loading data from {data_path}") - X = torch.from_numpy(np.load(data_path)) + # Only the main process should handle data generation and saving + if accelerator.is_main_process: + if os.path.exists(data_path): + print(f"Loading data from {data_path}") + X = torch.from_numpy(np.load(data_path)) + else: + print("Generating synthetic data...") + X, true_L, true_F = tt.generate_synthetic_data( + n, m, k, avg_doc_length=256 * 256 + ) + print(f"Saving data to {data_path}") + save_data_to_disk(X, data_path) + X = torch.from_numpy(np.load(data_path)) else: - print("Generating synthetic data...") - X, true_L, true_F = tt.generate_synthetic_data( - n, m, k, avg_doc_length=256 * 256 - ) - print(f"Saving data to {data_path}") - save_data_to_disk(X, data_path) + # Other processes should wait for the main process to finish + accelerator.wait_for_everyone() X = torch.from_numpy(np.load(data_path)) + # Ensure all processes have the data before proceeding + accelerator.wait_for_everyone() + model, losses = fit_model_distributed(X, k=k) - tt.plot_loss(losses, output_file="loss.png") + # Only the main process should plot the loss + if accelerator.is_main_process: + tt.plot_loss(losses, output_file="loss.png") if __name__ == "__main__": From a0ec1815e6087447de9adecc4ca79ce681d3e07d Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 03:03:32 -0500 Subject: [PATCH 08/21] Separate data generation and distributed training --- examples/distributed.py | 56 +++--------------------------------- examples/distributed_data.py | 49 +++++++++++++++++++++++++++++++ 2 files changed, 53 insertions(+), 52 deletions(-) create mode 100644 examples/distributed_data.py diff --git a/examples/distributed.py b/examples/distributed.py index 66a95d2..5f2e75e 100644 --- a/examples/distributed.py +++ b/examples/distributed.py @@ -1,72 +1,24 @@ # Distributed training # Run: # accelerate config -# accelerate launch distributed.py - -import os +# accelerate launch examples/distributed.py import torch import numpy as np from accelerate.utils import set_seed -from tqdm.auto import tqdm from accelerate import Accelerator - import tinytopics as tt from tinytopics.fit_distributed import fit_model_distributed -def save_data_to_disk(X, data_path, chunk_size=10_000): - """Save tensor data to disk in chunks using memory mapping. - - Args: - X (torch.Tensor): Input tensor to save - data_path (str): Path to save the .npy file - chunk_size (int): Size of chunks to save at a time - """ - n, m = X.shape - # Create memory-mapped array - array = np.lib.format.open_memmap( - data_path, mode="w+", dtype=np.float32, shape=(n, m) - ) - - # Save in chunks - n_chunks = n // chunk_size - X_numpy = X.cpu().numpy() - - for i in tqdm(range(n_chunks), desc="Saving data chunks"): - start_idx = i * chunk_size - end_idx = start_idx + chunk_size - array[start_idx:end_idx] = X_numpy[start_idx:end_idx] - - array.flush() - - def main(): accelerator = Accelerator() set_seed(42) - n, m, k = 100_000, 100_000, 20 + k = 20 data_path = "X.npy" - # Only the main process should handle data generation and saving - if accelerator.is_main_process: - if os.path.exists(data_path): - print(f"Loading data from {data_path}") - X = torch.from_numpy(np.load(data_path)) - else: - print("Generating synthetic data...") - X, true_L, true_F = tt.generate_synthetic_data( - n, m, k, avg_doc_length=256 * 256 - ) - print(f"Saving data to {data_path}") - save_data_to_disk(X, data_path) - X = torch.from_numpy(np.load(data_path)) - else: - # Other processes should wait for the main process to finish - accelerator.wait_for_everyone() - X = torch.from_numpy(np.load(data_path)) - - # Ensure all processes have the data before proceeding - accelerator.wait_for_everyone() + print(f"Loading data from {data_path}") + X = torch.from_numpy(np.load(data_path)) model, losses = fit_model_distributed(X, k=k) diff --git a/examples/distributed_data.py b/examples/distributed_data.py new file mode 100644 index 0000000..beff769 --- /dev/null +++ b/examples/distributed_data.py @@ -0,0 +1,49 @@ +# Run: +# python examples/generate_data.py + +import os + +import numpy as np +from tqdm.auto import tqdm + +import tinytopics as tt + + +def save_data_to_disk(X, data_path, chunk_size=10_000): + """Save tensor data to disk in chunks using memory mapping. + + Args: + X (torch.Tensor): Input tensor to save + data_path (str): Path to save the .npy file + chunk_size (int): Size of chunks to save at a time + """ + n, m = X.shape + # Create memory-mapped array + array = np.lib.format.open_memmap( + data_path, mode="w+", dtype=np.float32, shape=(n, m) + ) + + # Save in chunks + n_chunks = n // chunk_size + X_numpy = X.cpu().numpy() + + for i in tqdm(range(n_chunks), desc="Saving data chunks"): + start_idx = i * chunk_size + end_idx = start_idx + chunk_size + array[start_idx:end_idx] = X_numpy[start_idx:end_idx] + + array.flush() + + +n, m, k = 100_000, 100_000, 20 +data_path = "X.npy" + +if os.path.exists(data_path): + print(f"Data already exists at {data_path}") +else: + print("Generating synthetic data...") + tt.set_random_seed(42) + X, true_L, true_F = tt.generate_synthetic_data(n, m, k, avg_doc_length=256 * 256) + + print(f"Saving data to {data_path}") + save_data_to_disk(X, data_path) From 53a9e4c0d0a8bf62691469a7f8ab95dceba36892 Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 03:04:30 -0500 Subject: [PATCH 09/21] Fix filename --- examples/distributed_data.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/distributed_data.py b/examples/distributed_data.py index beff769..5f60b8b 100644 --- a/examples/distributed_data.py +++ b/examples/distributed_data.py @@ -1,5 +1,5 @@ # Run: -# python examples/generate_data.py +# python examples/distributed_data.py import os From 4885d920381ad3f9d4429a2fbca264351d8b8d0a Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 03:13:13 -0500 Subject: [PATCH 10/21] Ensure all processes have data loaded before training --- examples/distributed.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/examples/distributed.py b/examples/distributed.py index 5f2e75e..8010715 100644 --- a/examples/distributed.py +++ b/examples/distributed.py @@ -20,6 +20,9 @@ def main(): print(f"Loading data from {data_path}") X = torch.from_numpy(np.load(data_path)) + # Ensure all processes have the data before proceeding + accelerator.wait_for_everyone() + model, losses = fit_model_distributed(X, k=k) # Only the main process should plot the loss From 09a3005cc44d5f6f175b8bf394e4da91fd15cf84 Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 03:29:35 -0500 Subject: [PATCH 11/21] Use NumpyDiskDataset instead of loading --- examples/distributed.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/distributed.py b/examples/distributed.py index 8010715..65f0f5f 100644 --- a/examples/distributed.py +++ b/examples/distributed.py @@ -18,7 +18,7 @@ def main(): data_path = "X.npy" print(f"Loading data from {data_path}") - X = torch.from_numpy(np.load(data_path)) + X = tt.NumpyDiskDataset(data_path) # Ensure all processes have the data before proceeding accelerator.wait_for_everyone() From 701182fc1f4b54f072e5e795b57abfdeec8887bf Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 03:58:09 -0500 Subject: [PATCH 12/21] Merge into a single example file --- examples/distributed.py | 23 +++++++++++++++-- examples/distributed_data.py | 49 ------------------------------------ 2 files changed, 21 insertions(+), 51 deletions(-) delete mode 100644 examples/distributed_data.py diff --git a/examples/distributed.py b/examples/distributed.py index 65f0f5f..2344c0e 100644 --- a/examples/distributed.py +++ b/examples/distributed.py @@ -3,10 +3,12 @@ # accelerate config # accelerate launch examples/distributed.py -import torch +import os + import numpy as np from accelerate.utils import set_seed from accelerate import Accelerator + import tinytopics as tt from tinytopics.fit_distributed import fit_model_distributed @@ -14,9 +16,26 @@ def main(): accelerator = Accelerator() set_seed(42) - k = 20 + n, m, k = 100_000, 100_000, 20 data_path = "X.npy" + # Only generate data on main process + if accelerator.is_main_process: + if os.path.exists(data_path): + print(f"Data already exists at {data_path}") + else: + print("Generating synthetic data...") + X, true_L, true_F = tt.generate_synthetic_data( + n, m, k, avg_doc_length=256 * 256 + ) + + print(f"Saving data to {data_path}") + X_numpy = X.cpu().numpy() + np.save(data_path, X_numpy) + + # Wait for main process to finish generating data + accelerator.wait_for_everyone() + print(f"Loading data from {data_path}") X = tt.NumpyDiskDataset(data_path) diff --git a/examples/distributed_data.py b/examples/distributed_data.py deleted file mode 100644 index 5f60b8b..0000000 --- a/examples/distributed_data.py +++ /dev/null @@ -1,49 +0,0 @@ -# Run: -# python examples/distributed_data.py - -import os - -import numpy as np -from tqdm.auto import tqdm - -import tinytopics as tt - - -def save_data_to_disk(X, data_path, chunk_size=10_000): - """Save tensor data to disk in chunks using memory mapping. - - Args: - X (torch.Tensor): Input tensor to save - data_path (str): Path to save the .npy file - chunk_size (int): Size of chunks to save at a time - """ - n, m = X.shape - # Create memory-mapped array - array = np.lib.format.open_memmap( - data_path, mode="w+", dtype=np.float32, shape=(n, m) - ) - - # Save in chunks - n_chunks = n // chunk_size - X_numpy = X.cpu().numpy() - - for i in tqdm(range(n_chunks), desc="Saving data chunks"): - start_idx = i * chunk_size - end_idx = start_idx + chunk_size - array[start_idx:end_idx] = X_numpy[start_idx:end_idx] - - array.flush() - - -n, m, k = 100_000, 100_000, 20 -data_path = "X.npy" - -if os.path.exists(data_path): - print(f"Data already exists at {data_path}") -else: - print("Generating synthetic data...") - tt.set_random_seed(42) - X, true_L, true_F = tt.generate_synthetic_data(n, m, k, avg_doc_length=256 * 256) - - print(f"Saving data to {data_path}") - save_data_to_disk(X, data_path) From b54319942fc4c75592f19a1ce11cb89297081156 Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 04:00:13 -0500 Subject: [PATCH 13/21] Ignore notebook checkpoints --- .gitignore | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.gitignore b/.gitignore index 2bf6019..6d454e7 100644 --- a/.gitignore +++ b/.gitignore @@ -8,3 +8,6 @@ wheels/ # venv .venv + +# Jupyter notebooks +.ipynb_checkpoints/ From 00a2a2b4808eaffdfc4beaef08f836404c34d232 Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 04:20:41 -0500 Subject: [PATCH 14/21] Use separate scripts due to socket.cpp timeout error --- examples/distributed.py | 25 ++++++------------------- examples/distributed_data.py | 30 ++++++++++++++++++++++++++++++ 2 files changed, 36 insertions(+), 19 deletions(-) create mode 100644 examples/distributed_data.py diff --git a/examples/distributed.py b/examples/distributed.py index 2344c0e..c851f3b 100644 --- a/examples/distributed.py +++ b/examples/distributed.py @@ -5,9 +5,8 @@ import os -import numpy as np -from accelerate.utils import set_seed from accelerate import Accelerator +from accelerate.utils import set_seed import tinytopics as tt from tinytopics.fit_distributed import fit_model_distributed @@ -16,25 +15,13 @@ def main(): accelerator = Accelerator() set_seed(42) - n, m, k = 100_000, 100_000, 20 + k = 20 data_path = "X.npy" - # Only generate data on main process - if accelerator.is_main_process: - if os.path.exists(data_path): - print(f"Data already exists at {data_path}") - else: - print("Generating synthetic data...") - X, true_L, true_F = tt.generate_synthetic_data( - n, m, k, avg_doc_length=256 * 256 - ) - - print(f"Saving data to {data_path}") - X_numpy = X.cpu().numpy() - np.save(data_path, X_numpy) - - # Wait for main process to finish generating data - accelerator.wait_for_everyone() + if not os.path.exists(data_path): + raise FileNotFoundError( + f"Data file {data_path} not found. Run distributed_data.py first." + ) print(f"Loading data from {data_path}") X = tt.NumpyDiskDataset(data_path) diff --git a/examples/distributed_data.py b/examples/distributed_data.py new file mode 100644 index 0000000..3db7d31 --- /dev/null +++ b/examples/distributed_data.py @@ -0,0 +1,30 @@ +# Generate data for distributed training +# Run: +# python examples/distributed_data.py + +import os + +import numpy as np + +import tinytopics as tt + + +def main(): + n, m, k = 100_000, 100_000, 20 + data_path = "X.npy" + + if os.path.exists(data_path): + print(f"Data already exists at {data_path}") + return + + print("Generating synthetic data...") + tt.set_random_seed(42) + X, true_L, true_F = tt.generate_synthetic_data(n, m, k, avg_doc_length=256 * 256) + + print(f"Saving data to {data_path}") + X_numpy = X.cpu().numpy() + np.save(data_path, X_numpy) + + +if __name__ == "__main__": + main() From cd8bf3338a7fde337ac09e378b2d191831e6e8a4 Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 07:28:33 -0500 Subject: [PATCH 15/21] Add distributed training article --- docs/articles/distributed.md | 139 ++++++++++++++++++++ docs/articles/distributed.qmd | 143 +++++++++++++++++++++ docs/articles/images/distributed/loss.png | Bin 0 -> 139017 bytes docs/articles/images/distributed/nvtop.png | Bin 0 -> 98306 bytes docs/scripts/sync.sh | 2 +- examples/distributed.py | 30 ++++- examples/distributed_data.py | 30 ----- mkdocs.yml | 1 + 8 files changed, 310 insertions(+), 35 deletions(-) create mode 100644 docs/articles/distributed.md create mode 100644 docs/articles/distributed.qmd create mode 100644 docs/articles/images/distributed/loss.png create mode 100644 docs/articles/images/distributed/nvtop.png delete mode 100644 examples/distributed_data.py diff --git a/docs/articles/distributed.md b/docs/articles/distributed.md new file mode 100644 index 0000000..f8a4a0e --- /dev/null +++ b/docs/articles/distributed.md @@ -0,0 +1,139 @@ +# Distributed training + + + + +!!! tip + + The code from this article is available in: + + ```bash + examples/distributed.py + ``` + + Follow the instructions in the article to run the code. + +## Overview + +tinytopics 0.7.0 supports distributed training using Hugging Face +Accelerate. This article shows how to run distributed training on a +single machine with multiple GPUs. + +Note that Distributed Data Parallel (DDP) is used for distributed +training. This parallelism assumes that the model fits in GPU memory, +although the data might not fit in memory and can be stored on disk. +This is suitable for most topic modeling tasks as saving the factorized +low-rank matrices is less memory-intensive. + +Hugging Face Accelerate also supports other distributed training +strategies such as Fully Sharded Data Parallel (FSDP) and DeepSpeed, +where the model tensors are split into different GPUs so that you can +train larger models. + +## Generate data + +100k x 100k matrix with 20 topics. + +To generate data for distributed training, save the following code to +`examples/distributed_data.py` and run: + +``` bash +python examples/distributed_data.py +``` + +``` python +import os + +import numpy as np + +import tinytopics as tt + + +def main(): + n, m, k = 100_000, 100_000, 20 + data_path = "X.npy" + + if os.path.exists(data_path): + print(f"Data already exists at {data_path}") + return + + print("Generating synthetic data...") + tt.set_random_seed(42) + X, true_L, true_F = tt.generate_synthetic_data(n, m, k, avg_doc_length=256 * 256) + + print(f"Saving data to {data_path}") + X_numpy = X.cpu().numpy() + np.save(data_path, X_numpy) + + +if __name__ == "__main__": + main() +``` + +Since generating data is time-consuming (takes around 10 minutes), +running it separately helps avoid possible timeout errors when running +it as part of the distributed training code. + +## Run distributed training + +Run the following command to configure the distributed environment: + +``` bash +accelerate config +``` + +Then save the following code to `examples/distributed.py` and run: + +``` bash +accelerate launch examples/distributed.py +``` + +``` python +import os + +from accelerate import Accelerator +from accelerate.utils import set_seed + +import tinytopics as tt +from tinytopics.fit_distributed import fit_model_distributed + + +def main(): + accelerator = Accelerator() + set_seed(42) + k = 20 + data_path = "X.npy" + + if not os.path.exists(data_path): + raise FileNotFoundError( + f"Data file {data_path} not found. Run distributed_data.py first." + ) + + print(f"Loading data from {data_path}") + X = tt.NumpyDiskDataset(data_path) + + # Ensure all processes have the data before proceeding + accelerator.wait_for_everyone() + + model, losses = fit_model_distributed(X, k=k) + + # Only the main process should plot the loss + if accelerator.is_main_process: + tt.plot_loss(losses, output_file="loss.png") + + +if __name__ == "__main__": + main() +``` + +1x H100 (80 GB SXM5): 24 seconds per epoch. GPU utilization is 16%, VRAM +1%. + +4x H100 (80 GB SXM5): 7 seconds per epoch. GPU utilization is 20% to +40%, VRAM 4%. + +![](images/distributed/nvtop.png) + +Finishes training in 24 minutes (200 epochs). + +![](images/distributed/loss.png) diff --git a/docs/articles/distributed.qmd b/docs/articles/distributed.qmd new file mode 100644 index 0000000..a5d0540 --- /dev/null +++ b/docs/articles/distributed.qmd @@ -0,0 +1,143 @@ + + +--- +title: "Distributed training" +format: gfm +eval: false +--- + +!!! tip + + The code from this article is available in: + + ```bash + examples/distributed.py + ``` + + Follow the instructions in the article to run the code. + +## Overview + +tinytopics 0.7.0 supports distributed training using Hugging Face Accelerate. +This article shows how to run distributed training on a single machine with +multiple GPUs. + +Note that Distributed Data Parallel (DDP) is used for distributed training. +This parallelism assumes that the model fits in GPU memory, although +the data might not fit in memory and can be stored on disk. +This is suitable for most topic modeling tasks as saving the factorized +low-rank matrices is less memory-intensive. + +Hugging Face Accelerate also supports other distributed training strategies +such as Fully Sharded Data Parallel (FSDP) and DeepSpeed, where the model +tensors are split into different GPUs so that you can train larger models. + +## Generate data + +100k x 100k matrix with 20 topics. + +To generate data for distributed training, save the following code to +`examples/distributed_data.py` and run: + +```bash +python examples/distributed_data.py +``` + +```{python} +import os + +import numpy as np + +import tinytopics as tt + + +def main(): + n, m, k = 100_000, 100_000, 20 + data_path = "X.npy" + + if os.path.exists(data_path): + print(f"Data already exists at {data_path}") + return + + print("Generating synthetic data...") + tt.set_random_seed(42) + X, true_L, true_F = tt.generate_synthetic_data(n, m, k, avg_doc_length=256 * 256) + + print(f"Saving data to {data_path}") + X_numpy = X.cpu().numpy() + np.save(data_path, X_numpy) + + +if __name__ == "__main__": + main() +``` + +Since generating data is time-consuming (takes around 10 minutes), +running it separately helps avoid possible timeout errors when running it +as part of the distributed training code. + +## Run distributed training + +Run the following command to configure the distributed environment: + +```bash +accelerate config +``` + +Then save the following code to `examples/distributed.py` and run: + +```bash +accelerate launch examples/distributed.py +``` + +```{python} +import os + +from accelerate import Accelerator +from accelerate.utils import set_seed + +import tinytopics as tt +from tinytopics.fit_distributed import fit_model_distributed + + +def main(): + accelerator = Accelerator() + set_seed(42) + k = 20 + data_path = "X.npy" + + if not os.path.exists(data_path): + raise FileNotFoundError( + f"Data file {data_path} not found. Run distributed_data.py first." + ) + + print(f"Loading data from {data_path}") + X = tt.NumpyDiskDataset(data_path) + + # Ensure all processes have the data before proceeding + accelerator.wait_for_everyone() + + model, losses = fit_model_distributed(X, k=k) + + # Only the main process should plot the loss + if accelerator.is_main_process: + tt.plot_loss(losses, output_file="loss.png") + + +if __name__ == "__main__": + main() +``` + +1x H100 (80 GB SXM5): +24 seconds per epoch. +GPU utilization is 16%, VRAM 1%. + +4x H100 (80 GB SXM5): +7 seconds per epoch. +GPU utilization is 20% to 40%, VRAM 4%. + +![](images/distributed/nvtop.png) + +Finishes training in 24 minutes (200 epochs). + +![](images/distributed/loss.png) diff --git a/docs/articles/images/distributed/loss.png b/docs/articles/images/distributed/loss.png new file mode 100644 index 0000000000000000000000000000000000000000..5ac203b1a1bbb5b58aef2b97868ab2125654d156 GIT binary patch literal 139017 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memory; do +for article in get-started benchmark text memory distributed; do sync_article "$article" done diff --git a/examples/distributed.py b/examples/distributed.py index c851f3b..f5f572d 100644 --- a/examples/distributed.py +++ b/examples/distributed.py @@ -1,7 +1,29 @@ -# Distributed training -# Run: -# accelerate config -# accelerate launch examples/distributed.py +import os + +import numpy as np + +import tinytopics as tt + + +def main(): + n, m, k = 100_000, 100_000, 20 + data_path = "X.npy" + + if os.path.exists(data_path): + print(f"Data already exists at {data_path}") + return + + print("Generating synthetic data...") + tt.set_random_seed(42) + X, true_L, true_F = tt.generate_synthetic_data(n, m, k, avg_doc_length=256 * 256) + + print(f"Saving data to {data_path}") + X_numpy = X.cpu().numpy() + np.save(data_path, X_numpy) + + +if __name__ == "__main__": + main() import os diff --git a/examples/distributed_data.py b/examples/distributed_data.py deleted file mode 100644 index 3db7d31..0000000 --- a/examples/distributed_data.py +++ /dev/null @@ -1,30 +0,0 @@ -# Generate data for distributed training -# Run: -# python examples/distributed_data.py - -import os - -import numpy as np - -import tinytopics as tt - - -def main(): - n, m, k = 100_000, 100_000, 20 - data_path = "X.npy" - - if os.path.exists(data_path): - print(f"Data already exists at {data_path}") - return - - print("Generating synthetic data...") - tt.set_random_seed(42) - X, true_L, true_F = tt.generate_synthetic_data(n, m, k, avg_doc_length=256 * 256) - - print(f"Saving data to {data_path}") - X_numpy = X.cpu().numpy() - np.save(data_path, X_numpy) - - -if __name__ == "__main__": - main() diff --git a/mkdocs.yml b/mkdocs.yml index 071a980..f26ee01 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -12,6 +12,7 @@ nav: - articles/benchmark.md - articles/text.md - articles/memory.md + - articles/distributed.md - API Reference: - Fit: reference/fit.md - Models: reference/models.md From 363f22993bb326472e4f143029494e1b9c901b24 Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 19:39:56 -0500 Subject: [PATCH 16/21] Use PlaceholderDataset to load data only once --- docs/reference/data.md | 1 + src/tinytopics/data.py | 60 +++++++++++++++++++++---------- src/tinytopics/fit_distributed.py | 18 +++++++--- 3 files changed, 55 insertions(+), 24 deletions(-) diff --git a/docs/reference/data.md b/docs/reference/data.md index ca7a1fb..146ba12 100644 --- a/docs/reference/data.md +++ b/docs/reference/data.md @@ -5,5 +5,6 @@ members: - NumpyDiskDataset - IndexTrackingDataset + - PlaceholderDataset show_root_heading: true show_source: false diff --git a/src/tinytopics/data.py b/src/tinytopics/data.py index c472963..f8679fd 100644 --- a/src/tinytopics/data.py +++ b/src/tinytopics/data.py @@ -7,25 +7,6 @@ from torch.utils.data import Dataset -class IndexTrackingDataset(Dataset): - """Dataset wrapper that tracks indices through shuffling""" - - def __init__(self, dataset: Dataset | Tensor) -> None: - self.dataset = dataset - self.shape: tuple[int, int] = ( - dataset.shape - if hasattr(dataset, "shape") - else (len(dataset), dataset[0].shape[0]) - ) - self.is_tensor: bool = isinstance(dataset, torch.Tensor) - - def __len__(self) -> int: - return len(self.dataset) - - def __getitem__(self, idx: int) -> tuple[Tensor, Tensor]: - return self.dataset[idx], torch.tensor(idx) - - class NumpyDiskDataset(Dataset): """ A PyTorch Dataset class for loading document-term matrices from disk. @@ -77,3 +58,44 @@ def __getitem__(self, idx: int) -> torch.Tensor: def num_terms(self) -> int: """Return vocabulary size (number of columns).""" return self.shape[1] + + +class IndexTrackingDataset(Dataset): + """ + Dataset wrapper that tracks indices through shuffling. + """ + + def __init__(self, dataset: Dataset | Tensor) -> None: + self.dataset = dataset + self.shape: tuple[int, int] = ( + dataset.shape + if hasattr(dataset, "shape") + else (len(dataset), dataset[0].shape[0]) + ) + self.is_tensor: bool = isinstance(dataset, torch.Tensor) + + def __len__(self) -> int: + return len(self.dataset) + + def __getitem__(self, idx: int) -> tuple[Tensor, Tensor]: + return self.dataset[idx], torch.tensor(idx) + + +class PlaceholderDataset(Dataset): + """ + A placeholder dataset that mimics the real dataset's interface and + dimensions without loading data. Used for distributed training. + See [huggingface/accelerate#3001](https://github.com/huggingface/accelerate/issues/3001) + for details. + """ + + def __init__(self, length: int, num_terms: int): + self.length = length + self.num_terms = num_terms + + def __len__(self) -> int: + return self.length + + def __getitem__(self, idx: int) -> Tensor: + # Return an empty tensor - it will NOT be used anyway + return torch.empty(self.num_terms) diff --git a/src/tinytopics/fit_distributed.py b/src/tinytopics/fit_distributed.py index 04b5907..0ab5a65 100644 --- a/src/tinytopics/fit_distributed.py +++ b/src/tinytopics/fit_distributed.py @@ -9,7 +9,7 @@ from accelerate import Accelerator from tqdm.auto import tqdm -from .data import IndexTrackingDataset +from .data import IndexTrackingDataset, PlaceholderDataset from .models import NeuralPoissonNMF from .loss import poisson_nmf_loss @@ -58,15 +58,23 @@ def fit_model_distributed( # Initialize Accelerator accelerator = Accelerator() - # Handle different input types + # Handle different input types and create appropriate dataset if isinstance(X, Dataset): - base_dataset = X + if accelerator.is_local_main_process: + base_dataset = X + else: + # Create placeholder dataset with identical dimensions + n = len(X) + m = X.num_terms if hasattr(X, "num_terms") else X[0].shape[0] + base_dataset = PlaceholderDataset(length=n, num_terms=m) n = len(X) m = X.num_terms if hasattr(X, "num_terms") else X[0].shape[0] else: # torch.Tensor - # Do NOT X.to(device) manually here as Accelerate will do it later n, m = X.shape - base_dataset = X # Pass tensor directly + if accelerator.is_local_main_process: + base_dataset = X + else: + base_dataset = PlaceholderDataset(length=n, num_terms=m) # Wrap dataset to track indices # Use standard DataLoader as Accelerate will handle multi-GPU distribution From ee780a267e78fc87e61efcddae8abdb2d42be7a3 Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 21:18:49 -0500 Subject: [PATCH 17/21] Use dispatch_batches=True --- src/tinytopics/data.py | 3 ++- src/tinytopics/fit_distributed.py | 9 +++++++-- 2 files changed, 9 insertions(+), 3 deletions(-) diff --git a/src/tinytopics/data.py b/src/tinytopics/data.py index f8679fd..3ee14ca 100644 --- a/src/tinytopics/data.py +++ b/src/tinytopics/data.py @@ -97,5 +97,6 @@ def __len__(self) -> int: return self.length def __getitem__(self, idx: int) -> Tensor: - # Return an empty tensor - it will NOT be used anyway + # Return an empty tensor + # It will NOT be used when dispatch_batches=True in DataLoaderConfiguration return torch.empty(self.num_terms) diff --git a/src/tinytopics/fit_distributed.py b/src/tinytopics/fit_distributed.py index 0ab5a65..089fa8d 100644 --- a/src/tinytopics/fit_distributed.py +++ b/src/tinytopics/fit_distributed.py @@ -7,6 +7,7 @@ from torch.optim.lr_scheduler import CosineAnnealingWarmRestarts from torch.utils.data import DataLoader, Dataset from accelerate import Accelerator +from accelerate import DataLoaderConfiguration from tqdm.auto import tqdm from .data import IndexTrackingDataset, PlaceholderDataset @@ -55,8 +56,12 @@ def fit_model_distributed( - Trained NeuralPoissonNMF model. - List of training losses per epoch. """ - # Initialize Accelerator - accelerator = Accelerator() + # Initialize Accelerator with dispatch_batches=True + # This ensures batches are only created on main process and distributed to others + # + accelerator = Accelerator( + dataloader_config=DataLoaderConfiguration(dispatch_batches=True) + ) # Handle different input types and create appropriate dataset if isinstance(X, Dataset): From e6651c0cccb0316c3c1a6682d6c65ba35589011d Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Fri, 27 Dec 2024 23:24:32 -0500 Subject: [PATCH 18/21] Revert PlaceholderDataset changes because it makes distributed slower than not distributed --- docs/reference/data.md | 1 - src/tinytopics/data.py | 61 ++++++++++--------------------- src/tinytopics/fit_distributed.py | 27 ++++---------- 3 files changed, 26 insertions(+), 63 deletions(-) diff --git a/docs/reference/data.md b/docs/reference/data.md index 146ba12..ca7a1fb 100644 --- a/docs/reference/data.md +++ b/docs/reference/data.md @@ -5,6 +5,5 @@ members: - NumpyDiskDataset - IndexTrackingDataset - - PlaceholderDataset show_root_heading: true show_source: false diff --git a/src/tinytopics/data.py b/src/tinytopics/data.py index 3ee14ca..c472963 100644 --- a/src/tinytopics/data.py +++ b/src/tinytopics/data.py @@ -7,6 +7,25 @@ from torch.utils.data import Dataset +class IndexTrackingDataset(Dataset): + """Dataset wrapper that tracks indices through shuffling""" + + def __init__(self, dataset: Dataset | Tensor) -> None: + self.dataset = dataset + self.shape: tuple[int, int] = ( + dataset.shape + if hasattr(dataset, "shape") + else (len(dataset), dataset[0].shape[0]) + ) + self.is_tensor: bool = isinstance(dataset, torch.Tensor) + + def __len__(self) -> int: + return len(self.dataset) + + def __getitem__(self, idx: int) -> tuple[Tensor, Tensor]: + return self.dataset[idx], torch.tensor(idx) + + class NumpyDiskDataset(Dataset): """ A PyTorch Dataset class for loading document-term matrices from disk. @@ -58,45 +77,3 @@ def __getitem__(self, idx: int) -> torch.Tensor: def num_terms(self) -> int: """Return vocabulary size (number of columns).""" return self.shape[1] - - -class IndexTrackingDataset(Dataset): - """ - Dataset wrapper that tracks indices through shuffling. - """ - - def __init__(self, dataset: Dataset | Tensor) -> None: - self.dataset = dataset - self.shape: tuple[int, int] = ( - dataset.shape - if hasattr(dataset, "shape") - else (len(dataset), dataset[0].shape[0]) - ) - self.is_tensor: bool = isinstance(dataset, torch.Tensor) - - def __len__(self) -> int: - return len(self.dataset) - - def __getitem__(self, idx: int) -> tuple[Tensor, Tensor]: - return self.dataset[idx], torch.tensor(idx) - - -class PlaceholderDataset(Dataset): - """ - A placeholder dataset that mimics the real dataset's interface and - dimensions without loading data. Used for distributed training. - See [huggingface/accelerate#3001](https://github.com/huggingface/accelerate/issues/3001) - for details. - """ - - def __init__(self, length: int, num_terms: int): - self.length = length - self.num_terms = num_terms - - def __len__(self) -> int: - return self.length - - def __getitem__(self, idx: int) -> Tensor: - # Return an empty tensor - # It will NOT be used when dispatch_batches=True in DataLoaderConfiguration - return torch.empty(self.num_terms) diff --git a/src/tinytopics/fit_distributed.py b/src/tinytopics/fit_distributed.py index 089fa8d..04b5907 100644 --- a/src/tinytopics/fit_distributed.py +++ b/src/tinytopics/fit_distributed.py @@ -7,10 +7,9 @@ from torch.optim.lr_scheduler import CosineAnnealingWarmRestarts from torch.utils.data import DataLoader, Dataset from accelerate import Accelerator -from accelerate import DataLoaderConfiguration from tqdm.auto import tqdm -from .data import IndexTrackingDataset, PlaceholderDataset +from .data import IndexTrackingDataset from .models import NeuralPoissonNMF from .loss import poisson_nmf_loss @@ -56,30 +55,18 @@ def fit_model_distributed( - Trained NeuralPoissonNMF model. - List of training losses per epoch. """ - # Initialize Accelerator with dispatch_batches=True - # This ensures batches are only created on main process and distributed to others - # - accelerator = Accelerator( - dataloader_config=DataLoaderConfiguration(dispatch_batches=True) - ) + # Initialize Accelerator + accelerator = Accelerator() - # Handle different input types and create appropriate dataset + # Handle different input types if isinstance(X, Dataset): - if accelerator.is_local_main_process: - base_dataset = X - else: - # Create placeholder dataset with identical dimensions - n = len(X) - m = X.num_terms if hasattr(X, "num_terms") else X[0].shape[0] - base_dataset = PlaceholderDataset(length=n, num_terms=m) + base_dataset = X n = len(X) m = X.num_terms if hasattr(X, "num_terms") else X[0].shape[0] else: # torch.Tensor + # Do NOT X.to(device) manually here as Accelerate will do it later n, m = X.shape - if accelerator.is_local_main_process: - base_dataset = X - else: - base_dataset = PlaceholderDataset(length=n, num_terms=m) + base_dataset = X # Pass tensor directly # Wrap dataset to track indices # Use standard DataLoader as Accelerate will handle multi-GPU distribution From 8f6bcd78f7eee9787774ed05b40afd3659786922 Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Sat, 28 Dec 2024 01:50:26 -0500 Subject: [PATCH 19/21] Export fit_model_distributed() and update distributed training article --- README.md | 1 + docs/articles/distributed.md | 38 +++++++++-------- docs/articles/distributed.qmd | 40 +++++++++--------- .../{loss.png => loss-4x-h100.png} | Bin .../images/distributed/nvtop-4x-h100.png | Bin 0 -> 325384 bytes docs/articles/images/distributed/nvtop.png | Bin 98306 -> 0 bytes docs/index.md | 1 + examples/distributed.py | 11 ++--- mkdocs.yml | 1 + src/tinytopics/__init__.py | 2 +- 10 files changed, 50 insertions(+), 44 deletions(-) rename docs/articles/images/distributed/{loss.png => loss-4x-h100.png} (100%) create mode 100644 docs/articles/images/distributed/nvtop-4x-h100.png delete mode 100644 docs/articles/images/distributed/nvtop.png diff --git a/README.md b/README.md index 899b27d..dd77fcd 100644 --- a/README.md +++ b/README.md @@ -52,3 +52,4 @@ After tinytopics is installed, try examples from: - [CPU vs. GPU speed benchmark](https://nanx.me/tinytopics/articles/benchmark/) - [Text data topic modeling example](https://nanx.me/tinytopics/articles/text/) - [Memory-efficient training](https://nanx.me/tinytopics/articles/memory/) +- [Distributed training](https://nanx.me/tinytopics/articles/distributed/) diff --git a/docs/articles/distributed.md b/docs/articles/distributed.md index f8a4a0e..95e342d 100644 --- a/docs/articles/distributed.md +++ b/docs/articles/distributed.md @@ -35,10 +35,10 @@ train larger models. 100k x 100k matrix with 20 topics. To generate data for distributed training, save the following code to -`examples/distributed_data.py` and run: +`distributed_data.py` and run: ``` bash -python examples/distributed_data.py +python distributed_data.py ``` ``` python @@ -59,7 +59,9 @@ def main(): print("Generating synthetic data...") tt.set_random_seed(42) - X, true_L, true_F = tt.generate_synthetic_data(n, m, k, avg_doc_length=256 * 256) + X, true_L, true_F = tt.generate_synthetic_data( + n=n, m=m, k=k, avg_doc_length=256 * 256 + ) print(f"Saving data to {data_path}") X_numpy = X.cpu().numpy() @@ -82,10 +84,10 @@ Run the following command to configure the distributed environment: accelerate config ``` -Then save the following code to `examples/distributed.py` and run: +Then save the following code to `distributed_training.py` and run: ``` bash -accelerate launch examples/distributed.py +accelerate launch distributed_training.py ``` ``` python @@ -95,7 +97,6 @@ from accelerate import Accelerator from accelerate.utils import set_seed import tinytopics as tt -from tinytopics.fit_distributed import fit_model_distributed def main(): @@ -106,16 +107,16 @@ def main(): if not os.path.exists(data_path): raise FileNotFoundError( - f"Data file {data_path} not found. Run distributed_data.py first." + f"{data_path} not found. Run distributed_data.py first." ) print(f"Loading data from {data_path}") X = tt.NumpyDiskDataset(data_path) - # Ensure all processes have the data before proceeding + # All processes should have the data before proceeding accelerator.wait_for_everyone() - model, losses = fit_model_distributed(X, k=k) + model, losses = tt.fit_model_distributed(X, k=k) # Only the main process should plot the loss if accelerator.is_main_process: @@ -126,14 +127,15 @@ if __name__ == "__main__": main() ``` -1x H100 (80 GB SXM5): 24 seconds per epoch. GPU utilization is 16%, VRAM -1%. +| Metric | 1x H100 (80 GB SXM5) | 4x H100 (80 GB SXM5) | +|:----------------------|---------------------:|---------------------:| +| Time per epoch (s) | 24 | 6 | +| Total time (min) | 80 | 20 | +| GPU utilization | 16% | 30-40% | +| VRAM usage | 1% | 4% | +| Instance cost (USD/h) | 3.29 | 12.36 | +| Total cost (USD) | 4.38 | 4.12 | -4x H100 (80 GB SXM5): 7 seconds per epoch. GPU utilization is 20% to -40%, VRAM 4%. +![](images/distributed/nvtop-4x-h100.png) -![](images/distributed/nvtop.png) - -Finishes training in 24 minutes (200 epochs). - -![](images/distributed/loss.png) +![](images/distributed/loss-4x-h100.png) diff --git a/docs/articles/distributed.qmd b/docs/articles/distributed.qmd index a5d0540..3f7f53d 100644 --- a/docs/articles/distributed.qmd +++ b/docs/articles/distributed.qmd @@ -37,10 +37,10 @@ tensors are split into different GPUs so that you can train larger models. 100k x 100k matrix with 20 topics. To generate data for distributed training, save the following code to -`examples/distributed_data.py` and run: +`distributed_data.py` and run: ```bash -python examples/distributed_data.py +python distributed_data.py ``` ```{python} @@ -61,7 +61,9 @@ def main(): print("Generating synthetic data...") tt.set_random_seed(42) - X, true_L, true_F = tt.generate_synthetic_data(n, m, k, avg_doc_length=256 * 256) + X, true_L, true_F = tt.generate_synthetic_data( + n=n, m=m, k=k, avg_doc_length=256 * 256 + ) print(f"Saving data to {data_path}") X_numpy = X.cpu().numpy() @@ -84,10 +86,10 @@ Run the following command to configure the distributed environment: accelerate config ``` -Then save the following code to `examples/distributed.py` and run: +Then save the following code to `distributed_training.py` and run: ```bash -accelerate launch examples/distributed.py +accelerate launch distributed_training.py ``` ```{python} @@ -97,7 +99,6 @@ from accelerate import Accelerator from accelerate.utils import set_seed import tinytopics as tt -from tinytopics.fit_distributed import fit_model_distributed def main(): @@ -108,16 +109,16 @@ def main(): if not os.path.exists(data_path): raise FileNotFoundError( - f"Data file {data_path} not found. Run distributed_data.py first." + f"{data_path} not found. Run distributed_data.py first." ) print(f"Loading data from {data_path}") X = tt.NumpyDiskDataset(data_path) - # Ensure all processes have the data before proceeding + # All processes should have the data before proceeding accelerator.wait_for_everyone() - model, losses = fit_model_distributed(X, k=k) + model, losses = tt.fit_model_distributed(X, k=k) # Only the main process should plot the loss if accelerator.is_main_process: @@ -128,16 +129,15 @@ if __name__ == "__main__": main() ``` -1x H100 (80 GB SXM5): -24 seconds per epoch. -GPU utilization is 16%, VRAM 1%. +| Metric | 1x H100 (80 GB SXM5) | 4x H100 (80 GB SXM5) | +| :--- | ---: | ---: | +| Time per epoch (s) | 24 | 6 | +| Total time (min) | 80 | 20 | +| GPU utilization | 16% | 30-40% | +| VRAM usage | 1% | 4% | +| Instance cost (USD/h) | 3.29 | 12.36 | +| Total cost (USD) | 4.38 | 4.12 | -4x H100 (80 GB SXM5): -7 seconds per epoch. -GPU utilization is 20% to 40%, VRAM 4%. +![](images/distributed/nvtop-4x-h100.png) 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z<$r%DlAiG+3?G_%(5muQVwl@=jC_P44*vydL!X=GY>0CwClby7C2U~L?HRrxX2{=# xF_6UC4j=8Xr5z^*Mr0^j%m4oy{&E5KkJJxYw0@paZv8VYSVmd8T=LWR{{m#$6*d3> diff --git a/docs/index.md b/docs/index.md index 94225d9..e2c85bc 100644 --- a/docs/index.md +++ b/docs/index.md @@ -52,3 +52,4 @@ After tinytopics is installed, try examples from: - [CPU vs. GPU speed benchmark](https://nanx.me/tinytopics/articles/benchmark/) - [Text data topic modeling example](https://nanx.me/tinytopics/articles/text/) - [Memory-efficient training](https://nanx.me/tinytopics/articles/memory/) +- [Distributed training](https://nanx.me/tinytopics/articles/distributed/) diff --git a/examples/distributed.py b/examples/distributed.py index f5f572d..6cdef79 100644 --- a/examples/distributed.py +++ b/examples/distributed.py @@ -15,7 +15,9 @@ def main(): print("Generating synthetic data...") tt.set_random_seed(42) - X, true_L, true_F = tt.generate_synthetic_data(n, m, k, avg_doc_length=256 * 256) + X, true_L, true_F = tt.generate_synthetic_data( + n=n, m=m, k=k, avg_doc_length=256 * 256 + ) print(f"Saving data to {data_path}") X_numpy = X.cpu().numpy() @@ -31,7 +33,6 @@ def main(): from accelerate.utils import set_seed import tinytopics as tt -from tinytopics.fit_distributed import fit_model_distributed def main(): @@ -42,16 +43,16 @@ def main(): if not os.path.exists(data_path): raise FileNotFoundError( - f"Data file {data_path} not found. Run distributed_data.py first." + f"{data_path} not found. Run distributed_data.py first." ) print(f"Loading data from {data_path}") X = tt.NumpyDiskDataset(data_path) - # Ensure all processes have the data before proceeding + # All processes should have the data before proceeding accelerator.wait_for_everyone() - model, losses = fit_model_distributed(X, k=k) + model, losses = tt.fit_model_distributed(X, k=k) # Only the main process should plot the loss if accelerator.is_main_process: diff --git a/mkdocs.yml b/mkdocs.yml index f26ee01..ee3fa7c 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -42,6 +42,7 @@ markdown_extensions: anchor_linenums: true - pymdownx.tasklist: custom_checkbox: false + - tables - toc: permalink: true diff --git a/src/tinytopics/__init__.py b/src/tinytopics/__init__.py index f4e1247..2229df4 100644 --- a/src/tinytopics/__init__.py +++ b/src/tinytopics/__init__.py @@ -2,7 +2,7 @@ Topic modeling via sum-to-one constrained neural Poisson NMF. """ -from .fit import fit_model +from .fit import fit_model, fit_model_distributed from .models import NeuralPoissonNMF from .loss import poisson_nmf_loss from .data import NumpyDiskDataset From 30bf665f6aa505170e871ea49b06588749fa9914 Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Sat, 28 Dec 2024 02:09:58 -0500 Subject: [PATCH 20/21] Import from correct module --- src/tinytopics/__init__.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/tinytopics/__init__.py b/src/tinytopics/__init__.py index 2229df4..42a2562 100644 --- a/src/tinytopics/__init__.py +++ b/src/tinytopics/__init__.py @@ -2,7 +2,8 @@ Topic modeling via sum-to-one constrained neural Poisson NMF. """ -from .fit import fit_model, fit_model_distributed +from .fit import fit_model +from .fit_distributed import fit_model_distributed from .models import NeuralPoissonNMF from .loss import poisson_nmf_loss from .data import NumpyDiskDataset From 1000d8ece6b5ad7b9bdc2ff9cf78451d8a06c1b0 Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Sat, 28 Dec 2024 03:35:02 -0500 Subject: [PATCH 21/21] Finish polishing distributed training article --- docs/articles/distributed.md | 74 ++++++++++++++++++++++++---------- docs/articles/distributed.qmd | 75 +++++++++++++++++++++++++---------- 2 files changed, 108 insertions(+), 41 deletions(-) diff --git a/docs/articles/distributed.md b/docs/articles/distributed.md index 95e342d..8a6e24d 100644 --- a/docs/articles/distributed.md +++ b/docs/articles/distributed.md @@ -11,30 +11,31 @@ examples/distributed.py ``` - Follow the instructions in the article to run the code. + Follow the instructions in the article to run the example. ## Overview -tinytopics 0.7.0 supports distributed training using Hugging Face -Accelerate. This article shows how to run distributed training on a -single machine with multiple GPUs. +tinytopics \>= 0.7.0 supports distributed training using [Hugging Face +Accelerate](https://huggingface.co/docs/accelerate/). This article +demonstrates how to run distributed training on a single node with +multiple GPUs. -Note that Distributed Data Parallel (DDP) is used for distributed -training. This parallelism assumes that the model fits in GPU memory, -although the data might not fit in memory and can be stored on disk. -This is suitable for most topic modeling tasks as saving the factorized -low-rank matrices is less memory-intensive. +The example utilizes Distributed Data Parallel (DDP) for distributed +training. This approach assumes that the model parameters fit within the +memory of a single GPU, as each GPU maintains a synchronized copy of the +model. The input data can exceed the memory capacity. This is generally +a reasonable assumption for topic modeling tasks, as storing the +factorized matrices is often less memory-intensive. Hugging Face Accelerate also supports other distributed training strategies such as Fully Sharded Data Parallel (FSDP) and DeepSpeed, -where the model tensors are split into different GPUs so that you can -train larger models. +which distribute model tensors across different GPUs and allow training +larger models at the cost of speed. ## Generate data -100k x 100k matrix with 20 topics. - -To generate data for distributed training, save the following code to +We will use a 100k x 100k count matrix with 20 topics for distributed +training. To generate the example data, save the following code to `distributed_data.py` and run: ``` bash @@ -72,19 +73,32 @@ if __name__ == "__main__": main() ``` -Since generating data is time-consuming (takes around 10 minutes), -running it separately helps avoid possible timeout errors when running -it as part of the distributed training code. +Generating the data is time-consuming (about 10 minutes), so running it +as a standalone script helps avoid potential timeout errors during +distributed training. You can also execute it on an instance type +suitable for your data ingestion pipeline, rather than using valuable +GPU instance hours. ## Run distributed training -Run the following command to configure the distributed environment: +First, configure the distributed environment by running: ``` bash accelerate config ``` -Then save the following code to `distributed_training.py` and run: +You will be prompted to answer questions about the distributed training +environment and strategy. The answers will be saved to a configuration +file at: + + ~/.cache/huggingface/accelerate/default_config.yaml + +You can rerun `accelerate config` at any time to update the +configuration. For data distributed parallel on a 4-GPU node, select +single-node multi-GPU training options with the number of GPUs set to 4, +and use the default settings for the remaining questions (mostly “no”). + +Next, save the following code to `distributed_training.py` and run: ``` bash accelerate launch distributed_training.py @@ -127,6 +141,18 @@ if __name__ == "__main__": main() ``` +This script uses `fit_model_distributed()` (added in tinytopics 0.7.0) +to train the model. Since distributed training on large datasets likely +takes longer, `fit_model_distributed()` displays more detailed progress +bars for each epoch, going through all batches in each epoch. + +## Sample runs + +We ran the distributed training example on a 1-GPU and a 4-GPU cloud +instance with H100 (80 GB SXM5) GPUs. The table below shows the training +time per epoch, total time, GPU utilization, VRAM usage, instance cost, +and total cost. + | Metric | 1x H100 (80 GB SXM5) | 4x H100 (80 GB SXM5) | |:----------------------|---------------------:|---------------------:| | Time per epoch (s) | 24 | 6 | @@ -136,6 +162,14 @@ if __name__ == "__main__": | Instance cost (USD/h) | 3.29 | 12.36 | | Total cost (USD) | 4.38 | 4.12 | -![](images/distributed/nvtop-4x-h100.png) +Using 4 GPUs is approximately 4x faster than using 1 GPU, with a +slightly lower total cost. The loss plot and real-time GPU utilization +monitoring via `nvtop` on the 4-GPU instance are shown below. ![](images/distributed/loss-4x-h100.png) + +![](images/distributed/nvtop-4x-h100.png) + +For more technical details on distributed training, please refer to the +Hugging Face Accelerate documentation, as this article covers only the +basics. diff --git a/docs/articles/distributed.qmd b/docs/articles/distributed.qmd index 3f7f53d..a4dae3c 100644 --- a/docs/articles/distributed.qmd +++ b/docs/articles/distributed.qmd @@ -14,30 +14,32 @@ eval: false examples/distributed.py ``` - Follow the instructions in the article to run the code. + Follow the instructions in the article to run the example. ## Overview -tinytopics 0.7.0 supports distributed training using Hugging Face Accelerate. -This article shows how to run distributed training on a single machine with -multiple GPUs. +tinytopics >= 0.7.0 supports distributed training using +[Hugging Face Accelerate](https://huggingface.co/docs/accelerate/). +This article demonstrates how to run distributed training on a single node +with multiple GPUs. -Note that Distributed Data Parallel (DDP) is used for distributed training. -This parallelism assumes that the model fits in GPU memory, although -the data might not fit in memory and can be stored on disk. -This is suitable for most topic modeling tasks as saving the factorized -low-rank matrices is less memory-intensive. +The example utilizes Distributed Data Parallel (DDP) for distributed training. +This approach assumes that the model parameters fit within the memory of a +single GPU, as each GPU maintains a synchronized copy of the model. +The input data can exceed the memory capacity. This is generally a reasonable +assumption for topic modeling tasks, as storing the factorized matrices +is often less memory-intensive. Hugging Face Accelerate also supports other distributed training strategies -such as Fully Sharded Data Parallel (FSDP) and DeepSpeed, where the model -tensors are split into different GPUs so that you can train larger models. +such as Fully Sharded Data Parallel (FSDP) and DeepSpeed, which distribute +model tensors across different GPUs and allow training larger models at the +cost of speed. ## Generate data -100k x 100k matrix with 20 topics. - -To generate data for distributed training, save the following code to -`distributed_data.py` and run: +We will use a 100k x 100k count matrix with 20 topics for distributed training. +To generate the example data, save the following code to `distributed_data.py` +and run: ```bash python distributed_data.py @@ -74,19 +76,32 @@ if __name__ == "__main__": main() ``` -Since generating data is time-consuming (takes around 10 minutes), -running it separately helps avoid possible timeout errors when running it -as part of the distributed training code. +Generating the data is time-consuming (about 10 minutes), so running it +as a standalone script helps avoid potential timeout errors during distributed +training. You can also execute it on an instance type suitable for your +data ingestion pipeline, rather than using valuable GPU instance hours. ## Run distributed training -Run the following command to configure the distributed environment: +First, configure the distributed environment by running: ```bash accelerate config ``` -Then save the following code to `distributed_training.py` and run: +You will be prompted to answer questions about the distributed training +environment and strategy. The answers will be saved to a configuration file at: + +``` +~/.cache/huggingface/accelerate/default_config.yaml +``` + +You can rerun `accelerate config` at any time to update the configuration. +For data distributed parallel on a 4-GPU node, select single-node multi-GPU +training options with the number of GPUs set to 4, and use the default settings +for the remaining questions (mostly "no"). + +Next, save the following code to `distributed_training.py` and run: ```bash accelerate launch distributed_training.py @@ -129,6 +144,17 @@ if __name__ == "__main__": main() ``` +This script uses `fit_model_distributed()` (added in tinytopics 0.7.0) to +train the model. Since distributed training on large datasets likely takes +longer, `fit_model_distributed()` displays more detailed progress bars for +each epoch, going through all batches in each epoch. + +## Sample runs + +We ran the distributed training example on a 1-GPU and a 4-GPU cloud instance +with H100 (80 GB SXM5) GPUs. The table below shows the training time per epoch, +total time, GPU utilization, VRAM usage, instance cost, and total cost. + | Metric | 1x H100 (80 GB SXM5) | 4x H100 (80 GB SXM5) | | :--- | ---: | ---: | | Time per epoch (s) | 24 | 6 | @@ -138,6 +164,13 @@ if __name__ == "__main__": | Instance cost (USD/h) | 3.29 | 12.36 | | Total cost (USD) | 4.38 | 4.12 | -![](images/distributed/nvtop-4x-h100.png) +Using 4 GPUs is approximately 4x faster than using 1 GPU, with a slightly +lower total cost. The loss plot and real-time GPU utilization monitoring +via `nvtop` on the 4-GPU instance are shown below. ![](images/distributed/loss-4x-h100.png) + +![](images/distributed/nvtop-4x-h100.png) + +For more technical details on distributed training, please refer to the +Hugging Face Accelerate documentation, as this article covers only the basics.