From 6507424f4ff9eb609e751787d6eedc8194e5fc6d Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Tue, 20 Aug 2024 11:15:35 +0000 Subject: [PATCH 01/47] fix: saving frequency bug for inference checkpoints --- .../training/diagnostics/callbacks/__init__.py | 18 +++++++++++++++--- 1 file changed, 15 insertions(+), 3 deletions(-) diff --git a/src/anemoi/training/diagnostics/callbacks/__init__.py b/src/anemoi/training/diagnostics/callbacks/__init__.py index 8deb75f5..350e385c 100644 --- a/src/anemoi/training/diagnostics/callbacks/__init__.py +++ b/src/anemoi/training/diagnostics/callbacks/__init__.py @@ -4,6 +4,11 @@ # In applying this licence, ECMWF does not waive the privileges and immunities # granted to it by virtue of its status as an intergovernmental organisation # nor does it submit to any jurisdiction. + +# * [WHY ARE CALLBACKS UNDER __init__.py?] +# * This functionality will be restructured in the near future +# * so for now callbacks are under __init__.py + from __future__ import annotations import copy @@ -811,6 +816,15 @@ def tracker_metadata(self, trainer: pl.Trainer) -> dict: return {} + def _remove_checkpoint(self, trainer: "pl.Trainer", filepath: str) -> None: + """Calls the strategy to remove the checkpoint file.""" + trainer.strategy.remove_checkpoint(filepath) + trainer.strategy.remove_checkpoint(self._get_inference_checkpoint_filepath(filepath)) + + def _get_inference_checkpoint_filepath(self, filepath: str) -> str: + """Defines the filepath for the inference checkpoint.""" + return Path(filepath).parent / Path("inference-" + str(Path(filepath).name)) + def _save_checkpoint(self, trainer: pl.Trainer, lightning_checkpoint_filepath: str) -> None: if trainer.is_global_zero: model = self._torch_drop_down(trainer) @@ -839,9 +853,7 @@ def _save_checkpoint(self, trainer: pl.Trainer, lightning_checkpoint_filepath: s metadata = dict(**tmp_metadata) - inference_checkpoint_filepath = Path(lightning_checkpoint_filepath).parent / Path( - "inference-" + str(Path(lightning_checkpoint_filepath).name), - ) + inference_checkpoint_filepath = self._get_inference_checkpoint_filepath(lightning_checkpoint_filepath) torch.save(model, inference_checkpoint_filepath) From 002704674a8b52dffeb1b09fad1cdb344fa978cd Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Tue, 20 Aug 2024 11:24:52 +0000 Subject: [PATCH 02/47] chore: update CHANGELOG --- CHANGELOG.md | 1 + 1 file changed, 1 insertion(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index de7b1209..8f8093bf 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -16,6 +16,7 @@ Keep it human-readable, your future self will thank you! - Enable the callback for plotting a histogram for variables containing NaNs - Enforce same binning for histograms comparing true data to predicted data +- Fix: Inference checkpoints are now saved according the frequency settings defined in the config ## [0.1.0 - Anemoi training - First release](https://github.com/ecmwf/anemoi-training/compare/x.x.x...0.1.0) - 2024-08-16 From 8cf698bec65968b9602e4e12e41d0b94b91d95dc Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Tue, 20 Aug 2024 14:59:32 +0000 Subject: [PATCH 03/47] feat: add anemoi profiler with mlflow compatibility --- CHANGELOG.md | 1 + notebooks/benchmark_profiler_hta.ipynb | 173 +++++ pyproject.toml | 7 + src/anemoi/training/commands/profiler.py | 47 ++ .../config/diagnostics/eval_rollout.yaml | 22 + .../training/config/training/default.yaml | 2 + .../diagnostics/callbacks/__init__.py | 66 ++ src/anemoi/training/diagnostics/profilers.py | 698 ++++++++++++++++++ src/anemoi/training/train/profiler.py | 342 +++++++++ src/anemoi/training/train/train.py | 2 +- 10 files changed, 1359 insertions(+), 1 deletion(-) create mode 100644 notebooks/benchmark_profiler_hta.ipynb create mode 100644 src/anemoi/training/commands/profiler.py create mode 100644 src/anemoi/training/diagnostics/profilers.py create mode 100644 src/anemoi/training/train/profiler.py diff --git a/CHANGELOG.md b/CHANGELOG.md index 8f8093bf..3565e1b7 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -17,6 +17,7 @@ Keep it human-readable, your future self will thank you! - Enable the callback for plotting a histogram for variables containing NaNs - Enforce same binning for histograms comparing true data to predicted data - Fix: Inference checkpoints are now saved according the frequency settings defined in the config +- Feat: Anemoi Profiler compatible with mlflow and using Pytorch (Kineto) Profiler for memory report ## [0.1.0 - Anemoi training - First release](https://github.com/ecmwf/anemoi-training/compare/x.x.x...0.1.0) - 2024-08-16 diff --git a/notebooks/benchmark_profiler_hta.ipynb b/notebooks/benchmark_profiler_hta.ipynb new file mode 100644 index 00000000..c6747c7f --- /dev/null +++ b/notebooks/benchmark_profiler_hta.ipynb @@ -0,0 +1,173 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Quick demo on how to use Holistic Trace Analysis from Pytorch (https://hta.readthedocs.io/en/latest/index.html)\n", + "# please make sure you have it installed before running this notebooks" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from hta.trace_analysis import TraceAnalysis" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Path to the profiler run where the memory traces have been stored\n", + "#trace_path = \"/ec/res4/hpcperm/ecm2559/aifs/o96/profiler/19952b536f464b9fb43cf81e829767d5/\"\n", + "trace_path = '/ec/res4/hpcperm/ecm2559/aifs/o96/profiler/c633febd401649a3b9132a671a48962b/'\n", + "analyzer = TraceAnalysis(trace_dir = trace_path)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Temporal Breakdown" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "time_df=analyzer.get_temporal_breakdown()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Idle Time Breakdown" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "idle_time_df_r0 = analyzer.get_idle_time_breakdown()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "idle_time_df_r1 = analyzer.get_idle_time_breakdown(ranks=[1])\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "idle_time_df_r1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Kernel Breakdown" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + " #NCCL changed their kernel naming convention so HTA v2.0 doesnt recognise communication kernels\n", + " #This can be fixed by editing one line of hta/utils/util.py, see https://github.com/facebookresearch/HolisticTraceAnalysis/pull/123\n", + "\n", + "# see https://github.com/facebookresearch/HolisticTraceAnalysis/blob/main/examples/kernel_breakdown_demo.ipynb\n", + "kernel_type_metrics_df, kernel_metrics_df = analyzer.get_gpu_kernel_breakdown( \n", + " num_kernels=5, \n", + " include_memory_kernels=True,\n", + " visualize=False) # ! this is to heavy to push to github feel to free to set to True to get plots" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "kernel_type_metrics_df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "kernel_metrics_df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# this one is not working need to see why ...\n", + "overlap_df = analyzer.get_comm_comp_overlap()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "overlap_df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aifs_venv", + "language": "python", + "name": "aifs_venv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/pyproject.toml b/pyproject.toml index 2bf05644..a1fd160d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -76,6 +76,13 @@ optional-dependencies.docs = [ "sphinx-argparse", "sphinx-rtd-theme", ] +optional-dependencies.profile = [ + "holistictraceanalysis>=0.2", + "pandas>=1.3.2", + "rich>=13.6", + "tabulate>=0.9", +] + optional-dependencies.tests = [ "pytest", "pytest-mock" ] urls.Changelog = "https://github.com/ecmwf/anemoi-training/CHANGELOG.md" diff --git a/src/anemoi/training/commands/profiler.py b/src/anemoi/training/commands/profiler.py new file mode 100644 index 00000000..53523f41 --- /dev/null +++ b/src/anemoi/training/commands/profiler.py @@ -0,0 +1,47 @@ +# (C) Copyright 2024 ECMWF. +# +# This software is licensed under the terms of the Apache Licence Version 2.0 +# which can be obtained at http://www.apache.org/licenses/LICENSE-2.0. +# In applying this licence, ECMWF does not waive the privileges and immunities +# granted to it by virtue of its status as an intergovernmental organisation +# nor does it submit to any jurisdiction. + +from __future__ import annotations + +import logging +import sys +from typing import TYPE_CHECKING + +from anemoi.training.commands import Command + +if TYPE_CHECKING: + import argparse + +LOGGER = logging.getLogger(__name__) + + +class Profile(Command): + """Commands to profile Anemoi models.""" + + accept_unknown_args = True + + @staticmethod + def add_arguments(parser: argparse.ArgumentParser) -> argparse.ArgumentParser: + return parser + + @staticmethod + def run(args: list[str], unknown_args: list[str] | None = None) -> None: + del args + + if unknown_args is not None: + sys.argv = [sys.argv[0], *unknown_args] + else: + sys.argv = [sys.argv[0]] + + LOGGER.info("Running anemoi profiling command with overrides: %s", sys.argv[1:]) + from anemoi.training.train.profiler import main as anemoi_profile + + anemoi_profile() + + +command = Profile diff --git a/src/anemoi/training/config/diagnostics/eval_rollout.yaml b/src/anemoi/training/config/diagnostics/eval_rollout.yaml index 4b746fbc..beae4907 100644 --- a/src/anemoi/training/config/diagnostics/eval_rollout.yaml +++ b/src/anemoi/training/config/diagnostics/eval_rollout.yaml @@ -52,6 +52,28 @@ debug: # remember to also activate the tensorboard logger (below) profiler: False +# Use anemoi-profile to profile the training process +benchmark_profiler: + memory: + enabled: True + steps: 5 # wait warmup steps and then do steps (too many steps would lead to a big file) + warmup: 2 + extra_plots: False + trace_rank0_only: False #set to true and it will profile rank 0 only. Reads SLURM_PROC_ID so won't work when not running via Slurm + time: + enabled: True + verbose: False #If true, output every action the profiler caputres, otherwise output a subset defined in PROFILER_ACTIONS at the top of aifs/diagnostics/profiler.py + speed: + enabled: True + system: + enabled: True + model_summary: + enabled: True + snapshot: + enabled: True + steps: 4 # wait warmup steps and then do steps + warmup: 0 + checkpoint: every_n_minutes: save_frequency: 30 # Approximate, as this is checked at the end of training steps diff --git a/src/anemoi/training/config/training/default.yaml b/src/anemoi/training/config/training/default.yaml index 870eeb7a..acd6654b 100644 --- a/src/anemoi/training/config/training/default.yaml +++ b/src/anemoi/training/config/training/default.yaml @@ -19,6 +19,8 @@ multistep_input: 2 # the effective batch size becomes num-devices * batch_size * k accum_grad_batches: 1 +num_sanity_val_steps: 6 + # clipp gradients, 0 : don't clip, default algorithm: norm, alternative: value gradient_clip: val: 32. diff --git a/src/anemoi/training/diagnostics/callbacks/__init__.py b/src/anemoi/training/diagnostics/callbacks/__init__.py index 350e385c..99aecbec 100644 --- a/src/anemoi/training/diagnostics/callbacks/__init__.py +++ b/src/anemoi/training/diagnostics/callbacks/__init__.py @@ -37,6 +37,7 @@ from pytorch_lightning.callbacks import Callback from pytorch_lightning.callbacks.model_checkpoint import ModelCheckpoint from pytorch_lightning.utilities import rank_zero_only +from pytorch_lightning.utilities.types import STEP_OUTPUT from anemoi.training.diagnostics.plots import init_plot_settings from anemoi.training.diagnostics.plots import plot_graph_features @@ -730,6 +731,71 @@ def on_load_checkpoint( pl_module.hparams["metadata"]["parent_uuid"] = checkpoint["hyper_parameters"]["metadata"]["uuid"] +class MemorySnapshotRecorder(Callback): + """Record memory snapshot using torch.cuda._record_memory_history().""" + + def __init__(self, config): + super().__init__() + self.config = config + self.dirpath = Path(self.config.hardware.paths.profiler) + + self.warmup = self.config.diagnostics.benchmark_profiler.snapshot.warmup + if not self.warmup: + self.warmup = 0 + self.num_steps = ( + self.config.diagnostics.benchmark_profiler.snapshot.steps + self.warmup + ) # be consistent with profiler scheduler + self.status = False + + assert ( + self.num_steps % self.config.dataloader.batch_size.training == 0 + ), "Snapshot steps is not a multiple of batch size" + assert ( + self.warmup % self.config.dataloader.batch_size.training == 0 + ), "Snapshot Warmup steps is not a multiple of batch size" + + @rank_zero_only + def _start_snapshot_recording(self): + LOGGER.info("Starting snapshot record_memory_history") + torch.cuda.memory._record_memory_history() + self.status = True + + @rank_zero_only + def _save_snapshot(self): + self.memory_snapshot_fname = self.dirpath / "memory_snapshot.pickle" + try: + LOGGER.info("Saving memory snapshot to %s", self.memory_snapshot_fname) + torch.cuda.memory._dump_snapshot(f"{self.memory_snapshot_fname}") + except Exception as e: + LOGGER.error(f"Failed to capture memory snapshot {e}") + + @rank_zero_only + def stop_record_memory_history(self) -> None: + LOGGER.info("Stopping snapshot record_memory_history") + torch.cuda.memory._record_memory_history(enabled=None) + + def on_train_batch_start( + self, trainer: "pl.Trainer", pl_module: "pl.LightningModule", batch: Any, batch_idx: int + ) -> None: + if trainer.global_step == self.warmup: + self._start_snapshot_recording() + + def on_train_batch_end( + self, + trainer: "pl.Trainer", + pl_module: "pl.LightningModule", + outputs: STEP_OUTPUT, + batch: Any, + batch_idx: int, + ) -> None: + if trainer.global_step == self.num_steps: + if self.status is True: + self._save_snapshot() + self.stop_record_memory_history() + else: + LOGGER.info("Snapshot recording was not started so no snapshot was saved") + + class AnemoiCheckpoint(ModelCheckpoint): """A checkpoint callback that saves the model after every validation epoch.""" diff --git a/src/anemoi/training/diagnostics/profilers.py b/src/anemoi/training/diagnostics/profilers.py new file mode 100644 index 00000000..9d6ca3b0 --- /dev/null +++ b/src/anemoi/training/diagnostics/profilers.py @@ -0,0 +1,698 @@ +# (C) Copyright 2024 European Centre for Medium-Range Weather Forecasts. +# This software is licensed under the terms of the Apache Licence Version 2.0 +# which can be obtained at http://www.apache.org/licenses/LICENSE-2.0. +# In applying this licence, ECMWF does not waive the privileges and immunities +# granted to it by virtue of its status as an intergovernmental organisation +# nor does it submit to any jurisdiction. +from __future__ import annotations + +import json +import logging +import re +from pathlib import Path +from typing import TYPE_CHECKING +from typing import Any + +import numpy as np +import pandas as pd +import torch +import torch.distributed as dist +from pytorch_lightning.callbacks import TQDMProgressBar +from pytorch_lightning.profilers import Profiler +from pytorch_lightning.profilers import PyTorchProfiler +from pytorch_lightning.profilers import SimpleProfiler +from pytorch_lightning.utilities import rank_zero_only + +if TYPE_CHECKING: + import importlib + + import pytorch_lightning as pl + from omegaconf import DictConfig + from pytorch_lightning.utilities.types import STEP_OUTPUT + + from anemoi.training.train.forecaster import GraphForecaster + + if importlib.util.find_spec("ipywidgets") is not None: + from tqdm.auto import tqdm as _tqdm + else: + from tqdm import tqdm as _tqdm + +from torch.profiler import profile + +from anemoi.training.diagnostics.mlflow.logger import AnemoiMLflowLogger + +LOGGER = logging.getLogger(__name__) + + +def check_torch_version() -> bool: + torch_version = torch.__version__ + version_nums = torch_version.split(".") + major_version = int(version_nums[0]) + minor_version = int(version_nums[1]) + if major_version == 2 and minor_version >= 1: + return True + LOGGER.error("Memory snapshot is only supported for torch >= 2.1") + return False + + +def convert_to_seconds(time_str: str) -> float: + import re + + pattern = r"(\d+(\.\d+)?)\s*([a-zA-Z]+)" + # Use regex to find matches + match = re.match(pattern, time_str) + + # Check if match is found + if match: + # Extract numeric part and unit part + numeric_part = float(match.group(1)) + unit = match.group(3) + + # Convert the unit to seconds + if unit == "s": + return numeric_part + if unit == "ds": + return numeric_part / 10 # Convert decaseconds to seconds + if unit == "cs": + return numeric_part / 100 # Convert centiseconds to seconds + if unit == "ms": + return numeric_part / 1000 # Convert milliseconds to seconds + error_msg = ( + "Invalid unit. Supported units are: 's' (seconds)'" + "'ds' (decaseconds), 'cs' (centiseconds) and 'ms' (miliseconds) .", + ) + raise ValueError(error_msg) + error_msg = "Invalid time format. The time should be in the format: 'numeric_part unit'. For example: '10 ms'" + raise ValueError(error_msg) + + +PROFILER_ACTIONS = [ + r"\[Strategy]\w+\.batch_to_device", + r"\[Strategy]\w+\.backward", + r"\[Strategy]\w+\.training_step", + r"\[Strategy]\w+\.validation_step", + r"\[Strategy]\w+\.batch_to_device", + "run_training_epoch", + "run_training_batch", + r"\[_EvaluationLoop\]\.\w+", + r"\[_TrainingEpochLoop\]\.\w+", + r"\[LightningDataModule]\w+\.train_dataloader", + r"\[LightningDataModule]\w+\.val_dataloader", + r"\[LightningDataModule]\w+\.state_dict", + r"\[LightningDataModule]\w+\.setup", + r"\[LightningDataModule]\w+\.prepare_data", + r"\[LightningDataModule]\w+\.teardown", + r"\[LightningModule]\w+\.optimizer_step", + r"\[LightningModule]\w+\.configure_gradient_clipping", + r"\[LightningModule]\w+\.on_validation_model_eval", + r"\[LightningModule]\w+\.optimizer_zero_grad", + r"\[LightningModule]\w+\.transfer_batch_to_device", + r"\[LightningModule]\w+\.on_validation_model_train", + r"\[LightningModule]\w+\.configure_optimizers", + r"\[LightningModule]\w+\.lr_scheduler_step", + r"\[LightningModule]\w+\.configure_sharded_model", + r"\[LightningModule]\w+\.setup", + r"\[LightningModule]\w+\.prepare_data", + r"\[Callback\](.*Plot*)", + r"\[Callback\](.*Checkpoint*)", +] + +GPU_METRICS_DICT = { + "GPU device utilization (%)": "gpu", + "GPU memory use (%)": "memory", + "GPU memory allocated (%)": "memoryAllocated", + "GPU memory allocated (GB)": "memoryAllocatedBytes", +} + + +class WandBSystemSummarizer: + """Summarize System Metrics provided by W&B logger.""" + + def __init__(self, wandb_logger: pl.loggers.WandbLogger): + + run_dict = wandb_logger._wandb_init + self.run_id_path = f"{run_dict['entity']}/{run_dict['project']}/{run_dict['id']}" + + def get_wandb_metrics(self) -> (pd.DataFrame, dict): + """Fetches system metrics and metadata from a W&B run.""" + import wandb + + run = wandb.Api().run(self.run_id_path) + system_metrics = run.history(stream="events") + metadata_dict = run.metadata + system_metrics = system_metrics.dropna() + return system_metrics, metadata_dict + + def summarize_gpu_metrics(self, df: pd.DataFrame) -> dict[str, float]: + """Given the System Metrics DataFrame, summarized the GPU metrics. + + - gpu.{gpu_index}.memory - GPU memory utilization in percent for each GPU + - gpu.{gpu_index}.memoryAllocated - GPU memory allocated as % of the total available memory for each GPU + - gpu.{gpu_index}.memoryAllocatedBytes - GPU memory allocated in bytes for each GPU + - gpu.{gpu_index}.gpu - GPU utilization in percent for each GPU + """ + average_metric = {} + col_names = df.columns + for gpu_metric_name, gpu_metric in GPU_METRICS_DICT.items(): + pattern = rf"system.gpu.\d.{gpu_metric}$" + sub_gpu_cols = [string for string in col_names if re.match(pattern, string)] + metrics_per_gpu = df[sub_gpu_cols].mean(axis=0) + if gpu_metric == "memoryAllocatedBytes": + metrics_per_gpu = metrics_per_gpu * 1e-9 + average_metric[gpu_metric_name] = metrics_per_gpu.mean() + # Just add metrics per gpu to the report if we have more than 1 GPU + if metrics_per_gpu.shape[0] > 1: + metrics_per_gpu.index = [" " + index for index in metrics_per_gpu.index] + average_metric.update(dict(metrics_per_gpu)) + return average_metric + + def summarize_system_metrics(self) -> dict[str, float]: + r"""Summarizes the System metrics from a W&B run. + + Some of the metrics included are: + - cpu.{}.cpu_percent - CPU usage of the system on a per-core basis. + - system.memory - Represents the total system memory usage as a percentage of the total available memory. + - system.cpu - Percentage of CPU usage by the process, normalized by the number of available CPUs + - system.disk.\\.usageGB - (Represents the total system disk usage in gigabytes (GB)) + - system.proc.memory.percent - Indicates the memory usage of the process as a % of the total available memory + + More information about W&B system metrics can be found here: + https://docs.wandb.ai/guides/app/features/system-metrics + """ + system_metrics_df, metadata_dict = self.get_wandb_metrics(self.run_id_path) + + col_names = system_metrics_df.columns + system_metrics = {} + + n_cpus = metadata_dict["cpu_count"] + cpu_cols = list(filter(lambda k: "cpu." in k, col_names)) + system_metrics["avg CPU usage (%)"] = (system_metrics_df[cpu_cols].sum(axis=1) / n_cpus).mean() + + system_metrics_gpu = self.summarize_gpu_metrics(system_metrics_df) + system_metrics.update(system_metrics_gpu) + + system_metrics["avg Memory usage (%)"] = system_metrics_df["system.memory"].mean() + system_metrics["avg Disk usage (GB)"] = system_metrics_df["system.disk.\\.usageGB"].mean() + system_metrics["avg Disk usage (%)"] = system_metrics_df["system.disk.\\.usagePercent"].mean() + + system_metrics["execution time (sec)"] = system_metrics_df["_runtime"].iloc[-1] # in seconds + return system_metrics + + +class MLFlowSystemSummarizer: + """Summarize System Metrics provided by MlFlow logger.""" + + def __init__(self, mlflow_logger: pl.loggers.MLFlowLogger): + self.run_id = mlflow_logger.run_id + self.mlflow_client = mlflow_logger._mlflow_client + + @property + def system_metrics(self) -> list[str]: + run = self.mlflow_client.get_run(self.run_id) + return [metric for metric in run.data.metrics if "system" in metric] + + def _clean_metric_name(self, metric_name: str) -> str: + return ( + metric_name.replace("system.", "avg ") + .replace("_", " ") + .replace("megabytes", "MB") + .replace("percentage", "%") + ) + + def _get_mean(self, pattern: str, df: pd.DataFrame) -> float: + # Filter rows containing the pattern in the 'metric' column + filtered_rows = df[df["metric"].str.contains(pattern)] + return filtered_rows.loc[:, "value"].astype(np.float32).mean() + + def _extract_gpu_metrics(self, df: pd.DataFrame) -> pd.DataFrame: + # Define the pattern you want to search for + pattern = r"gpu\s\d+\s+utilization" + df.loc[len(df.index)] = ["avg GPU utilization (%)", self._get_mean(pattern, df)] + + pattern = r"gpu\s\d+\s+memory\s+usage\s+%" + df.loc[len(df.index)] = ["avg GPU memory usage %", self._get_mean(pattern, df)] + + pattern = r"gpu\s\d+\s+memory\s+usage\s+MB" + df.loc[len(df.index)] = ["avg GPU memory usage MB", self._get_mean(pattern, df)] + + return df + + def summarize_mlflow_system_metrics(self) -> pd.DataFrame: + rows = [] + for metric in self.system_metrics: + metric = self.mlflow_client.get_metric_history(self.run_id, metric) + avg_value = sum(m.value for m in metric) / len(metric) + metric_name = self._clean_metric_name(metric[0].key) + rows.append({"metric": metric_name, "value": f"{avg_value}.2f"}) + return self._extract_gpu_metrics(pd.DataFrame(rows)) + + +class DummyProfiler(Profiler): + """Placeholder profiler.""" + + def __init__(self): + super().__init__() + + def start(self, *args, **kwargs) -> None: + pass + + def stop(self, *args, **kwargs) -> None: + pass + + +class PatchedProfile(profile): + + def _get_distributed_info(self) -> dict[str, str]: + dist_info = super()._get_distributed_info() + return json.dumps(dist_info, default=str) + + +class BenchmarkProfiler(Profiler): + """Custom PyTorch Lightning profiler for benchmarking.""" + + def __init__(self, config: DictConfig) -> None: + super().__init__(config) + + self.config = config + self.warmup = self.config.diagnostics.benchmark_profiler.memory.warmup + if not self.warmup: + self.warmup = 0 + self.num_steps = self.config.diagnostics.benchmark_profiler.memory.steps + + if self.config.diagnostics.benchmark_profiler.memory.extra_plots: + assert ( + self.num_steps <= self.config.training.num_sanity_val_steps + ), "Sanity steps should be less than snapshot steps, to avoid memory issues" + + self.dirpath = None + self.create_output_path() + # the profilers need to be initialised before the setup method because + # actions like configuring callbacks would trigger the profiler + self.memory_profiler = DummyProfiler # dummy profiler to be used as placeholder + self.time_profiler = DummyProfiler # dummy profiler to be used as placeholder + + @rank_zero_only + def create_output_path(self) -> None: + self.dirpath = Path(self.config.hardware.paths.profiler) + self.dirpath.mkdir(parents=True, exist_ok=True) + + def broadcast_profiler_path(self, string_var: str, src_rank: int) -> str: + from lightning_fabric.utilities.distributed import group as _group + + string_var = [string_var] + dist.broadcast_object_list(string_var, src_rank, group=_group.WORLD) + return string_var[0] + + def setup(self, stage: str, local_rank: int | None = None, log_dir: str | None = None) -> None: + del log_dir + # THE STRATEGY IS ALREADY INITIALISED AND TORCH DISTRIBUTED IS ACTIVE + # we need to broadcast the profiler path to all ranks to save the memory traces + self.dirpath = Path(self.broadcast_profiler_path(str(self.dirpath), 0)) + self._stage = stage + self._local_rank = local_rank + self._create_time_profilers() + self._create_memory_profilers() + + def _create_time_profilers(self) -> None: + """Creates profilers for time and memory measurements.""" + if self.config.diagnostics.benchmark_profiler.time.enabled: + self.time_profiler = SimpleProfiler( + dirpath=self.dirpath, + ) + + def _create_memory_profilers(self) -> None: + if self.config.diagnostics.benchmark_profiler.memory.enabled: + import os + + def trace_handler(dir_name: str, stage: str | None = None) -> callable: + + def handler_fn(prof: pl.profilers.Profiler) -> None: + import socket + import time + + worker_name = f"{socket.gethostname()}_{os.getpid()}" + file_name = str(dir_name / f"{worker_name}.{stage}.{time.time_ns()}.pt.trace.json") + prof.export_chrome_trace(file_name) + + return handler_fn + + global_rank = int(os.environ.get("SLURM_PROCID", "0")) # WON'T WORK WHEN RUNNING WITHOUT SLURM + if not (self.config.diagnostics.benchmark_profiler.memory.trace_rank0_only and global_rank != 0): + from pytorch_lightning.profilers.pytorch import _KINETO_AVAILABLE + + assert ( + _KINETO_AVAILABLE + ), "Kineto is not available. Please ensure Kineto is avaialble to be able to use the memory profiler" + + torch.profiler.profile = ( + PatchedProfile # patch the profile(KinetoProfile) object to serialise the distributed info + ) + self.memory_profiler = PyTorchProfiler( + with_stack=True, + emit_nvtx=False, + profile_memory=True, + export_to_chrome=True, + record_shapes=True, + group_by_input_shapes=True, + dirpath=self.dirpath, + on_trace_ready=trace_handler(self.dirpath), + schedule=torch.profiler.schedule( + wait=0, + warmup=self.warmup, + active=self.num_steps, + repeat=1, + skip_first=self.config.training.num_sanity_val_steps, + ), + ) + self.time_rows_dict = None # updated if we create a memory profile report + + def start(self, action_name: str) -> None: + """Starts recording for a specific action. + + Parameters + ---------- + action_name : str + Name of the action. + """ + self.time_profiler.start(action_name) + self.memory_profiler.start(action_name) + + def stop(self, action_name: str) -> None: + """Stops recording for a specific action. + + Parameters + ---------- + action_name : str + Name of the action. + """ + self.time_profiler.stop(action_name) + self.memory_profiler.stop(action_name) + + def _trim_time_report(self, recorded_actions: dict) -> dict[str, float]: + all_actions_names = recorded_actions.keys() + df = pd.DataFrame({"Strings": all_actions_names}) + combined_pattern = "|".join(PROFILER_ACTIONS) + filtered_df = df[df["Strings"].str.contains(combined_pattern, regex=True, na=False)] + trimmed_actions_names = filtered_df["Strings"].tolist() + return {key: recorded_actions[key] for key in trimmed_actions_names} + + def get_time_profiler_df(self, precision: int = 5) -> pd.DataFrame: + """Retrieves a DataFrame with time profiling information. + + Parameters + ---------- + precision : int + Precision for rounding, by default 5 + + Returns + ------- + pd.DataFrame + DataFrame with time profiling information. + """ + if self.config.diagnostics.benchmark_profiler.time.verbose is False: + self.time_profiler.recorded_durations = self._trim_time_report( + recorded_actions=self.time_profiler.recorded_durations, + ) + time_df = pd.DataFrame(self.time_profiler.recorded_durations.items()) + time_df[2] = time_df[1].apply(len) + time_df[3] = time_df[1].apply(np.mean) + time_df[1] = time_df[1].apply(sum) + time_df.columns = ["name", "total_time", "n_calls", "avg_time"] + + def replace_function(value: str) -> str: + # Replace 'apple' with 'fruit' + return re.sub(r"\{.*?\}", "", value) # Remove anything between braces + + time_df["name"] = time_df["name"].apply(replace_function) + pattern = r"\[(.*?)\]|(.*)" + time_df["category"] = time_df["name"].str.extract(pattern, expand=False)[0].fillna(time_df["name"]) + + pattern = re.compile(r"\[Callback\](.*?)\.") + # Apply the regular expression to the column + callbacks_subcategories = "*Callback_" + time_df[time_df["category"] == "Callback"]["name"].str.extract(pattern) + indexer = time_df[time_df["category"] == "Callback"].index + time_df.loc[indexer, "category"] = callbacks_subcategories[0].tolist() + + # Check if 'Callback' is present in the 'category' column + time_df["is_callback"] = time_df["category"].str.contains("Callback", case=False) + + # Group by the 'is_callback' column and apply groupby operation only on rows with 'Callback' in 'category' + grouped_data = ( + time_df[time_df["is_callback"]] + .groupby("category") + .agg({"n_calls": "sum", "avg_time": "sum", "total_time": "sum"}) + .reset_index() + ) + grouped_data["name"] = grouped_data["category"] + + time_df = pd.concat([time_df[~time_df["is_callback"]], grouped_data]) + time_df = time_df.drop("is_callback", axis=1) + time_df = time_df.round(precision) + time_df = time_df.sort_values(by="category", ascending=False) + + self.time_report_fname = self.dirpath / "time_profiler.csv" + self._save_report(time_df, self.time_report_fname) + return time_df + + @staticmethod + def to_df(sample_dict: dict[str, float], precision: str = ".5") -> pd.DataFrame: + df = pd.DataFrame(sample_dict.items()) + df.columns = ["metric", "value"] + df.value = df.value.apply(lambda x: f"%{precision}f" % x) + return df + + @rank_zero_only + def get_system_profiler_df(self, logger_name: str, logger: pl.loggers.Logger) -> pd.DataFrame: + if logger_name == "wandb": + system_metrics_df = self.to_df(WandBSystemSummarizer(logger).summarize_system_metrics()) + elif logger_name == "mlflow": + system_metrics_df = MLFlowSystemSummarizer(logger).summarize_mlflow_system_metrics() + elif logger_name == "tensorboard": + LOGGER.info("No system profiler data available for Tensorboard") + system_metrics_df = None + + self.system_report_fname = self.dirpath / "system_profiler.csv" + self._save_report(system_metrics_df, self.system_report_fname) + return system_metrics_df + + def _save_report(self, df: pd.DataFrame, fname: Path) -> None: + df.to_csv(fname) + + def _save_model_summary(self, model_summary: str, fname: Path) -> None: + with fname.open("w") as f: + f.write(model_summary) + f.close() + + def get_model_summary(self, model: GraphForecaster, example_input_array: np.ndarray) -> str: + + from torchinfo import summary + + # when using flash attention model, we need to convert the input and model to float16 and cuda + # since FlashAttention only supports fp16 and bf16 data type + example_input_array = example_input_array.to(dtype=torch.float16) + example_input_array = example_input_array.to("cuda") + model.half() + model = model.to("cuda") + + summary_str = str( + summary( + model, + input_data=example_input_array, + depth=20, + col_width=16, + col_names=["trainable", "input_size", "output_size", "num_params", "params_percent", "mult_adds"], + row_settings=["var_names"], + verbose=0, + ), + ) + self.model_summary_fname = self.dirpath / "model_summary.txt" + self._save_model_summary(summary_str, self.model_summary_fname) + return summary_str + + @rank_zero_only + def get_speed_profiler_df(self, progressbar: _tqdm) -> pd.DataFrame: + """Computes the speed metrics based on training and validation rates.""" + speed_metrics = {} + + batch_size_tr = self.config.dataloader.batch_size.training + batch_size_val = self.config.dataloader.batch_size.validation + + training_rates_array = np.array(progressbar.training_rates) + speed_metrics["training_avg_throughput"] = training_rates_array.mean() + speed_metrics["training_avg_throughput_per_sample"] = training_rates_array.mean() / batch_size_tr + + validation_rates_array = np.array(progressbar.validation_rates) + speed_metrics["validation_avg_throughput"] = validation_rates_array.mean() + speed_metrics["validation_avg_throughput_per_sample"] = validation_rates_array.mean() / batch_size_val + + # Calculate per_sample metrics + speed_metrics["avg_training_dataloader_throughput"] = ( + 1 / np.array(self.time_profiler.recorded_durations["[_TrainingEpochLoop].train_dataloader_next"]).mean() + ) + speed_metrics["avg_training_dataloader_throughput_per_sample"] = ( + speed_metrics["avg_training_dataloader_throughput"] / batch_size_tr + ) + + speed_metrics["avg_validation_dataloader_throughput"] = ( + 1 / np.array(self.time_profiler.recorded_durations["[_EvaluationLoop].val_next"]).mean() + ) + speed_metrics["avg_validation_dataloader_throughput_per_sample"] = ( + speed_metrics["avg_validation_dataloader_throughput"] / batch_size_val + ) + + if self.time_rows_dict: + speed_metrics.update(self.time_rows_dict) + + speed_profile_df = self.to_df(speed_metrics) + + self.speed_report_fname = self.dirpath / "speed_profiler.csv" + self._save_report(speed_profile_df, self.speed_report_fname) + + return speed_profile_df + + def _save_extra_plots(self) -> None: + if check_torch_version(): + # !it's available for torch >= 2.1 + from torch.cuda._memory_viz import profile_plot + + self.memory_trace_fname = Path(self.dirpath, "memory_trace.html") + with self.memory_trace_fname.open("w") as f: + f.write(profile_plot(self.memory_profiler.profiler)) + + # !it's available for torch >= 2.1 + self.memory_timeline_fname = str(Path(self.dirpath, "memory_timelines.html")) + self.memory_profiler.profiler.export_memory_timeline(self.memory_timeline_fname) + + @rank_zero_only + def get_memory_profiler_df(self) -> pd.DataFrame: + """Retrieves the memory profiler data as a DataFrame. + + Aggregates the results coming from multiple nodes/processes. + + Returns + ------- + pd.DataFrame + Memory profiler data. + """ + if self.config.diagnostics.benchmark_profiler.memory.extra_plots: + self._save_extra_plots() + + self.memory_profiler._delete_profilers() + + if not self.memory_profiler.function_events: + return "" + + data = self.memory_profiler.function_events.key_averages( + group_by_input_shapes=self.memory_profiler._group_by_input_shapes, + ) + table = data.table( + sort_by=self.memory_profiler._sort_by_key, + row_limit=self.memory_profiler._row_limit, + **self.memory_profiler._table_kwargs, + ) # this is a string + + from io import StringIO + + table_main_body = table.split("\n")[:-3] # Remove the last rows + columns = [ + "Name", + "Self CPU %", + "Self CPU", + "CPU total %", + "CPU total", + "CPU time avg", + "Self CUDA", + "Self CUDA %", + "CUDA total", + "CUDA time avg", + "CPU Mem", + "Self CPU Mem", + "CUDA Mem", + "Self CUDA Mem", + "# of Calls", + "Input Shapes", + ] + table_main_body = "\n".join(table_main_body) + memory_df = pd.read_fwf(StringIO(table_main_body), names=columns, skiprows=2) + flag = ["--" not in row for row in memory_df["Name"]] + memory_df = memory_df[flag] + time_rows = [row for row in table.split("\n")[-3:] if row != ""] + if time_rows: + time_rows_dict = {} + for row in time_rows: + key, val = row.split(":") + val = convert_to_seconds(val.strip()) + time_rows_dict[key] = val + self.time_rows_dict = time_rows_dict + + memory_df = memory_df[~memory_df["Name"].isin(time_rows)] + + self.memory_report_fname = self.dirpath / "memory_profiler.csv" + self._save_report(memory_df, self.memory_report_fname) + return memory_df + + +class ProfilerProgressBar(TQDMProgressBar): + """Custom PyTorch Lightning progress bar with profiling functionality. + + Attributes + ---------- + validation_rates : list[float] + List to store validation rates (it/s). + training_rates : list[float] + List to store training rates (it/s). + """ + + def __init__(self): + super().__init__() + self.validation_rates = [] + self.training_rates = [] + + def _extract_rate(self, pbar: _tqdm) -> float: + """Extracts the iteration rate from the progress bar. + + Parameters + ---------- + pbar : tqdm + The progress bar. + + Returns + ------- + float + The iteration rate. + """ + return (pbar.format_dict["n"] - pbar.format_dict["initial"]) / pbar.format_dict["elapsed"] + + def on_train_batch_end( + self, + trainer: pl.Trainer, + pl_module: pl.LightningModule, + outputs: STEP_OUTPUT, + batch: Any, + batch_idx: int, + ) -> None: + """Appends the rate from the progress bar to the list of 'training_rates'.""" + batch_idx + 1 + super().on_train_batch_end(trainer, pl_module, outputs, batch, batch_idx) + if self.train_progress_bar.format_dict["n"] != 0: + self.training_rates.append(self._extract_rate(self.train_progress_bar)) + for logger in self.trainer.loggers: + if isinstance(logger, AnemoiMLflowLogger): + logger.log_metrics({"training_rate": self.training_rates[-1]}, step=trainer.global_step) + + def on_validation_batch_end( + self, + trainer: pl.Trainer, + pl_module: pl.LightningModule, + outputs: STEP_OUTPUT, + batch: Any, + batch_idx: int, + dataloader_idx: int = 0, + ) -> None: + """Append rate from the progress bar to the list of 'validation_rates'.""" + super().on_validation_batch_end(trainer, pl_module, outputs, batch, batch_idx, dataloader_idx) + if self.val_progress_bar.format_dict["n"] != 0: + self.validation_rates.append(self._extract_rate(self.val_progress_bar)) + for logger in self.trainer.loggers: + if isinstance(logger, AnemoiMLflowLogger): + logger.log_metrics({"validation_rate": self.validation_rates[-1]}, step=trainer.global_step) diff --git a/src/anemoi/training/train/profiler.py b/src/anemoi/training/train/profiler.py new file mode 100644 index 00000000..c8c60552 --- /dev/null +++ b/src/anemoi/training/train/profiler.py @@ -0,0 +1,342 @@ +# (C) Copyright 2024 ECMWF. +# +# This software is licensed under the terms of the Apache Licence Version 2.0 +# which can be obtained at http://www.apache.org/licenses/LICENSE-2.0. +# In applying this licence, ECMWF does not waive the privileges and immunities +# granted to it by virtue of its status as an intergovernmental organisation +# nor does it submit to any jurisdiction. +# +from __future__ import annotations + +import logging +import os +import warnings +from datetime import datetime +from datetime import timezone +from functools import cached_property +from pathlib import Path +from typing import TYPE_CHECKING + +import hydra +import pandas as pd +from pytorch_lightning.utilities import rank_zero_only +from rich.console import Console + +if TYPE_CHECKING: + from anemoi.training.data.datamodule import AnemoiDatasetsDataModule + from pytorch_lightning.loggers.logger import Logger + from omegaconf import DictConfig + import pytorch_lightning as pl + +from anemoi.training.diagnostics.profilers import BenchmarkProfiler +from anemoi.training.diagnostics.profilers import ProfilerProgressBar +from anemoi.training.train.train import AnemoiTrainer + +LOGGER = logging.getLogger(__name__) +console = Console(record=True, width=200) + + +class AnemoiProfiler(AnemoiTrainer): + """Profiling for Anemoi.""" + + def print_report(self, title: str, dataframe: pd.DataFrame, color: str = "white", emoji: str = "") -> None: + if title == "Model Summary": + console.print(f"[bold {color}]{title}[/bold {color}]", f":{emoji}:") + console.print(dataframe, end="\n\n") + else: + console.print(f"[bold {color}]{title}[/bold {color}]", f":{emoji}:") + console.print(dataframe.to_markdown(headers="keys", tablefmt="psql"), end="\n\n") + + @staticmethod + def print_title() -> None: + console.print("[bold magenta] Benchmark Profiler Summary [/bold magenta]!", ":book:") + + @staticmethod + def print_metadata() -> None: + console.print(f"[bold blue] SLURM NODE(s) {os.environ['HOST']} [/bold blue]!") + console.print(f"[bold blue] SLURM JOB ID {os.environ['SLURM_JOB_ID']} [/bold blue]!") + console.print(f"[bold blue] TIMESTAMP {datetime.now(timezone.utc).strftime('%d/%m/%Y %H:%M:%S')} [/bold blue]!") + + @rank_zero_only + def print_benchmark_profiler_report( + self, + speed_metrics_df: pd.DataFrame | None = None, + time_metrics_df: pd.DataFrame | None = None, + memory_metrics_df: pd.DataFrame | None = None, + system_metrics_df: pd.DataFrame | None = None, + model_summary: str | None = None, + ) -> None: + self.print_title() + self.print_metadata() + + if time_metrics_df is not None: + warnings.warn( + "INFO: Time Report metrics represent single-node metrics (not multi-node aggregated metrics)", + ) + warnings.warn("INFO: Metrics with a * symbol, represent the value after aggregating all steps") + self.print_report("Time Profiling", time_metrics_df, color="green", emoji="alarm_clock") + + if speed_metrics_df is not None: + warnings.warn( + "INFO: Speed Report metrics are single-node metrics (not multi-node aggregated metrics)", + ) + self.print_report("Speed Profiling", speed_metrics_df, color="yellow", emoji="racing_car") + + if memory_metrics_df is not None: + warnings.warn("INFO: Memory Report metrics represent metrics aggregated across all nodes") + self.print_report("Memory Profiling", memory_metrics_df, color="purple", emoji="floppy_disk") + + if system_metrics_df is not None: + self.print_report("System Profiling", system_metrics_df, color="Red", emoji="desktop_computer") + + if model_summary is not None: + self.print_report("Model Summary", model_summary, color="Orange", emoji="robot") + + @staticmethod + def write_benchmark_profiler_report() -> None: + console.save_html("report.html") + + @staticmethod + def to_df(sample_dict: dict[str, float], precision: str = ".5") -> pd.DataFrame: + df = pd.DataFrame(sample_dict.items()) + df.columns = ["metric", "value"] + df.value = df.value.apply(lambda x: f"%{precision}f" % x) + return df + + @cached_property + def speed_profile(self) -> None: + """Speed profiler Report. + + Get speed metrics from Progress Bar for training and validation. + """ + if self.config.diagnostics.benchmark_profiler.speed.enabled: + # Find the first ProfilerProgressBar callback. + for callback in self.callbacks: + if isinstance(callback, ProfilerProgressBar): + return self.profiler.get_speed_profiler_df(callback) + else: + error_msg = "No ProfilerProgressBar callback found." + raise ValueError(error_msg) + else: + return None + + def _get_logger(self) -> dict[str, Logger]: + if (self.config.diagnostics.log.wandb.enabled) and (not self.config.diagnostics.log.wandb.offline): + logger_info = {"logger_name": "wandb", "logger": self.wandb_logger} + elif self.config.diagnostics.log.tensorboard.enabled: + logger_info = {"logger_name": "tensorboard", "logger": self.tensorboard_logger} + elif self.config.diagnostics.log.mlflow.enabled: + logger_info = {"logger_name": "mlflow", "logger": self.mlflow_logger} + else: + LOGGER.warning("No logger enabled for system profiler") + logger_info = None + return logger_info + + @cached_property + def system_profile(self) -> None: + """System Profiler Report.""" + if self.config.diagnostics.benchmark_profiler.system.enabled: + logger_info = self._get_logger() + if logger_info: + return self.profiler.get_system_profiler_df( + logger_name=logger_info["logger_name"], + logger=logger_info["logger"], + ) + LOGGER.warning("System Profiler Report is not available") + return None + return None + + @cached_property + def memory_profile(self) -> None: + """Memory Profiler Report.""" + if self.config.diagnostics.benchmark_profiler.memory.enabled: + return self.profiler.get_memory_profiler_df() + return None + + @cached_property + def time_profile(self) -> None: + """Time Profiler Report.""" + if self.config.diagnostics.benchmark_profiler.time.enabled: + return self.profiler.get_time_profiler_df() + return None + + @cached_property + def model_summary(self) -> str: + if self.config.diagnostics.benchmark_profiler.model_summary.enabled: + if self.config.hardware.num_gpus_per_model > 1: + LOGGER.warning("Model Summary is not supported when using model sharding") + self.config.diagnostics.benchmark_profiler.model_summary.enabled = False + return None + model = self.model + example_input_array = self.example_input_array + return self.profiler.get_model_summary(model=model, example_input_array=example_input_array) + return None + + @rank_zero_only + def export_to_logger(self) -> None: + if (self.config.diagnostics.log.wandb.enabled) and (not self.config.diagnostics.log.wandb.offline): + self.to_wandb() + + elif self.config.diagnostics.log.mlflow.enabled: + self.to_mlflow() + + @rank_zero_only + def report(self) -> str: + """Print report to console.""" + LOGGER.info("Generating Profiler reports") + self.print_benchmark_profiler_report( + memory_metrics_df=self.memory_profile, + time_metrics_df=self.time_profile, + speed_metrics_df=self.speed_profile, # speed profile needs to be generated after time and memory reports + system_metrics_df=self.system_profile, + model_summary=self.model_summary, + ) + + def _get_extra_files(self) -> None: + extra_files = [] + extra_files.extend(self.profiler.dirpath.glob("*.pickle")) + # These trace files are too big to push to MLFlow so + # we won't push them as artifacts extra_files.extend(self.profiler.dirpath.glob("*.json")) + return extra_files + + def _log_reports_to_mlflow(self, run_id: str, data: pd.DataFrame, artifact_file: str, report_fname: str) -> None: + self.mlflow_logger.experiment.log_table( + run_id=run_id, + data=data, + artifact_file=artifact_file, + ) + + self.mlflow_logger.experiment.log_artifact(run_id, report_fname) + + @rank_zero_only + def to_mlflow(self) -> None: + """Log report into MLFlow.""" + LOGGER.info("logging to MLFlow Profiler report") + self.write_benchmark_profiler_report() + # check this https://stackoverflow.com/questions/71151054/how-to-log- d da-table-of-metrics-into-mlflow + + run_id = self.mlflow_logger.run_id + if self.config.diagnostics.benchmark_profiler.system.enabled: + self._log_reports_to_mlflow( + run_id=run_id, + data=self.system_profile, + artifact_file="system_metrics_report.json", + report_fname=self.profiler.system_report_fname, + ) + + if self.config.diagnostics.benchmark_profiler.time.enabled: + self._log_reports_to_mlflow( + run_id=run_id, + data=self.time_profile, + artifact_file="time_metrics_reports.json", + report_fname=self.profiler.time_report_fname, + ) + + if self.config.diagnostics.benchmark_profiler.speed.enabled: + self._log_reports_to_mlflow( + run_id=run_id, + data=self.speed_profile, + artifact_file="speed_metrics_reports.json", + report_fname=self.profiler.speed_report_fname, + ) + + if self.config.diagnostics.benchmark_profiler.memory.enabled: + self._log_reports_to_mlflow( + run_id=run_id, + data=self.memory_profile, + artifact_file="memory_metrics_reports.json", + report_fname=self.profiler.memory_report_fname, + ) + + extra_files = self._get_extra_files() + for file in extra_files: + artifact_path = self.profiler.dirpath / file + if artifact_path.is_file(): + self.mlflow_logger.experiment.log_artifact(run_id, artifact_path) + + if self.config.diagnostics.benchmark_profiler.model_summary.enabled: + self.mlflow_logger.experiment.log_artifact(run_id, self.profiler.model_summary_fname) + + @rank_zero_only + def to_wandb(self) -> None: + """Log report into W&B.""" + LOGGER.info("logging to W&B Profiler report") + self.write_benchmark_profiler_report() + import wandb + from pytorch_lightning.loggers.wandb import WandbLogger + + logger = WandbLogger( + project=self.run_dict["project"], + entity=self.run_dict["entity"], + id=self.run_dict["id"], + offline=self.config.diagnostics.log.wandb.offline, + resume=self.run_dict["id"], + ) + + logger.experiment.log({"speed_metrics_report": wandb.Table(dataframe=self.speed_profile)}) + logger.experiment.log({"memory_metrics_report": wandb.Table(dataframe=self.system_profile)}) + logger.experiment.log({"time_metrics_report": wandb.Table(dataframe=self.time_profile)}) + logger.experiment.log({"memory_metrics_report": wandb.Table(dataframe=self.memory_profile)}) + logger.experiment.log({"model_summary_report": wandb.Table(dataframe=self.model_summary)}) + with Path("report.html").open("w") as f: + logger.experiment.log({"reports_benchmark_profiler": wandb.Html(f)}) + logger.experiment.finish() + + @cached_property + def callbacks(self) -> list[pl.callbacks.Callback]: + callbacks = super().callbacks + callbacks.append(ProfilerProgressBar()) + if self.config.diagnostics.benchmark_profiler.snapshot.enabled: + from anemoi.training.diagnostics.callbacks import MemorySnapshotRecorder + from anemoi.training.diagnostics.profilers import check_torch_version + + available = check_torch_version() + + if available: # if torch is below 2.1.0, the callback will not be added + callbacks.append(MemorySnapshotRecorder(self.config)) + return callbacks + + @cached_property + def datamodule(self) -> AnemoiDatasetsDataModule: + datamodule = super().datamodule + # to generate a model summary with shapes we need a sample input array + batch = next(iter(datamodule.train_dataloader())) + self.example_input_array = batch[ + :, + 0 : self.config.training.multistep_input, + ..., + self.data_indices.data.input.full, + ] + return datamodule + + @cached_property + def profiler(self) -> BenchmarkProfiler: + return BenchmarkProfiler(self.config) + + def update_paths(self) -> None: + """Update the paths in the configuration.""" + super()._update_paths() + + if self.run_id: # when using mlflow only rank0 will have a run_id except when resuming runs + # Multi-gpu new runs or forked runs - only rank 0 + # Multi-gpu resumed runs - all ranks + self.config.hardware.paths.profiler = Path(self.config.hardware.paths.profiler, self.run_id) + elif self.config.training.fork_run_id: + parent_run = self.config.training.fork_run_id + self.config.hardware.paths.profiler = Path(self.config.hardware.paths.profiler, parent_run) + + def _close_logger(self) -> None: + if (self.config.diagnostics.log.wandb.enabled) and (not self.config.diagnostics.log.wandb.offline): + # We need to close the W&B logger to be able to read the System Metrics + self.wandb_logger.experiment.finish() + + def profile(self) -> None: + """Profile the model.""" + self.train() + self.report() + self.export_to_logger() + + +@hydra.main(version_base=None, config_path="../config", config_name="config") +def main(config: DictConfig) -> None: + AnemoiProfiler(config).profile() diff --git a/src/anemoi/training/train/train.py b/src/anemoi/training/train/train.py index f48b9467..5d752783 100644 --- a/src/anemoi/training/train/train.py +++ b/src/anemoi/training/train/train.py @@ -328,7 +328,7 @@ def train(self) -> None: # run a fixed no of batches per epoch (helpful when debugging) limit_train_batches=self.config.dataloader.limit_batches.training, limit_val_batches=self.config.dataloader.limit_batches.validation, - num_sanity_val_steps=4, + num_sanity_val_steps=self.config.training.num_sanity_val_steps, accumulate_grad_batches=self.config.training.accum_grad_batches, gradient_clip_val=self.config.training.gradient_clip.val, gradient_clip_algorithm=self.config.training.gradient_clip.algorithm, From d647bf9de4409c7a88a4346d700852878811f62b Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Tue, 20 Aug 2024 15:14:15 +0000 Subject: [PATCH 04/47] fix: format error --- src/anemoi/training/diagnostics/profilers.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/anemoi/training/diagnostics/profilers.py b/src/anemoi/training/diagnostics/profilers.py index 9d6ca3b0..4261fe83 100644 --- a/src/anemoi/training/diagnostics/profilers.py +++ b/src/anemoi/training/diagnostics/profilers.py @@ -243,7 +243,7 @@ def summarize_mlflow_system_metrics(self) -> pd.DataFrame: metric = self.mlflow_client.get_metric_history(self.run_id, metric) avg_value = sum(m.value for m in metric) / len(metric) metric_name = self._clean_metric_name(metric[0].key) - rows.append({"metric": metric_name, "value": f"{avg_value}.2f"}) + rows.append({"metric": metric_name, "value": f"{avg_value:.2f}"}) return self._extract_gpu_metrics(pd.DataFrame(rows)) From 352cd29de97d93e731e1686b1f5bf480da0245f2 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Fri, 23 Aug 2024 15:03:54 +0000 Subject: [PATCH 05/47] fix: removed atos path from noteook and fixed update_paths function --- notebooks/benchmark_profiler_hta.ipynb | 80 ++++++++++++++++++++++++-- src/anemoi/training/train/profiler.py | 6 +- 2 files changed, 79 insertions(+), 7 deletions(-) diff --git a/notebooks/benchmark_profiler_hta.ipynb b/notebooks/benchmark_profiler_hta.ipynb index c6747c7f..5960d68f 100644 --- a/notebooks/benchmark_profiler_hta.ipynb +++ b/notebooks/benchmark_profiler_hta.ipynb @@ -10,13 +10,81 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from hta.trace_analysis import TraceAnalysis" ] }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PosixPath('/etc/ecmwf/nfs/dh1_perm_a/ecm2559/dev/test_aifs/anemoi-training')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from pathlib import Path\n", + "base_path=Path.cwd().parent" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2024-08-23 11:52:32,248 - hydra_plugins.anemoi_searchpath.anemoi_searchpath_plugin - anemoi_searchpath_plugin.py:L44 - INFO - Prepending Anemoi Home (/home/ecm2559/.config/anemoi/training/config) to the search path.\n", + "2024-08-23 11:52:32,249 - hydra_plugins.anemoi_searchpath.anemoi_searchpath_plugin - anemoi_searchpath_plugin.py:L67 - INFO - Prepending current user directory (/etc/ecmwf/nfs/dh1_perm_a/ecm2559/dev/test_aifs/anemoi-training/notebooks) to the search path.\n", + "2024-08-23 11:52:32,249 - hydra_plugins.anemoi_searchpath.anemoi_searchpath_plugin - anemoi_searchpath_plugin.py:L69 - INFO - Search path is now: [provider=anemoi-cwd-searchpath-plugin, path=/etc/ecmwf/nfs/dh1_perm_a/ecm2559/dev/test_aifs/anemoi-training/notebooks, provider=anemoi-home-searchpath-plugin, path=/home/ecm2559/.config/anemoi/training/config, provider=hydra, path=pkg://hydra.conf, provider=main, path=/etc/ecmwf/nfs/dh1_perm_a/ecm2559/dev/test_aifs/anemoi-training/notebooks]\n" + ] + } + ], + "source": [ + "from hydra import initialize, compose\n", + "from omegaconf import OmegaConf\n", + "import os\n", + "\n", + "\n", + "with initialize(version_base=None, config_path=\"./\"):\n", + " cfg = compose(config_name='config.yaml')\n", + " OmegaConf.resolve(cfg)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PosixPath('/ec/res4/hpcperm/ecm2559/aifs/o96/profiler/c633febd401649a3b9132a671a48962b')" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "run_id = 'c633febd401649a3b9132a671a48962b/'\n", + "Path(cfg.hardware.paths.profiler) / run_id" + ] + }, { "cell_type": "code", "execution_count": null, @@ -24,8 +92,8 @@ "outputs": [], "source": [ "# Path to the profiler run where the memory traces have been stored\n", - "#trace_path = \"/ec/res4/hpcperm/ecm2559/aifs/o96/profiler/19952b536f464b9fb43cf81e829767d5/\"\n", - "trace_path = '/ec/res4/hpcperm/ecm2559/aifs/o96/profiler/c633febd401649a3b9132a671a48962b/'\n", + "tracepath = cfg.hardware.paths.profiler\n", + "run_id = 'c633febd401649a3b9132a671a48962b/'\n", "analyzer = TraceAnalysis(trace_dir = trace_path)\n", "\n" ] @@ -150,9 +218,9 @@ ], "metadata": { "kernelspec": { - "display_name": "aifs_venv", + "display_name": "Python 3", "language": "python", - "name": "aifs_venv" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -164,7 +232,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.11.9" }, "orig_nbformat": 4 }, diff --git a/src/anemoi/training/train/profiler.py b/src/anemoi/training/train/profiler.py index c8c60552..43182e01 100644 --- a/src/anemoi/training/train/profiler.py +++ b/src/anemoi/training/train/profiler.py @@ -39,6 +39,9 @@ class AnemoiProfiler(AnemoiTrainer): """Profiling for Anemoi.""" + def __init__(self, config: DictConfig) -> None: + super().__init__(config) + def print_report(self, title: str, dataframe: pd.DataFrame, color: str = "white", emoji: str = "") -> None: if title == "Model Summary": console.print(f"[bold {color}]{title}[/bold {color}]", f":{emoji}:") @@ -313,7 +316,7 @@ def datamodule(self) -> AnemoiDatasetsDataModule: def profiler(self) -> BenchmarkProfiler: return BenchmarkProfiler(self.config) - def update_paths(self) -> None: + def _update_paths(self) -> None: """Update the paths in the configuration.""" super()._update_paths() @@ -324,6 +327,7 @@ def update_paths(self) -> None: elif self.config.training.fork_run_id: parent_run = self.config.training.fork_run_id self.config.hardware.paths.profiler = Path(self.config.hardware.paths.profiler, parent_run) + LOGGER.info("Profiler path: %s", self.config.hardware.paths.profiler) def _close_logger(self) -> None: if (self.config.diagnostics.log.wandb.enabled) and (not self.config.diagnostics.log.wandb.offline): From c7ab208b0616e2428f0016952377833460c59748 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 7 Oct 2024 09:31:21 +0000 Subject: [PATCH 06/47] add hta functionality in documentation --- notebooks/benchmark_profiler_hta.ipynb | 241 ------------------------- 1 file changed, 241 deletions(-) delete mode 100644 notebooks/benchmark_profiler_hta.ipynb diff --git a/notebooks/benchmark_profiler_hta.ipynb b/notebooks/benchmark_profiler_hta.ipynb deleted file mode 100644 index 5960d68f..00000000 --- a/notebooks/benchmark_profiler_hta.ipynb +++ /dev/null @@ -1,241 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Quick demo on how to use Holistic Trace Analysis from Pytorch (https://hta.readthedocs.io/en/latest/index.html)\n", - "# please make sure you have it installed before running this notebooks" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from hta.trace_analysis import TraceAnalysis" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PosixPath('/etc/ecmwf/nfs/dh1_perm_a/ecm2559/dev/test_aifs/anemoi-training')" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from pathlib import Path\n", - "base_path=Path.cwd().parent" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2024-08-23 11:52:32,248 - hydra_plugins.anemoi_searchpath.anemoi_searchpath_plugin - anemoi_searchpath_plugin.py:L44 - INFO - Prepending Anemoi Home (/home/ecm2559/.config/anemoi/training/config) to the search path.\n", - "2024-08-23 11:52:32,249 - hydra_plugins.anemoi_searchpath.anemoi_searchpath_plugin - anemoi_searchpath_plugin.py:L67 - INFO - Prepending current user directory (/etc/ecmwf/nfs/dh1_perm_a/ecm2559/dev/test_aifs/anemoi-training/notebooks) to the search path.\n", - "2024-08-23 11:52:32,249 - hydra_plugins.anemoi_searchpath.anemoi_searchpath_plugin - anemoi_searchpath_plugin.py:L69 - INFO - Search path is now: [provider=anemoi-cwd-searchpath-plugin, path=/etc/ecmwf/nfs/dh1_perm_a/ecm2559/dev/test_aifs/anemoi-training/notebooks, provider=anemoi-home-searchpath-plugin, path=/home/ecm2559/.config/anemoi/training/config, provider=hydra, path=pkg://hydra.conf, provider=main, path=/etc/ecmwf/nfs/dh1_perm_a/ecm2559/dev/test_aifs/anemoi-training/notebooks]\n" - ] - } - ], - "source": [ - "from hydra import initialize, compose\n", - "from omegaconf import OmegaConf\n", - "import os\n", - "\n", - "\n", - "with initialize(version_base=None, config_path=\"./\"):\n", - " cfg = compose(config_name='config.yaml')\n", - " OmegaConf.resolve(cfg)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PosixPath('/ec/res4/hpcperm/ecm2559/aifs/o96/profiler/c633febd401649a3b9132a671a48962b')" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "run_id = 'c633febd401649a3b9132a671a48962b/'\n", - "Path(cfg.hardware.paths.profiler) / run_id" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Path to the profiler run where the memory traces have been stored\n", - "tracepath = cfg.hardware.paths.profiler\n", - "run_id = 'c633febd401649a3b9132a671a48962b/'\n", - "analyzer = TraceAnalysis(trace_dir = trace_path)\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Temporal Breakdown" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "time_df=analyzer.get_temporal_breakdown()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Idle Time Breakdown" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "idle_time_df_r0 = analyzer.get_idle_time_breakdown()\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "idle_time_df_r1 = analyzer.get_idle_time_breakdown(ranks=[1])\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "idle_time_df_r1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Kernel Breakdown" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - " #NCCL changed their kernel naming convention so HTA v2.0 doesnt recognise communication kernels\n", - " #This can be fixed by editing one line of hta/utils/util.py, see https://github.com/facebookresearch/HolisticTraceAnalysis/pull/123\n", - "\n", - "# see https://github.com/facebookresearch/HolisticTraceAnalysis/blob/main/examples/kernel_breakdown_demo.ipynb\n", - "kernel_type_metrics_df, kernel_metrics_df = analyzer.get_gpu_kernel_breakdown( \n", - " num_kernels=5, \n", - " include_memory_kernels=True,\n", - " visualize=False) # ! this is to heavy to push to github feel to free to set to True to get plots" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "kernel_type_metrics_df" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "kernel_metrics_df" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# this one is not working need to see why ...\n", - "overlap_df = analyzer.get_comm_comp_overlap()\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "overlap_df" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.9" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} From ebe33bd86dafce36515f96eab0b2ac93b90ec506 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 7 Oct 2024 09:55:45 +0000 Subject: [PATCH 07/47] updating docs for profiler --- docs/index.rst | 1 + docs/user-guide/benchmarking.rst | 236 +++++++++++++++++++++++++++++++ 2 files changed, 237 insertions(+) create mode 100644 docs/user-guide/benchmarking.rst diff --git a/docs/index.rst b/docs/index.rst index 9ca3bbe5..b2617476 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -43,6 +43,7 @@ This package provides the *Anemoi* training functionality. user-guide/training user-guide/models user-guide/tracking + user-guide/benchmarking user-guide/distributed user-guide/debugging diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst new file mode 100644 index 00000000..daff8550 --- /dev/null +++ b/docs/user-guide/benchmarking.rst @@ -0,0 +1,236 @@ +########## + Bencharmking - AnemoiProfiler +########## + +************* +High-level idea +************* +Include a benchmark profiler that provides summary logs/statistics about time, speed and hardware (memory, CPU/GPU usage) to profile training runs executed with anemoi-training. Apart from those reports, it is also possible to generate a model summary and a CUDA memory snapshot. + +Speed Report - Report with metrics associated to the throughput at training and validation time  +Time Report - Report with metrics associated to the time it takes to executes certain steps across the code +Memory Report - Report with metrics associated to GPU and CPU memory allocation: focusing on listing those operations that are more memory-intensive.  +System/hardware Report - Report with aggregated metrics in terms of GPU utilisation & memory usage, CPU usage (system), average disk usage and total execution time  +Model Summary - table summary with information regarding the layers and parameters of the model. +Memory (GPU) Snapshot - memory snapshot that records the state of allocated CUDA memory at any point in time, and optionally record the history of allocation events that led up to that snapshot.​ The generated snapshots can then be drag and dropped onto the interactive viewer hosted at pytorch.org/memory_viz  to explore the snapshot. + +************* +How it works +************* + +************* +Conceptual Diagram +************* + +As described in the high-level idea section the AnemoiProfiler includes a series of features and report to help benchmark the model training performance. Anemoi-training implementation uses PyTorch Lightning as deep learning framework.  We have designed the AnemoiProfiler taking advantage of this functionality and building on top of it. AnemoiProfiler then inherits from AnemoiTrainer and generate the different reports via 3 main objects: + +- BenchmarkProfiler +- ProfilerProgressBar +- MemorySnapshotRecorder + +Each of these objects is described in more details in the sections below. With the exception of the MemorySnapshotRecorder, all the above reports are defined as properties of the AnemoiProfiler. The Memory snapshot is abstracted as an additional callback that can be switched on/off through the config. + +- Details about the definition of AnemoiProfiler can be found in 'src/anemoi/training/commands/profiler.py' +- Details about the definition of the different classes used by the AnemoiProfiler can be found in: src/anemoi/training/diagnostics/profilers.py +- Details about the definition of the memory snapshot recorder: src/anemoi/training/diagnostics/callbacks/__init__.py + +************* +How to run it +************* + +The profiler has been built on top of the work already run in anemoi-training. For that we have defined a new class 'AnemoiProfiler' that inherits from 'AnemoiTrainer' where we just add new features and methods relevant to the generation of the reports and activation of the profiling mode. Similarly to how we do 'anemoi-trainining train' to submit a new training job, we had added an new command to execute a profiler job, so we just need to do 'anemoi-training profiler'.  + +Following the same concept as we have with the train command, the profiler command is also controlled via the definition of a config. For details about the config and the different fields required please refer to the Config section. The full command to then execute the profiler is: + +anemoi-training profiler --config-name=config.yaml + +The profiler requires certain new packages to be installed, and hence has a specific section in the pyproject.toml (optional-dependencies.profile). Hence the first time you'd like to use you first need to make sure you have the dependencies installed by doing: + +pip install -e .[profile] + +************* +Config +************* + +To control the execution of the anemoi benchmark profiler, we have to define the following fields in the eval_rollout.yaml (inside the diagnostics folder) file under benchmark_profiler key.  + +As we mentioned the benchmark profiler can generate different reports. For each report there is an entry in the config, that decide if we want or not to generate the report ( if enable:True the report is generated, if enable:False, then the report is skipped). Some reports have additional keys: + +For the time report, we can also control the length/verbosity of the report. If verbose: True, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information +In the case of the memory report, aside from the summary statistics the MemoryProfiler can also provide some additional insights that include memory traces and memory timeline, those can be switched on by settings extra_plots entry. Additional config entries, warmup, steps and track_rank0_only provide more control regarding the generation of the memory timeline and traces and are explained in the memory profiler section. +For the (memory) snapshot, we can also control the length/verbosity of the report. If verbose: True, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information + +************* +BenchmarkProfiler +************* +The BenchmrkProfiler is the object in charge of generating the memory report, time report, model summary and the system report. As the diagram indicates, this class inherits from Pytorch Lightning Base Profiler Class. Pytorch Lightning already provides built in functionality that can be easily integrated with the Pytorch Lightning Trainer to profile the code. In particular, it provides access to some profilers (https://pytorch-lightning.readthedocs.io/en/1.5.10/advanced/profiler.html) that track performance across the training cycle in terms of execution time ('Simple' and 'Advanced' Profilers) and in terms of CPU and GPU usage ('Pytorch Profiler'). We have designed the Benchmark Profiler taking advantage of that functionality and have extended it so it also provides a system report and model summary. The diagram below illustrates this. As can be seen the MemoryProfiler inherits from the PytorchProfiler and generates the MemoryReport as main output, and the TimeProfiler inherits from the SimlerProfiler and generates the Time Report as output. + + +In the diagram, orange boxes mean output, dotted boxes refer to parent classes. And 'get_memory_profiler_df', 'get_time_profiler_df', 'get_model_summary', and 'get_system_profiler_df' are the main function interfaces of the BenchmarkProfiler. + +************* +Time Report +************* +For the time report of our Benchmark Profiler we have decided to use the 'Simple Profiler'. This profiler provides support to profile both callbacks, DataHooks and ModelHooks in the training and validation loops. By default, the SimplerProfiler will record and output time estimates for any of the callbacks, DataHooks and ModelHooks that AnemoiTraining defines. To see this report, one just need to set in the config verbose:True. However, since this might quite extensive, there is an option to generate a shorter and more concise version of the time report with verbose:False, so that it focuses on the callbacks and hooks coming from 3 main categories: + +LightningDataModule (AnemoiDatasetDataModule) +LightningModule (GraphForecaster) - +ParallelisationStrategy (DDPGroupStrategy) +Aside from these 3 categories, the report also includes: + +the execution time for the training_epoch (and training_batch) +run_training_epoch/run_training_batch → Time it takes to execute the 'training_step' per batch and per epoch ( check https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/fit_loop.py and https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py for reference) +the time it takes the training dataloader and validation dataloader to fetch one batch: +[_TrainingEpochLoop].train_dataloader_next - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py +[_EvaluationLoop].val_next - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/evaluation_loop.py +For the callbacks, the SimplerProfiler provides time estimates of all the different steps defined for each class, so for simplicity the report just aggregate all those times into a single quantity (see below example of AnemoiCheckpoint Callback) +Below you can find an example of the report the 'Time Profiler' issues after its execution. +Note the above example corresponder to the time report generated when verbose is set to False according to the config settings. If verbose is set to True, then there is no filtering applied to the actions profiled, and the time report will include many more entries. + +************* +System Report +************* +This report provides a table with summary metrics in terms of GPU utilisation & memory usage, CPU usage (system), average disk usage and total execution time. For now the System profiler relies on the metrics tracked by MlFlow which is the tool we use to track out ML-experiments. If you run the profiler without MlFlow, it would still be possible to generate all the other reports, but the code will indicate that the system report can't be generated. + +When running anemoi-training with MlFlow activated, then this tool also track a set of system metrics and log them into the UI. MlFlow does this through the SystemMetricsMonitor (https://github.com/mlflow/mlflow/tree/master/mlflow/system_metrics).For all the metrics tracked with it and their exact definition you can check their docs - https://mlflow.org/docs/latest/system-metrics/index.html + +In this report we just simply take the average of those metrics, in the case of those associated to the GPUS we also include metrics per GPU device. + +Below you can find an example of the System Report + +************* +Memory Profiler +************* +As we mentioned above, PTL provides functionality to profile the code. In particular one can use the PyTorch profiler to measure the time and memory consumption of the model’s operators (https://pytorch.org/tutorials/recipes/recipes/profiler_recipe.html). The report includes including GPU/CPU utilisation, memory usage, and execution time for different operations within the model. So far we have configured it, so that report includes the top 20 operators with the largest GPU utilisation (Note this can be adapted and we are keen to get feedback). + +Below you can find an example of the report generated by the 'Memory Profiler': +Note the difference between self cpu time and cpu time - operators can call other operators, self cpu time excludes time spent in children operator calls, while total cpu time includes it. Similarly the profiler can also show the amount of memory (used by the model’s tensors) that was allocated (or released - negative deallocation) during the execution of the model’s operators. In the example, ‘self’ memory corresponds to the memory allocated (released) by the operator, excluding the children calls to the other operators. + +To use this functionality, one just needs to specify the following entries in the config (Benchmark Profiler section): + +memory: + enabled: True + steps: 6 + warmup: 2 + extra_plots: False + trace_rank0_only: True +The enabled flag will trigger the generation of the report showed above. Tracing all of the execution can be slow and result in very large trace files. To avoid this, we have some optional arguments that are passed to the profiler scheduler. + +warming up (warmup=2 steps), during this phase profiler starts tracing, but the results are discarded; this phase is used to discard the samples obtained by the profiler at the beginning of the trace since they are usually skewed by an extra overhead; +active tracing (active=6 steps), during this phase profiler traces and records data; + +It's possible to also generate additional products/reports with the memory profiler, the memory timeline and the memory traces. Those take more time to generate and hence it is possible to choose if we want them (extra_plots: True) or not (extra_plots: False). For details about those exact plots please check the section below about 'Memory Profiler Extras'. If using multiple GPUs, the output of the memory traces will be significantly larger. Since usually there are certain operations that just happen on rank 0, it might be we are just interested in the outputs coming from this device. It's possible then to generate traces and results just from rank 0 by settings trace_rank0_only to True. Note if we just have one device, then this flag doesn't make any difference, it's just relevant in case we have more than 1. + +Note Memory Profiler - Patch +We identified a bug in the PytorchProfiler and we awaiting for the fix (see PR) to be included as part of the next Pytorch Release (so far it's just included in the nightly version). To avoid hitting the error, in the current AnemoiProfiler we have introduce a patch (see PatchedProfile class in the profilers.py script). This patch will be removed from the codebase as soon as we have a new Pytorch official release that include the fix + +************* +Memory Traces +************* + +The PytorchProfiler enables recording of stack traces associated with memory allocations, and results can be outputted as a .json trace file. The PyTorch Profiler leverages the Kineto library to collect GPU traces. . Kineto is the subsystem within Profiler that interfaces with CUPTI. GPU kernels execute asynchronously, and GPU-side support is needed to create the trace. NVIDIA provides this visibility via the CUPTI library. + +The Kineto project enables: (https://github.com/pytorch/kineto) + +- performance observability and diagnostics across common ML bottleneck components +- actionable recommendations for common issues +- integration of external system-level profiling tools +- integration with popular visualization platforms and analysis pipelines +Since these traces files are complex and challenging to interpret, it's very useful to have other supporting packages to analyse them. Holistic Trace Analysis (HTA), it's an open source performance analysis and visualization Python library for PyTorch users. Holistic Trace Analysis package, provides the following features: + +- Temporal Breakdown - Breakdown of time taken by the GPUs in terms of time spent in computation, communication, memory events, and idle time across all ranks. +- Kernel Breakdown - Finds kernels with the longest duration on each rank. +- Kernel Duration Distribution - Distribution of average time taken by longest kernels across different ranks. +- Idle Time Breakdown - Breakdown of GPU idle time into waiting for the host, waiting for another kernel or attribution to an unknown cause. +- Communication Computation Overlap - Calculate the percentage of time when communication overlaps computation. +- Frequent CUDA Kernel Patterns - Find the CUDA kernels most frequently launched by any given PyTorch or user defined operator. +- CUDA Kernel Launch Statistics - Distributions of GPU kernels with very small duration, large duration, and excessive launch time. +- Augmented Counters (Queue length, Memory bandwidth) - Augmented trace files which provide insights into memory bandwidth utilized and number of outstanding operations on each CUDA stream. +- Trace Comparison - A trace comparison tool to identify and visualize the differences between traces. +- CUPTI Counter Analysis - An experimental API to get GPU performance counters. By attributing performance measurements from kernels to PyTorch operators roofline analysis can be performed and kernels can be optimized. + +For more examples using HTA you can check https://github.com/facebookresearch/HolisticTraceAnalysis/tree/main/examples and the package docs https://hta.readthedocs.io/en/latest/. Additionally we recommend this blog from Pytorch https://pytorch.org/blog/trace-analysis-for-masses/ + + +************* +Model Summary  +************* + +While the ModelSummary does not fall within the category of any report associated to computational performance, there is usually a connection between the size of the model and it's demand for computational resources. The ModelSummary provides a summary table breaking down the model architecture and the number of trainable parameters per layer. The functionality used to create this diagram relies on https://github.com/TylerYep/torchinfo, and for the exact details one can check the function get_model_summary defined as part of the BenchmarkProfiler class. Below you can find an example of the Model Summary produced. Note due to the size of the summary, the screenshot below is truncated, to see a complete summary check the model_summary_.txt file uploaded. + +************* +ProfilerProgressBar +************* + +Speed Report + +While time and speed are related, we wanted to have a separate 'Speed Report' that would just focus on the metrics associated to training and validation loops throughput. To get those metrics we take advantage of the iterations per second reported by the TQDMProgress bar, that can be easily integrated when running a model with PTL. As indicated in the diagram below, the ProfilerProgressBar inherits from (TQDMProgress) and generates as main output the SpeedReport. + +The progress bar measures the  iteration per second (it/s) by computing the elapsed time at the start and end of each training and validation iteration** (where iteration in this case refers to number of batches in each epoch). The report provides an aggregated throughput by taking the average across all epochs. Since this metric can be sensitive to the number of samples per batch, the report includes a throughput_per_sample where we simply just normalised the aggregated metrics taking into account the batch size used for training and validation. Ib the case of the dataloader(s) throughput this refers to the performance of dataloader in terms of fetching and collating a batch, and again since this metric can be influence by the selected batch size, we also provided a normalised dataloader throughput. + + + + +**Note, this is not just the 'training_step' as we had recorded in the 'Time Profiler Report' but it also includes all the callbacks/hooks that are executed during each training/validation iteration. Since most of our callbacks are related to sanity and validation plots carried out during the validation, we should expect lower throughputs compared to training + +Below you can find an example of the report generated by the 'Speed Profiler':  + + .  + +** CUDA and CPU total time as just time metrics (in seconds) computed by the Memory Profiler. For now we have decided to ingrate and display them as part of the Speed Report, but we can revisit that decision based on user feedback + +************* +MemorySnapshotRecorder +************* + +With the latest pytorch versions (Pytorch equal or higher than 2.1), the library introduces new features to analyse the GPU memory footprint. https://pytorch.org/docs/stable/torch_cuda_memory.html#generating-a-snapshot . The AnemoiProfiler integrates these new features through a custom callback 'MemorySnapshotRecorder'. The memory snapshot generated is a pickle file that records the state of allocated CUDA memory at any point in time, and optionally record the history of allocation events that led up to that snapshot. Captured memory snapshots will show memory events including allocations, frees and OOMs, along with their stack traces. The generated snapshots can then be drag and dropped onto the interactive viewer hosted at pytorch.org/memory_viz which can be used to explore the snapshot. To activate this callback, one just need to specify the following entries in the config (Benchmark Profiler section): + +snapshot: +   enabled: True +   steps: 6 +   warmup: 2 + +If we don't want to generate a snapshot we simply set the enabled flag to False. If we enable the snapshot recorder, then we need to define the number of steps we want to record. Note a bigger number of steps will generate a heavier file that then might take longer to render in the website (pytorch.org/memory_viz). The Callback so far is defined to start tracking the CUDA memory at the start of the training batch, when the global step matches the number of warmup steps and end at the end of the training batch when the global step matches the number of total steps (steps+warmup) defined. Note if warmup is null then no warmup steps are considered, and the recording will star as soon as the training starts.   + + In the example below you can see how a memory snapshot for 6 steps looks: + + +************* +Mlflow Integration +************* + +If using MlFlow to track your run, then all the reports generated by the profiler will also be logged into Mlflow. For now, speed, time, memory and system reports are logged to mlflow both as json and csv files. We hope to receive feedback about this, so in the future we can choose on the two formats. The additional outputs generated by the memory profiler (memory timeline are traces aren't tracked as part of mlflow due to large size of those files). + +One of the advantages of logging the reports as jsons, it's that those files can be logged as 'table artifacts' and then we can compared them across different runs through the Evaluation tab. Below you can see an example where we are comparing the system report metrics and speed metrics for two different runs + +Speed report - train/validation rates + +When using MlFlow, there are two additional metrics that can be explored,  + +training_rate - that's the iterations per second (it/s) recorded by the ProfilerProgressBar across the training cycle. While the SpeedReport provides the averaged throughput 'training_avg_throughput' the rate allows to see the evolution of the throughput in time. +validation_rate - that's the iterations per second (it/s) recorded by the ProfilerProgressBar across the valiadtion cycle. While the SpeedReport provides the averaged throughput 'validation_avg_throughput' the rate allows to see the evolution of the throughput in time. + +Note - to get those metrics it's need to enable the SpeedProfiler. Below you can find an example of how the training_rate and validation_rate look like for two different runs.  + +************* +Limitations & Improvements +************* +Limitations​ +- General challenge for AI code benchmarking results → Noise coming from hardware and AI stochastic behaviour​ +- SpeedReport → Robustness of the metrics (val/train rates and throughput) ​​ +- TimeProfiler → Ability to profile just part of the code (so far the SimplerProfiler just records 'pre-defined' hardcoded actions according to the PROFILER_ACTIONS defined in the codebase. And as mentioned above those actions need to be a DataHook, ModelHook or Callback. ​ +- TimeProfiler → Limitations to time asyncronous part of the code​ +- MemoryProfiler → Report requires good understanding of pytorch profiler model's operators +- SpeedReport → Train/val rates categorisation + + + +Improvements and new features​ +- https://pytorch.org/tutorials/recipes/recipes/benchmark.html​ +- Decorator style to do partial profiling - https://github.com/pythonprofilers/memory_profiler or https://github.com/pyutils/line_profiler +- Defining a decorator o wrapper for the TimeProfiler could be helpful to provide more control and access to time profiling other parts of the codebase​ +- Asynchronous code profiling -> https://github.com/sumerc/yappi​ +- Performance benchmarking and integration with CI/CD - possibility to run the profiler for different code releases as part of github actions​ +- Energy reports ​ +- Better compatibility with other hardware ( AMD GPUs, IPUs, etc). - System metrics monitor might not work out of the box with other hardware different from Nvidia, since the library it uses to record the gpu metrics it's pynvml. We could extend the functionality to be able to profile other hardware like AMS GPUs or Graphcore IPUs +- Support other components of Anemoi like anemoi-inference \ No newline at end of file From 9c67f3edc6607382ff8248e7c163abf33020c09c Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 7 Oct 2024 11:43:41 +0000 Subject: [PATCH 08/47] update profiler docs --- .../profiler/anemoi_profiler_architecture.png | Bin 0 -> 72602 bytes .../anemoi_profiler_benchmark_profiler.png | Bin 0 -> 65500 bytes .../profiler/anemoi_profiler_config.png | Bin 0 -> 60343 bytes .../profiler/anemoi_profiler_high_level.png | Bin 0 -> 36846 bytes .../anemoi_profiler_mlflow_integration.png | Bin 0 -> 236257 bytes .../anemoi_profiler_mlflow_integration_2.png | Bin 0 -> 324147 bytes .../anemoi_profiler_mlflow_integration_3.png | Bin 0 -> 267474 bytes .../profiler/anemoi_profiler_speed_report.png | Bin 0 -> 112592 bytes .../anemoi_profiler_speedreport_diagram.png | Bin 0 -> 39702 bytes 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mode 100644 docs/images/profiler/anemoi_profiler_high_level.png create mode 100644 docs/images/profiler/anemoi_profiler_mlflow_integration.png create mode 100644 docs/images/profiler/anemoi_profiler_mlflow_integration_2.png create mode 100644 docs/images/profiler/anemoi_profiler_mlflow_integration_3.png create mode 100644 docs/images/profiler/anemoi_profiler_speed_report.png create mode 100644 docs/images/profiler/anemoi_profiler_speedreport_diagram.png create mode 100644 docs/images/profiler/anemoi_profiler_training_rates.png create mode 100644 docs/images/profiler/anemoi_profiler_validation_rates.png create mode 100644 docs/images/profiler/example_memory_report.png create mode 100644 docs/images/profiler/example_memory_timeline.png create mode 100644 docs/images/profiler/example_model_summary.png create mode 100644 docs/images/profiler/example_model_summary_2.png create mode 100644 docs/images/profiler/example_system_report.png create mode 100644 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z6Lw^@-m(w6AL<05D2gu90~CF6M!0@fFGNb=u&L*~10%6izO=|WIL##5Qu;m_@asEsS2g>eNA4`ppKSQh@*C9sI4D&D`EOMvZsTv$N z0-qimnObYaA9{%sl0N=*X*7z2Ce}%hq`9^wNx8GO6{;teu_f*~8!41y(|tW@>$0=V z3xXO7ukwx<{hUQ64uzcBcY-^lCP8wl9bUD>l;_d-AH5xjZ{9@sY_7WtB6mEfMA_U` zl3G`kvNHoA9GMk~MW_zDlv_*vinipXqmU%|pWn z8Nv=;dc3!#;{?zibbaQDmvOSUq|T%R4}pdhNsB4umfX2l2;|iz-($`rZ_zb90SWoz zW?iCN-ZU-{jEA>ro&+GG;dh<6W literal 0 HcmV?d00001 From b8fcf99365a90a8bc0bf41a92b4013605aac1347 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 7 Oct 2024 12:57:15 +0000 Subject: [PATCH 18/47] update profiler docs --- docs/user-guide/benchmarking.rst | 77 +++++++++++++++++--------------- 1 file changed, 40 insertions(+), 37 deletions(-) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index 0a7938c4..4fea6d61 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -27,17 +27,17 @@ How it works Conceptual Diagram ************* -As described in the high-level idea section the AnemoiProfiler includes a series of features and report to help benchmark the model training performance. Anemoi-training implementation uses PyTorch Lightning as deep learning framework.  We have designed the AnemoiProfiler taking advantage of this functionality and building on top of it. AnemoiProfiler then inherits from AnemoiTrainer and generate the different reports via 3 main objects: +As described in the high-level idea section the `AnemoiProfiler` includes a series of features and report to help benchmark the model training performance. Anemoi-training implementation uses PyTorch Lightning as deep learning framework.  We have designed the AnemoiProfiler taking advantage of this functionality and building on top of it. AnemoiProfiler then inherits from AnemoiTrainer and generate the different reports via 3 main objects: -- BenchmarkProfiler -- ProfilerProgressBar -- MemorySnapshotRecorder +- ``BenchmarkProfiler`` +- ``ProfilerProgressBar`` +- ``MemorySnapshotRecorder`` -Each of these objects is described in more details in the sections below. With the exception of the MemorySnapshotRecorder, all the above reports are defined as properties of the AnemoiProfiler. The Memory snapshot is abstracted as an additional callback that can be switched on/off through the config. +Each of these objects is described in more details in the sections below. With the exception of the ``MemorySnapshotRecorder``, all the above reports are defined as properties of the AnemoiProfiler. The Memory snapshot is abstracted as an additional callback that can be switched on/off through the config. -- Details about the definition of AnemoiProfiler can be found in 'src/anemoi/training/commands/profiler.py' -- Details about the definition of the different classes used by the AnemoiProfiler can be found in: src/anemoi/training/diagnostics/profilers.py -- Details about the definition of the memory snapshot recorder: src/anemoi/training/diagnostics/callbacks/__init__.py +- Details about the definition of AnemoiProfiler can be found in ``src/anemoi/training/commands/profiler.py`` +- Details about the definition of the different classes used by the AnemoiProfiler can be found in: ``src/anemoi/training/diagnostics/profilers.py`` +- Details about the definition of the memory snapshot recorder: ``src/anemoi/training/diagnostics/callbacks/__init__.py`` .. figure:: ../images/profiler/anemoi_profiler_architecture.png :alt: Schematic of the AnemoiProfiler architecture @@ -46,7 +46,7 @@ Each of these objects is described in more details in the sections below. With t How to run it ************* -The profiler has been built on top of the work already run in anemoi-training. For that we have defined a new class 'AnemoiProfiler' that inherits from 'AnemoiTrainer' where we just add new features and methods relevant to the generation of the reports and activation of the profiling mode. Similarly to how we do 'anemoi-trainining train' to submit a new training job, we had added an new command to execute a profiler job, so we just need to do 'anemoi-training profiler'.  +The profiler has been built on top of the work already run in anemoi-training. For that we have defined a new class ``AnemoiProfiler`` that inherits from ``AnemoiTrainer`` where we just add new features and methods relevant to the generation of the reports and activation of the profiling mode. Similarly to how we do `anemoi-trainining train` to submit a new training job, we had added an new command to execute a profiler job, so we just need to do ``anemoi-training profiler``.  Following the same concept as we have with the train command, the profiler command is also controlled via the definition of a config. For details about the config and the different fields required please refer to the Config section. The full command to then execute the profiler is: @@ -54,7 +54,7 @@ Following the same concept as we have with the train command, the profiler comma anemoi-training profiler --config-name=config.yaml -The profiler requires certain new packages to be installed, and hence has a specific section in the pyproject.toml (optional-dependencies.profile). Hence the first time you'd like to use you first need to make sure you have the dependencies installed by doing: +The profiler requires certain new packages to be installed, and hence has a specific section in the `pyproject.toml` (`optional-dependencies.profile`). Hence the first time you'd like to use you first need to make sure you have the dependencies installed by doing: .. code:: bash @@ -68,9 +68,9 @@ To control the execution of the anemoi benchmark profiler, we have to define the As we mentioned the benchmark profiler can generate different reports. For each report there is an entry in the config, that decide if we want or not to generate the report ( if enable:True the report is generated, if enable:False, then the report is skipped). Some reports have additional keys: -- For the time report, we can also control the length/verbosity of the report. If verbose: True, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information -- In the case of the memory report, aside from the summary statistics the MemoryProfiler can also provide some additional insights that include memory traces and memory timeline, those can be switched on by settings extra_plots entry. Additional config entries, warmup, steps and track_rank0_only provide more control regarding the generation of the memory timeline and traces and are explained in the memory profiler section. -- For the (memory) snapshot, we can also control the length/verbosity of the report. If verbose: True, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information +- For the time report, we can also control the length/verbosity of the report. If `verbose: True`, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information +- In the case of the memory report, aside from the summary statistics the MemoryProfiler can also provide some additional insights that include memory traces and memory timeline, those can be switched on by settings extra_plots entry. Additional config entries, warmup, steps and `track_rank0_only` provide more control regarding the generation of the memory timeline and traces and are explained in the memory profiler section. +- For the (memory) snapshot, we can also control the length/verbosity of the report. If `verbose: True`, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information .. figure:: ../images/profiler/anemoi_profiler_config.png :alt: AnemoiProfiler Config Settings @@ -86,28 +86,28 @@ The BenchmarkProfiler is the object in charge of generating the memory report, t :alt: AnemoiProfiler Config Settings :align: center -In the diagram, orange boxes mean output, dotted boxes refer to parent classes. And 'get_memory_profiler_df', 'get_time_profiler_df', 'get_model_summary', and 'get_system_profiler_df' are the main function interfaces of the BenchmarkProfiler. +In the diagram, orange boxes mean output, dotted boxes refer to parent classes. And `get_memory_profiler_df`, `get_time_profiler_df`, `get_model_summary`, and `get_system_profiler_df` are the main function interfaces of the BenchmarkProfiler. Time Report ^^^^^^^^^^^^^^^^ -For the time report of our Benchmark Profiler we have decided to use the 'Simple Profiler'. This profiler provides support to profile both callbacks, DataHooks and ModelHooks in the training and validation loops. By default, the SimplerProfiler will record and output time estimates for any of the callbacks, DataHooks and ModelHooks that AnemoiTraining defines. To see this report, one just need to set in the config verbose:True. However, since this might quite extensive, there is an option to generate a shorter and more concise version of the time report with verbose:False, so that it focuses on the callbacks and hooks coming from 3 main categories: +For the time report of our Benchmark Profiler we have decided to use the `Simple Profiler`. This profiler provides support to profile both callbacks, DataHooks and ModelHooks in the training and validation loops. By default, the SimplerProfiler will record and output time estimates for any of the callbacks, DataHooks and ModelHooks that AnemoiTraining defines. To see this report, one just need to set in the config verbose:True. However, since this might quite extensive, there is an option to generate a shorter and more concise version of the time report with verbose:False, so that it focuses on the callbacks and hooks coming from 3 main categories: -- LightningDataModule (AnemoiDatasetDataModule) -- LightningModule (GraphForecaster) - -- ParallelisationStrategy (DDPGroupStrategy) +- `LightningDataModule (AnemoiDatasetDataModule)` +- `LightningModule (GraphForecaster)` +- `ParallelisationStrategy (DDPGroupStrategy)` Aside from these 3 categories, the report also includes: - the execution time for the training_epoch (and training_batch) - - run_training_epoch/run_training_batch → Time it takes to execute the 'training_step' per batch and per epoch ( check https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/fit_loop.py and https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py for reference) + - `run_training_epoch/run_training_batch` → Time it takes to execute the 'training_step' per batch and per epoch ( check https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/fit_loop.py and https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py for reference) - the time it takes the training dataloader and validation dataloader to fetch one batch: - - [_TrainingEpochLoop].train_dataloader_next - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py - - [_EvaluationLoop].val_next - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/evaluation_loop.py + - `[_TrainingEpochLoop].train_dataloader_next` - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py + - `[_EvaluationLoop].val_next` - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/evaluation_loop.py - For the callbacks, the SimplerProfiler provides time estimates of all the different steps defined for each class, so for simplicity the report just aggregate all those times into a single quantity (see below example of AnemoiCheckpoint Callback) -Below you can find an example of the report the 'Time Profiler' issues after its execution. +Below you can find an example of the report the ``Time Profiler`` issues after its execution. .. figure:: ../images/profiler/example_time_report.png :alt: AnemoiProfiler Time Report @@ -121,11 +121,11 @@ System Report This report provides a table with summary metrics in terms of GPU utilisation & memory usage, CPU usage (system), average disk usage and total execution time. For now the System profiler relies on the metrics tracked by MlFlow which is the tool we use to track out ML-experiments. If you run the profiler without MlFlow, it would still be possible to generate all the other reports, but the code will indicate that the system report can't be generated. -When running anemoi-training with MlFlow activated, then this tool also track a set of system metrics and log them into the UI. MlFlow does this through the SystemMetricsMonitor (https://github.com/mlflow/mlflow/tree/master/mlflow/system_metrics).For all the metrics tracked with it and their exact definition you can check their docs - https://mlflow.org/docs/latest/system-metrics/index.html +When running anemoi-training with MlFlow activated, then this tool also track a set of system metrics and log them into the UI. MlFlow does this through the `SystemMetricsMonitor`).For all the metrics tracked with it and their exact definition you can check their docs - https://mlflow.org/docs/latest/system-metrics/index.html In this report we just simply take the average of those metrics, in the case of those associated to the GPUS we also include metrics per GPU device. -Below you can find an example of the System Report +Below you can find an example of the ``System Report`` .. figure:: ../images/profiler/example_system_report.png :alt: AnemoiProfiler System Report @@ -137,7 +137,7 @@ Memory Profiler As we mentioned above, PTL provides functionality to profile the code. In particular one can use the PyTorch profiler to measure the time and memory consumption of the model’s operators (https://pytorch.org/tutorials/recipes/recipes/profiler_recipe.html). The report includes including GPU/CPU utilisation, memory usage, and execution time for different operations within the model. So far we have configured it, so that report includes the top 20 operators with the largest GPU utilisation (Note this can be adapted and we are keen to get feedback). -Below you can find an example of the report generated by the 'Memory Profiler': +Below you can find an example of the report generated by the ``Memory Profiler``: .. figure:: ../images/profiler/example_memory_report.png :alt: AnemoiProfiler Memory Report @@ -160,8 +160,8 @@ To use this functionality, one just needs to specify the following entries in th The enabled flag will trigger the generation of the report showed above. Tracing all of the execution can be slow and result in very large trace files. To avoid this, we have some optional arguments that are passed to the profiler scheduler. -- warming up (warmup=2 steps), during this phase profiler starts tracing, but the results are discarded; this phase is used to discard the samples obtained by the profiler at the beginning of the trace since they are usually skewed by an extra overhead; -- active tracing (active=6 steps), during this phase profiler traces and records data; +- warming up (`warmup=2` steps), during this phase profiler starts tracing, but the results are discarded; this phase is used to discard the samples obtained by the profiler at the beginning of the trace since they are usually skewed by an extra overhead; +- active tracing (`active=6` steps), during this phase profiler traces and records data; It's possible to also generate additional products/reports with the memory profiler, the memory timeline and the memory traces. Those take more time to generate and hence it is possible to choose if we want them (extra_plots: True) or not (extra_plots: False). For details about those exact plots please check the section below about 'Memory Profiler Extras'. If using multiple GPUs, the output of the memory traces will be significantly larger. Since usually there are certain operations that just happen on rank 0, it might be we are just interested in the outputs coming from this device. It's possible then to generate traces and results just from rank 0 by settings trace_rank0_only to True. Note if we just have one device, then this flag doesn't make any difference, it's just relevant in case we have more than 1. @@ -174,7 +174,8 @@ We identified a bug in the PytorchProfiler and we awaiting for the fix (see PR) **Memory Timeline** -PytorchProfiler automatically generates categories based on the graph of tensor operations recorded during profiling, it's possible to visualise this categories and its evolution across the execution using the 'export_memory_timeline' method. You can find an example of the memory timeline plot below (this is an example from https://pytorch.org/blog/understanding-gpu-memory-1/ ). The exported timeline plot is in html format. +PytorchProfiler automatically generates categories based on the graph of tensor operations recorded during profiling, it's possible to visualise this categories and its evolution across the execution using the `export_memory_timeline` method. You can find an example of the memory timeline plot below (this is an example from https://pytorch.org/blog/understanding-gpu-memory-1/ ). +The exported timeline plot is in html format. .. figure:: ../images/profiler/example_memory_timeline.png :alt: Example of PytorchProfiler's Memory Timeline @@ -183,14 +184,16 @@ PytorchProfiler automatically generates categories based on the graph of tensor **Memory Traces** -The PytorchProfiler enables recording of stack traces associated with memory allocations, and results can be outputted as a .json trace file. The PyTorch Profiler leverages the Kineto library to collect GPU traces. . Kineto is the subsystem within Profiler that interfaces with CUPTI. GPU kernels execute asynchronously, and GPU-side support is needed to create the trace. NVIDIA provides this visibility via the CUPTI library. +The PytorchProfiler enables recording of stack traces associated with memory allocations, and results can be outputted as a .json trace file. The PyTorch Profiler leverages the `Kineto` library to collect GPU traces. . Kineto is the subsystem within Profiler that interfaces with CUPTI. GPU kernels execute asynchronously, and GPU-side support is needed to create the trace. NVIDIA provides this visibility via the CUPTI library. -The Kineto project enables: (https://github.com/pytorch/kineto) +The `Kineto` project enables: - performance observability and diagnostics across common ML bottleneck components - actionable recommendations for common issues - integration of external system-level profiling tools - integration with popular visualization platforms and analysis pipelines + + Since these traces files are complex and challenging to interpret, it's very useful to have other supporting packages to analyse them. Holistic Trace Analysis (HTA), it's an open source performance analysis and visualization Python library for PyTorch users. Holistic Trace Analysis package, provides the following features: - Temporal Breakdown - Breakdown of time taken by the GPUs in terms of time spent in computation, communication, memory events, and idle time across all ranks. @@ -288,7 +291,7 @@ Model Summary ^^^^^^^^^^^^^^^^ -While the ModelSummary does not fall within the category of any report associated to computational performance, there is usually a connection between the size of the model and it's demand for computational resources. The ModelSummary provides a summary table breaking down the model architecture and the number of trainable parameters per layer. The functionality used to create this diagram relies on https://github.com/TylerYep/torchinfo, and for the exact details one can check the function get_model_summary defined as part of the BenchmarkProfiler class. Below you can find an example of the Model Summary produced. Note due to the size of the summary, the screenshot below is truncated, to see a complete summary check the model_summary_.txt file uploaded. +While the `ModelSummary` does not fall within the category of any report associated to computational performance, there is usually a connection between the size of the model and it's demand for computational resources. The `ModelSummary` provides a summary table breaking down the model architecture and the number of trainable parameters per layer. The functionality used to create this diagram relies on https://github.com/TylerYep/torchinfo, and for the exact details one can check the function `get_model_summary` defined as part of the `BenchmarkProfiler` class. Below you can find an example of the Model Summary produced. Note due to the size of the summary, the screenshot below is truncated. .. figure:: ../images/profiler/example_model_summary.png :alt: Example of AnemoiProfiler's Model Summary - Part I @@ -305,16 +308,16 @@ ProfilerProgressBar **Speed Report** -While time and speed are related, we wanted to have a separate 'Speed Report' that would just focus on the metrics associated to training and validation loops throughput. To get those metrics we take advantage of the iterations per second reported by the TQDMProgress bar, that can be easily integrated when running a model with PTL. As indicated in the diagram below, the ProfilerProgressBar inherits from (TQDMProgress) and generates as main output the SpeedReport. +While time and speed are related, we wanted to have a separate `Speed Report` that would just focus on the metrics associated to training and validation loops throughput. To get those metrics we take advantage of the iterations per second reported by the TQDMProgress bar, that can be easily integrated when running a model with PTL. As indicated in the diagram below, the ProfilerProgressBar inherits from (TQDMProgress) and generates as main output the SpeedReport. -The progress bar measures the  iteration per second (it/s) by computing the elapsed time at the start and end of each training and validation iteration** (where iteration in this case refers to number of batches in each epoch). The report provides an aggregated throughput by taking the average across all epochs. Since this metric can be sensitive to the number of samples per batch, the report includes a throughput_per_sample where we simply just normalised the aggregated metrics taking into account the batch size used for training and validation. Ib the case of the dataloader(s) throughput this refers to the performance of dataloader in terms of fetching and collating a batch, and again since this metric can be influence by the selected batch size, we also provided a normalised dataloader throughput. +The progress bar measures the  iteration per second `it/s` by computing the elapsed time at the start and end of each training and validation iteration** (where iteration in this case refers to number of batches in each epoch). The report provides an aggregated throughput by taking the average across all epochs. Since this metric can be sensitive to the number of samples per batch, the report includes a throughput_per_sample where we simply just normalised the aggregated metrics taking into account the batch size used for training and validation. Ib the case of the dataloader(s) throughput this refers to the performance of dataloader in terms of fetching and collating a batch, and again since this metric can be influence by the selected batch size, we also provided a normalised dataloader throughput. .. figure:: ../images/profiler/anemoi_profiler_speedreport_diagram.png :alt: AnemoiProfiler's Speed Report Architecture :align: center :width: 300px -Note, this is not just the 'training_step' as we had recorded in the 'Time Profiler Report' but it also includes all the callbacks/hooks that are executed during each training/validation iteration. Since most of our callbacks are related to sanity and validation plots carried out during the validation, we should expect lower throughputs compared to training +Note, this is not just the `training_step` as we had recorded in the 'Time Profiler Report' but it also includes all the callbacks/hooks that are executed during each training/validation iteration. Since most of our callbacks are related to sanity and validation plots carried out during the validation, we should expect lower throughputs compared to training Below you can find an example of the report generated by the 'Speed Profiler':  @@ -377,10 +380,10 @@ Speed report - train/validation rates When using MlFlow, there are two additional metrics that can be explored,  -- training_rate - that's the iterations per second (it/s) recorded by the ProfilerProgressBar across the training cycle. While the SpeedReport provides the averaged throughput 'training_avg_throughput' the rate allows to see the evolution of the throughput in time. -- validation_rate - that's the iterations per second (it/s) recorded by the ProfilerProgressBar across the valiadtion cycle. While the SpeedReport provides the averaged throughput 'validation_avg_throughput' the rate allows to see the evolution of the throughput in time. +- ``training_rate`` - that's the iterations per second (it/s) recorded by the `ProfilerProgressBar` across the training cycle. While the SpeedReport provides the averaged throughput `training_avg_throughput` the rate allows to see the evolution of the throughput in time. +- ``validation_rate`` - that's the iterations per second (it/s) recorded by the `ProfilerProgressBar` across the validation cycle. While the SpeedReport provides the averaged throughput `validation_avg_throughput` the rate allows to see the evolution of the throughput in time. -Note - to get those metrics it's need to enable the SpeedProfiler. Below you can find an example of how the training_rate and validation_rate look like for two different runs.  +Note - to get those metrics it's need to enable the `SpeedProfiler`. Below you can find an example of how the training_rate and validation_rate look like for two different runs.  .. figure:: ../images/profiler/anemoi_profiler_training_rates.png From 990aea9abf29248fde8b0d45be15a2e718829b06 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Mon, 7 Oct 2024 13:15:10 +0000 Subject: [PATCH 19/47] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- docs/user-guide/benchmarking.rst | 685 ++++++++++++++++++++++--------- 1 file changed, 494 insertions(+), 191 deletions(-) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index 4fea6d61..1286e8a5 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -1,129 +1,249 @@ -########## +############## Benchmarking -########## +############## -************* -High-level idea of the AnemoiProfiler -************* -Include a benchmark profiler that provides summary logs/statistics about time, speed and hardware (memory, CPU/GPU usage) to profile training runs executed with anemoi-training. Apart from those reports, it is also possible to generate a model summary and a CUDA memory snapshot. +*************************************** + High-level idea of the AnemoiProfiler +*************************************** -- Speed Report - Report with metrics associated to the throughput at training and validation time  -- Time Report - Report with metrics associated to the time it takes to executes certain steps across the code -- Memory Report - Report with metrics associated to GPU and CPU memory allocation: focusing on listing those operations that are more memory-intensive.  -- System/hardware Report - Report with aggregated metrics in terms of GPU utilisation & memory usage, CPU usage (system), average disk usage and total execution time  -- Model Summary - table summary with information regarding the layers and parameters of the model. -- Memory (GPU) Snapshot - memory snapshot that records the state of allocated CUDA memory at any point in time, and optionally record the history of allocation events that led up to that snapshot.​ The generated snapshots can then be drag and dropped onto the interactive viewer hosted at pytorch.org/memory_viz  to explore the snapshot. +Include a benchmark profiler that provides summary logs/statistics about +time, speed and hardware (memory, CPU/GPU usage) to profile training +runs executed with anemoi-training. Apart from those reports, it is also +possible to generate a model summary and a CUDA memory snapshot. + +- Speed Report - Report with metrics associated to the throughput at + training and validation time + +- Time Report - Report with metrics associated to the time it takes to + executes certain steps across the code + +- Memory Report - Report with metrics associated to GPU and CPU memory + allocation: focusing on listing those operations that are more + memory-intensive. + +- System/hardware Report - Report with aggregated metrics in terms of + GPU utilisation & memory usage, CPU usage (system), average disk + usage and total execution time + +- Model Summary - table summary with information regarding the layers + and parameters of the model. + +- Memory (GPU) Snapshot - memory snapshot that records the state of + allocated CUDA memory at any point in time, and optionally record the + history of allocation events that led up to that snapshot.​ The + generated snapshots can then be drag and dropped onto the interactive + viewer hosted at pytorch.org/memory_viz to explore the snapshot. .. figure:: ../images/profiler/anemoi_profiler_high_level.png - :alt: Schematic of the concept behind AnemoiProfiler + :alt: Schematic of the concept behind AnemoiProfiler :align: center +************** + How it works +************** -************* -How it works -************* +Conceptual Diagram +================== +As described in the high-level idea section the `AnemoiProfiler` +includes a series of features and report to help benchmark the model +training performance. Anemoi-training implementation uses PyTorch +Lightning as deep learning framework. We have designed the +AnemoiProfiler taking advantage of this functionality and building on +top of it. AnemoiProfiler then inherits from AnemoiTrainer and generate +the different reports via 3 main objects: -Conceptual Diagram -************* +- ``BenchmarkProfiler`` +- ``ProfilerProgressBar`` +- ``MemorySnapshotRecorder`` -As described in the high-level idea section the `AnemoiProfiler` includes a series of features and report to help benchmark the model training performance. Anemoi-training implementation uses PyTorch Lightning as deep learning framework.  We have designed the AnemoiProfiler taking advantage of this functionality and building on top of it. AnemoiProfiler then inherits from AnemoiTrainer and generate the different reports via 3 main objects: +Each of these objects is described in more details in the sections +below. With the exception of the\ ``MemorySnapshotRecorder``, all the +above reports are defined as properties of the AnemoiProfiler. The +Memory snapshot is abstracted as an additional callback that can be +switched on/off through the config. -- ``BenchmarkProfiler`` -- ``ProfilerProgressBar`` -- ``MemorySnapshotRecorder`` +- Details about the definition of AnemoiProfiler can be found in + ``src/anemoi/training/commands/profiler.py`` -Each of these objects is described in more details in the sections below. With the exception of the ``MemorySnapshotRecorder``, all the above reports are defined as properties of the AnemoiProfiler. The Memory snapshot is abstracted as an additional callback that can be switched on/off through the config. +- Details about the definition of the different classes used by the + AnemoiProfiler can be found in: + ``src/anemoi/training/diagnostics/profilers.py`` -- Details about the definition of AnemoiProfiler can be found in ``src/anemoi/training/commands/profiler.py`` -- Details about the definition of the different classes used by the AnemoiProfiler can be found in: ``src/anemoi/training/diagnostics/profilers.py`` -- Details about the definition of the memory snapshot recorder: ``src/anemoi/training/diagnostics/callbacks/__init__.py`` +- Details about the definition of the memory snapshot recorder: + ``src/anemoi/training/diagnostics/callbacks/__init__.py`` .. figure:: ../images/profiler/anemoi_profiler_architecture.png :alt: Schematic of the AnemoiProfiler architecture :align: center How to run it -************* +============= -The profiler has been built on top of the work already run in anemoi-training. For that we have defined a new class ``AnemoiProfiler`` that inherits from ``AnemoiTrainer`` where we just add new features and methods relevant to the generation of the reports and activation of the profiling mode. Similarly to how we do `anemoi-trainining train` to submit a new training job, we had added an new command to execute a profiler job, so we just need to do ``anemoi-training profiler``.  +The profiler has been built on top of the work already run in +anemoi-training. For that we have defined a new class ``AnemoiProfiler`` +that inherits from ``AnemoiTrainer`` where we just add new features and +methods relevant to the generation of the reports and activation of the +profiling mode. Similarly to how we do `anemoi-trainining train` to +submit a new training job, we had added an new command to execute a +profiler job, so we just need to do ``anemoi-training profiler``. -Following the same concept as we have with the train command, the profiler command is also controlled via the definition of a config. For details about the config and the different fields required please refer to the Config section. The full command to then execute the profiler is: +Following the same concept as we have with the train command, the +profiler command is also controlled via the definition of a config. For +details about the config and the different fields required please refer +to the Config section. The full command to then execute the profiler is: .. code:: bash - anemoi-training profiler --config-name=config.yaml + anemoi-training profiler --config-name=config.yaml -The profiler requires certain new packages to be installed, and hence has a specific section in the `pyproject.toml` (`optional-dependencies.profile`). Hence the first time you'd like to use you first need to make sure you have the dependencies installed by doing: +The profiler requires certain new packages to be installed, and hence +has a specific section in the\ `pyproject.toml` +(`optional-dependencies.profile`). Hence the first time you'd like to +use you first need to make sure you have the dependencies installed by +doing: .. code:: bash - pip install -e .[profile] - + pip install -e .[profile] Config -************* - -To control the execution of the anemoi benchmark profiler, we have to define the following fields in the eval_rollout.yaml (inside the diagnostics folder) file under benchmark_profiler key.  - -As we mentioned the benchmark profiler can generate different reports. For each report there is an entry in the config, that decide if we want or not to generate the report ( if enable:True the report is generated, if enable:False, then the report is skipped). Some reports have additional keys: - -- For the time report, we can also control the length/verbosity of the report. If `verbose: True`, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information -- In the case of the memory report, aside from the summary statistics the MemoryProfiler can also provide some additional insights that include memory traces and memory timeline, those can be switched on by settings extra_plots entry. Additional config entries, warmup, steps and `track_rank0_only` provide more control regarding the generation of the memory timeline and traces and are explained in the memory profiler section. -- For the (memory) snapshot, we can also control the length/verbosity of the report. If `verbose: True`, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information +====== + +To control the execution of the anemoi benchmark profiler, we have to +define the following fields in the eval_rollout.yaml (inside the +diagnostics folder) file under benchmark_profiler key. + +As we mentioned the benchmark profiler can generate different reports. +For each report there is an entry in the config, that decide if we want +or not to generate the report ( if enable:True the report is generated, +if enable:False, then the report is skipped). Some reports have +additional keys: + +- For the time report, we can also control the length/verbosity of the + report. If `verbose: True`, the report will provide a more concise + set of actions while if False, the report will include the full list + of profiled actions. See Time Report section for more information + +- In the case of the memory report, aside from the summary statistics + the MemoryProfiler can also provide some additional insights that + include memory traces and memory timeline, those can be switched on + by settings extra_plots entry. Additional config entries, warmup, + steps and `track_rank0_only` provide more control regarding the + generation of the memory timeline and traces and are explained in the + memory profiler section. + +- For the (memory) snapshot, we can also control the length/verbosity + of the report. If `verbose: True`, the report will provide a more + concise set of actions while if False, the report will include the + full list of profiled actions. See Time Report section for more + information .. figure:: ../images/profiler/anemoi_profiler_config.png :alt: AnemoiProfiler Config Settings :align: center - BenchmarkProfiler -************* - -The BenchmarkProfiler is the object in charge of generating the memory report, time report, model summary and the system report. As the diagram indicates, this class inherits from Pytorch Lightning Base Profiler Class. Pytorch Lightning already provides built in functionality that can be easily integrated with the Pytorch Lightning Trainer to profile the code. In particular, it provides access to some profilers (https://pytorch-lightning.readthedocs.io/en/1.5.10/advanced/profiler.html) that track performance across the training cycle in terms of execution time ('Simple' and 'Advanced' Profilers) and in terms of CPU and GPU usage ('Pytorch Profiler'). We have designed the Benchmark Profiler taking advantage of that functionality and have extended it so it also provides a system report and model summary. The diagram below illustrates this. As can be seen the MemoryProfiler inherits from the PytorchProfiler and generates the MemoryReport as main output, and the TimeProfiler inherits from the SimlerProfiler and generates the Time Report as output. +================= + +The BenchmarkProfiler is the object in charge of generating the memory +report, time report, model summary and the system report. As the diagram +indicates, this class inherits from Pytorch Lightning Base Profiler +Class. Pytorch Lightning already provides built in functionality that +can be easily integrated with the Pytorch Lightning Trainer to profile +the code. In particular, it provides access to some profilers +(https://pytorch-lightning.readthedocs.io/en/1.5.10/advanced/profiler.html) +that track performance across the training cycle in terms of execution +time ('Simple' and 'Advanced' Profilers) and in terms of CPU and GPU +usage ('Pytorch Profiler'). We have designed the Benchmark Profiler +taking advantage of that functionality and have extended it so it also +provides a system report and model summary. The diagram below +illustrates this. As can be seen the MemoryProfiler inherits from the +PytorchProfiler and generates the MemoryReport as main output, and the +TimeProfiler inherits from the SimlerProfiler and generates the Time +Report as output. .. figure:: ../images/profiler/anemoi_profiler_benchmark_profiler.png :alt: AnemoiProfiler Config Settings :align: center -In the diagram, orange boxes mean output, dotted boxes refer to parent classes. And `get_memory_profiler_df`, `get_time_profiler_df`, `get_model_summary`, and `get_system_profiler_df` are the main function interfaces of the BenchmarkProfiler. - +In the diagram, orange boxes mean output, dotted boxes refer to parent +classes. And `get_memory_profiler_df`, `get_time_profiler_df`, +`get_model_summary`, and `get_system_profiler_df` are the main function +interfaces of the BenchmarkProfiler. Time Report -^^^^^^^^^^^^^^^^ +----------- + +For the time report of our Benchmark Profiler we have decided to use the +`Simple Profiler`. This profiler provides support to profile both +callbacks, DataHooks and ModelHooks in the training and validation +loops. By default, the SimplerProfiler will record and output time +estimates for any of the callbacks, DataHooks and ModelHooks that +AnemoiTraining defines. To see this report, one just need to set in the +config verbose:True. However, since this might quite extensive, there is +an option to generate a shorter and more concise version of the time +report with verbose:False, so that it focuses on the callbacks and hooks +coming from 3 main categories: + +- `LightningDataModule (AnemoiDatasetDataModule)` +- `LightningModule (GraphForecaster)` +- `ParallelisationStrategy (DDPGroupStrategy)` -For the time report of our Benchmark Profiler we have decided to use the `Simple Profiler`. This profiler provides support to profile both callbacks, DataHooks and ModelHooks in the training and validation loops. By default, the SimplerProfiler will record and output time estimates for any of the callbacks, DataHooks and ModelHooks that AnemoiTraining defines. To see this report, one just need to set in the config verbose:True. However, since this might quite extensive, there is an option to generate a shorter and more concise version of the time report with verbose:False, so that it focuses on the callbacks and hooks coming from 3 main categories: +Aside from these 3 categories, the report also includes: -- `LightningDataModule (AnemoiDatasetDataModule)` -- `LightningModule (GraphForecaster)` -- `ParallelisationStrategy (DDPGroupStrategy)` +- the execution time for the training_epoch (and training_batch) + - `run_training_epoch/run_training_batch` → Time it takes to + execute the 'training_step' per batch and per epoch ( check + https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/fit_loop.py + and + https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py + for reference) -Aside from these 3 categories, the report also includes: +- the time it takes the training dataloader and validation dataloader to fetch one batch: + - `[_TrainingEpochLoop].train_dataloader_next` - + https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py + - `[_EvaluationLoop].val_next` - + https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/evaluation_loop.py -- the execution time for the training_epoch (and training_batch) - - `run_training_epoch/run_training_batch` → Time it takes to execute the 'training_step' per batch and per epoch ( check https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/fit_loop.py and https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py for reference) -- the time it takes the training dataloader and validation dataloader to fetch one batch: - - `[_TrainingEpochLoop].train_dataloader_next` - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py - - `[_EvaluationLoop].val_next` - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/evaluation_loop.py -- For the callbacks, the SimplerProfiler provides time estimates of all the different steps defined for each class, so for simplicity the report just aggregate all those times into a single quantity (see below example of AnemoiCheckpoint Callback) +- For the callbacks, the SimplerProfiler provides time estimates of all + the different steps defined for each class, so for simplicity the + report just aggregate all those times into a single quantity (see + below example of AnemoiCheckpoint Callback) -Below you can find an example of the report the ``Time Profiler`` issues after its execution. +Below you can find an example of the report the ``Time Profiler`` issues +after its execution. .. figure:: ../images/profiler/example_time_report.png :alt: AnemoiProfiler Time Report :align: center -Note the above example corresponder to the time report generated when verbose is set to False according to the config settings. If verbose is set to True, then there is no filtering applied to the actions profiled, and the time report will include many more entries. - +Note the above example corresponder to the time report generated when +verbose is set to False according to the config settings. If verbose is +set to True, then there is no filtering applied to the actions profiled, +and the time report will include many more entries. System Report -^^^^^^^^^^^^^^^^ - -This report provides a table with summary metrics in terms of GPU utilisation & memory usage, CPU usage (system), average disk usage and total execution time. For now the System profiler relies on the metrics tracked by MlFlow which is the tool we use to track out ML-experiments. If you run the profiler without MlFlow, it would still be possible to generate all the other reports, but the code will indicate that the system report can't be generated. - -When running anemoi-training with MlFlow activated, then this tool also track a set of system metrics and log them into the UI. MlFlow does this through the `SystemMetricsMonitor`).For all the metrics tracked with it and their exact definition you can check their docs - https://mlflow.org/docs/latest/system-metrics/index.html - -In this report we just simply take the average of those metrics, in the case of those associated to the GPUS we also include metrics per GPU device. +------------- + +This report provides a table with summary metrics in terms of GPU +utilisation & memory usage, CPU usage (system), average disk usage and +total execution time. For now the System profiler relies on the metrics +tracked by MlFlow which is the tool we use to track out ML-experiments. +If you run the profiler without MlFlow, it would still be possible to +generate all the other reports, but the code will indicate that the +system report can't be generated. + +When running anemoi-training with MlFlow activated, then this tool also +track a set of system metrics and log them into the UI. MlFlow does this +through the +`SystemMetricsMonitor`).For +all the metrics tracked with it and their exact definition you can check +their docs - https://mlflow.org/docs/latest/system-metrics/index.html + +In this report we just simply take the average of those metrics, in the +case of those associated to the GPUS we also include metrics per GPU +device. Below you can find an example of the ``System Report`` @@ -131,23 +251,37 @@ Below you can find an example of the ``System Report`` :alt: AnemoiProfiler System Report :align: center - Memory Profiler -^^^^^^^^^^^^^^^^ +--------------- -As we mentioned above, PTL provides functionality to profile the code. In particular one can use the PyTorch profiler to measure the time and memory consumption of the model’s operators (https://pytorch.org/tutorials/recipes/recipes/profiler_recipe.html). The report includes including GPU/CPU utilisation, memory usage, and execution time for different operations within the model. So far we have configured it, so that report includes the top 20 operators with the largest GPU utilisation (Note this can be adapted and we are keen to get feedback). +As we mentioned above, PTL provides functionality to profile the code. +In particular one can use the PyTorch profiler to measure the time and +memory consumption of the model’s operators +(https://pytorch.org/tutorials/recipes/recipes/profiler_recipe.html). +The report includes including GPU/CPU utilisation, memory usage, and +execution time for different operations within the model. So far we have +configured it, so that report includes the top 20 operators with the +largest GPU utilisation (Note this can be adapted and we are keen to get +feedback). -Below you can find an example of the report generated by the ``Memory Profiler``: +Below you can find an example of the report generated by the ``Memory +Profiler``: .. figure:: ../images/profiler/example_memory_report.png :alt: AnemoiProfiler Memory Report :align: center +Note the difference between self cpu time and cpu time - operators can +call other operators, self cpu time excludes time spent in children +operator calls, while total cpu time includes it. Similarly the profiler +can also show the amount of memory (used by the model’s tensors) that +was allocated (or released - negative deallocation) during the execution +of the model’s operators. In the example, ‘self’ memory corresponds to +the memory allocated (released) by the operator, excluding the children +calls to the other operators. -Note the difference between self cpu time and cpu time - operators can call other operators, self cpu time excludes time spent in children operator calls, while total cpu time includes it. Similarly the profiler can also show the amount of memory (used by the model’s tensors) that was allocated (or released - negative deallocation) during the execution of the model’s operators. In the example, ‘self’ memory corresponds to the memory allocated (released) by the operator, excluding the children calls to the other operators. - -To use this functionality, one just needs to specify the following entries in the config (Benchmark Profiler section): - +To use this functionality, one just needs to specify the following +entries in the config (Benchmark Profiler section): .. code:: yaml @@ -158,140 +292,219 @@ To use this functionality, one just needs to specify the following entries in th extra_plots: False trace_rank0_only: True -The enabled flag will trigger the generation of the report showed above. Tracing all of the execution can be slow and result in very large trace files. To avoid this, we have some optional arguments that are passed to the profiler scheduler. - -- warming up (`warmup=2` steps), during this phase profiler starts tracing, but the results are discarded; this phase is used to discard the samples obtained by the profiler at the beginning of the trace since they are usually skewed by an extra overhead; -- active tracing (`active=6` steps), during this phase profiler traces and records data; - -It's possible to also generate additional products/reports with the memory profiler, the memory timeline and the memory traces. Those take more time to generate and hence it is possible to choose if we want them (extra_plots: True) or not (extra_plots: False). For details about those exact plots please check the section below about 'Memory Profiler Extras'. -If using multiple GPUs, the output of the memory traces will be significantly larger. Since usually there are certain operations that just happen on rank 0, it might be we are just interested in the outputs coming from this device. It's possible then to generate traces and results just from rank 0 by settings trace_rank0_only to True. Note if we just have one device, then this flag doesn't make any difference, it's just relevant in case we have more than 1. +The enabled flag will trigger the generation of the report showed above. +Tracing all of the execution can be slow and result in very large trace +files. To avoid this, we have some optional arguments that are passed to +the profiler scheduler. + +- warming up (`warmup=2` steps), during this phase profiler starts + tracing, but the results are discarded; this phase is used to discard + the samples obtained by the profiler at the beginning of the trace + since they are usually skewed by an extra overhead; + +- active tracing (`active=6` steps), during this phase profiler traces + and records data; + +It's possible to also generate additional products/reports with the +memory profiler, the memory timeline and the memory traces. Those take +more time to generate and hence it is possible to choose if we want them +(extra_plots: True) or not (extra_plots: False). For details about those +exact plots please check the section below about 'Memory Profiler +Extras'. If using multiple GPUs, the output of the memory traces will be +significantly larger. Since usually there are certain operations that +just happen on rank 0, it might be we are just interested in the outputs +coming from this device. It's possible then to generate traces and +results just from rank 0 by settings trace_rank0_only to True. Note if +we just have one device, then this flag doesn't make any difference, +it's just relevant in case we have more than 1. **Note Memory Profiler - Patch** -We identified a bug in the PytorchProfiler and we awaiting for the fix (see PR) to be included as part of the next Pytorch Release (so far it's just included in the nightly version). To avoid hitting the error, in the current AnemoiProfiler we have introduce a patch (see PatchedProfile class in the profilers.py script). This patch will be removed from the codebase as soon as we have a new Pytorch official release that include the fix +We identified a bug in the PytorchProfiler and we awaiting for the fix +(see PR) to be included as part of the next Pytorch Release (so far it's +just included in the nightly version). To avoid hitting the error, in +the current AnemoiProfiler we have introduce a patch (see PatchedProfile +class in the profilers.py script). This patch will be removed from the +codebase as soon as we have a new Pytorch official release that include +the fix **Memory Profiler Extras - Memory Traces & Memory Timeline** **Memory Timeline** -PytorchProfiler automatically generates categories based on the graph of tensor operations recorded during profiling, it's possible to visualise this categories and its evolution across the execution using the `export_memory_timeline` method. You can find an example of the memory timeline plot below (this is an example from https://pytorch.org/blog/understanding-gpu-memory-1/ ). -The exported timeline plot is in html format. +PytorchProfiler automatically generates categories based on the graph of +tensor operations recorded during profiling, it's possible to visualise +this categories and its evolution across the execution using the +`export_memory_timeline` method. You can find an example of the memory +timeline plot below (this is an example from +https://pytorch.org/blog/understanding-gpu-memory-1/ ). The exported +timeline plot is in html format. .. figure:: ../images/profiler/example_memory_timeline.png :alt: Example of PytorchProfiler's Memory Timeline :align: center - **Memory Traces** -The PytorchProfiler enables recording of stack traces associated with memory allocations, and results can be outputted as a .json trace file. The PyTorch Profiler leverages the `Kineto` library to collect GPU traces. . Kineto is the subsystem within Profiler that interfaces with CUPTI. GPU kernels execute asynchronously, and GPU-side support is needed to create the trace. NVIDIA provides this visibility via the CUPTI library. +The PytorchProfiler enables recording of stack traces associated with +memory allocations, and results can be outputted as a .json trace file. +The PyTorch Profiler leverages the `Kineto` library to collect GPU +traces. . Kineto is the subsystem within Profiler that interfaces with +CUPTI. GPU kernels execute asynchronously, and GPU-side support is +needed to create the trace. NVIDIA provides this visibility via the +CUPTI library. + +The `Kineto` project enables: + +- performance observability and diagnostics across common ML bottleneck + components +- actionable recommendations for common issues +- integration of external system-level profiling tools +- integration with popular visualization platforms and analysis + pipelines + +Since these traces files are complex and challenging to interpret, it's +very useful to have other supporting packages to analyse them. Holistic +Trace Analysis (HTA), it's an open source performance analysis and +visualization Python library for PyTorch users. Holistic Trace Analysis +package, provides the following features: -The `Kineto` project enables: +- Temporal Breakdown - Breakdown of time taken by the GPUs in terms of + time spent in computation, communication, memory events, and idle + time across all ranks. -- performance observability and diagnostics across common ML bottleneck components -- actionable recommendations for common issues -- integration of external system-level profiling tools -- integration with popular visualization platforms and analysis pipelines +- Kernel Breakdown - Finds kernels with the longest duration on each + rank. +- Kernel Duration Distribution - Distribution of average time taken by + longest kernels across different ranks. -Since these traces files are complex and challenging to interpret, it's very useful to have other supporting packages to analyse them. Holistic Trace Analysis (HTA), it's an open source performance analysis and visualization Python library for PyTorch users. Holistic Trace Analysis package, provides the following features: +- Idle Time Breakdown - Breakdown of GPU idle time into waiting for the + host, waiting for another kernel or attribution to an unknown cause. -- Temporal Breakdown - Breakdown of time taken by the GPUs in terms of time spent in computation, communication, memory events, and idle time across all ranks. -- Kernel Breakdown - Finds kernels with the longest duration on each rank. -- Kernel Duration Distribution - Distribution of average time taken by longest kernels across different ranks. -- Idle Time Breakdown - Breakdown of GPU idle time into waiting for the host, waiting for another kernel or attribution to an unknown cause. -- Communication Computation Overlap - Calculate the percentage of time when communication overlaps computation. -- Frequent CUDA Kernel Patterns - Find the CUDA kernels most frequently launched by any given PyTorch or user defined operator. -- CUDA Kernel Launch Statistics - Distributions of GPU kernels with very small duration, large duration, and excessive launch time. -- Augmented Counters (Queue length, Memory bandwidth) - Augmented trace files which provide insights into memory bandwidth utilized and number of outstanding operations on each CUDA stream. -- Trace Comparison - A trace comparison tool to identify and visualize the differences between traces. -- CUPTI Counter Analysis - An experimental API to get GPU performance counters. By attributing performance measurements from kernels to PyTorch operators roofline analysis can be performed and kernels can be optimized. +- Communication Computation Overlap - Calculate the percentage of time + when communication overlaps computation. +- Frequent CUDA Kernel Patterns - Find the CUDA kernels most frequently + launched by any given PyTorch or user defined operator. -To be able to load the traces and explore them using HTA, one can set up a jupyter notebook and run: +- CUDA Kernel Launch Statistics - Distributions of GPU kernels with + very small duration, large duration, and excessive launch time. +- Augmented Counters (Queue length, Memory bandwidth) - Augmented trace + files which provide insights into memory bandwidth utilized and + number of outstanding operations on each CUDA stream. -.. code-block:: python +- Trace Comparison - A trace comparison tool to identify and visualize + the differences between traces. + +- CUPTI Counter Analysis - An experimental API to get GPU performance + counters. By attributing performance measurements from kernels to + PyTorch operators roofline analysis can be performed and kernels can + be optimized. + +To be able to load the traces and explore them using HTA, one can set up +a jupyter notebook and run: + +.. code:: python from hta.trace_analysis import TraceAnalysis from pathlib import Path from hydra import initialize, compose from omegaconf import OmegaConf - - base_path=Path.cwd().parent + + base_path = Path.cwd().parent with initialize(version_base=None, config_path="./"): - cfg = compose(config_name='config.yaml') + cfg = compose(config_name="config.yaml") OmegaConf.resolve(cfg) - - + + # Run anemoi-training profiler to generate the traces and get the run_id - run_id = 'b0cc5f6fa6c0476aa1264ad7aacafb4d/' + run_id = "b0cc5f6fa6c0476aa1264ad7aacafb4d/" tracepath = cfg.hardware.paths.profiler + run_id - analyzer = TraceAnalysis(trace_dir = tracepath) + analyzer = TraceAnalysis(trace_dir=tracepath) # Temporal Breakdown - time_df=analyzer.get_temporal_breakdown() + time_df = analyzer.get_temporal_breakdown() -The function returns a dataframe containing the temporal breakdown for each rank. See figure below. +The function returns a dataframe containing the temporal breakdown for +each rank. See figure below. .. figure:: ../images/profiler/temporal_breakdown.png :alt: Temporal Breakdown HTA Example :align: center - The idle time breakdown can be generated as follows: -.. code-block:: python +.. code:: python # Idle Time Breakdown idle_time_df_r0 = analyzer.get_idle_time_breakdown() - -The function returns a dataframe containing the idle breakdown for each rank. See figure below. +The function returns a dataframe containing the idle breakdown for each +rank. See figure below. .. figure:: ../images/profiler/idle_time_breakdown.png :alt: Idle Time Breakdown HTA Example :align: center -Additionally, we can also look at kernel breakdown feature which breakds down the time spent for each kernel type i.e. communication (COMM), computation (COMP), and memory (MEM) across all ranks and presents the proportion of time spent in each category. -The percentage of time spent in each category as a pie chart. +Additionally, we can also look at kernel breakdown feature which breakds +down the time spent for each kernel type i.e. communication (COMM), +computation (COMP), and memory (MEM) across all ranks and presents the +proportion of time spent in each category. The percentage of time spent +in each category as a pie chart. -.. code-block:: python +.. code:: python # Kernel Breakdown # NCCL changed their kernel naming convention so HTA v2.0 doesnt recognise communication kernels # This can be fixed by editing one line of hta/utils/util.py, see https://github.com/facebookresearch/HolisticTraceAnalysis/pull/123 - + # see https://github.com/facebookresearch/HolisticTraceAnalysis/blob/main/examples/kernel_breakdown_demo.ipynb - kernel_type_metrics_df, kernel_metrics_df = analyzer.get_gpu_kernel_breakdown(num_kernels=5,include_memory_kernels=True,visualize=True) + kernel_type_metrics_df, kernel_metrics_df = analyzer.get_gpu_kernel_breakdown( + num_kernels=5, include_memory_kernels=True, visualize=True + ) -The first dataframe returned by the function contains the raw values used to generate the Pie chart. The second dataframe returned by get_gpu_kernel_breakdown contains duration summary statistics for each kernel. In particular, this includes the count, min, max, average, standard deviation, sum and kernel type for each kernel on each rank. +The first dataframe returned by the function contains the raw values +used to generate the Pie chart. The second dataframe returned by +get_gpu_kernel_breakdown contains duration summary statistics for each +kernel. In particular, this includes the count, min, max, average, +standard deviation, sum and kernel type for each kernel on each rank. .. figure:: ../images/profiler/kernel_breakdown_dfs.png :alt: Kernel Breakdown HTA - Dataframes Example :align: center - -Using this data HTA creates many visualizations to identify performance bottlenecks. -- Pie charts of the top kernels for each kernel type for each rank. -- Bar graphs of the average duration across all ranks for each of the top kernels and for each kernel type. +Using this data HTA creates many visualizations to identify performance +bottlenecks. - Pie charts of the top kernels for each kernel type for +each rank. - Bar graphs of the average duration across all ranks for +each of the top kernels and for each kernel type. .. figure:: ../images/profiler/kernel_breakdown_plots.png :alt: Kernel Breakdown HTA - Plots Example :align: center - -For more examples using HTA you can check https://github.com/facebookresearch/HolisticTraceAnalysis/tree/main/examples and the package docs https://hta.readthedocs.io/en/latest/. Additionally we recommend this blog from Pytorch https://pytorch.org/blog/trace-analysis-for-masses/ - - - +For more examples using HTA you can check +https://github.com/facebookresearch/HolisticTraceAnalysis/tree/main/examples +and the package docs https://hta.readthedocs.io/en/latest/. Additionally +we recommend this blog from Pytorch +https://pytorch.org/blog/trace-analysis-for-masses/ Model Summary -^^^^^^^^^^^^^^^^ - - -While the `ModelSummary` does not fall within the category of any report associated to computational performance, there is usually a connection between the size of the model and it's demand for computational resources. The `ModelSummary` provides a summary table breaking down the model architecture and the number of trainable parameters per layer. The functionality used to create this diagram relies on https://github.com/TylerYep/torchinfo, and for the exact details one can check the function `get_model_summary` defined as part of the `BenchmarkProfiler` class. Below you can find an example of the Model Summary produced. Note due to the size of the summary, the screenshot below is truncated. +------------- + +While the `ModelSummary` does not fall within the category of any report +associated to computational performance, there is usually a connection +between the size of the model and it's demand for computational +resources. The `ModelSummary` provides a summary table breaking down the +model architecture and the number of trainable parameters per layer. The +functionality used to create this diagram relies on +https://github.com/TylerYep/torchinfo, and for the exact details one can +check the function `get_model_summary` defined as part of the +`BenchmarkProfiler` class. Below you can find an example of the Model +Summary produced. Note due to the size of the summary, the screenshot +below is truncated. .. figure:: ../images/profiler/example_model_summary.png :alt: Example of AnemoiProfiler's Model Summary - Part I @@ -301,37 +514,73 @@ While the `ModelSummary` does not fall within the category of any report associa :alt: Example of AnemoiProfiler's Model Summary - Part II :align: center - - ProfilerProgressBar -************* +=================== **Speed Report** -While time and speed are related, we wanted to have a separate `Speed Report` that would just focus on the metrics associated to training and validation loops throughput. To get those metrics we take advantage of the iterations per second reported by the TQDMProgress bar, that can be easily integrated when running a model with PTL. As indicated in the diagram below, the ProfilerProgressBar inherits from (TQDMProgress) and generates as main output the SpeedReport. - -The progress bar measures the  iteration per second `it/s` by computing the elapsed time at the start and end of each training and validation iteration** (where iteration in this case refers to number of batches in each epoch). The report provides an aggregated throughput by taking the average across all epochs. Since this metric can be sensitive to the number of samples per batch, the report includes a throughput_per_sample where we simply just normalised the aggregated metrics taking into account the batch size used for training and validation. Ib the case of the dataloader(s) throughput this refers to the performance of dataloader in terms of fetching and collating a batch, and again since this metric can be influence by the selected batch size, we also provided a normalised dataloader throughput. +While time and speed are related, we wanted to have a separate `Speed +Report` that would just focus on the metrics associated to training and +validation loops throughput. To get those metrics we take advantage of +the iterations per second reported by the TQDMProgress bar, that can be +easily integrated when running a model with PTL. As indicated in the +diagram below, the ProfilerProgressBar inherits from (TQDMProgress) and +generates as main output the SpeedReport. + +The progress bar measures the iteration per second `it/s` by computing +the elapsed time at the start and end of each training and validation +iteration** (where iteration in this case refers to number of batches in +each epoch). The report provides an aggregated throughput by taking the +average across all epochs. Since this metric can be sensitive to the +number of samples per batch, the report includes a throughput_per_sample +where we simply just normalised the aggregated metrics taking into +account the batch size used for training and validation. Ib the case of +the dataloader(s) throughput this refers to the performance of +dataloader in terms of fetching and collating a batch, and again since +this metric can be influence by the selected batch size, we also +provided a normalised dataloader throughput. .. figure:: ../images/profiler/anemoi_profiler_speedreport_diagram.png :alt: AnemoiProfiler's Speed Report Architecture :align: center :width: 300px -Note, this is not just the `training_step` as we had recorded in the 'Time Profiler Report' but it also includes all the callbacks/hooks that are executed during each training/validation iteration. Since most of our callbacks are related to sanity and validation plots carried out during the validation, we should expect lower throughputs compared to training +Note, this is not just the `training_step` as we had recorded in the +'Time Profiler Report' but it also includes all the callbacks/hooks that +are executed during each training/validation iteration. Since most of +our callbacks are related to sanity and validation plots carried out +during the validation, we should expect lower throughputs compared to +training -Below you can find an example of the report generated by the 'Speed Profiler':  +Below you can find an example of the report generated by the 'Speed +Profiler': .. figure:: ../images/profiler/anemoi_profiler_speed_report.png :alt: Example of AnemoiProfiler's Speed Report :align: center -** CUDA and CPU total time as just time metrics (in seconds) computed by the Memory Profiler. For now we have decided to ingrate and display them as part of the Speed Report, but we can revisit that decision based on user feedback - +** CUDA and CPU total time as just time metrics (in seconds) computed by +the Memory Profiler. For now we have decided to ingrate and display them +as part of the Speed Report, but we can revisit that decision based on +user feedback MemorySnapshotRecorder -************* - -With the latest pytorch versions (Pytorch equal or higher than 2.1), the library introduces new features to analyse the GPU memory footprint. https://pytorch.org/docs/stable/torch_cuda_memory.html#generating-a-snapshot . The AnemoiProfiler integrates these new features through a custom callback 'MemorySnapshotRecorder'. The memory snapshot generated is a pickle file that records the state of allocated CUDA memory at any point in time, and optionally record the history of allocation events that led up to that snapshot. Captured memory snapshots will show memory events including allocations, frees and OOMs, along with their stack traces. The generated snapshots can then be drag and dropped onto the interactive viewer hosted at pytorch.org/memory_viz which can be used to explore the snapshot. To activate this callback, one just need to specify the following entries in the config (Benchmark Profiler section): +====================== + +With the latest pytorch versions (Pytorch equal or higher than 2.1), the +library introduces new features to analyse the GPU memory footprint. +https://pytorch.org/docs/stable/torch_cuda_memory.html#generating-a-snapshot +. The AnemoiProfiler integrates these new features through a custom +callback 'MemorySnapshotRecorder'. The memory snapshot generated is a +pickle file that records the state of allocated CUDA memory at any point +in time, and optionally record the history of allocation events that led +up to that snapshot. Captured memory snapshots will show memory events +including allocations, frees and OOMs, along with their stack traces. +The generated snapshots can then be drag and dropped onto the +interactive viewer hosted at pytorch.org/memory_viz which can be used to +explore the snapshot. To activate this callback, one just need to +specify the following entries in the config (Benchmark Profiler +section): .. code:: yaml @@ -340,84 +589,138 @@ With the latest pytorch versions (Pytorch equal or higher than 2.1), the library steps: 6 warmup: 2 - - -If we don't want to generate a snapshot we simply set the enabled flag to False. If we enable the snapshot recorder, then we need to define the number of steps we want to record. Note a bigger number of steps will generate a heavier file that then might take longer to render in the website (pytorch.org/memory_viz). The Callback so far is defined to start tracking the CUDA memory at the start of the training batch, when the global step matches the number of warmup steps and end at the end of the training batch when the global step matches the number of total steps (steps+warmup) defined. Note if warmup is null then no warmup steps are considered, and the recording will star as soon as the training starts.   +If we don't want to generate a snapshot we simply set the enabled flag +to False. If we enable the snapshot recorder, then we need to define the +number of steps we want to record. Note a bigger number of steps will +generate a heavier file that then might take longer to render in the +website (pytorch.org/memory_viz). The Callback so far is defined to +start tracking the CUDA memory at the start of the training batch, when +the global step matches the number of warmup steps and end at the end of +the training batch when the global step matches the number of total +steps (steps+warmup) defined. Note if warmup is null then no warmup +steps are considered, and the recording will star as soon as the +training starts. .. figure:: ../images/profiler/memory_snapshot_diagram.png :alt: AnemoiProfiler's MemorySnapshotRecorder Architecture :align: center :width: 300px - -In the example below you can see how a memory snapshot for 6 steps looks: +In the example below you can see how a memory snapshot for 6 steps +looks: .. figure:: ../images/profiler/memory_snapshot_output.png :alt: Example of AnemoiProfiler's Memory Snapshot :align: center :width: 300px -************* -Mlflow Integration -************* +******************** + Mlflow Integration +******************** -If using MlFlow to track your run, then all the reports generated by the profiler will also be logged into Mlflow. For now, speed, time, memory and system reports are logged to mlflow both as json and csv files. We hope to receive feedback about this, so in the future we can choose on the two formats. The additional outputs generated by the memory profiler (memory timeline are traces aren't tracked as part of mlflow due to large size of those files). +If using MlFlow to track your run, then all the reports generated by the +profiler will also be logged into Mlflow. For now, speed, time, memory +and system reports are logged to mlflow both as json and csv files. We +hope to receive feedback about this, so in the future we can choose on +the two formats. The additional outputs generated by the memory profiler +(memory timeline are traces aren't tracked as part of mlflow due to +large size of those files). .. figure:: ../images/profiler/anemoi_profiler_mlflow_integration.png :alt: AnemoiProfiler - Mlflow integration :align: center -One of the advantages of logging the reports as jsons, it's that those files can be logged as 'table artifacts' and then we can compared them across different runs through the Evaluation tab. Below you can see an example where we are comparing the system report metrics and speed metrics for two different runs +One of the advantages of logging the reports as jsons, it's that those +files can be logged as 'table artifacts' and then we can compared them +across different runs through the Evaluation tab. Below you can see an +example where we are comparing the system report metrics and speed +metrics for two different runs .. figure:: ../images/profiler/anemoi_profiler_mlflow_integration_2.png :alt: AnemoiProfiler - Example Table Evaluation :align: center - - Speed report - train/validation rates -************* +===================================== -When using MlFlow, there are two additional metrics that can be explored,  +When using MlFlow, there are two additional metrics that can be +explored, -- ``training_rate`` - that's the iterations per second (it/s) recorded by the `ProfilerProgressBar` across the training cycle. While the SpeedReport provides the averaged throughput `training_avg_throughput` the rate allows to see the evolution of the throughput in time. -- ``validation_rate`` - that's the iterations per second (it/s) recorded by the `ProfilerProgressBar` across the validation cycle. While the SpeedReport provides the averaged throughput `validation_avg_throughput` the rate allows to see the evolution of the throughput in time. +- ``training_rate`` - that's the iterations per second (it/s) recorded + by the `ProfilerProgressBar` across the training cycle. While the + SpeedReport provides the averaged throughput + `training_avg_throughput` the rate allows to see the evolution of the + throughput in time. -Note - to get those metrics it's need to enable the `SpeedProfiler`. Below you can find an example of how the training_rate and validation_rate look like for two different runs.  +- ``validation_rate`` - that's the iterations per second (it/s) + recorded by the `ProfilerProgressBar` across the validation cycle. + While the SpeedReport provides the averaged throughput + `validation_avg_throughput` the rate allows to see the evolution of + the throughput in time. +Note - to get those metrics it's need to enable the `SpeedProfiler`. +Below you can find an example of how the training_rate and +validation_rate look like for two different runs. .. figure:: ../images/profiler/anemoi_profiler_training_rates.png :alt: Example of AnemoiProfiler's Training Rates :align: center - .. figure:: ../images/profiler/anemoi_profiler_validation_rates.png :alt: Example of AnemoiProfiler's Validation Rates :align: center -************* -Limitations & Improvements -************* +**************************** + Limitations & Improvements +**************************** Limitations​ -************* +============ + +- General challenge for AI code benchmarking results → Noise coming + from hardware and AI stochastic behaviour​ + +- SpeedReport → Robustness of the metrics (val/train rates and + throughput) ​​ + +- TimeProfiler → Ability to profile just part of the code (so far the + SimplerProfiler just records 'pre-defined' hardcoded actions + according to the PROFILER_ACTIONS defined in the codebase. And as + mentioned above those actions need to be a DataHook, ModelHook or + Callback. ​ + +- TimeProfiler → Limitations to time asyncronous part of the code​ -- General challenge for AI code benchmarking results → Noise coming from hardware and AI stochastic behaviour​ -- SpeedReport → Robustness of the metrics (val/train rates and throughput) ​​ -- TimeProfiler → Ability to profile just part of the code (so far the SimplerProfiler just records 'pre-defined' hardcoded actions according to the PROFILER_ACTIONS defined in the codebase. And as mentioned above those actions need to be a DataHook, ModelHook or Callback. ​ -- TimeProfiler → Limitations to time asyncronous part of the code​ -- MemoryProfiler → Report requires good understanding of pytorch profiler model's operators -- SpeedReport → Train/val rates categorisation +- MemoryProfiler → Report requires good understanding of pytorch + profiler model's operators +- SpeedReport → Train/val rates categorisation Improvements​​ -************* - -- https://pytorch.org/tutorials/recipes/recipes/benchmark.html​ -- Decorator style to do partial profiling - https://github.com/pythonprofilers/memory_profiler or https://github.com/pyutils/line_profiler -- Defining a decorator o wrapper for the TimeProfiler could be helpful to provide more control and access to time profiling other parts of the codebase​ -- Asynchronous code profiling -> https://github.com/sumerc/yappi​ -- Performance benchmarking and integration with CI/CD - possibility to run the profiler for different code releases as part of github actions​ -- Energy reports ​ -- Better compatibility with other hardware ( AMD GPUs, IPUs, etc). - System metrics monitor might not work out of the box with other hardware different from Nvidia, since the library it uses to record the gpu metrics it's pynvml. We could extend the functionality to be able to profile other hardware like AMS GPUs or Graphcore IPUs -- Support other components of Anemoi like anemoi-inference \ No newline at end of file +============== + +- https://pytorch.org/tutorials/recipes/recipes/benchmark.html​ + +- Decorator style to do partial profiling - + https://github.com/pythonprofilers/memory_profiler or + https://github.com/pyutils/line_profiler + +- Defining a decorator o wrapper for the TimeProfiler could be helpful + to provide more control and access to time profiling other parts of + the codebase​ + +- Asynchronous code profiling -> https://github.com/sumerc/yappi​ + +- Performance benchmarking and integration with CI/CD - possibility to + run the profiler for different code releases as part of github + actions​ + +- Energy reports ​ + +- Better compatibility with other hardware ( AMD GPUs, IPUs, etc). - + System metrics monitor might not work out of the box with other + hardware different from Nvidia, since the library it uses to record + the gpu metrics it's pynvml. We could extend the functionality to be + able to profile other hardware like AMS GPUs or Graphcore IPUs + +- Support other components of Anemoi like anemoi-inference From 5aeeca4ce43d4a262ddba5a43351b5907e0dcacc Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 7 Oct 2024 13:35:42 +0000 Subject: [PATCH 20/47] fixing pre-commits on docs --- docs/user-guide/benchmarking.rst | 685 ++++++++++++++++++++++--------- 1 file changed, 494 insertions(+), 191 deletions(-) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index 4fea6d61..da9ccd6d 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -1,129 +1,249 @@ -########## +############## Benchmarking -########## +############## -************* -High-level idea of the AnemoiProfiler -************* -Include a benchmark profiler that provides summary logs/statistics about time, speed and hardware (memory, CPU/GPU usage) to profile training runs executed with anemoi-training. Apart from those reports, it is also possible to generate a model summary and a CUDA memory snapshot. +*************************************** + High-level idea of the AnemoiProfiler +*************************************** -- Speed Report - Report with metrics associated to the throughput at training and validation time  -- Time Report - Report with metrics associated to the time it takes to executes certain steps across the code -- Memory Report - Report with metrics associated to GPU and CPU memory allocation: focusing on listing those operations that are more memory-intensive.  -- System/hardware Report - Report with aggregated metrics in terms of GPU utilisation & memory usage, CPU usage (system), average disk usage and total execution time  -- Model Summary - table summary with information regarding the layers and parameters of the model. -- Memory (GPU) Snapshot - memory snapshot that records the state of allocated CUDA memory at any point in time, and optionally record the history of allocation events that led up to that snapshot.​ The generated snapshots can then be drag and dropped onto the interactive viewer hosted at pytorch.org/memory_viz  to explore the snapshot. +Include a benchmark profiler that provides summary logs/statistics about +time, speed and hardware (memory, CPU/GPU usage) to profile training +runs executed with anemoi-training. Apart from those reports, it is also +possible to generate a model summary and a CUDA memory snapshot. + +- Speed Report - Report with metrics associated to the throughput at + training and validation time + +- Time Report - Report with metrics associated to the time it takes to + executes certain steps across the code + +- Memory Report - Report with metrics associated to GPU and CPU memory + allocation: focusing on listing those operations that are more + memory-intensive. + +- System/hardware Report - Report with aggregated metrics in terms of + GPU utilisation & memory usage, CPU usage (system), average disk + usage and total execution time + +- Model Summary - table summary with information regarding the layers + and parameters of the model. + +- Memory (GPU) Snapshot - memory snapshot that records the state of + allocated CUDA memory at any point in time, and optionally record the + history of allocation events that led up to that snapshot.​ The + generated snapshots can then be drag and dropped onto the interactive + viewer hosted at pytorch.org/memory_viz to explore the snapshot. .. figure:: ../images/profiler/anemoi_profiler_high_level.png - :alt: Schematic of the concept behind AnemoiProfiler + :alt: Schematic of the concept behind AnemoiProfiler :align: center +************** + How it works +************** -************* -How it works -************* +Conceptual Diagram +================== +As described in the high-level idea section the `AnemoiProfiler` +includes a series of features and report to help benchmark the model +training performance. Anemoi-training implementation uses PyTorch +Lightning as deep learning framework. We have designed the +AnemoiProfiler taking advantage of this functionality and building on +top of it. AnemoiProfiler then inherits from AnemoiTrainer and generate +the different reports via 3 main objects: -Conceptual Diagram -************* +- ``BenchmarkProfiler`` +- ``ProfilerProgressBar`` +- ``MemorySnapshotRecorder`` -As described in the high-level idea section the `AnemoiProfiler` includes a series of features and report to help benchmark the model training performance. Anemoi-training implementation uses PyTorch Lightning as deep learning framework.  We have designed the AnemoiProfiler taking advantage of this functionality and building on top of it. AnemoiProfiler then inherits from AnemoiTrainer and generate the different reports via 3 main objects: +Each of these objects is described in more details in the sections +below. With the exception of the\ ``MemorySnapshotRecorder``, all the +above reports are defined as properties of the AnemoiProfiler. The +Memory snapshot is abstracted as an additional callback that can be +switched on/off through the config. -- ``BenchmarkProfiler`` -- ``ProfilerProgressBar`` -- ``MemorySnapshotRecorder`` +- Details about the definition of AnemoiProfiler can be found in + ``src/anemoi/training/commands/profiler.py`` -Each of these objects is described in more details in the sections below. With the exception of the ``MemorySnapshotRecorder``, all the above reports are defined as properties of the AnemoiProfiler. The Memory snapshot is abstracted as an additional callback that can be switched on/off through the config. +- Details about the definition of the different classes used by the + AnemoiProfiler can be found in: + ``src/anemoi/training/diagnostics/profilers.py`` -- Details about the definition of AnemoiProfiler can be found in ``src/anemoi/training/commands/profiler.py`` -- Details about the definition of the different classes used by the AnemoiProfiler can be found in: ``src/anemoi/training/diagnostics/profilers.py`` -- Details about the definition of the memory snapshot recorder: ``src/anemoi/training/diagnostics/callbacks/__init__.py`` +- Details about the definition of the memory snapshot recorder: + ``src/anemoi/training/diagnostics/callbacks/__init__.py`` .. figure:: ../images/profiler/anemoi_profiler_architecture.png :alt: Schematic of the AnemoiProfiler architecture :align: center How to run it -************* +============= -The profiler has been built on top of the work already run in anemoi-training. For that we have defined a new class ``AnemoiProfiler`` that inherits from ``AnemoiTrainer`` where we just add new features and methods relevant to the generation of the reports and activation of the profiling mode. Similarly to how we do `anemoi-trainining train` to submit a new training job, we had added an new command to execute a profiler job, so we just need to do ``anemoi-training profiler``.  +The profiler has been built on top of the work already run in +anemoi-training. For that we have defined a new class ``AnemoiProfiler`` +that inherits from ``AnemoiTrainer`` where we just add new features and +methods relevant to the generation of the reports and activation of the +profiling mode. Similarly to how we do `anemoi-trainining train` to +submit a new training job, we had added an new command to execute a +profiler job, so we just need to do ``anemoi-training profiler``. -Following the same concept as we have with the train command, the profiler command is also controlled via the definition of a config. For details about the config and the different fields required please refer to the Config section. The full command to then execute the profiler is: +Following the same concept as we have with the train command, the +profiler command is also controlled via the definition of a config. For +details about the config and the different fields required please refer +to the Config section. The full command to then execute the profiler is: .. code:: bash - anemoi-training profiler --config-name=config.yaml + anemoi-training profiler --config-name=config.yaml -The profiler requires certain new packages to be installed, and hence has a specific section in the `pyproject.toml` (`optional-dependencies.profile`). Hence the first time you'd like to use you first need to make sure you have the dependencies installed by doing: +The profiler requires certain new packages to be installed, and hence +has a specific section in the\ `pyproject.toml` +(`optional-dependencies.profile`). Hence the first time you'd like to +use you first need to make sure you have the dependencies installed by +doing: .. code:: bash - pip install -e .[profile] - + pip install -e .[profile] Config -************* - -To control the execution of the anemoi benchmark profiler, we have to define the following fields in the eval_rollout.yaml (inside the diagnostics folder) file under benchmark_profiler key.  - -As we mentioned the benchmark profiler can generate different reports. For each report there is an entry in the config, that decide if we want or not to generate the report ( if enable:True the report is generated, if enable:False, then the report is skipped). Some reports have additional keys: - -- For the time report, we can also control the length/verbosity of the report. If `verbose: True`, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information -- In the case of the memory report, aside from the summary statistics the MemoryProfiler can also provide some additional insights that include memory traces and memory timeline, those can be switched on by settings extra_plots entry. Additional config entries, warmup, steps and `track_rank0_only` provide more control regarding the generation of the memory timeline and traces and are explained in the memory profiler section. -- For the (memory) snapshot, we can also control the length/verbosity of the report. If `verbose: True`, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information +====== + +To control the execution of the anemoi benchmark profiler, we have to +define the following fields in the eval_rollout.yaml (inside the +diagnostics folder) file under benchmark_profiler key. + +As we mentioned the benchmark profiler can generate different reports. +For each report there is an entry in the config, that decide if we want +or not to generate the report ( if enable:True the report is generated, +if enable:False, then the report is skipped). Some reports have +additional keys: + +- For the time report, we can also control the length/verbosity of the + report. If `verbose: True`, the report will provide a more concise + set of actions while if False, the report will include the full list + of profiled actions. See Time Report section for more information + +- In the case of the memory report, aside from the summary statistics + the MemoryProfiler can also provide some additional insights that + include memory traces and memory timeline, those can be switched on + by settings extra_plots entry. Additional config entries, warmup, + steps and `track_rank0_only` provide more control regarding the + generation of the memory timeline and traces and are explained in the + memory profiler section. + +- For the (memory) snapshot, we can also control the length/verbosity + of the report. If `verbose: True`, the report will provide a more + concise set of actions while if False, the report will include the + full list of profiled actions. See Time Report section for more + information .. figure:: ../images/profiler/anemoi_profiler_config.png :alt: AnemoiProfiler Config Settings :align: center - BenchmarkProfiler -************* - -The BenchmarkProfiler is the object in charge of generating the memory report, time report, model summary and the system report. As the diagram indicates, this class inherits from Pytorch Lightning Base Profiler Class. Pytorch Lightning already provides built in functionality that can be easily integrated with the Pytorch Lightning Trainer to profile the code. In particular, it provides access to some profilers (https://pytorch-lightning.readthedocs.io/en/1.5.10/advanced/profiler.html) that track performance across the training cycle in terms of execution time ('Simple' and 'Advanced' Profilers) and in terms of CPU and GPU usage ('Pytorch Profiler'). We have designed the Benchmark Profiler taking advantage of that functionality and have extended it so it also provides a system report and model summary. The diagram below illustrates this. As can be seen the MemoryProfiler inherits from the PytorchProfiler and generates the MemoryReport as main output, and the TimeProfiler inherits from the SimlerProfiler and generates the Time Report as output. +================= + +The BenchmarkProfiler is the object in charge of generating the memory +report, time report, model summary and the system report. As the diagram +indicates, this class inherits from Pytorch Lightning Base Profiler +Class. Pytorch Lightning already provides built in functionality that +can be easily integrated with the Pytorch Lightning Trainer to profile +the code. In particular, it provides access to some profilers +(https://pytorch-lightning.readthedocs.io/en/1.5.10/advanced/profiler.html) +that track performance across the training cycle in terms of execution +time ('Simple' and 'Advanced' Profilers) and in terms of CPU and GPU +usage ('Pytorch Profiler'). We have designed the Benchmark Profiler +taking advantage of that functionality and have extended it so it also +provides a system report and model summary. The diagram below +illustrates this. As can be seen the MemoryProfiler inherits from the +PytorchProfiler and generates the MemoryReport as main output, and the +TimeProfiler inherits from the SimlerProfiler and generates the Time +Report as output. .. figure:: ../images/profiler/anemoi_profiler_benchmark_profiler.png :alt: AnemoiProfiler Config Settings :align: center -In the diagram, orange boxes mean output, dotted boxes refer to parent classes. And `get_memory_profiler_df`, `get_time_profiler_df`, `get_model_summary`, and `get_system_profiler_df` are the main function interfaces of the BenchmarkProfiler. - +In the diagram, orange boxes mean output, dotted boxes refer to parent +classes. And `get_memory_profiler_df`, `get_time_profiler_df`, +`get_model_summary`, and `get_system_profiler_df` are the main function +interfaces of the BenchmarkProfiler. Time Report -^^^^^^^^^^^^^^^^ +----------- + +For the time report of our Benchmark Profiler we have decided to use the +`Simple Profiler`. This profiler provides support to profile both +callbacks, DataHooks and ModelHooks in the training and validation +loops. By default, the SimplerProfiler will record and output time +estimates for any of the callbacks, DataHooks and ModelHooks that +AnemoiTraining defines. To see this report, one just need to set in the +config verbose:True. However, since this might quite extensive, there is +an option to generate a shorter and more concise version of the time +report with verbose:False, so that it focuses on the callbacks and hooks +coming from 3 main categories: + +- `LightningDataModule (AnemoiDatasetDataModule)` +- `LightningModule (GraphForecaster)` +- `ParallelisationStrategy (DDPGroupStrategy)` -For the time report of our Benchmark Profiler we have decided to use the `Simple Profiler`. This profiler provides support to profile both callbacks, DataHooks and ModelHooks in the training and validation loops. By default, the SimplerProfiler will record and output time estimates for any of the callbacks, DataHooks and ModelHooks that AnemoiTraining defines. To see this report, one just need to set in the config verbose:True. However, since this might quite extensive, there is an option to generate a shorter and more concise version of the time report with verbose:False, so that it focuses on the callbacks and hooks coming from 3 main categories: +Aside from these 3 categories, the report also includes: -- `LightningDataModule (AnemoiDatasetDataModule)` -- `LightningModule (GraphForecaster)` -- `ParallelisationStrategy (DDPGroupStrategy)` +- the execution time for the training_epoch (and training_batch) + - `run_training_epoch/run_training_batch` → Time it takes to + execute the 'training_step' per batch and per epoch ( check + https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/fit_loop.py + and + https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py + for reference) -Aside from these 3 categories, the report also includes: +- the time it takes the training dataloader and validation dataloader to fetch one batch: + - `[_TrainingEpochLoop].train_dataloader_next` - + https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py + - `[_EvaluationLoop].val_next` - + https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/evaluation_loop.py -- the execution time for the training_epoch (and training_batch) - - `run_training_epoch/run_training_batch` → Time it takes to execute the 'training_step' per batch and per epoch ( check https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/fit_loop.py and https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py for reference) -- the time it takes the training dataloader and validation dataloader to fetch one batch: - - `[_TrainingEpochLoop].train_dataloader_next` - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py - - `[_EvaluationLoop].val_next` - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/evaluation_loop.py -- For the callbacks, the SimplerProfiler provides time estimates of all the different steps defined for each class, so for simplicity the report just aggregate all those times into a single quantity (see below example of AnemoiCheckpoint Callback) +- For the callbacks, the SimplerProfiler provides time estimates of all + the different steps defined for each class, so for simplicity the + report just aggregate all those times into a single quantity (see + below example of AnemoiCheckpoint Callback) -Below you can find an example of the report the ``Time Profiler`` issues after its execution. +Below you can find an example of the report the ``Time Profiler`` issues +after its execution. .. figure:: ../images/profiler/example_time_report.png :alt: AnemoiProfiler Time Report :align: center -Note the above example corresponder to the time report generated when verbose is set to False according to the config settings. If verbose is set to True, then there is no filtering applied to the actions profiled, and the time report will include many more entries. - +Note the above example corresponder to the time report generated when +verbose is set to False according to the config settings. If verbose is +set to True, then there is no filtering applied to the actions profiled, +and the time report will include many more entries. System Report -^^^^^^^^^^^^^^^^ - -This report provides a table with summary metrics in terms of GPU utilisation & memory usage, CPU usage (system), average disk usage and total execution time. For now the System profiler relies on the metrics tracked by MlFlow which is the tool we use to track out ML-experiments. If you run the profiler without MlFlow, it would still be possible to generate all the other reports, but the code will indicate that the system report can't be generated. - -When running anemoi-training with MlFlow activated, then this tool also track a set of system metrics and log them into the UI. MlFlow does this through the `SystemMetricsMonitor`).For all the metrics tracked with it and their exact definition you can check their docs - https://mlflow.org/docs/latest/system-metrics/index.html - -In this report we just simply take the average of those metrics, in the case of those associated to the GPUS we also include metrics per GPU device. +------------- + +This report provides a table with summary metrics in terms of GPU +utilisation & memory usage, CPU usage (system), average disk usage and +total execution time. For now the System profiler relies on the metrics +tracked by MlFlow which is the tool we use to track out ML-experiments. +If you run the profiler without MlFlow, it would still be possible to +generate all the other reports, but the code will indicate that the +system report can't be generated. + +When running anemoi-training with MlFlow activated, then this tool also +track a set of system metrics and log them into the UI. MlFlow does this +through the `SystemMetricsMonitor +`_.For +all the metrics tracked with it and their exact definition you can check +their docs - https://mlflow.org/docs/latest/system-metrics/index.html + +In this report we just simply take the average of those metrics, in the +case of those associated to the GPUS we also include metrics per GPU +device. Below you can find an example of the ``System Report`` @@ -131,23 +251,37 @@ Below you can find an example of the ``System Report`` :alt: AnemoiProfiler System Report :align: center - Memory Profiler -^^^^^^^^^^^^^^^^ +--------------- -As we mentioned above, PTL provides functionality to profile the code. In particular one can use the PyTorch profiler to measure the time and memory consumption of the model’s operators (https://pytorch.org/tutorials/recipes/recipes/profiler_recipe.html). The report includes including GPU/CPU utilisation, memory usage, and execution time for different operations within the model. So far we have configured it, so that report includes the top 20 operators with the largest GPU utilisation (Note this can be adapted and we are keen to get feedback). +As we mentioned above, PTL provides functionality to profile the code. +In particular one can use the PyTorch profiler to measure the time and +memory consumption of the model’s operators +(https://pytorch.org/tutorials/recipes/recipes/profiler_recipe.html). +The report includes including GPU/CPU utilisation, memory usage, and +execution time for different operations within the model. So far we have +configured it, so that report includes the top 20 operators with the +largest GPU utilisation (Note this can be adapted and we are keen to get +feedback). -Below you can find an example of the report generated by the ``Memory Profiler``: +Below you can find an example of the report generated by the ``Memory +Profiler``: .. figure:: ../images/profiler/example_memory_report.png :alt: AnemoiProfiler Memory Report :align: center +Note the difference between self cpu time and cpu time - operators can +call other operators, self cpu time excludes time spent in children +operator calls, while total cpu time includes it. Similarly the profiler +can also show the amount of memory (used by the model’s tensors) that +was allocated (or released - negative deallocation) during the execution +of the model’s operators. In the example, ‘self’ memory corresponds to +the memory allocated (released) by the operator, excluding the children +calls to the other operators. -Note the difference between self cpu time and cpu time - operators can call other operators, self cpu time excludes time spent in children operator calls, while total cpu time includes it. Similarly the profiler can also show the amount of memory (used by the model’s tensors) that was allocated (or released - negative deallocation) during the execution of the model’s operators. In the example, ‘self’ memory corresponds to the memory allocated (released) by the operator, excluding the children calls to the other operators. - -To use this functionality, one just needs to specify the following entries in the config (Benchmark Profiler section): - +To use this functionality, one just needs to specify the following +entries in the config (Benchmark Profiler section): .. code:: yaml @@ -158,140 +292,219 @@ To use this functionality, one just needs to specify the following entries in th extra_plots: False trace_rank0_only: True -The enabled flag will trigger the generation of the report showed above. Tracing all of the execution can be slow and result in very large trace files. To avoid this, we have some optional arguments that are passed to the profiler scheduler. - -- warming up (`warmup=2` steps), during this phase profiler starts tracing, but the results are discarded; this phase is used to discard the samples obtained by the profiler at the beginning of the trace since they are usually skewed by an extra overhead; -- active tracing (`active=6` steps), during this phase profiler traces and records data; - -It's possible to also generate additional products/reports with the memory profiler, the memory timeline and the memory traces. Those take more time to generate and hence it is possible to choose if we want them (extra_plots: True) or not (extra_plots: False). For details about those exact plots please check the section below about 'Memory Profiler Extras'. -If using multiple GPUs, the output of the memory traces will be significantly larger. Since usually there are certain operations that just happen on rank 0, it might be we are just interested in the outputs coming from this device. It's possible then to generate traces and results just from rank 0 by settings trace_rank0_only to True. Note if we just have one device, then this flag doesn't make any difference, it's just relevant in case we have more than 1. +The enabled flag will trigger the generation of the report showed above. +Tracing all of the execution can be slow and result in very large trace +files. To avoid this, we have some optional arguments that are passed to +the profiler scheduler. + +- warming up (`warmup=2` steps), during this phase profiler starts + tracing, but the results are discarded; this phase is used to discard + the samples obtained by the profiler at the beginning of the trace + since they are usually skewed by an extra overhead; + +- active tracing (`active=6` steps), during this phase profiler traces + and records data; + +It's possible to also generate additional products/reports with the +memory profiler, the memory timeline and the memory traces. Those take +more time to generate and hence it is possible to choose if we want them +(extra_plots: True) or not (extra_plots: False). For details about those +exact plots please check the section below about 'Memory Profiler +Extras'. If using multiple GPUs, the output of the memory traces will be +significantly larger. Since usually there are certain operations that +just happen on rank 0, it might be we are just interested in the outputs +coming from this device. It's possible then to generate traces and +results just from rank 0 by settings trace_rank0_only to True. Note if +we just have one device, then this flag doesn't make any difference, +it's just relevant in case we have more than 1. **Note Memory Profiler - Patch** -We identified a bug in the PytorchProfiler and we awaiting for the fix (see PR) to be included as part of the next Pytorch Release (so far it's just included in the nightly version). To avoid hitting the error, in the current AnemoiProfiler we have introduce a patch (see PatchedProfile class in the profilers.py script). This patch will be removed from the codebase as soon as we have a new Pytorch official release that include the fix +We identified a bug in the PytorchProfiler and we awaiting for the fix +(see PR) to be included as part of the next Pytorch Release (so far it's +just included in the nightly version). To avoid hitting the error, in +the current AnemoiProfiler we have introduce a patch (see PatchedProfile +class in the profilers.py script). This patch will be removed from the +codebase as soon as we have a new Pytorch official release that include +the fix **Memory Profiler Extras - Memory Traces & Memory Timeline** **Memory Timeline** -PytorchProfiler automatically generates categories based on the graph of tensor operations recorded during profiling, it's possible to visualise this categories and its evolution across the execution using the `export_memory_timeline` method. You can find an example of the memory timeline plot below (this is an example from https://pytorch.org/blog/understanding-gpu-memory-1/ ). -The exported timeline plot is in html format. +PytorchProfiler automatically generates categories based on the graph of +tensor operations recorded during profiling, it's possible to visualise +this categories and its evolution across the execution using the +`export_memory_timeline` method. You can find an example of the memory +timeline plot below (this is an example from +https://pytorch.org/blog/understanding-gpu-memory-1/ ). The exported +timeline plot is in html format. .. figure:: ../images/profiler/example_memory_timeline.png :alt: Example of PytorchProfiler's Memory Timeline :align: center - **Memory Traces** -The PytorchProfiler enables recording of stack traces associated with memory allocations, and results can be outputted as a .json trace file. The PyTorch Profiler leverages the `Kineto` library to collect GPU traces. . Kineto is the subsystem within Profiler that interfaces with CUPTI. GPU kernels execute asynchronously, and GPU-side support is needed to create the trace. NVIDIA provides this visibility via the CUPTI library. +The PytorchProfiler enables recording of stack traces associated with +memory allocations, and results can be outputted as a .json trace file. +The PyTorch Profiler leverages the `Kineto` library to collect GPU +traces. . Kineto is the subsystem within Profiler that interfaces with +CUPTI. GPU kernels execute asynchronously, and GPU-side support is +needed to create the trace. NVIDIA provides this visibility via the +CUPTI library. + +The `Kineto `_ project enables: + +- performance observability and diagnostics across common ML bottleneck + components +- actionable recommendations for common issues +- integration of external system-level profiling tools +- integration with popular visualization platforms and analysis + pipelines + +Since these traces files are complex and challenging to interpret, it's +very useful to have other supporting packages to analyse them. Holistic +Trace Analysis (HTA), it's an open source performance analysis and +visualization Python library for PyTorch users. Holistic Trace Analysis +package, provides the following features: -The `Kineto` project enables: +- Temporal Breakdown - Breakdown of time taken by the GPUs in terms of + time spent in computation, communication, memory events, and idle + time across all ranks. -- performance observability and diagnostics across common ML bottleneck components -- actionable recommendations for common issues -- integration of external system-level profiling tools -- integration with popular visualization platforms and analysis pipelines +- Kernel Breakdown - Finds kernels with the longest duration on each + rank. +- Kernel Duration Distribution - Distribution of average time taken by + longest kernels across different ranks. -Since these traces files are complex and challenging to interpret, it's very useful to have other supporting packages to analyse them. Holistic Trace Analysis (HTA), it's an open source performance analysis and visualization Python library for PyTorch users. Holistic Trace Analysis package, provides the following features: +- Idle Time Breakdown - Breakdown of GPU idle time into waiting for the + host, waiting for another kernel or attribution to an unknown cause. -- Temporal Breakdown - Breakdown of time taken by the GPUs in terms of time spent in computation, communication, memory events, and idle time across all ranks. -- Kernel Breakdown - Finds kernels with the longest duration on each rank. -- Kernel Duration Distribution - Distribution of average time taken by longest kernels across different ranks. -- Idle Time Breakdown - Breakdown of GPU idle time into waiting for the host, waiting for another kernel or attribution to an unknown cause. -- Communication Computation Overlap - Calculate the percentage of time when communication overlaps computation. -- Frequent CUDA Kernel Patterns - Find the CUDA kernels most frequently launched by any given PyTorch or user defined operator. -- CUDA Kernel Launch Statistics - Distributions of GPU kernels with very small duration, large duration, and excessive launch time. -- Augmented Counters (Queue length, Memory bandwidth) - Augmented trace files which provide insights into memory bandwidth utilized and number of outstanding operations on each CUDA stream. -- Trace Comparison - A trace comparison tool to identify and visualize the differences between traces. -- CUPTI Counter Analysis - An experimental API to get GPU performance counters. By attributing performance measurements from kernels to PyTorch operators roofline analysis can be performed and kernels can be optimized. +- Communication Computation Overlap - Calculate the percentage of time + when communication overlaps computation. +- Frequent CUDA Kernel Patterns - Find the CUDA kernels most frequently + launched by any given PyTorch or user defined operator. -To be able to load the traces and explore them using HTA, one can set up a jupyter notebook and run: +- CUDA Kernel Launch Statistics - Distributions of GPU kernels with + very small duration, large duration, and excessive launch time. +- Augmented Counters (Queue length, Memory bandwidth) - Augmented trace + files which provide insights into memory bandwidth utilized and + number of outstanding operations on each CUDA stream. -.. code-block:: python +- Trace Comparison - A trace comparison tool to identify and visualize + the differences between traces. + +- CUPTI Counter Analysis - An experimental API to get GPU performance + counters. By attributing performance measurements from kernels to + PyTorch operators roofline analysis can be performed and kernels can + be optimized. + +To be able to load the traces and explore them using HTA, one can set up +a jupyter notebook and run: + +.. code:: python from hta.trace_analysis import TraceAnalysis from pathlib import Path from hydra import initialize, compose from omegaconf import OmegaConf - - base_path=Path.cwd().parent + + base_path = Path.cwd().parent with initialize(version_base=None, config_path="./"): - cfg = compose(config_name='config.yaml') + cfg = compose(config_name="config.yaml") OmegaConf.resolve(cfg) - - + + # Run anemoi-training profiler to generate the traces and get the run_id - run_id = 'b0cc5f6fa6c0476aa1264ad7aacafb4d/' + run_id = "b0cc5f6fa6c0476aa1264ad7aacafb4d/" tracepath = cfg.hardware.paths.profiler + run_id - analyzer = TraceAnalysis(trace_dir = tracepath) + analyzer = TraceAnalysis(trace_dir=tracepath) # Temporal Breakdown - time_df=analyzer.get_temporal_breakdown() + time_df = analyzer.get_temporal_breakdown() -The function returns a dataframe containing the temporal breakdown for each rank. See figure below. +The function returns a dataframe containing the temporal breakdown for +each rank. See figure below. .. figure:: ../images/profiler/temporal_breakdown.png :alt: Temporal Breakdown HTA Example :align: center - The idle time breakdown can be generated as follows: -.. code-block:: python +.. code:: python # Idle Time Breakdown idle_time_df_r0 = analyzer.get_idle_time_breakdown() - -The function returns a dataframe containing the idle breakdown for each rank. See figure below. +The function returns a dataframe containing the idle breakdown for each +rank. See figure below. .. figure:: ../images/profiler/idle_time_breakdown.png :alt: Idle Time Breakdown HTA Example :align: center -Additionally, we can also look at kernel breakdown feature which breakds down the time spent for each kernel type i.e. communication (COMM), computation (COMP), and memory (MEM) across all ranks and presents the proportion of time spent in each category. -The percentage of time spent in each category as a pie chart. +Additionally, we can also look at kernel breakdown feature which breakds +down the time spent for each kernel type i.e. communication (COMM), +computation (COMP), and memory (MEM) across all ranks and presents the +proportion of time spent in each category. The percentage of time spent +in each category as a pie chart. -.. code-block:: python +.. code:: python # Kernel Breakdown # NCCL changed their kernel naming convention so HTA v2.0 doesnt recognise communication kernels # This can be fixed by editing one line of hta/utils/util.py, see https://github.com/facebookresearch/HolisticTraceAnalysis/pull/123 - + # see https://github.com/facebookresearch/HolisticTraceAnalysis/blob/main/examples/kernel_breakdown_demo.ipynb - kernel_type_metrics_df, kernel_metrics_df = analyzer.get_gpu_kernel_breakdown(num_kernels=5,include_memory_kernels=True,visualize=True) + kernel_type_metrics_df, kernel_metrics_df = analyzer.get_gpu_kernel_breakdown( + num_kernels=5, include_memory_kernels=True, visualize=True + ) -The first dataframe returned by the function contains the raw values used to generate the Pie chart. The second dataframe returned by get_gpu_kernel_breakdown contains duration summary statistics for each kernel. In particular, this includes the count, min, max, average, standard deviation, sum and kernel type for each kernel on each rank. +The first dataframe returned by the function contains the raw values +used to generate the Pie chart. The second dataframe returned by +get_gpu_kernel_breakdown contains duration summary statistics for each +kernel. In particular, this includes the count, min, max, average, +standard deviation, sum and kernel type for each kernel on each rank. .. figure:: ../images/profiler/kernel_breakdown_dfs.png :alt: Kernel Breakdown HTA - Dataframes Example :align: center - -Using this data HTA creates many visualizations to identify performance bottlenecks. -- Pie charts of the top kernels for each kernel type for each rank. -- Bar graphs of the average duration across all ranks for each of the top kernels and for each kernel type. +Using this data HTA creates many visualizations to identify performance +bottlenecks. - Pie charts of the top kernels for each kernel type for +each rank. - Bar graphs of the average duration across all ranks for +each of the top kernels and for each kernel type. .. figure:: ../images/profiler/kernel_breakdown_plots.png :alt: Kernel Breakdown HTA - Plots Example :align: center - -For more examples using HTA you can check https://github.com/facebookresearch/HolisticTraceAnalysis/tree/main/examples and the package docs https://hta.readthedocs.io/en/latest/. Additionally we recommend this blog from Pytorch https://pytorch.org/blog/trace-analysis-for-masses/ - - - +For more examples using HTA you can check +https://github.com/facebookresearch/HolisticTraceAnalysis/tree/main/examples +and the package docs https://hta.readthedocs.io/en/latest/. Additionally +we recommend this blog from Pytorch +https://pytorch.org/blog/trace-analysis-for-masses/ Model Summary -^^^^^^^^^^^^^^^^ - - -While the `ModelSummary` does not fall within the category of any report associated to computational performance, there is usually a connection between the size of the model and it's demand for computational resources. The `ModelSummary` provides a summary table breaking down the model architecture and the number of trainable parameters per layer. The functionality used to create this diagram relies on https://github.com/TylerYep/torchinfo, and for the exact details one can check the function `get_model_summary` defined as part of the `BenchmarkProfiler` class. Below you can find an example of the Model Summary produced. Note due to the size of the summary, the screenshot below is truncated. +------------- + +While the `ModelSummary` does not fall within the category of any report +associated to computational performance, there is usually a connection +between the size of the model and it's demand for computational +resources. The `ModelSummary` provides a summary table breaking down the +model architecture and the number of trainable parameters per layer. The +functionality used to create this diagram relies on +https://github.com/TylerYep/torchinfo, and for the exact details one can +check the function `get_model_summary` defined as part of the +`BenchmarkProfiler` class. Below you can find an example of the Model +Summary produced. Note due to the size of the summary, the screenshot +below is truncated. .. figure:: ../images/profiler/example_model_summary.png :alt: Example of AnemoiProfiler's Model Summary - Part I @@ -301,37 +514,73 @@ While the `ModelSummary` does not fall within the category of any report associa :alt: Example of AnemoiProfiler's Model Summary - Part II :align: center - - ProfilerProgressBar -************* +=================== **Speed Report** -While time and speed are related, we wanted to have a separate `Speed Report` that would just focus on the metrics associated to training and validation loops throughput. To get those metrics we take advantage of the iterations per second reported by the TQDMProgress bar, that can be easily integrated when running a model with PTL. As indicated in the diagram below, the ProfilerProgressBar inherits from (TQDMProgress) and generates as main output the SpeedReport. - -The progress bar measures the  iteration per second `it/s` by computing the elapsed time at the start and end of each training and validation iteration** (where iteration in this case refers to number of batches in each epoch). The report provides an aggregated throughput by taking the average across all epochs. Since this metric can be sensitive to the number of samples per batch, the report includes a throughput_per_sample where we simply just normalised the aggregated metrics taking into account the batch size used for training and validation. Ib the case of the dataloader(s) throughput this refers to the performance of dataloader in terms of fetching and collating a batch, and again since this metric can be influence by the selected batch size, we also provided a normalised dataloader throughput. +While time and speed are related, we wanted to have a separate `Speed +Report` that would just focus on the metrics associated to training and +validation loops throughput. To get those metrics we take advantage of +the iterations per second reported by the TQDMProgress bar, that can be +easily integrated when running a model with PTL. As indicated in the +diagram below, the ProfilerProgressBar inherits from (TQDMProgress) and +generates as main output the SpeedReport. + +The progress bar measures the iteration per second `it/s` by computing +the elapsed time at the start and end of each training and validation +iteration** (where iteration in this case refers to number of batches in +each epoch). The report provides an aggregated throughput by taking the +average across all epochs. Since this metric can be sensitive to the +number of samples per batch, the report includes a throughput_per_sample +where we simply just normalised the aggregated metrics taking into +account the batch size used for training and validation. Ib the case of +the dataloader(s) throughput this refers to the performance of +dataloader in terms of fetching and collating a batch, and again since +this metric can be influence by the selected batch size, we also +provided a normalised dataloader throughput. .. figure:: ../images/profiler/anemoi_profiler_speedreport_diagram.png :alt: AnemoiProfiler's Speed Report Architecture :align: center :width: 300px -Note, this is not just the `training_step` as we had recorded in the 'Time Profiler Report' but it also includes all the callbacks/hooks that are executed during each training/validation iteration. Since most of our callbacks are related to sanity and validation plots carried out during the validation, we should expect lower throughputs compared to training +Note, this is not just the `training_step` as we had recorded in the +'Time Profiler Report' but it also includes all the callbacks/hooks that +are executed during each training/validation iteration. Since most of +our callbacks are related to sanity and validation plots carried out +during the validation, we should expect lower throughputs compared to +training -Below you can find an example of the report generated by the 'Speed Profiler':  +Below you can find an example of the report generated by the 'Speed +Profiler': .. figure:: ../images/profiler/anemoi_profiler_speed_report.png :alt: Example of AnemoiProfiler's Speed Report :align: center -** CUDA and CPU total time as just time metrics (in seconds) computed by the Memory Profiler. For now we have decided to ingrate and display them as part of the Speed Report, but we can revisit that decision based on user feedback - +** CUDA and CPU total time as just time metrics (in seconds) computed by +the Memory Profiler. For now we have decided to ingrate and display them +as part of the Speed Report, but we can revisit that decision based on +user feedback MemorySnapshotRecorder -************* - -With the latest pytorch versions (Pytorch equal or higher than 2.1), the library introduces new features to analyse the GPU memory footprint. https://pytorch.org/docs/stable/torch_cuda_memory.html#generating-a-snapshot . The AnemoiProfiler integrates these new features through a custom callback 'MemorySnapshotRecorder'. The memory snapshot generated is a pickle file that records the state of allocated CUDA memory at any point in time, and optionally record the history of allocation events that led up to that snapshot. Captured memory snapshots will show memory events including allocations, frees and OOMs, along with their stack traces. The generated snapshots can then be drag and dropped onto the interactive viewer hosted at pytorch.org/memory_viz which can be used to explore the snapshot. To activate this callback, one just need to specify the following entries in the config (Benchmark Profiler section): +====================== + +With the latest pytorch versions (Pytorch equal or higher than 2.1), the +library introduces new features to analyse the GPU memory footprint. +https://pytorch.org/docs/stable/torch_cuda_memory.html#generating-a-snapshot +. The AnemoiProfiler integrates these new features through a custom +callback 'MemorySnapshotRecorder'. The memory snapshot generated is a +pickle file that records the state of allocated CUDA memory at any point +in time, and optionally record the history of allocation events that led +up to that snapshot. Captured memory snapshots will show memory events +including allocations, frees and OOMs, along with their stack traces. +The generated snapshots can then be drag and dropped onto the +interactive viewer hosted at pytorch.org/memory_viz which can be used to +explore the snapshot. To activate this callback, one just need to +specify the following entries in the config (Benchmark Profiler +section): .. code:: yaml @@ -340,84 +589,138 @@ With the latest pytorch versions (Pytorch equal or higher than 2.1), the library steps: 6 warmup: 2 - - -If we don't want to generate a snapshot we simply set the enabled flag to False. If we enable the snapshot recorder, then we need to define the number of steps we want to record. Note a bigger number of steps will generate a heavier file that then might take longer to render in the website (pytorch.org/memory_viz). The Callback so far is defined to start tracking the CUDA memory at the start of the training batch, when the global step matches the number of warmup steps and end at the end of the training batch when the global step matches the number of total steps (steps+warmup) defined. Note if warmup is null then no warmup steps are considered, and the recording will star as soon as the training starts.   +If we don't want to generate a snapshot we simply set the enabled flag +to False. If we enable the snapshot recorder, then we need to define the +number of steps we want to record. Note a bigger number of steps will +generate a heavier file that then might take longer to render in the +website (pytorch.org/memory_viz). The Callback so far is defined to +start tracking the CUDA memory at the start of the training batch, when +the global step matches the number of warmup steps and end at the end of +the training batch when the global step matches the number of total +steps (steps+warmup) defined. Note if warmup is null then no warmup +steps are considered, and the recording will star as soon as the +training starts. .. figure:: ../images/profiler/memory_snapshot_diagram.png :alt: AnemoiProfiler's MemorySnapshotRecorder Architecture :align: center :width: 300px - -In the example below you can see how a memory snapshot for 6 steps looks: +In the example below you can see how a memory snapshot for 6 steps +looks: .. figure:: ../images/profiler/memory_snapshot_output.png :alt: Example of AnemoiProfiler's Memory Snapshot :align: center :width: 300px -************* -Mlflow Integration -************* +******************** + Mlflow Integration +******************** -If using MlFlow to track your run, then all the reports generated by the profiler will also be logged into Mlflow. For now, speed, time, memory and system reports are logged to mlflow both as json and csv files. We hope to receive feedback about this, so in the future we can choose on the two formats. The additional outputs generated by the memory profiler (memory timeline are traces aren't tracked as part of mlflow due to large size of those files). +If using MlFlow to track your run, then all the reports generated by the +profiler will also be logged into Mlflow. For now, speed, time, memory +and system reports are logged to mlflow both as json and csv files. We +hope to receive feedback about this, so in the future we can choose on +the two formats. The additional outputs generated by the memory profiler +(memory timeline are traces aren't tracked as part of mlflow due to +large size of those files). .. figure:: ../images/profiler/anemoi_profiler_mlflow_integration.png :alt: AnemoiProfiler - Mlflow integration :align: center -One of the advantages of logging the reports as jsons, it's that those files can be logged as 'table artifacts' and then we can compared them across different runs through the Evaluation tab. Below you can see an example where we are comparing the system report metrics and speed metrics for two different runs +One of the advantages of logging the reports as jsons, it's that those +files can be logged as 'table artifacts' and then we can compared them +across different runs through the Evaluation tab. Below you can see an +example where we are comparing the system report metrics and speed +metrics for two different runs .. figure:: ../images/profiler/anemoi_profiler_mlflow_integration_2.png :alt: AnemoiProfiler - Example Table Evaluation :align: center - - Speed report - train/validation rates -************* +===================================== -When using MlFlow, there are two additional metrics that can be explored,  +When using MlFlow, there are two additional metrics that can be +explored, -- ``training_rate`` - that's the iterations per second (it/s) recorded by the `ProfilerProgressBar` across the training cycle. While the SpeedReport provides the averaged throughput `training_avg_throughput` the rate allows to see the evolution of the throughput in time. -- ``validation_rate`` - that's the iterations per second (it/s) recorded by the `ProfilerProgressBar` across the validation cycle. While the SpeedReport provides the averaged throughput `validation_avg_throughput` the rate allows to see the evolution of the throughput in time. +- ``training_rate`` - that's the iterations per second (it/s) recorded + by the `ProfilerProgressBar` across the training cycle. While the + SpeedReport provides the averaged throughput + `training_avg_throughput` the rate allows to see the evolution of the + throughput in time. -Note - to get those metrics it's need to enable the `SpeedProfiler`. Below you can find an example of how the training_rate and validation_rate look like for two different runs.  +- ``validation_rate`` - that's the iterations per second (it/s) + recorded by the `ProfilerProgressBar` across the validation cycle. + While the SpeedReport provides the averaged throughput + `validation_avg_throughput` the rate allows to see the evolution of + the throughput in time. +Note - to get those metrics it's need to enable the `SpeedProfiler`. +Below you can find an example of how the training_rate and +validation_rate look like for two different runs. .. figure:: ../images/profiler/anemoi_profiler_training_rates.png :alt: Example of AnemoiProfiler's Training Rates :align: center - .. figure:: ../images/profiler/anemoi_profiler_validation_rates.png :alt: Example of AnemoiProfiler's Validation Rates :align: center -************* -Limitations & Improvements -************* +**************************** + Limitations & Improvements +**************************** Limitations​ -************* +============ + +- General challenge for AI code benchmarking results → Noise coming + from hardware and AI stochastic behaviour​ + +- SpeedReport → Robustness of the metrics (val/train rates and + throughput) ​​ + +- TimeProfiler → Ability to profile just part of the code (so far the + SimplerProfiler just records 'pre-defined' hardcoded actions + according to the PROFILER_ACTIONS defined in the codebase. And as + mentioned above those actions need to be a DataHook, ModelHook or + Callback. ​ + +- TimeProfiler → Limitations to time asyncronous part of the code​ -- General challenge for AI code benchmarking results → Noise coming from hardware and AI stochastic behaviour​ -- SpeedReport → Robustness of the metrics (val/train rates and throughput) ​​ -- TimeProfiler → Ability to profile just part of the code (so far the SimplerProfiler just records 'pre-defined' hardcoded actions according to the PROFILER_ACTIONS defined in the codebase. And as mentioned above those actions need to be a DataHook, ModelHook or Callback. ​ -- TimeProfiler → Limitations to time asyncronous part of the code​ -- MemoryProfiler → Report requires good understanding of pytorch profiler model's operators -- SpeedReport → Train/val rates categorisation +- MemoryProfiler → Report requires good understanding of pytorch + profiler model's operators +- SpeedReport → Train/val rates categorisation Improvements​​ -************* - -- https://pytorch.org/tutorials/recipes/recipes/benchmark.html​ -- Decorator style to do partial profiling - https://github.com/pythonprofilers/memory_profiler or https://github.com/pyutils/line_profiler -- Defining a decorator o wrapper for the TimeProfiler could be helpful to provide more control and access to time profiling other parts of the codebase​ -- Asynchronous code profiling -> https://github.com/sumerc/yappi​ -- Performance benchmarking and integration with CI/CD - possibility to run the profiler for different code releases as part of github actions​ -- Energy reports ​ -- Better compatibility with other hardware ( AMD GPUs, IPUs, etc). - System metrics monitor might not work out of the box with other hardware different from Nvidia, since the library it uses to record the gpu metrics it's pynvml. We could extend the functionality to be able to profile other hardware like AMS GPUs or Graphcore IPUs -- Support other components of Anemoi like anemoi-inference \ No newline at end of file +============== + +- https://pytorch.org/tutorials/recipes/recipes/benchmark.html​ + +- Decorator style to do partial profiling - + https://github.com/pythonprofilers/memory_profiler or + https://github.com/pyutils/line_profiler + +- Defining a decorator o wrapper for the TimeProfiler could be helpful + to provide more control and access to time profiling other parts of + the codebase​ + +- Asynchronous code profiling -> https://github.com/sumerc/yappi​ + +- Performance benchmarking and integration with CI/CD - possibility to + run the profiler for different code releases as part of github + actions​ + +- Energy reports ​ + +- Better compatibility with other hardware ( AMD GPUs, IPUs, etc). - + System metrics monitor might not work out of the box with other + hardware different from Nvidia, since the library it uses to record + the gpu metrics it's pynvml. We could extend the functionality to be + able to profile other hardware like AMS GPUs or Graphcore IPUs + +- Support other components of Anemoi like anemoi-inference From ef54ffbd20073b4fc0e75890d34118665618739d Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 7 Oct 2024 13:56:07 +0000 Subject: [PATCH 21/47] fix pre-commit docs --- docs/user-guide/benchmarking.rst | 50 +++++++++++++++----------------- 1 file changed, 24 insertions(+), 26 deletions(-) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index 07e9ef5e..88099a49 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -11,28 +11,26 @@ time, speed and hardware (memory, CPU/GPU usage) to profile training runs executed with anemoi-training. Apart from those reports, it is also possible to generate a model summary and a CUDA memory snapshot. -- Speed Report - Report with metrics associated to the throughput at +- **Speed Report** - Report with metrics associated to the throughput at training and validation time -- Time Report - Report with metrics associated to the time it takes to +- **Time Report** - Report with metrics associated to the time it takes to executes certain steps across the code -- Memory Report - Report with metrics associated to GPU and CPU memory +- **Memory Report** - Report with metrics associated to GPU and CPU memory allocation: focusing on listing those operations that are more memory-intensive. -- System/hardware Report - Report with aggregated metrics in terms of +- **System/hardware Report** - Report with aggregated metrics in terms of GPU utilisation & memory usage, CPU usage (system), average disk usage and total execution time -- Model Summary - table summary with information regarding the layers +- **Model Summary** - table summary with information regarding the layers and parameters of the model. -- Memory (GPU) Snapshot - memory snapshot that records the state of +- **Memory (GPU) Snapshot** - memory snapshot that records the state of allocated CUDA memory at any point in time, and optionally record the - history of allocation events that led up to that snapshot.​ The - generated snapshots can then be drag and dropped onto the interactive - viewer hosted at pytorch.org/memory_viz to explore the snapshot. + history of allocation events that led up to that snapshot.​ .. figure:: ../images/profiler/anemoi_profiler_high_level.png :alt: Schematic of the concept behind AnemoiProfiler @@ -45,7 +43,7 @@ possible to generate a model summary and a CUDA memory snapshot. Conceptual Diagram ================== -As described in the high-level idea section the `AnemoiProfiler` +As described in the high-level idea section the ``AnemoiProfiler`` includes a series of features and report to help benchmark the model training performance. Anemoi-training implementation uses PyTorch Lightning as deep learning framework. We have designed the @@ -84,7 +82,7 @@ The profiler has been built on top of the work already run in anemoi-training. For that we have defined a new class ``AnemoiProfiler`` that inherits from ``AnemoiTrainer`` where we just add new features and methods relevant to the generation of the reports and activation of the -profiling mode. Similarly to how we do `anemoi-trainining train` to +profiling mode. Similarly to how we do ``anemoi-trainining train`` to submit a new training job, we had added an new command to execute a profiler job, so we just need to do ``anemoi-training profiler``. @@ -98,8 +96,8 @@ to the Config section. The full command to then execute the profiler is: anemoi-training profiler --config-name=config.yaml The profiler requires certain new packages to be installed, and hence -has a specific section in the\ `pyproject.toml` -(`optional-dependencies.profile`). Hence the first time you'd like to +has a specific section in the\ ``pyproject.toml`` +(``optional-dependencies.profile``). Hence the first time you'd like to use you first need to make sure you have the dependencies installed by doing: @@ -116,25 +114,25 @@ diagnostics folder) file under benchmark_profiler key. As we mentioned the benchmark profiler can generate different reports. For each report there is an entry in the config, that decide if we want -or not to generate the report ( if enable:True the report is generated, +or not to generate the report ( if ``enabled:True`` the report is generated, if enable:False, then the report is skipped). Some reports have additional keys: -- For the time report, we can also control the length/verbosity of the - report. If `verbose: True`, the report will provide a more concise +- For the **time report**, we can also control the length/verbosity of the + report. If ``verbose: True``, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information -- In the case of the memory report, aside from the summary statistics +- In the case of the **memory report**, aside from the summary statistics the MemoryProfiler can also provide some additional insights that include memory traces and memory timeline, those can be switched on - by settings extra_plots entry. Additional config entries, warmup, - steps and `track_rank0_only` provide more control regarding the + by settings extra_plots entry. Additional config entries: ``warmup``, + ``steps`` and ``track_rank0_only`` provide more control regarding the generation of the memory timeline and traces and are explained in the memory profiler section. -- For the (memory) snapshot, we can also control the length/verbosity - of the report. If `verbose: True`, the report will provide a more +- For the **(memory) snapshot**, we can also control the length/verbosity + of the report. If ``verbose: True``, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information @@ -146,7 +144,7 @@ additional keys: BenchmarkProfiler ================= -The BenchmarkProfiler is the object in charge of generating the memory +The ``BenchmarkProfiler`` is the object in charge of generating the memory report, time report, model summary and the system report. As the diagram indicates, this class inherits from Pytorch Lightning Base Profiler Class. Pytorch Lightning already provides built in functionality that @@ -154,8 +152,8 @@ can be easily integrated with the Pytorch Lightning Trainer to profile the code. In particular, it provides access to some profilers (https://pytorch-lightning.readthedocs.io/en/1.5.10/advanced/profiler.html) that track performance across the training cycle in terms of execution -time ('Simple' and 'Advanced' Profilers) and in terms of CPU and GPU -usage ('Pytorch Profiler'). We have designed the Benchmark Profiler +time (``Simple`` and ``Advanced`` Profilers) and in terms of CPU and GPU +usage (``Pytorch Profiler``). We have designed the Benchmark Profiler taking advantage of that functionality and have extended it so it also provides a system report and model summary. The diagram below illustrates this. As can be seen the MemoryProfiler inherits from the @@ -168,8 +166,8 @@ Report as output. :align: center In the diagram, orange boxes mean output, dotted boxes refer to parent -classes. And `get_memory_profiler_df`, `get_time_profiler_df`, -`get_model_summary`, and `get_system_profiler_df` are the main function +classes. And ``get_memory_profiler_df``, ``get_time_profiler_df``, +``get_model_summary``, and ``get_system_profiler_df`` are the main function interfaces of the BenchmarkProfiler. Time Report From 56e222f64fcc2d6125300defbda411ca4e3f1e6c Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Mon, 7 Oct 2024 14:09:03 +0000 Subject: [PATCH 22/47] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- docs/user-guide/benchmarking.rst | 78 ++++++++++++++++---------------- 1 file changed, 40 insertions(+), 38 deletions(-) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index 88099a49..c2e68ef9 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -11,26 +11,26 @@ time, speed and hardware (memory, CPU/GPU usage) to profile training runs executed with anemoi-training. Apart from those reports, it is also possible to generate a model summary and a CUDA memory snapshot. -- **Speed Report** - Report with metrics associated to the throughput at - training and validation time +- **Speed Report** - Report with metrics associated to the throughput + at training and validation time -- **Time Report** - Report with metrics associated to the time it takes to - executes certain steps across the code +- **Time Report** - Report with metrics associated to the time it takes + to executes certain steps across the code -- **Memory Report** - Report with metrics associated to GPU and CPU memory - allocation: focusing on listing those operations that are more +- **Memory Report** - Report with metrics associated to GPU and CPU + memory allocation: focusing on listing those operations that are more memory-intensive. -- **System/hardware Report** - Report with aggregated metrics in terms of - GPU utilisation & memory usage, CPU usage (system), average disk +- **System/hardware Report** - Report with aggregated metrics in terms + of GPU utilisation & memory usage, CPU usage (system), average disk usage and total execution time -- **Model Summary** - table summary with information regarding the layers - and parameters of the model. +- **Model Summary** - table summary with information regarding the + layers and parameters of the model. - **Memory (GPU) Snapshot** - memory snapshot that records the state of allocated CUDA memory at any point in time, and optionally record the - history of allocation events that led up to that snapshot.​ + history of allocation events that led up to that snapshot.​ .. figure:: ../images/profiler/anemoi_profiler_high_level.png :alt: Schematic of the concept behind AnemoiProfiler @@ -114,29 +114,30 @@ diagnostics folder) file under benchmark_profiler key. As we mentioned the benchmark profiler can generate different reports. For each report there is an entry in the config, that decide if we want -or not to generate the report ( if ``enabled:True`` the report is generated, -if enable:False, then the report is skipped). Some reports have -additional keys: - -- For the **time report**, we can also control the length/verbosity of the - report. If ``verbose: True``, the report will provide a more concise - set of actions while if False, the report will include the full list - of profiled actions. See Time Report section for more information - -- In the case of the **memory report**, aside from the summary statistics - the MemoryProfiler can also provide some additional insights that - include memory traces and memory timeline, those can be switched on - by settings extra_plots entry. Additional config entries: ``warmup``, - ``steps`` and ``track_rank0_only`` provide more control regarding the - generation of the memory timeline and traces and are explained in the - memory profiler section. - -- For the **(memory) snapshot**, we can also control the length/verbosity - of the report. If ``verbose: True``, the report will provide a more +or not to generate the report ( if ``enabled:True`` the report is +generated, if enable:False, then the report is skipped). Some reports +have additional keys: + +- For the **time report**, we can also control the length/verbosity of + the report. If ``verbose: True``, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information +- In the case of the **memory report**, aside from the summary + statistics the MemoryProfiler can also provide some additional + insights that include memory traces and memory timeline, those can be + switched on by settings extra_plots entry. Additional config entries: + ``warmup``, ``steps`` and ``track_rank0_only`` provide more control + regarding the generation of the memory timeline and traces and are + explained in the memory profiler section. + +- For the **(memory) snapshot**, we can also control the + length/verbosity of the report. If ``verbose: True``, the report will + provide a more concise set of actions while if False, the report will + include the full list of profiled actions. See Time Report section + for more information + .. figure:: ../images/profiler/anemoi_profiler_config.png :alt: AnemoiProfiler Config Settings :align: center @@ -144,12 +145,13 @@ additional keys: BenchmarkProfiler ================= -The ``BenchmarkProfiler`` is the object in charge of generating the memory -report, time report, model summary and the system report. As the diagram -indicates, this class inherits from Pytorch Lightning Base Profiler -Class. Pytorch Lightning already provides built in functionality that -can be easily integrated with the Pytorch Lightning Trainer to profile -the code. In particular, it provides access to some profilers +The ``BenchmarkProfiler`` is the object in charge of generating the +memory report, time report, model summary and the system report. As the +diagram indicates, this class inherits from Pytorch Lightning Base +Profiler Class. Pytorch Lightning already provides built in +functionality that can be easily integrated with the Pytorch Lightning +Trainer to profile the code. In particular, it provides access to some +profilers (https://pytorch-lightning.readthedocs.io/en/1.5.10/advanced/profiler.html) that track performance across the training cycle in terms of execution time (``Simple`` and ``Advanced`` Profilers) and in terms of CPU and GPU @@ -167,8 +169,8 @@ Report as output. In the diagram, orange boxes mean output, dotted boxes refer to parent classes. And ``get_memory_profiler_df``, ``get_time_profiler_df``, -``get_model_summary``, and ``get_system_profiler_df`` are the main function -interfaces of the BenchmarkProfiler. +``get_model_summary``, and ``get_system_profiler_df`` are the main +function interfaces of the BenchmarkProfiler. Time Report ----------- From 4aa225ad424bc7277a45a1f789481a09c57ed661 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 7 Oct 2024 14:19:37 +0000 Subject: [PATCH 23/47] minor updates --- docs/user-guide/benchmarking.rst | 286 ++++++++++++++++--------------- 1 file changed, 147 insertions(+), 139 deletions(-) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index 88099a49..13b03792 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -11,26 +11,26 @@ time, speed and hardware (memory, CPU/GPU usage) to profile training runs executed with anemoi-training. Apart from those reports, it is also possible to generate a model summary and a CUDA memory snapshot. -- **Speed Report** - Report with metrics associated to the throughput at - training and validation time +- **Speed Report** - Report with metrics associated to the throughput + at training and validation time -- **Time Report** - Report with metrics associated to the time it takes to - executes certain steps across the code +- **Time Report** - Report with metrics associated to the time it takes + to executes certain steps across the code -- **Memory Report** - Report with metrics associated to GPU and CPU memory - allocation: focusing on listing those operations that are more +- **Memory Report** - Report with metrics associated to GPU and CPU + memory allocation: focusing on listing those operations that are more memory-intensive. -- **System/hardware Report** - Report with aggregated metrics in terms of - GPU utilisation & memory usage, CPU usage (system), average disk +- **System/hardware Report** - Report with aggregated metrics in terms + of GPU utilisation & memory usage, CPU usage (system), average disk usage and total execution time -- **Model Summary** - table summary with information regarding the layers - and parameters of the model. +- **Model Summary** - table summary with information regarding the + layers and parameters of the model. - **Memory (GPU) Snapshot** - memory snapshot that records the state of allocated CUDA memory at any point in time, and optionally record the - history of allocation events that led up to that snapshot.​ + history of allocation events that led up to that snapshot.​ .. figure:: ../images/profiler/anemoi_profiler_high_level.png :alt: Schematic of the concept behind AnemoiProfiler @@ -114,29 +114,30 @@ diagnostics folder) file under benchmark_profiler key. As we mentioned the benchmark profiler can generate different reports. For each report there is an entry in the config, that decide if we want -or not to generate the report ( if ``enabled:True`` the report is generated, -if enable:False, then the report is skipped). Some reports have -additional keys: - -- For the **time report**, we can also control the length/verbosity of the - report. If ``verbose: True``, the report will provide a more concise - set of actions while if False, the report will include the full list - of profiled actions. See Time Report section for more information - -- In the case of the **memory report**, aside from the summary statistics - the MemoryProfiler can also provide some additional insights that - include memory traces and memory timeline, those can be switched on - by settings extra_plots entry. Additional config entries: ``warmup``, - ``steps`` and ``track_rank0_only`` provide more control regarding the - generation of the memory timeline and traces and are explained in the - memory profiler section. - -- For the **(memory) snapshot**, we can also control the length/verbosity - of the report. If ``verbose: True``, the report will provide a more +or not to generate the report ( if ``enabled:True`` the report is +generated, if enable:False, then the report is skipped). Some reports +have additional keys: + +- For the **time report**, we can also control the length/verbosity of + the report. If ``verbose: True``, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information +- In the case of the **memory report**, aside from the summary + statistics the MemoryProfiler can also provide some additional + insights that include memory traces and memory timeline, those can be + switched on by settings extra_plots entry. Additional config entries: + ``warmup``, ``steps`` and ``track_rank0_only`` provide more control + regarding the generation of the memory timeline and traces and are + explained in the memory profiler section. + +- For the **(memory) snapshot**, we can also control the + length/verbosity of the report. If ``verbose: True``, the report will + provide a more concise set of actions while if False, the report will + include the full list of profiled actions. See Time Report section + for more information + .. figure:: ../images/profiler/anemoi_profiler_config.png :alt: AnemoiProfiler Config Settings :align: center @@ -144,12 +145,13 @@ additional keys: BenchmarkProfiler ================= -The ``BenchmarkProfiler`` is the object in charge of generating the memory -report, time report, model summary and the system report. As the diagram -indicates, this class inherits from Pytorch Lightning Base Profiler -Class. Pytorch Lightning already provides built in functionality that -can be easily integrated with the Pytorch Lightning Trainer to profile -the code. In particular, it provides access to some profilers +The ``BenchmarkProfiler`` is the object in charge of generating the +memory report, time report, model summary and the system report. As the +diagram indicates, this class inherits from Pytorch Lightning Base +Profiler Class. Pytorch Lightning already provides built in +functionality that can be easily integrated with the Pytorch Lightning +Trainer to profile the code. In particular, it provides access to some +profilers (https://pytorch-lightning.readthedocs.io/en/1.5.10/advanced/profiler.html) that track performance across the training cycle in terms of execution time (``Simple`` and ``Advanced`` Profilers) and in terms of CPU and GPU @@ -167,31 +169,31 @@ Report as output. In the diagram, orange boxes mean output, dotted boxes refer to parent classes. And ``get_memory_profiler_df``, ``get_time_profiler_df``, -``get_model_summary``, and ``get_system_profiler_df`` are the main function -interfaces of the BenchmarkProfiler. +``get_model_summary``, and ``get_system_profiler_df`` are the main +function interfaces of the BenchmarkProfiler. Time Report ----------- For the time report of our Benchmark Profiler we have decided to use the -`Simple Profiler`. This profiler provides support to profile both +``Simple Profiler``. This profiler provides support to profile both callbacks, DataHooks and ModelHooks in the training and validation loops. By default, the SimplerProfiler will record and output time estimates for any of the callbacks, DataHooks and ModelHooks that AnemoiTraining defines. To see this report, one just need to set in the -config verbose:True. However, since this might quite extensive, there is -an option to generate a shorter and more concise version of the time -report with verbose:False, so that it focuses on the callbacks and hooks -coming from 3 main categories: +config ``verbose:True``. However, since this might quite extensive, +there is an option to generate a shorter and more concise version of the +time report with verbose:False, so that it focuses on the callbacks and +hooks coming from 3 main categories: -- `LightningDataModule (AnemoiDatasetDataModule)` -- `LightningModule (GraphForecaster)` -- `ParallelisationStrategy (DDPGroupStrategy)` +- ``LightningDataModule (AnemoiDatasetDataModule)`` +- ``LightningModule (GraphForecaster)`` +- ``ParallelisationStrategy (DDPGroupStrategy)`` Aside from these 3 categories, the report also includes: - the execution time for the training_epoch (and training_batch) - - `run_training_epoch/run_training_batch` → Time it takes to + - ``run_training_epoch/run_training_batch`` → Time it takes to execute the 'training_step' per batch and per epoch ( check https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/fit_loop.py and @@ -199,15 +201,15 @@ Aside from these 3 categories, the report also includes: for reference) - the time it takes the training dataloader and validation dataloader to fetch one batch: - - `[_TrainingEpochLoop].train_dataloader_next` - - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py - - `[_EvaluationLoop].val_next` - - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/evaluation_loop.py + - `[_TrainingEpochLoop].train_dataloader_next + `_ + - `[_EvaluationLoop].val_next + `_ -- For the callbacks, the SimplerProfiler provides time estimates of all - the different steps defined for each class, so for simplicity the +- For the callbacks, the ``SimplerProfiler`` provides time estimates of + all the different steps defined for each class, so for simplicity the report just aggregate all those times into a single quantity (see - below example of AnemoiCheckpoint Callback) + below example of ``AnemoiCheckpoint`` Callback) Below you can find an example of the report the ``Time Profiler`` issues after its execution. @@ -216,7 +218,7 @@ after its execution. :alt: AnemoiProfiler Time Report :align: center -Note the above example corresponder to the time report generated when +Note the above example corresponds to the time report generated when verbose is set to False according to the config settings. If verbose is set to True, then there is no filtering applied to the actions profiled, and the time report will include many more entries. @@ -248,6 +250,7 @@ Below you can find an example of the ``System Report`` .. figure:: ../images/profiler/example_system_report.png :alt: AnemoiProfiler System Report :align: center + :width: 300px Memory Profiler --------------- @@ -295,34 +298,35 @@ Tracing all of the execution can be slow and result in very large trace files. To avoid this, we have some optional arguments that are passed to the profiler scheduler. -- warming up (`warmup=2` steps), during this phase profiler starts +- warming up (``warmup=2`` steps), during this phase profiler starts tracing, but the results are discarded; this phase is used to discard the samples obtained by the profiler at the beginning of the trace since they are usually skewed by an extra overhead; -- active tracing (`active=6` steps), during this phase profiler traces - and records data; +- active tracing (``active=6`` steps), during this phase profiler + traces and records data; It's possible to also generate additional products/reports with the memory profiler, the memory timeline and the memory traces. Those take more time to generate and hence it is possible to choose if we want them (extra_plots: True) or not (extra_plots: False). For details about those -exact plots please check the section below about 'Memory Profiler -Extras'. If using multiple GPUs, the output of the memory traces will be -significantly larger. Since usually there are certain operations that +exact plots please check the section below about **Memory Profiler +Extras**. If using multiple GPUs, the output of the memory traces will +be significantly larger. Since usually there are certain operations that just happen on rank 0, it might be we are just interested in the outputs coming from this device. It's possible then to generate traces and -results just from rank 0 by settings trace_rank0_only to True. Note if -we just have one device, then this flag doesn't make any difference, +results just from rank 0 by settings ``trace_rank0_only`` to True. Note +if we just have one device, then this flag doesn't make any difference, it's just relevant in case we have more than 1. **Note Memory Profiler - Patch** We identified a bug in the PytorchProfiler and we awaiting for the fix -(see PR) to be included as part of the next Pytorch Release (so far it's -just included in the nightly version). To avoid hitting the error, in -the current AnemoiProfiler we have introduce a patch (see PatchedProfile -class in the profilers.py script). This patch will be removed from the +(see `PR `_) to be +included as part of the next Pytorch Release (so far it's just included +in the nightly version). To avoid hitting the error, in the current +AnemoiProfiler we have introduce a patch (see ``PatchedProfile`` class +in the ``profilers.py`` script). This patch will be removed from the codebase as soon as we have a new Pytorch official release that include the fix @@ -333,7 +337,7 @@ the fix PytorchProfiler automatically generates categories based on the graph of tensor operations recorded during profiling, it's possible to visualise this categories and its evolution across the execution using the -`export_memory_timeline` method. You can find an example of the memory +``export_memory_timeline`` method. You can find an example of the memory timeline plot below (this is an example from https://pytorch.org/blog/understanding-gpu-memory-1/ ). The exported timeline plot is in html format. @@ -346,7 +350,7 @@ timeline plot is in html format. The PytorchProfiler enables recording of stack traces associated with memory allocations, and results can be outputted as a .json trace file. -The PyTorch Profiler leverages the `Kineto` library to collect GPU +The PyTorch Profiler leverages the ``Kineto`` library to collect GPU traces. . Kineto is the subsystem within Profiler that interfaces with CUPTI. GPU kernels execute asynchronously, and GPU-side support is needed to create the trace. NVIDIA provides this visibility via the @@ -367,39 +371,40 @@ Trace Analysis (HTA), it's an open source performance analysis and visualization Python library for PyTorch users. Holistic Trace Analysis package, provides the following features: -- Temporal Breakdown - Breakdown of time taken by the GPUs in terms of - time spent in computation, communication, memory events, and idle +- **Temporal Breakdown** - Breakdown of time taken by the GPUs in terms + of time spent in computation, communication, memory events, and idle time across all ranks. -- Kernel Breakdown - Finds kernels with the longest duration on each - rank. +- **Kernel Breakdown** - Finds kernels with the longest duration on + each rank. -- Kernel Duration Distribution - Distribution of average time taken by - longest kernels across different ranks. +- **Kernel Duration Distribution** - Distribution of average time taken + by longest kernels across different ranks. -- Idle Time Breakdown - Breakdown of GPU idle time into waiting for the - host, waiting for another kernel or attribution to an unknown cause. +- **Idle Time Breakdown** - Breakdown of GPU idle time into waiting for + the host, waiting for another kernel or attribution to an unknown + cause. -- Communication Computation Overlap - Calculate the percentage of time - when communication overlaps computation. +- **Communication Computation Overlap** - Calculate the percentage of + time when communication overlaps computation. -- Frequent CUDA Kernel Patterns - Find the CUDA kernels most frequently - launched by any given PyTorch or user defined operator. +- **Frequent CUDA Kernel Patterns** - Find the CUDA kernels most + frequently launched by any given PyTorch or user defined operator. -- CUDA Kernel Launch Statistics - Distributions of GPU kernels with +- **CUDA Kernel Launch Statistics** - Distributions of GPU kernels with very small duration, large duration, and excessive launch time. -- Augmented Counters (Queue length, Memory bandwidth) - Augmented trace - files which provide insights into memory bandwidth utilized and +- **Augmented Counters (Queue length, Memory bandwidth)** - Augmented + trace files which provide insights into memory bandwidth utilized and number of outstanding operations on each CUDA stream. -- Trace Comparison - A trace comparison tool to identify and visualize - the differences between traces. +- **Trace Comparison** - A trace comparison tool to identify and + visualize the differences between traces. -- CUPTI Counter Analysis - An experimental API to get GPU performance - counters. By attributing performance measurements from kernels to - PyTorch operators roofline analysis can be performed and kernels can - be optimized. +- **CUPTI Counter Analysis** - An experimental API to get GPU + performance counters. By attributing performance measurements from + kernels to PyTorch operators roofline analysis can be performed and + kernels can be optimized. To be able to load the traces and explore them using HTA, one can set up a jupyter notebook and run: @@ -475,9 +480,11 @@ standard deviation, sum and kernel type for each kernel on each rank. :align: center Using this data HTA creates many visualizations to identify performance -bottlenecks. - Pie charts of the top kernels for each kernel type for -each rank. - Bar graphs of the average duration across all ranks for -each of the top kernels and for each kernel type. +bottlenecks. + +- **Pie charts** of the top kernels for each kernel type for each rank. +- **Bar graphs** of the average duration across all ranks for each of + the top kernels and for each kernel type. .. figure:: ../images/profiler/kernel_breakdown_plots.png :alt: Kernel Breakdown HTA - Plots Example @@ -492,17 +499,17 @@ https://pytorch.org/blog/trace-analysis-for-masses/ Model Summary ------------- -While the `ModelSummary` does not fall within the category of any report -associated to computational performance, there is usually a connection -between the size of the model and it's demand for computational -resources. The `ModelSummary` provides a summary table breaking down the -model architecture and the number of trainable parameters per layer. The -functionality used to create this diagram relies on -https://github.com/TylerYep/torchinfo, and for the exact details one can -check the function `get_model_summary` defined as part of the -`BenchmarkProfiler` class. Below you can find an example of the Model -Summary produced. Note due to the size of the summary, the screenshot -below is truncated. +While the ``ModelSummary`` does not fall within the category of any +report associated to computational performance, there is usually a +connection between the size of the model and it's demand for +computational resources. The ``ModelSummary`` provides a summary table +breaking down the model architecture and the number of trainable +parameters per layer. The functionality used to create this diagram +relies on https://github.com/TylerYep/torchinfo, and for the exact +details one can check the function ``get_model_summary`` defined as part +of the ``BenchmarkProfiler`` class. Below you can find an example of the +Model Summary produced. Note due to the size of the summary, the +screenshot below is truncated. .. figure:: ../images/profiler/example_model_summary.png :alt: Example of AnemoiProfiler's Model Summary - Part I @@ -517,15 +524,15 @@ ProfilerProgressBar **Speed Report** -While time and speed are related, we wanted to have a separate `Speed -Report` that would just focus on the metrics associated to training and +While time and speed are related, we wanted to have a separate ``Speed +Report`` that would just focus on the metrics associated to training and validation loops throughput. To get those metrics we take advantage of -the iterations per second reported by the TQDMProgress bar, that can be -easily integrated when running a model with PTL. As indicated in the +the iterations per second reported by the ``TQDMProgress`` bar, that can +be easily integrated when running a model with PTL. As indicated in the diagram below, the ProfilerProgressBar inherits from (TQDMProgress) and generates as main output the SpeedReport. -The progress bar measures the iteration per second `it/s` by computing +The progress bar measures the iteration per second ``it/s`` by computing the elapsed time at the start and end of each training and validation iteration** (where iteration in this case refers to number of batches in each epoch). The report provides an aggregated throughput by taking the @@ -543,15 +550,15 @@ provided a normalised dataloader throughput. :align: center :width: 300px -Note, this is not just the `training_step` as we had recorded in the +Note, this is not just the ``training_step`` as we had recorded in the 'Time Profiler Report' but it also includes all the callbacks/hooks that are executed during each training/validation iteration. Since most of our callbacks are related to sanity and validation plots carried out during the validation, we should expect lower throughputs compared to training -Below you can find an example of the report generated by the 'Speed -Profiler': +Below you can find an example of the report generated by the ``Speed +Profiler``: .. figure:: ../images/profiler/anemoi_profiler_speed_report.png :alt: Example of AnemoiProfiler's Speed Report @@ -569,7 +576,7 @@ With the latest pytorch versions (Pytorch equal or higher than 2.1), the library introduces new features to analyse the GPU memory footprint. https://pytorch.org/docs/stable/torch_cuda_memory.html#generating-a-snapshot . The AnemoiProfiler integrates these new features through a custom -callback 'MemorySnapshotRecorder'. The memory snapshot generated is a +callback ``MemorySnapshotRecorder``. The memory snapshot generated is a pickle file that records the state of allocated CUDA memory at any point in time, and optionally record the history of allocation events that led up to that snapshot. Captured memory snapshots will show memory events @@ -587,24 +594,25 @@ section): steps: 6 warmup: 2 -If we don't want to generate a snapshot we simply set the enabled flag -to False. If we enable the snapshot recorder, then we need to define the -number of steps we want to record. Note a bigger number of steps will -generate a heavier file that then might take longer to render in the -website (pytorch.org/memory_viz). The Callback so far is defined to -start tracking the CUDA memory at the start of the training batch, when -the global step matches the number of warmup steps and end at the end of -the training batch when the global step matches the number of total -steps (steps+warmup) defined. Note if warmup is null then no warmup -steps are considered, and the recording will star as soon as the -training starts. +If we don't want to generate a snapshot we simply set the ``enabled`` +flag to False. If we enable the snapshot recorder, then we need to +define the number of steps we want to record. Note a bigger number of +steps will generate a heavier file that then might take longer to render +in the website (pytorch.org/memory_viz). + +The Callback so far is defined to start tracking the CUDA memory at the +start of the training batch, when the global step matches the number of +warmup steps and end at the end of the training batch when the global +step matches the number of total steps (steps+warmup) defined. Note if +warmup is null then no warmup steps are considered, and the recording +will star as soon as the training starts. .. figure:: ../images/profiler/memory_snapshot_diagram.png :alt: AnemoiProfiler's MemorySnapshotRecorder Architecture :align: center :width: 300px -In the example below you can see how a memory snapshot for 6 steps +In the example below you can see how a ``memory snapshot`` for 6 steps looks: .. figure:: ../images/profiler/memory_snapshot_output.png @@ -629,7 +637,7 @@ large size of those files). :align: center One of the advantages of logging the reports as jsons, it's that those -files can be logged as 'table artifacts' and then we can compared them +files can be logged as ``table artifacts`` and then we can compared them across different runs through the Evaluation tab. Below you can see an example where we are comparing the system report metrics and speed metrics for two different runs @@ -656,9 +664,9 @@ explored, `validation_avg_throughput` the rate allows to see the evolution of the throughput in time. -Note - to get those metrics it's need to enable the `SpeedProfiler`. -Below you can find an example of how the training_rate and -validation_rate look like for two different runs. +Note - to get those metrics it's need to enable the ``SpeedProfiler``. +Below you can find an example of how the ``training_rate`` and +``validation_rate`` look like for two different runs. .. figure:: ../images/profiler/anemoi_profiler_training_rates.png :alt: Example of AnemoiProfiler's Training Rates @@ -678,21 +686,21 @@ Limitations​ - General challenge for AI code benchmarking results → Noise coming from hardware and AI stochastic behaviour​ -- SpeedReport → Robustness of the metrics (val/train rates and +- ``SpeedReport`` → Robustness of the metrics (val/train rates and throughput) ​​ -- TimeProfiler → Ability to profile just part of the code (so far the - SimplerProfiler just records 'pre-defined' hardcoded actions +- ``TimeProfiler`` → Ability to profile just part of the code (so far + the SimplerProfiler just records 'pre-defined' hardcoded actions according to the PROFILER_ACTIONS defined in the codebase. And as mentioned above those actions need to be a DataHook, ModelHook or Callback. ​ -- TimeProfiler → Limitations to time asyncronous part of the code​ +- ``TimeProfiler`` → Limitations to time asyncronous part of the code​ -- MemoryProfiler → Report requires good understanding of pytorch +- ``MemoryProfiler`` → Report requires good understanding of pytorch profiler model's operators -- SpeedReport → Train/val rates categorisation +- ``SpeedReport`` → Train/val rates categorisation Improvements​​ ============== @@ -703,9 +711,9 @@ Improvements​​ https://github.com/pythonprofilers/memory_profiler or https://github.com/pyutils/line_profiler -- Defining a decorator o wrapper for the TimeProfiler could be helpful - to provide more control and access to time profiling other parts of - the codebase​ +- Defining a decorator o wrapper for the ``TimeProfiler`` could be + helpful to provide more control and access to time profiling other + parts of the codebase​ - Asynchronous code profiling -> https://github.com/sumerc/yappi​ @@ -721,4 +729,4 @@ Improvements​​ the gpu metrics it's pynvml. We could extend the functionality to be able to profile other hardware like AMS GPUs or Graphcore IPUs -- Support other components of Anemoi like anemoi-inference +- Support other components of Anemoi like ``anemoi-inference`` From 86e58ba76305aa9c1376de797b2195a4407e77c1 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 7 Oct 2024 14:40:16 +0000 Subject: [PATCH 24/47] added docs for anemoi profiler --- docs/user-guide/benchmarking.rst | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index 13b03792..5be67946 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -548,7 +548,7 @@ provided a normalised dataloader throughput. .. figure:: ../images/profiler/anemoi_profiler_speedreport_diagram.png :alt: AnemoiProfiler's Speed Report Architecture :align: center - :width: 300px + :width: 200px Note, this is not just the ``training_step`` as we had recorded in the 'Time Profiler Report' but it also includes all the callbacks/hooks that @@ -563,6 +563,7 @@ Profiler``: .. figure:: ../images/profiler/anemoi_profiler_speed_report.png :alt: Example of AnemoiProfiler's Speed Report :align: center + :width: 300px ** CUDA and CPU total time as just time metrics (in seconds) computed by the Memory Profiler. For now we have decided to ingrate and display them @@ -610,7 +611,7 @@ will star as soon as the training starts. .. figure:: ../images/profiler/memory_snapshot_diagram.png :alt: AnemoiProfiler's MemorySnapshotRecorder Architecture :align: center - :width: 300px + :width: 200px In the example below you can see how a ``memory snapshot`` for 6 steps looks: @@ -618,7 +619,6 @@ looks: .. figure:: ../images/profiler/memory_snapshot_output.png :alt: Example of AnemoiProfiler's Memory Snapshot :align: center - :width: 300px ******************** Mlflow Integration From e94378233cc53cf4e85f64dc8db85ad3a1b90f05 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Tue, 8 Oct 2024 06:34:23 +0000 Subject: [PATCH 25/47] add section about profiling in overview --- docs/overview.rst | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/docs/overview.rst b/docs/overview.rst index 11611b6f..384c0377 100644 --- a/docs/overview.rst +++ b/docs/overview.rst @@ -91,6 +91,16 @@ and resolve issues during the training process, including: - Debug configurations for quick error identification - Guidance on isolating and addressing common problems + +8. Benchmarking and HPC Profiling +================================ + +Anemoi Training offers tools and configurations to support benchmarking and High-Performance Computing (HPC) profiling, allowing users to optimize training performance. This includes: + +- Benchmarking configurations for evaluating training efficiency across different hardware setups. +- Profiling tools for monitoring resource utilization (CPU, GPU, memory) and identifying performance bottlenecks. + + ************************** Components and Structure ************************** From e177bd665cdd607c25e198e11df1dd9d14bd4381 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Tue, 8 Oct 2024 06:35:25 +0000 Subject: [PATCH 26/47] add section about profiling in overview --- docs/overview.rst | 14 ++++++++------ 1 file changed, 8 insertions(+), 6 deletions(-) diff --git a/docs/overview.rst b/docs/overview.rst index 384c0377..268e287c 100644 --- a/docs/overview.rst +++ b/docs/overview.rst @@ -91,15 +91,17 @@ and resolve issues during the training process, including: - Debug configurations for quick error identification - Guidance on isolating and addressing common problems - 8. Benchmarking and HPC Profiling -================================ - -Anemoi Training offers tools and configurations to support benchmarking and High-Performance Computing (HPC) profiling, allowing users to optimize training performance. This includes: +================================= -- Benchmarking configurations for evaluating training efficiency across different hardware setups. -- Profiling tools for monitoring resource utilization (CPU, GPU, memory) and identifying performance bottlenecks. +Anemoi Training offers tools and configurations to support benchmarking +and High-Performance Computing (HPC) profiling, allowing users to +optimize training performance. This includes: +- Benchmarking configurations for evaluating training efficiency across + different hardware setups. +- Profiling tools for monitoring resource utilization (CPU, GPU, + memory) and identifying performance bottlenecks. ************************** Components and Structure From 328ca197013302b93f683796f89d2d63bef7af7c Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Tue, 8 Oct 2024 09:47:01 +0000 Subject: [PATCH 27/47] add comment to avoid confussion with profiler for troubleshooting --- docs/user-guide/benchmarking.rst | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index 5be67946..f7bf7e59 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -142,6 +142,16 @@ have additional keys: :alt: AnemoiProfiler Config Settings :align: center +**Note** - Anemoi Training also provides some functionality for quick +troubleshooting using just the PytorchProfiler. To know more about this +you can check the Troubleshooting section. This functionality is +activated by setting ``profiler:True`` in the diagnostics config. **When +using the benchmark profiler it's not necessary to set this flag**, +since the benchmark profiler will automatically activate the +PytorchProfiler when enabling the memory profiler. When running +``anemoi-training profiler`` it's then **recommended** to set +``profiler:False`` in the diagnostics config to avoid any conflicts. + BenchmarkProfiler ================= From 702287e841594b8af9e85c9035c5de7d7662cc4f Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Wed, 9 Oct 2024 14:37:49 +0000 Subject: [PATCH 28/47] added note about limit batches --- docs/user-guide/benchmarking.rst | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index f7bf7e59..bdbb57d0 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -316,6 +316,10 @@ the profiler scheduler. - active tracing (``active=6`` steps), during this phase profiler traces and records data; +**Note** if you use ``limit_batches`` in the dataloader, the number of +batches selected should be greater than the sum of warmup and steps. If +not, the profiler will not be able to generate the report. + It's possible to also generate additional products/reports with the memory profiler, the memory timeline and the memory traces. Those take more time to generate and hence it is possible to choose if we want them From a7280ab19c576fe16280fa05bbb5baf82c8c6023 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Thu, 24 Oct 2024 14:58:17 +0000 Subject: [PATCH 29/47] updated changelog --- CHANGELOG.md | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index e7e16d44..7e02f6ff 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -10,6 +10,11 @@ Keep it human-readable, your future self will thank you! ## [Unreleased](https://github.com/ecmwf/anemoi-training/compare/0.2.1...HEAD) + +### Added +- Feat: Anemoi Profiler compatible with mlflow and using Pytorch (Kineto) Profiler for memory report [38](https://github.com/ecmwf/anemoi-training/pull/38/) + + ## [0.2.1 - Bugfix: resuming mlflow runs](https://github.com/ecmwf/anemoi-training/compare/0.2.0...0.2.1) - 2024-10-24 ### Added @@ -53,7 +58,6 @@ Keep it human-readable, your future self will thank you! - Feature: Support training for datasets with missing time steps [#48](https://github.com/ecmwf/anemoi-training/pulls/48) - Feature: `AnemoiMlflowClient`, an mlflow client with authentication support [#86](https://github.com/ecmwf/anemoi-training/pull/86) - Long Rollout Plots -- Feat: Anemoi Profiler compatible with mlflow and using Pytorch (Kineto) Profiler for memory report ### Fixed From 05289e4a0fbfb71f6077b9dd3038a8812e310c35 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Fri, 25 Oct 2024 09:48:09 +0000 Subject: [PATCH 30/47] making sure anemoi-training profiler commands works in interactive gpu sessions --- pyproject.toml | 1 + src/anemoi/training/commands/profiler.py | 56 ++++++++++++++++--- .../training/diagnostics/mlflow/logger.py | 4 +- src/anemoi/training/diagnostics/profilers.py | 1 + src/anemoi/training/train/profiler.py | 4 ++ 5 files changed, 56 insertions(+), 10 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index bf257c99..6c4ea7f0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -93,6 +93,7 @@ urls.Repository = "https://github.com/ecmwf/anemoi-training/" # command for interactive DDP (not supposed to be used directly) # the dot is intentional, so it doesn't trigger autocomplete scripts.".anemoi-training-train" = "anemoi.training.commands.train:main" +scripts.".anemoi-training-profiler" = "anemoi.training.commands.profiler:main" # Add subcommand in the `commands` directory scripts.anemoi-training = "anemoi.training.__main__:main" diff --git a/src/anemoi/training/commands/profiler.py b/src/anemoi/training/commands/profiler.py index 53523f41..50bf2993 100644 --- a/src/anemoi/training/commands/profiler.py +++ b/src/anemoi/training/commands/profiler.py @@ -9,7 +9,9 @@ from __future__ import annotations import logging +import os import sys +from pathlib import Path from typing import TYPE_CHECKING from anemoi.training.commands import Command @@ -20,7 +22,7 @@ LOGGER = logging.getLogger(__name__) -class Profile(Command): +class Profiler(Command): """Commands to profile Anemoi models.""" accept_unknown_args = True @@ -29,19 +31,55 @@ class Profile(Command): def add_arguments(parser: argparse.ArgumentParser) -> argparse.ArgumentParser: return parser - @staticmethod - def run(args: list[str], unknown_args: list[str] | None = None) -> None: - del args + def run(self, args: list[str], unknown_args: list[str] | None = None) -> None: + # This will be picked up by the logger + os.environ["ANEMOI_PROFILER_CMD"] = f"{sys.argv[0]} {args.command}" + # Merge the known subcommands with a non-whitespace character for hydra + new_sysargv = self._merge_sysargv(args) + # Add the unknown arguments (belonging to hydra) to sys.argv if unknown_args is not None: - sys.argv = [sys.argv[0], *unknown_args] + sys.argv = [new_sysargv, *unknown_args] else: - sys.argv = [sys.argv[0]] + sys.argv = [new_sysargv] + # Import and run the profiler command LOGGER.info("Running anemoi profiling command with overrides: %s", sys.argv[1:]) - from anemoi.training.train.profiler import main as anemoi_profile + main() + + def _merge_sysargv(self, args: argparse.Namespace) -> str: + """Merge the sys.argv with the known subcommands to pass to hydra. + + Parameters + ---------- + args : argparse.Namespace + args from the command line + + Returns + ------- + str + Modified sys.argv as string + """ + argv = Path(sys.argv[0]) + + # this will turn "/env/bin/anemoi-training train" into "/env/bin/.anemoi-training-train" + # the dot at the beginning is intentional to not interfere with autocomplete + modified_sysargv = argv.with_name(f".{argv.name}-{args.command}") + + if hasattr(args, "subcommand"): + modified_sysargv += f"-{args.subcommand}" + return str(modified_sysargv) + + +def main() -> None: + # Use the environment variable to check if main is being called from the subcommand, not from the ddp entrypoint + if not os.environ.get("ANEMOI_PROFILER_CMD"): + error = "This entrypoint should not be called directly. Use `anemoi-training profiler` instead." + raise RuntimeError(error) + + from anemoi.training.train.profiler import main as anemoi_profiler - anemoi_profile() + anemoi_profiler() -command = Profile +command = Profiler diff --git a/src/anemoi/training/diagnostics/mlflow/logger.py b/src/anemoi/training/diagnostics/mlflow/logger.py index 183e7a0d..0a067cf3 100644 --- a/src/anemoi/training/diagnostics/mlflow/logger.py +++ b/src/anemoi/training/diagnostics/mlflow/logger.py @@ -377,7 +377,9 @@ def _get_mlflow_run_params( tags = {"projectName": project_name} # create a tag with the command used to run the script - command = os.environ.get("ANEMOI_TRAINING_CMD", sys.argv[0]) + command = os.environ.get("ANEMOI_TRAINING_CMD", sys.argv[0]) or os.environ.get( + "ANEMOI_PROFILER_CMD", sys.argv[0], + ) tags["command"] = command.split("/")[-1] # get the python script name tags["mlflow.source.name"] = command if len(sys.argv) > 1: diff --git a/src/anemoi/training/diagnostics/profilers.py b/src/anemoi/training/diagnostics/profilers.py index 4261fe83..4210f6d2 100644 --- a/src/anemoi/training/diagnostics/profilers.py +++ b/src/anemoi/training/diagnostics/profilers.py @@ -332,6 +332,7 @@ def handler_fn(prof: pl.profilers.Profiler) -> None: worker_name = f"{socket.gethostname()}_{os.getpid()}" file_name = str(dir_name / f"{worker_name}.{stage}.{time.time_ns()}.pt.trace.json") + LOGGER.info("Saving memory trace to %s", file_name) prof.export_chrome_trace(file_name) return handler_fn diff --git a/src/anemoi/training/train/profiler.py b/src/anemoi/training/train/profiler.py index 43182e01..e951e252 100644 --- a/src/anemoi/training/train/profiler.py +++ b/src/anemoi/training/train/profiler.py @@ -344,3 +344,7 @@ def profile(self) -> None: @hydra.main(version_base=None, config_path="../config", config_name="config") def main(config: DictConfig) -> None: AnemoiProfiler(config).profile() + + +if __name__ == "__main__": + main() From df766865d4087607754bb14a46819c99e8174132 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Fri, 25 Oct 2024 09:48:34 +0000 Subject: [PATCH 31/47] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- pyproject.toml | 4 ++-- src/anemoi/training/diagnostics/mlflow/logger.py | 3 ++- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 6c4ea7f0..24657395 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -90,11 +90,11 @@ urls.Documentation = "https://anemoi-training.readthedocs.io/" urls.Homepage = "https://github.com/ecmwf/anemoi-training/" urls.Issues = "https://github.com/ecmwf/anemoi-training/issues" urls.Repository = "https://github.com/ecmwf/anemoi-training/" +scripts.".anemoi-training-profiler" = "anemoi.training.commands.profiler:main" + # command for interactive DDP (not supposed to be used directly) # the dot is intentional, so it doesn't trigger autocomplete scripts.".anemoi-training-train" = "anemoi.training.commands.train:main" -scripts.".anemoi-training-profiler" = "anemoi.training.commands.profiler:main" - # Add subcommand in the `commands` directory scripts.anemoi-training = "anemoi.training.__main__:main" diff --git a/src/anemoi/training/diagnostics/mlflow/logger.py b/src/anemoi/training/diagnostics/mlflow/logger.py index 0a067cf3..cc518c88 100644 --- a/src/anemoi/training/diagnostics/mlflow/logger.py +++ b/src/anemoi/training/diagnostics/mlflow/logger.py @@ -378,7 +378,8 @@ def _get_mlflow_run_params( # create a tag with the command used to run the script command = os.environ.get("ANEMOI_TRAINING_CMD", sys.argv[0]) or os.environ.get( - "ANEMOI_PROFILER_CMD", sys.argv[0], + "ANEMOI_PROFILER_CMD", + sys.argv[0], ) tags["command"] = command.split("/")[-1] # get the python script name tags["mlflow.source.name"] = command From 977c3e4b595ded3392a5ab780ec3f643d7a5cbe1 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Fri, 25 Oct 2024 09:51:25 +0000 Subject: [PATCH 32/47] update docs --- docs/user-guide/benchmarking.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index bdbb57d0..c4ba3360 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -103,7 +103,7 @@ doing: .. code:: bash - pip install -e .[profile] + pip install -e anemoi-training[profile] Config ====== From 442dd9a54fd7c2085def89f75b7285e25dfc9566 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Fri, 25 Oct 2024 09:53:48 +0000 Subject: [PATCH 33/47] removed comment based on refactor callbacks PR --- src/anemoi/training/diagnostics/callbacks/__init__.py | 4 ---- 1 file changed, 4 deletions(-) diff --git a/src/anemoi/training/diagnostics/callbacks/__init__.py b/src/anemoi/training/diagnostics/callbacks/__init__.py index ab67e267..1e9b0a09 100644 --- a/src/anemoi/training/diagnostics/callbacks/__init__.py +++ b/src/anemoi/training/diagnostics/callbacks/__init__.py @@ -5,10 +5,6 @@ # granted to it by virtue of its status as an intergovernmental organisation # nor does it submit to any jurisdiction. -# * [WHY ARE CALLBACKS UNDER __init__.py?] -# * This functionality will be restructured in the near future -# * so for now callbacks are under __init__.py - from __future__ import annotations import copy From 60368aebbf96c2880060dcca177e4a7d8435fc3f Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Fri, 25 Oct 2024 12:39:43 +0000 Subject: [PATCH 34/47] adapted patchedProfile to not break HTA --- src/anemoi/training/diagnostics/profilers.py | 15 +++++++++++++-- 1 file changed, 13 insertions(+), 2 deletions(-) diff --git a/src/anemoi/training/diagnostics/profilers.py b/src/anemoi/training/diagnostics/profilers.py index 4210f6d2..cf045a23 100644 --- a/src/anemoi/training/diagnostics/profilers.py +++ b/src/anemoi/training/diagnostics/profilers.py @@ -6,7 +6,6 @@ # nor does it submit to any jurisdiction. from __future__ import annotations -import json import logging import re from pathlib import Path @@ -260,11 +259,23 @@ def stop(self, *args, **kwargs) -> None: pass +def _convert_npint_to_int(obj: Any) -> dict | list | int | str | float: + """Recursively converts all np.int64 values in the input to Python int.""" + # Recursively converts all np.int64 to int + if isinstance(obj, dict): + return {k: _convert_npint_to_int(v) for k, v in obj.items()} + if isinstance(obj, list): + return [_convert_npint_to_int(item) for item in obj] + if isinstance(obj, np.integer): + return int(obj) # Convert np.int64 to int + return obj + + class PatchedProfile(profile): def _get_distributed_info(self) -> dict[str, str]: dist_info = super()._get_distributed_info() - return json.dumps(dist_info, default=str) + return _convert_npint_to_int(dist_info) class BenchmarkProfiler(Profiler): From 9c5002307af07c1c15f38275e4cb5fc304673768 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Fri, 25 Oct 2024 13:55:43 +0000 Subject: [PATCH 35/47] avoid code duplication in commands and fix copyright notice --- src/anemoi/training/commands/profiler.py | 44 +++---------------- .../training/diagnostics/mlflow/logger.py | 5 +-- src/anemoi/training/diagnostics/profilers.py | 5 ++- src/anemoi/training/train/profiler.py | 5 ++- 4 files changed, 15 insertions(+), 44 deletions(-) diff --git a/src/anemoi/training/commands/profiler.py b/src/anemoi/training/commands/profiler.py index 50bf2993..226d6d3f 100644 --- a/src/anemoi/training/commands/profiler.py +++ b/src/anemoi/training/commands/profiler.py @@ -1,39 +1,32 @@ -# (C) Copyright 2024 ECMWF. +# (C) Copyright 2024 Anemoi contributors. # # This software is licensed under the terms of the Apache Licence Version 2.0 # which can be obtained at http://www.apache.org/licenses/LICENSE-2.0. +# # In applying this licence, ECMWF does not waive the privileges and immunities # granted to it by virtue of its status as an intergovernmental organisation # nor does it submit to any jurisdiction. + from __future__ import annotations import logging import os import sys -from pathlib import Path -from typing import TYPE_CHECKING - -from anemoi.training.commands import Command -if TYPE_CHECKING: - import argparse +from anemoi.training.commands.train import Train LOGGER = logging.getLogger(__name__) -class Profiler(Command): +class Profiler(Train): """Commands to profile Anemoi models.""" accept_unknown_args = True - @staticmethod - def add_arguments(parser: argparse.ArgumentParser) -> argparse.ArgumentParser: - return parser - def run(self, args: list[str], unknown_args: list[str] | None = None) -> None: # This will be picked up by the logger - os.environ["ANEMOI_PROFILER_CMD"] = f"{sys.argv[0]} {args.command}" + os.environ["ANEMOI_TRAINING_CMD"] = f"{sys.argv[0]} {args.command}" # Merge the known subcommands with a non-whitespace character for hydra new_sysargv = self._merge_sysargv(args) @@ -47,33 +40,10 @@ def run(self, args: list[str], unknown_args: list[str] | None = None) -> None: LOGGER.info("Running anemoi profiling command with overrides: %s", sys.argv[1:]) main() - def _merge_sysargv(self, args: argparse.Namespace) -> str: - """Merge the sys.argv with the known subcommands to pass to hydra. - - Parameters - ---------- - args : argparse.Namespace - args from the command line - - Returns - ------- - str - Modified sys.argv as string - """ - argv = Path(sys.argv[0]) - - # this will turn "/env/bin/anemoi-training train" into "/env/bin/.anemoi-training-train" - # the dot at the beginning is intentional to not interfere with autocomplete - modified_sysargv = argv.with_name(f".{argv.name}-{args.command}") - - if hasattr(args, "subcommand"): - modified_sysargv += f"-{args.subcommand}" - return str(modified_sysargv) - def main() -> None: # Use the environment variable to check if main is being called from the subcommand, not from the ddp entrypoint - if not os.environ.get("ANEMOI_PROFILER_CMD"): + if not os.environ.get("ANEMOI_TRAINING_CMD"): error = "This entrypoint should not be called directly. Use `anemoi-training profiler` instead." raise RuntimeError(error) diff --git a/src/anemoi/training/diagnostics/mlflow/logger.py b/src/anemoi/training/diagnostics/mlflow/logger.py index cc518c88..183e7a0d 100644 --- a/src/anemoi/training/diagnostics/mlflow/logger.py +++ b/src/anemoi/training/diagnostics/mlflow/logger.py @@ -377,10 +377,7 @@ def _get_mlflow_run_params( tags = {"projectName": project_name} # create a tag with the command used to run the script - command = os.environ.get("ANEMOI_TRAINING_CMD", sys.argv[0]) or os.environ.get( - "ANEMOI_PROFILER_CMD", - sys.argv[0], - ) + command = os.environ.get("ANEMOI_TRAINING_CMD", sys.argv[0]) tags["command"] = command.split("/")[-1] # get the python script name tags["mlflow.source.name"] = command if len(sys.argv) > 1: diff --git a/src/anemoi/training/diagnostics/profilers.py b/src/anemoi/training/diagnostics/profilers.py index cf045a23..96a6f3c4 100644 --- a/src/anemoi/training/diagnostics/profilers.py +++ b/src/anemoi/training/diagnostics/profilers.py @@ -1,9 +1,12 @@ -# (C) Copyright 2024 European Centre for Medium-Range Weather Forecasts. +# (C) Copyright 2024 Anemoi contributors. +# # This software is licensed under the terms of the Apache Licence Version 2.0 # which can be obtained at http://www.apache.org/licenses/LICENSE-2.0. +# # In applying this licence, ECMWF does not waive the privileges and immunities # granted to it by virtue of its status as an intergovernmental organisation # nor does it submit to any jurisdiction. + from __future__ import annotations import logging diff --git a/src/anemoi/training/train/profiler.py b/src/anemoi/training/train/profiler.py index e951e252..2e6b0ce7 100644 --- a/src/anemoi/training/train/profiler.py +++ b/src/anemoi/training/train/profiler.py @@ -1,11 +1,12 @@ -# (C) Copyright 2024 ECMWF. +# (C) Copyright 2024 Anemoi contributors. # # This software is licensed under the terms of the Apache Licence Version 2.0 # which can be obtained at http://www.apache.org/licenses/LICENSE-2.0. +# # In applying this licence, ECMWF does not waive the privileges and immunities # granted to it by virtue of its status as an intergovernmental organisation # nor does it submit to any jurisdiction. -# + from __future__ import annotations import logging From 34494b8575b91a306d039b1fa390d3b98c6af155 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 28 Oct 2024 13:45:40 +0000 Subject: [PATCH 36/47] refactor to have base command --- pyproject.toml | 3 +- src/anemoi/training/commands/train.py | 45 ++++++++++++++++----------- 2 files changed, 27 insertions(+), 21 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 24657395..7c12a6e9 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -90,10 +90,9 @@ urls.Documentation = "https://anemoi-training.readthedocs.io/" urls.Homepage = "https://github.com/ecmwf/anemoi-training/" urls.Issues = "https://github.com/ecmwf/anemoi-training/issues" urls.Repository = "https://github.com/ecmwf/anemoi-training/" -scripts.".anemoi-training-profiler" = "anemoi.training.commands.profiler:main" - # command for interactive DDP (not supposed to be used directly) # the dot is intentional, so it doesn't trigger autocomplete +scripts.".anemoi-training-profiler" = "anemoi.training.commands.profiler:main" scripts.".anemoi-training-train" = "anemoi.training.commands.train:main" # Add subcommand in the `commands` directory scripts.anemoi-training = "anemoi.training.__main__:main" diff --git a/src/anemoi/training/commands/train.py b/src/anemoi/training/commands/train.py index 44ce186f..c4013209 100644 --- a/src/anemoi/training/commands/train.py +++ b/src/anemoi/training/commands/train.py @@ -23,31 +23,13 @@ LOGGER = logging.getLogger(__name__) - -class Train(Command): - """Commands to train Anemoi models.""" - +class TrainBase(Command,): accept_unknown_args = True @staticmethod def add_arguments(parser: argparse.ArgumentParser) -> argparse.ArgumentParser: return parser - def run(self, args: argparse.Namespace, unknown_args: list[str] | None = None) -> None: - # This will be picked up by the logger - os.environ["ANEMOI_TRAINING_CMD"] = f"{sys.argv[0]} {args.command}" - # Merge the known subcommands with a non-whitespace character for hydra - new_sysargv = self._merge_sysargv(args) - - # Add the unknown arguments (belonging to hydra) to sys.argv - if unknown_args is not None: - sys.argv = [new_sysargv, *unknown_args] - else: - sys.argv = [new_sysargv] - - LOGGER.info("Running anemoi training command with overrides: %s", sys.argv[1:]) - main() - def _merge_sysargv(self, args: argparse.Namespace) -> str: """Merge the sys.argv with the known subcommands to pass to hydra. @@ -74,6 +56,31 @@ def _merge_sysargv(self, args: argparse.Namespace) -> str: modified_sysargv += f"-{args.subcommand}" return str(modified_sysargv) + def prepare_sysargv(self, args: argparse.Namespace, unknown_args: list[str] | None = None) -> None: + # This will be picked up by the logger + os.environ["ANEMOI_TRAINING_CMD"] = f"{sys.argv[0]} {args.command}" + # Merge the known subcommands with a non-whitespace character for hydra + new_sysargv = self._merge_sysargv(args) + + # Add the unknown arguments (belonging to hydra) to sys.argv + if unknown_args is not None: + sys.argv = [new_sysargv, *unknown_args] + else: + sys.argv = [new_sysargv] + + + + +class Train(TrainBase): + """Commands to train Anemoi models.""" + + def run(self, args: argparse.Namespace, unknown_args: list[str] | None = None) -> None: + # This will be picked up by the logger + self.prepare_sysargv(args, unknown_args) + + LOGGER.info("Running anemoi training command with overrides: %s", sys.argv[1:]) + main() + def main() -> None: # Use the environment variable to check if main is being called from the subcommand, not from the ddp entrypoint From a279ac0c66d9b71cc098c553181dacc684876ea3 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 28 Oct 2024 14:22:22 +0000 Subject: [PATCH 37/47] consistency with train command and docs update --- docs/user-guide/benchmarking.rst | 8 +- pyproject.toml | 2 +- src/anemoi/training/commands/profiler.py | 55 ---- src/anemoi/training/commands/train.py | 7 +- src/anemoi/training/train/profiler.py | 351 ----------------------- 5 files changed, 9 insertions(+), 414 deletions(-) delete mode 100644 src/anemoi/training/commands/profiler.py delete mode 100644 src/anemoi/training/train/profiler.py diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index c4ba3360..98ac2a9d 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -84,7 +84,7 @@ that inherits from ``AnemoiTrainer`` where we just add new features and methods relevant to the generation of the reports and activation of the profiling mode. Similarly to how we do ``anemoi-trainining train`` to submit a new training job, we had added an new command to execute a -profiler job, so we just need to do ``anemoi-training profiler``. +profiler job, so we just need to do ``anemoi-training profile``. Following the same concept as we have with the train command, the profiler command is also controlled via the definition of a config. For @@ -93,7 +93,7 @@ to the Config section. The full command to then execute the profiler is: .. code:: bash - anemoi-training profiler --config-name=config.yaml + anemoi-training profile --config-name=config.yaml The profiler requires certain new packages to be installed, and hence has a specific section in the\ ``pyproject.toml`` @@ -149,7 +149,7 @@ activated by setting ``profiler:True`` in the diagnostics config. **When using the benchmark profiler it's not necessary to set this flag**, since the benchmark profiler will automatically activate the PytorchProfiler when enabling the memory profiler. When running -``anemoi-training profiler`` it's then **recommended** to set +``anemoi-training profile`` it's then **recommended** to set ``profiler:False`` in the diagnostics config to avoid any conflicts. BenchmarkProfiler @@ -436,7 +436,7 @@ a jupyter notebook and run: OmegaConf.resolve(cfg) - # Run anemoi-training profiler to generate the traces and get the run_id + # Run anemoi-training profile to generate the traces and get the run_id run_id = "b0cc5f6fa6c0476aa1264ad7aacafb4d/" tracepath = cfg.hardware.paths.profiler + run_id analyzer = TraceAnalysis(trace_dir=tracepath) diff --git a/pyproject.toml b/pyproject.toml index 7c12a6e9..4e4405c5 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -92,7 +92,7 @@ urls.Issues = "https://github.com/ecmwf/anemoi-training/issues" urls.Repository = "https://github.com/ecmwf/anemoi-training/" # command for interactive DDP (not supposed to be used directly) # the dot is intentional, so it doesn't trigger autocomplete -scripts.".anemoi-training-profiler" = "anemoi.training.commands.profiler:main" +scripts.".anemoi-training-profile" = "anemoi.training.commands.profile:main" scripts.".anemoi-training-train" = "anemoi.training.commands.train:main" # Add subcommand in the `commands` directory scripts.anemoi-training = "anemoi.training.__main__:main" diff --git a/src/anemoi/training/commands/profiler.py b/src/anemoi/training/commands/profiler.py deleted file mode 100644 index 226d6d3f..00000000 --- a/src/anemoi/training/commands/profiler.py +++ /dev/null @@ -1,55 +0,0 @@ -# (C) Copyright 2024 Anemoi contributors. -# -# This software is licensed under the terms of the Apache Licence Version 2.0 -# which can be obtained at http://www.apache.org/licenses/LICENSE-2.0. -# -# In applying this licence, ECMWF does not waive the privileges and immunities -# granted to it by virtue of its status as an intergovernmental organisation -# nor does it submit to any jurisdiction. - - -from __future__ import annotations - -import logging -import os -import sys - -from anemoi.training.commands.train import Train - -LOGGER = logging.getLogger(__name__) - - -class Profiler(Train): - """Commands to profile Anemoi models.""" - - accept_unknown_args = True - - def run(self, args: list[str], unknown_args: list[str] | None = None) -> None: - # This will be picked up by the logger - os.environ["ANEMOI_TRAINING_CMD"] = f"{sys.argv[0]} {args.command}" - # Merge the known subcommands with a non-whitespace character for hydra - new_sysargv = self._merge_sysargv(args) - - # Add the unknown arguments (belonging to hydra) to sys.argv - if unknown_args is not None: - sys.argv = [new_sysargv, *unknown_args] - else: - sys.argv = [new_sysargv] - - # Import and run the profiler command - LOGGER.info("Running anemoi profiling command with overrides: %s", sys.argv[1:]) - main() - - -def main() -> None: - # Use the environment variable to check if main is being called from the subcommand, not from the ddp entrypoint - if not os.environ.get("ANEMOI_TRAINING_CMD"): - error = "This entrypoint should not be called directly. Use `anemoi-training profiler` instead." - raise RuntimeError(error) - - from anemoi.training.train.profiler import main as anemoi_profiler - - anemoi_profiler() - - -command = Profiler diff --git a/src/anemoi/training/commands/train.py b/src/anemoi/training/commands/train.py index c4013209..3df90dfa 100644 --- a/src/anemoi/training/commands/train.py +++ b/src/anemoi/training/commands/train.py @@ -23,7 +23,10 @@ LOGGER = logging.getLogger(__name__) -class TrainBase(Command,): + +class TrainBase( + Command, +): accept_unknown_args = True @staticmethod @@ -68,8 +71,6 @@ def prepare_sysargv(self, args: argparse.Namespace, unknown_args: list[str] | No else: sys.argv = [new_sysargv] - - class Train(TrainBase): """Commands to train Anemoi models.""" diff --git a/src/anemoi/training/train/profiler.py b/src/anemoi/training/train/profiler.py deleted file mode 100644 index 2e6b0ce7..00000000 --- a/src/anemoi/training/train/profiler.py +++ /dev/null @@ -1,351 +0,0 @@ -# (C) Copyright 2024 Anemoi contributors. -# -# This software is licensed under the terms of the Apache Licence Version 2.0 -# which can be obtained at http://www.apache.org/licenses/LICENSE-2.0. -# -# In applying this licence, ECMWF does not waive the privileges and immunities -# granted to it by virtue of its status as an intergovernmental organisation -# nor does it submit to any jurisdiction. - -from __future__ import annotations - -import logging -import os -import warnings -from datetime import datetime -from datetime import timezone -from functools import cached_property -from pathlib import Path -from typing import TYPE_CHECKING - -import hydra -import pandas as pd -from pytorch_lightning.utilities import rank_zero_only -from rich.console import Console - -if TYPE_CHECKING: - from anemoi.training.data.datamodule import AnemoiDatasetsDataModule - from pytorch_lightning.loggers.logger import Logger - from omegaconf import DictConfig - import pytorch_lightning as pl - -from anemoi.training.diagnostics.profilers import BenchmarkProfiler -from anemoi.training.diagnostics.profilers import ProfilerProgressBar -from anemoi.training.train.train import AnemoiTrainer - -LOGGER = logging.getLogger(__name__) -console = Console(record=True, width=200) - - -class AnemoiProfiler(AnemoiTrainer): - """Profiling for Anemoi.""" - - def __init__(self, config: DictConfig) -> None: - super().__init__(config) - - def print_report(self, title: str, dataframe: pd.DataFrame, color: str = "white", emoji: str = "") -> None: - if title == "Model Summary": - console.print(f"[bold {color}]{title}[/bold {color}]", f":{emoji}:") - console.print(dataframe, end="\n\n") - else: - console.print(f"[bold {color}]{title}[/bold {color}]", f":{emoji}:") - console.print(dataframe.to_markdown(headers="keys", tablefmt="psql"), end="\n\n") - - @staticmethod - def print_title() -> None: - console.print("[bold magenta] Benchmark Profiler Summary [/bold magenta]!", ":book:") - - @staticmethod - def print_metadata() -> None: - console.print(f"[bold blue] SLURM NODE(s) {os.environ['HOST']} [/bold blue]!") - console.print(f"[bold blue] SLURM JOB ID {os.environ['SLURM_JOB_ID']} [/bold blue]!") - console.print(f"[bold blue] TIMESTAMP {datetime.now(timezone.utc).strftime('%d/%m/%Y %H:%M:%S')} [/bold blue]!") - - @rank_zero_only - def print_benchmark_profiler_report( - self, - speed_metrics_df: pd.DataFrame | None = None, - time_metrics_df: pd.DataFrame | None = None, - memory_metrics_df: pd.DataFrame | None = None, - system_metrics_df: pd.DataFrame | None = None, - model_summary: str | None = None, - ) -> None: - self.print_title() - self.print_metadata() - - if time_metrics_df is not None: - warnings.warn( - "INFO: Time Report metrics represent single-node metrics (not multi-node aggregated metrics)", - ) - warnings.warn("INFO: Metrics with a * symbol, represent the value after aggregating all steps") - self.print_report("Time Profiling", time_metrics_df, color="green", emoji="alarm_clock") - - if speed_metrics_df is not None: - warnings.warn( - "INFO: Speed Report metrics are single-node metrics (not multi-node aggregated metrics)", - ) - self.print_report("Speed Profiling", speed_metrics_df, color="yellow", emoji="racing_car") - - if memory_metrics_df is not None: - warnings.warn("INFO: Memory Report metrics represent metrics aggregated across all nodes") - self.print_report("Memory Profiling", memory_metrics_df, color="purple", emoji="floppy_disk") - - if system_metrics_df is not None: - self.print_report("System Profiling", system_metrics_df, color="Red", emoji="desktop_computer") - - if model_summary is not None: - self.print_report("Model Summary", model_summary, color="Orange", emoji="robot") - - @staticmethod - def write_benchmark_profiler_report() -> None: - console.save_html("report.html") - - @staticmethod - def to_df(sample_dict: dict[str, float], precision: str = ".5") -> pd.DataFrame: - df = pd.DataFrame(sample_dict.items()) - df.columns = ["metric", "value"] - df.value = df.value.apply(lambda x: f"%{precision}f" % x) - return df - - @cached_property - def speed_profile(self) -> None: - """Speed profiler Report. - - Get speed metrics from Progress Bar for training and validation. - """ - if self.config.diagnostics.benchmark_profiler.speed.enabled: - # Find the first ProfilerProgressBar callback. - for callback in self.callbacks: - if isinstance(callback, ProfilerProgressBar): - return self.profiler.get_speed_profiler_df(callback) - else: - error_msg = "No ProfilerProgressBar callback found." - raise ValueError(error_msg) - else: - return None - - def _get_logger(self) -> dict[str, Logger]: - if (self.config.diagnostics.log.wandb.enabled) and (not self.config.diagnostics.log.wandb.offline): - logger_info = {"logger_name": "wandb", "logger": self.wandb_logger} - elif self.config.diagnostics.log.tensorboard.enabled: - logger_info = {"logger_name": "tensorboard", "logger": self.tensorboard_logger} - elif self.config.diagnostics.log.mlflow.enabled: - logger_info = {"logger_name": "mlflow", "logger": self.mlflow_logger} - else: - LOGGER.warning("No logger enabled for system profiler") - logger_info = None - return logger_info - - @cached_property - def system_profile(self) -> None: - """System Profiler Report.""" - if self.config.diagnostics.benchmark_profiler.system.enabled: - logger_info = self._get_logger() - if logger_info: - return self.profiler.get_system_profiler_df( - logger_name=logger_info["logger_name"], - logger=logger_info["logger"], - ) - LOGGER.warning("System Profiler Report is not available") - return None - return None - - @cached_property - def memory_profile(self) -> None: - """Memory Profiler Report.""" - if self.config.diagnostics.benchmark_profiler.memory.enabled: - return self.profiler.get_memory_profiler_df() - return None - - @cached_property - def time_profile(self) -> None: - """Time Profiler Report.""" - if self.config.diagnostics.benchmark_profiler.time.enabled: - return self.profiler.get_time_profiler_df() - return None - - @cached_property - def model_summary(self) -> str: - if self.config.diagnostics.benchmark_profiler.model_summary.enabled: - if self.config.hardware.num_gpus_per_model > 1: - LOGGER.warning("Model Summary is not supported when using model sharding") - self.config.diagnostics.benchmark_profiler.model_summary.enabled = False - return None - model = self.model - example_input_array = self.example_input_array - return self.profiler.get_model_summary(model=model, example_input_array=example_input_array) - return None - - @rank_zero_only - def export_to_logger(self) -> None: - if (self.config.diagnostics.log.wandb.enabled) and (not self.config.diagnostics.log.wandb.offline): - self.to_wandb() - - elif self.config.diagnostics.log.mlflow.enabled: - self.to_mlflow() - - @rank_zero_only - def report(self) -> str: - """Print report to console.""" - LOGGER.info("Generating Profiler reports") - self.print_benchmark_profiler_report( - memory_metrics_df=self.memory_profile, - time_metrics_df=self.time_profile, - speed_metrics_df=self.speed_profile, # speed profile needs to be generated after time and memory reports - system_metrics_df=self.system_profile, - model_summary=self.model_summary, - ) - - def _get_extra_files(self) -> None: - extra_files = [] - extra_files.extend(self.profiler.dirpath.glob("*.pickle")) - # These trace files are too big to push to MLFlow so - # we won't push them as artifacts extra_files.extend(self.profiler.dirpath.glob("*.json")) - return extra_files - - def _log_reports_to_mlflow(self, run_id: str, data: pd.DataFrame, artifact_file: str, report_fname: str) -> None: - self.mlflow_logger.experiment.log_table( - run_id=run_id, - data=data, - artifact_file=artifact_file, - ) - - self.mlflow_logger.experiment.log_artifact(run_id, report_fname) - - @rank_zero_only - def to_mlflow(self) -> None: - """Log report into MLFlow.""" - LOGGER.info("logging to MLFlow Profiler report") - self.write_benchmark_profiler_report() - # check this https://stackoverflow.com/questions/71151054/how-to-log- d da-table-of-metrics-into-mlflow - - run_id = self.mlflow_logger.run_id - if self.config.diagnostics.benchmark_profiler.system.enabled: - self._log_reports_to_mlflow( - run_id=run_id, - data=self.system_profile, - artifact_file="system_metrics_report.json", - report_fname=self.profiler.system_report_fname, - ) - - if self.config.diagnostics.benchmark_profiler.time.enabled: - self._log_reports_to_mlflow( - run_id=run_id, - data=self.time_profile, - artifact_file="time_metrics_reports.json", - report_fname=self.profiler.time_report_fname, - ) - - if self.config.diagnostics.benchmark_profiler.speed.enabled: - self._log_reports_to_mlflow( - run_id=run_id, - data=self.speed_profile, - artifact_file="speed_metrics_reports.json", - report_fname=self.profiler.speed_report_fname, - ) - - if self.config.diagnostics.benchmark_profiler.memory.enabled: - self._log_reports_to_mlflow( - run_id=run_id, - data=self.memory_profile, - artifact_file="memory_metrics_reports.json", - report_fname=self.profiler.memory_report_fname, - ) - - extra_files = self._get_extra_files() - for file in extra_files: - artifact_path = self.profiler.dirpath / file - if artifact_path.is_file(): - self.mlflow_logger.experiment.log_artifact(run_id, artifact_path) - - if self.config.diagnostics.benchmark_profiler.model_summary.enabled: - self.mlflow_logger.experiment.log_artifact(run_id, self.profiler.model_summary_fname) - - @rank_zero_only - def to_wandb(self) -> None: - """Log report into W&B.""" - LOGGER.info("logging to W&B Profiler report") - self.write_benchmark_profiler_report() - import wandb - from pytorch_lightning.loggers.wandb import WandbLogger - - logger = WandbLogger( - project=self.run_dict["project"], - entity=self.run_dict["entity"], - id=self.run_dict["id"], - offline=self.config.diagnostics.log.wandb.offline, - resume=self.run_dict["id"], - ) - - logger.experiment.log({"speed_metrics_report": wandb.Table(dataframe=self.speed_profile)}) - logger.experiment.log({"memory_metrics_report": wandb.Table(dataframe=self.system_profile)}) - logger.experiment.log({"time_metrics_report": wandb.Table(dataframe=self.time_profile)}) - logger.experiment.log({"memory_metrics_report": wandb.Table(dataframe=self.memory_profile)}) - logger.experiment.log({"model_summary_report": wandb.Table(dataframe=self.model_summary)}) - with Path("report.html").open("w") as f: - logger.experiment.log({"reports_benchmark_profiler": wandb.Html(f)}) - logger.experiment.finish() - - @cached_property - def callbacks(self) -> list[pl.callbacks.Callback]: - callbacks = super().callbacks - callbacks.append(ProfilerProgressBar()) - if self.config.diagnostics.benchmark_profiler.snapshot.enabled: - from anemoi.training.diagnostics.callbacks import MemorySnapshotRecorder - from anemoi.training.diagnostics.profilers import check_torch_version - - available = check_torch_version() - - if available: # if torch is below 2.1.0, the callback will not be added - callbacks.append(MemorySnapshotRecorder(self.config)) - return callbacks - - @cached_property - def datamodule(self) -> AnemoiDatasetsDataModule: - datamodule = super().datamodule - # to generate a model summary with shapes we need a sample input array - batch = next(iter(datamodule.train_dataloader())) - self.example_input_array = batch[ - :, - 0 : self.config.training.multistep_input, - ..., - self.data_indices.data.input.full, - ] - return datamodule - - @cached_property - def profiler(self) -> BenchmarkProfiler: - return BenchmarkProfiler(self.config) - - def _update_paths(self) -> None: - """Update the paths in the configuration.""" - super()._update_paths() - - if self.run_id: # when using mlflow only rank0 will have a run_id except when resuming runs - # Multi-gpu new runs or forked runs - only rank 0 - # Multi-gpu resumed runs - all ranks - self.config.hardware.paths.profiler = Path(self.config.hardware.paths.profiler, self.run_id) - elif self.config.training.fork_run_id: - parent_run = self.config.training.fork_run_id - self.config.hardware.paths.profiler = Path(self.config.hardware.paths.profiler, parent_run) - LOGGER.info("Profiler path: %s", self.config.hardware.paths.profiler) - - def _close_logger(self) -> None: - if (self.config.diagnostics.log.wandb.enabled) and (not self.config.diagnostics.log.wandb.offline): - # We need to close the W&B logger to be able to read the System Metrics - self.wandb_logger.experiment.finish() - - def profile(self) -> None: - """Profile the model.""" - self.train() - self.report() - self.export_to_logger() - - -@hydra.main(version_base=None, config_path="../config", config_name="config") -def main(config: DictConfig) -> None: - AnemoiProfiler(config).profile() - - -if __name__ == "__main__": - main() From c00e47732d4a1571ab5c696ffc0f6bd57d6fedd2 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 28 Oct 2024 15:41:09 +0000 Subject: [PATCH 38/47] added abstractmethod --- src/anemoi/training/commands/train.py | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/src/anemoi/training/commands/train.py b/src/anemoi/training/commands/train.py index 3df90dfa..6a457aa7 100644 --- a/src/anemoi/training/commands/train.py +++ b/src/anemoi/training/commands/train.py @@ -13,6 +13,8 @@ import logging import os import sys +from abc import ABC +from abc import abstractmethod from pathlib import Path from typing import TYPE_CHECKING @@ -24,9 +26,7 @@ LOGGER = logging.getLogger(__name__) -class TrainBase( - Command, -): +class TrainBase(Command, ABC): accept_unknown_args = True @staticmethod @@ -71,6 +71,9 @@ def prepare_sysargv(self, args: argparse.Namespace, unknown_args: list[str] | No else: sys.argv = [new_sysargv] + @abstractmethod + def run(self, args: argparse.Namespace, unknown_args: list[str] | None = None) -> None: ... + class Train(TrainBase): """Commands to train Anemoi models.""" From 831019080291f11ba73702460a553ab2b6c77251 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Tue, 29 Oct 2024 10:13:31 +0000 Subject: [PATCH 39/47] can't have profile as command, due to ruff conflicts --- docs/user-guide/benchmarking.rst | 8 ++-- pyproject.toml | 3 +- src/anemoi/training/commands/profiler.py | 55 ++++++++++++++++++++++++ 3 files changed, 61 insertions(+), 5 deletions(-) create mode 100644 src/anemoi/training/commands/profiler.py diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index 98ac2a9d..c4ba3360 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -84,7 +84,7 @@ that inherits from ``AnemoiTrainer`` where we just add new features and methods relevant to the generation of the reports and activation of the profiling mode. Similarly to how we do ``anemoi-trainining train`` to submit a new training job, we had added an new command to execute a -profiler job, so we just need to do ``anemoi-training profile``. +profiler job, so we just need to do ``anemoi-training profiler``. Following the same concept as we have with the train command, the profiler command is also controlled via the definition of a config. For @@ -93,7 +93,7 @@ to the Config section. The full command to then execute the profiler is: .. code:: bash - anemoi-training profile --config-name=config.yaml + anemoi-training profiler --config-name=config.yaml The profiler requires certain new packages to be installed, and hence has a specific section in the\ ``pyproject.toml`` @@ -149,7 +149,7 @@ activated by setting ``profiler:True`` in the diagnostics config. **When using the benchmark profiler it's not necessary to set this flag**, since the benchmark profiler will automatically activate the PytorchProfiler when enabling the memory profiler. When running -``anemoi-training profile`` it's then **recommended** to set +``anemoi-training profiler`` it's then **recommended** to set ``profiler:False`` in the diagnostics config to avoid any conflicts. BenchmarkProfiler @@ -436,7 +436,7 @@ a jupyter notebook and run: OmegaConf.resolve(cfg) - # Run anemoi-training profile to generate the traces and get the run_id + # Run anemoi-training profiler to generate the traces and get the run_id run_id = "b0cc5f6fa6c0476aa1264ad7aacafb4d/" tracepath = cfg.hardware.paths.profiler + run_id analyzer = TraceAnalysis(trace_dir=tracepath) diff --git a/pyproject.toml b/pyproject.toml index 4e4405c5..75e431d2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -92,7 +92,8 @@ urls.Issues = "https://github.com/ecmwf/anemoi-training/issues" urls.Repository = "https://github.com/ecmwf/anemoi-training/" # command for interactive DDP (not supposed to be used directly) # the dot is intentional, so it doesn't trigger autocomplete -scripts.".anemoi-training-profile" = "anemoi.training.commands.profile:main" +# Files need to be named profiler due to A005 Module `profile` is shadowing a Python builtin module +scripts.".anemoi-training-profiler" = "anemoi.training.commands.profiler:main" scripts.".anemoi-training-train" = "anemoi.training.commands.train:main" # Add subcommand in the `commands` directory scripts.anemoi-training = "anemoi.training.__main__:main" diff --git a/src/anemoi/training/commands/profiler.py b/src/anemoi/training/commands/profiler.py new file mode 100644 index 00000000..82708b75 --- /dev/null +++ b/src/anemoi/training/commands/profiler.py @@ -0,0 +1,55 @@ +# (C) Copyright 2024 Anemoi contributors. +# +# This software is licensed under the terms of the Apache Licence Version 2.0 +# which can be obtained at http://www.apache.org/licenses/LICENSE-2.0. +# +# In applying this licence, ECMWF does not waive the privileges and immunities +# granted to it by virtue of its status as an intergovernmental organisation +# nor does it submit to any jurisdiction. + + +from __future__ import annotations + +import logging +import os +import sys + +from anemoi.training.commands.train import TrainBase + +LOGGER = logging.getLogger(__name__) + + +class Profiler(TrainBase): + """Commands to profile Anemoi models.""" + + accept_unknown_args = True + + def run(self, args: list[str], unknown_args: list[str] | None = None) -> None: + # This will be picked up by the logger + os.environ["ANEMOI_TRAINING_CMD"] = f"{sys.argv[0]} {args.command}" + # Merge the known subcommands with a non-whitespace character for hydra + new_sysargv = self._merge_sysargv(args) + + # Add the unknown arguments (belonging to hydra) to sys.argv + if unknown_args is not None: + sys.argv = [new_sysargv, *unknown_args] + else: + sys.argv = [new_sysargv] + + # Import and run the profiler command + LOGGER.info("Running anemoi profiling command with overrides: %s", sys.argv[1:]) + main() + + +def main() -> None: + # Use the environment variable to check if main is being called from the subcommand, not from the ddp entrypoint + if not os.environ.get("ANEMOI_TRAINING_CMD"): + error = "This entrypoint should not be called directly. Use `anemoi-training profiler` instead." + raise RuntimeError(error) + + from anemoi.training.train.profiler import main as anemoi_profiler + + anemoi_profiler() + + +command = Profiler From a7898d581e1c45fc2a2c02d541944e0db5afc729 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Tue, 29 Oct 2024 14:24:59 +0000 Subject: [PATCH 40/47] missing file from renaming --- src/anemoi/training/train/profiler.py | 351 ++++++++++++++++++++++++++ 1 file changed, 351 insertions(+) create mode 100644 src/anemoi/training/train/profiler.py diff --git a/src/anemoi/training/train/profiler.py b/src/anemoi/training/train/profiler.py new file mode 100644 index 00000000..2e6b0ce7 --- /dev/null +++ b/src/anemoi/training/train/profiler.py @@ -0,0 +1,351 @@ +# (C) Copyright 2024 Anemoi contributors. +# +# This software is licensed under the terms of the Apache Licence Version 2.0 +# which can be obtained at http://www.apache.org/licenses/LICENSE-2.0. +# +# In applying this licence, ECMWF does not waive the privileges and immunities +# granted to it by virtue of its status as an intergovernmental organisation +# nor does it submit to any jurisdiction. + +from __future__ import annotations + +import logging +import os +import warnings +from datetime import datetime +from datetime import timezone +from functools import cached_property +from pathlib import Path +from typing import TYPE_CHECKING + +import hydra +import pandas as pd +from pytorch_lightning.utilities import rank_zero_only +from rich.console import Console + +if TYPE_CHECKING: + from anemoi.training.data.datamodule import AnemoiDatasetsDataModule + from pytorch_lightning.loggers.logger import Logger + from omegaconf import DictConfig + import pytorch_lightning as pl + +from anemoi.training.diagnostics.profilers import BenchmarkProfiler +from anemoi.training.diagnostics.profilers import ProfilerProgressBar +from anemoi.training.train.train import AnemoiTrainer + +LOGGER = logging.getLogger(__name__) +console = Console(record=True, width=200) + + +class AnemoiProfiler(AnemoiTrainer): + """Profiling for Anemoi.""" + + def __init__(self, config: DictConfig) -> None: + super().__init__(config) + + def print_report(self, title: str, dataframe: pd.DataFrame, color: str = "white", emoji: str = "") -> None: + if title == "Model Summary": + console.print(f"[bold {color}]{title}[/bold {color}]", f":{emoji}:") + console.print(dataframe, end="\n\n") + else: + console.print(f"[bold {color}]{title}[/bold {color}]", f":{emoji}:") + console.print(dataframe.to_markdown(headers="keys", tablefmt="psql"), end="\n\n") + + @staticmethod + def print_title() -> None: + console.print("[bold magenta] Benchmark Profiler Summary [/bold magenta]!", ":book:") + + @staticmethod + def print_metadata() -> None: + console.print(f"[bold blue] SLURM NODE(s) {os.environ['HOST']} [/bold blue]!") + console.print(f"[bold blue] SLURM JOB ID {os.environ['SLURM_JOB_ID']} [/bold blue]!") + console.print(f"[bold blue] TIMESTAMP {datetime.now(timezone.utc).strftime('%d/%m/%Y %H:%M:%S')} [/bold blue]!") + + @rank_zero_only + def print_benchmark_profiler_report( + self, + speed_metrics_df: pd.DataFrame | None = None, + time_metrics_df: pd.DataFrame | None = None, + memory_metrics_df: pd.DataFrame | None = None, + system_metrics_df: pd.DataFrame | None = None, + model_summary: str | None = None, + ) -> None: + self.print_title() + self.print_metadata() + + if time_metrics_df is not None: + warnings.warn( + "INFO: Time Report metrics represent single-node metrics (not multi-node aggregated metrics)", + ) + warnings.warn("INFO: Metrics with a * symbol, represent the value after aggregating all steps") + self.print_report("Time Profiling", time_metrics_df, color="green", emoji="alarm_clock") + + if speed_metrics_df is not None: + warnings.warn( + "INFO: Speed Report metrics are single-node metrics (not multi-node aggregated metrics)", + ) + self.print_report("Speed Profiling", speed_metrics_df, color="yellow", emoji="racing_car") + + if memory_metrics_df is not None: + warnings.warn("INFO: Memory Report metrics represent metrics aggregated across all nodes") + self.print_report("Memory Profiling", memory_metrics_df, color="purple", emoji="floppy_disk") + + if system_metrics_df is not None: + self.print_report("System Profiling", system_metrics_df, color="Red", emoji="desktop_computer") + + if model_summary is not None: + self.print_report("Model Summary", model_summary, color="Orange", emoji="robot") + + @staticmethod + def write_benchmark_profiler_report() -> None: + console.save_html("report.html") + + @staticmethod + def to_df(sample_dict: dict[str, float], precision: str = ".5") -> pd.DataFrame: + df = pd.DataFrame(sample_dict.items()) + df.columns = ["metric", "value"] + df.value = df.value.apply(lambda x: f"%{precision}f" % x) + return df + + @cached_property + def speed_profile(self) -> None: + """Speed profiler Report. + + Get speed metrics from Progress Bar for training and validation. + """ + if self.config.diagnostics.benchmark_profiler.speed.enabled: + # Find the first ProfilerProgressBar callback. + for callback in self.callbacks: + if isinstance(callback, ProfilerProgressBar): + return self.profiler.get_speed_profiler_df(callback) + else: + error_msg = "No ProfilerProgressBar callback found." + raise ValueError(error_msg) + else: + return None + + def _get_logger(self) -> dict[str, Logger]: + if (self.config.diagnostics.log.wandb.enabled) and (not self.config.diagnostics.log.wandb.offline): + logger_info = {"logger_name": "wandb", "logger": self.wandb_logger} + elif self.config.diagnostics.log.tensorboard.enabled: + logger_info = {"logger_name": "tensorboard", "logger": self.tensorboard_logger} + elif self.config.diagnostics.log.mlflow.enabled: + logger_info = {"logger_name": "mlflow", "logger": self.mlflow_logger} + else: + LOGGER.warning("No logger enabled for system profiler") + logger_info = None + return logger_info + + @cached_property + def system_profile(self) -> None: + """System Profiler Report.""" + if self.config.diagnostics.benchmark_profiler.system.enabled: + logger_info = self._get_logger() + if logger_info: + return self.profiler.get_system_profiler_df( + logger_name=logger_info["logger_name"], + logger=logger_info["logger"], + ) + LOGGER.warning("System Profiler Report is not available") + return None + return None + + @cached_property + def memory_profile(self) -> None: + """Memory Profiler Report.""" + if self.config.diagnostics.benchmark_profiler.memory.enabled: + return self.profiler.get_memory_profiler_df() + return None + + @cached_property + def time_profile(self) -> None: + """Time Profiler Report.""" + if self.config.diagnostics.benchmark_profiler.time.enabled: + return self.profiler.get_time_profiler_df() + return None + + @cached_property + def model_summary(self) -> str: + if self.config.diagnostics.benchmark_profiler.model_summary.enabled: + if self.config.hardware.num_gpus_per_model > 1: + LOGGER.warning("Model Summary is not supported when using model sharding") + self.config.diagnostics.benchmark_profiler.model_summary.enabled = False + return None + model = self.model + example_input_array = self.example_input_array + return self.profiler.get_model_summary(model=model, example_input_array=example_input_array) + return None + + @rank_zero_only + def export_to_logger(self) -> None: + if (self.config.diagnostics.log.wandb.enabled) and (not self.config.diagnostics.log.wandb.offline): + self.to_wandb() + + elif self.config.diagnostics.log.mlflow.enabled: + self.to_mlflow() + + @rank_zero_only + def report(self) -> str: + """Print report to console.""" + LOGGER.info("Generating Profiler reports") + self.print_benchmark_profiler_report( + memory_metrics_df=self.memory_profile, + time_metrics_df=self.time_profile, + speed_metrics_df=self.speed_profile, # speed profile needs to be generated after time and memory reports + system_metrics_df=self.system_profile, + model_summary=self.model_summary, + ) + + def _get_extra_files(self) -> None: + extra_files = [] + extra_files.extend(self.profiler.dirpath.glob("*.pickle")) + # These trace files are too big to push to MLFlow so + # we won't push them as artifacts extra_files.extend(self.profiler.dirpath.glob("*.json")) + return extra_files + + def _log_reports_to_mlflow(self, run_id: str, data: pd.DataFrame, artifact_file: str, report_fname: str) -> None: + self.mlflow_logger.experiment.log_table( + run_id=run_id, + data=data, + artifact_file=artifact_file, + ) + + self.mlflow_logger.experiment.log_artifact(run_id, report_fname) + + @rank_zero_only + def to_mlflow(self) -> None: + """Log report into MLFlow.""" + LOGGER.info("logging to MLFlow Profiler report") + self.write_benchmark_profiler_report() + # check this https://stackoverflow.com/questions/71151054/how-to-log- d da-table-of-metrics-into-mlflow + + run_id = self.mlflow_logger.run_id + if self.config.diagnostics.benchmark_profiler.system.enabled: + self._log_reports_to_mlflow( + run_id=run_id, + data=self.system_profile, + artifact_file="system_metrics_report.json", + report_fname=self.profiler.system_report_fname, + ) + + if self.config.diagnostics.benchmark_profiler.time.enabled: + self._log_reports_to_mlflow( + run_id=run_id, + data=self.time_profile, + artifact_file="time_metrics_reports.json", + report_fname=self.profiler.time_report_fname, + ) + + if self.config.diagnostics.benchmark_profiler.speed.enabled: + self._log_reports_to_mlflow( + run_id=run_id, + data=self.speed_profile, + artifact_file="speed_metrics_reports.json", + report_fname=self.profiler.speed_report_fname, + ) + + if self.config.diagnostics.benchmark_profiler.memory.enabled: + self._log_reports_to_mlflow( + run_id=run_id, + data=self.memory_profile, + artifact_file="memory_metrics_reports.json", + report_fname=self.profiler.memory_report_fname, + ) + + extra_files = self._get_extra_files() + for file in extra_files: + artifact_path = self.profiler.dirpath / file + if artifact_path.is_file(): + self.mlflow_logger.experiment.log_artifact(run_id, artifact_path) + + if self.config.diagnostics.benchmark_profiler.model_summary.enabled: + self.mlflow_logger.experiment.log_artifact(run_id, self.profiler.model_summary_fname) + + @rank_zero_only + def to_wandb(self) -> None: + """Log report into W&B.""" + LOGGER.info("logging to W&B Profiler report") + self.write_benchmark_profiler_report() + import wandb + from pytorch_lightning.loggers.wandb import WandbLogger + + logger = WandbLogger( + project=self.run_dict["project"], + entity=self.run_dict["entity"], + id=self.run_dict["id"], + offline=self.config.diagnostics.log.wandb.offline, + resume=self.run_dict["id"], + ) + + logger.experiment.log({"speed_metrics_report": wandb.Table(dataframe=self.speed_profile)}) + logger.experiment.log({"memory_metrics_report": wandb.Table(dataframe=self.system_profile)}) + logger.experiment.log({"time_metrics_report": wandb.Table(dataframe=self.time_profile)}) + logger.experiment.log({"memory_metrics_report": wandb.Table(dataframe=self.memory_profile)}) + logger.experiment.log({"model_summary_report": wandb.Table(dataframe=self.model_summary)}) + with Path("report.html").open("w") as f: + logger.experiment.log({"reports_benchmark_profiler": wandb.Html(f)}) + logger.experiment.finish() + + @cached_property + def callbacks(self) -> list[pl.callbacks.Callback]: + callbacks = super().callbacks + callbacks.append(ProfilerProgressBar()) + if self.config.diagnostics.benchmark_profiler.snapshot.enabled: + from anemoi.training.diagnostics.callbacks import MemorySnapshotRecorder + from anemoi.training.diagnostics.profilers import check_torch_version + + available = check_torch_version() + + if available: # if torch is below 2.1.0, the callback will not be added + callbacks.append(MemorySnapshotRecorder(self.config)) + return callbacks + + @cached_property + def datamodule(self) -> AnemoiDatasetsDataModule: + datamodule = super().datamodule + # to generate a model summary with shapes we need a sample input array + batch = next(iter(datamodule.train_dataloader())) + self.example_input_array = batch[ + :, + 0 : self.config.training.multistep_input, + ..., + self.data_indices.data.input.full, + ] + return datamodule + + @cached_property + def profiler(self) -> BenchmarkProfiler: + return BenchmarkProfiler(self.config) + + def _update_paths(self) -> None: + """Update the paths in the configuration.""" + super()._update_paths() + + if self.run_id: # when using mlflow only rank0 will have a run_id except when resuming runs + # Multi-gpu new runs or forked runs - only rank 0 + # Multi-gpu resumed runs - all ranks + self.config.hardware.paths.profiler = Path(self.config.hardware.paths.profiler, self.run_id) + elif self.config.training.fork_run_id: + parent_run = self.config.training.fork_run_id + self.config.hardware.paths.profiler = Path(self.config.hardware.paths.profiler, parent_run) + LOGGER.info("Profiler path: %s", self.config.hardware.paths.profiler) + + def _close_logger(self) -> None: + if (self.config.diagnostics.log.wandb.enabled) and (not self.config.diagnostics.log.wandb.offline): + # We need to close the W&B logger to be able to read the System Metrics + self.wandb_logger.experiment.finish() + + def profile(self) -> None: + """Profile the model.""" + self.train() + self.report() + self.export_to_logger() + + +@hydra.main(version_base=None, config_path="../config", config_name="config") +def main(config: DictConfig) -> None: + AnemoiProfiler(config).profile() + + +if __name__ == "__main__": + main() From 231eb7f0e59975acc1acbb2cd7276c0c48c986c4 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Wed, 30 Oct 2024 19:15:16 +0000 Subject: [PATCH 41/47] updated profiler with develop and new callbacks structure --- src/anemoi/training/commands/profiler.py | 1 - src/anemoi/training/commands/train.py | 1 - .../benchmark_profiler/detailed.yaml | 20 ++++ .../benchmark_profiler/simple.yaml | 20 ++++ .../config/diagnostics/evaluation.yaml | 2 +- .../diagnostics/callbacks/profiler.py | 98 +++++++++++++++++++ src/anemoi/training/train/profiler.py | 2 +- 7 files changed, 140 insertions(+), 4 deletions(-) create mode 100644 src/anemoi/training/config/diagnostics/benchmark_profiler/detailed.yaml create mode 100644 src/anemoi/training/config/diagnostics/benchmark_profiler/simple.yaml create mode 100644 src/anemoi/training/diagnostics/callbacks/profiler.py diff --git a/src/anemoi/training/commands/profiler.py b/src/anemoi/training/commands/profiler.py index 82708b75..40e373dc 100644 --- a/src/anemoi/training/commands/profiler.py +++ b/src/anemoi/training/commands/profiler.py @@ -25,7 +25,6 @@ class Profiler(TrainBase): accept_unknown_args = True def run(self, args: list[str], unknown_args: list[str] | None = None) -> None: - # This will be picked up by the logger os.environ["ANEMOI_TRAINING_CMD"] = f"{sys.argv[0]} {args.command}" # Merge the known subcommands with a non-whitespace character for hydra new_sysargv = self._merge_sysargv(args) diff --git a/src/anemoi/training/commands/train.py b/src/anemoi/training/commands/train.py index 6a457aa7..0cf4b2f6 100644 --- a/src/anemoi/training/commands/train.py +++ b/src/anemoi/training/commands/train.py @@ -60,7 +60,6 @@ def _merge_sysargv(self, args: argparse.Namespace) -> str: return str(modified_sysargv) def prepare_sysargv(self, args: argparse.Namespace, unknown_args: list[str] | None = None) -> None: - # This will be picked up by the logger os.environ["ANEMOI_TRAINING_CMD"] = f"{sys.argv[0]} {args.command}" # Merge the known subcommands with a non-whitespace character for hydra new_sysargv = self._merge_sysargv(args) diff --git a/src/anemoi/training/config/diagnostics/benchmark_profiler/detailed.yaml b/src/anemoi/training/config/diagnostics/benchmark_profiler/detailed.yaml new file mode 100644 index 00000000..486c1851 --- /dev/null +++ b/src/anemoi/training/config/diagnostics/benchmark_profiler/detailed.yaml @@ -0,0 +1,20 @@ +# Use anemoi-profile to profile the training process +memory: + enabled: True + steps: 5 # wait warmup steps and then do steps (too many steps would lead to a big file) + warmup: 2 + extra_plots: False + trace_rank0_only: False #set to true and it will profile rank 0 only. Reads SLURM_PROC_ID so won't work when not running via Slurm +time: + enabled: True + verbose: False #If true, output every action the profiler caputres, otherwise output a subset defined in PROFILER_ACTIONS at the top of aifs/diagnostics/profiler.py +speed: + enabled: True +system: + enabled: True +model_summary: + enabled: True +snapshot: + enabled: True + steps: 4 # wait warmup steps and then do steps + warmup: 0 diff --git a/src/anemoi/training/config/diagnostics/benchmark_profiler/simple.yaml b/src/anemoi/training/config/diagnostics/benchmark_profiler/simple.yaml new file mode 100644 index 00000000..34c8023d --- /dev/null +++ b/src/anemoi/training/config/diagnostics/benchmark_profiler/simple.yaml @@ -0,0 +1,20 @@ +# Use anemoi-profile to profile the training process +memory: + enabled: False + steps: 5 # wait warmup steps and then do steps (too many steps would lead to a big file) + warmup: 2 + extra_plots: False + trace_rank0_only: False #set to true and it will profile rank 0 only. Reads SLURM_PROC_ID so won't work when not running via Slurm +time: + enabled: True + verbose: False #If true, output every action the profiler caputres, otherwise output a subset defined in PROFILER_ACTIONS at the top of aifs/diagnostics/profiler.py +speed: + enabled: True +system: + enabled: False +model_summary: + enabled: False +snapshot: + enabled: False + steps: 4 # wait warmup steps and then do steps + warmup: 0 diff --git a/src/anemoi/training/config/diagnostics/evaluation.yaml b/src/anemoi/training/config/diagnostics/evaluation.yaml index 9647fe1c..56185685 100644 --- a/src/anemoi/training/config/diagnostics/evaluation.yaml +++ b/src/anemoi/training/config/diagnostics/evaluation.yaml @@ -2,7 +2,7 @@ defaults: - plot: detailed - callbacks: pretraining - + - benchmark_profiler: detailed debug: # this will detect and trace back NaNs / Infs etc. but will slow down training diff --git a/src/anemoi/training/diagnostics/callbacks/profiler.py b/src/anemoi/training/diagnostics/callbacks/profiler.py new file mode 100644 index 00000000..13a698fa --- /dev/null +++ b/src/anemoi/training/diagnostics/callbacks/profiler.py @@ -0,0 +1,98 @@ +# (C) Copyright 2024 Anemoi contributors. +# +# This software is licensed under the terms of the Apache Licence Version 2.0 +# which can be obtained at http://www.apache.org/licenses/LICENSE-2.0. +# +# In applying this licence, ECMWF does not waive the privileges and immunities +# granted to it by virtue of its status as an intergovernmental organisation +# nor does it submit to any jurisdiction. + +# ruff: noqa: ANN001 + +from __future__ import annotations + +import logging +from pathlib import Path +from typing import TYPE_CHECKING +from typing import Any + +import torch +from pytorch_lightning.callbacks import Callback +from pytorch_lightning.utilities import rank_zero_only + +if TYPE_CHECKING: + import pytorch_lightning as pl + from pytorch_lightning.utilities.types import STEP_OUTPUT + +LOGGER = logging.getLogger(__name__) + + +class MemorySnapshotRecorder(Callback): + """Record memory snapshot using torch.cuda._record_memory_history().""" + + def __init__(self, config): + super().__init__() + self.config = config + self.dirpath = Path(self.config.hardware.paths.profiler) + + self.warmup = self.config.diagnostics.benchmark_profiler.snapshot.warmup + if not self.warmup: + self.warmup = 0 + self.num_steps = ( + self.config.diagnostics.benchmark_profiler.snapshot.steps + self.warmup + ) # be consistent with profiler scheduler + self.status = False + + assert ( + self.num_steps % self.config.dataloader.batch_size.training == 0 + ), "Snapshot steps is not a multiple of batch size" + assert ( + self.warmup % self.config.dataloader.batch_size.training == 0 + ), "Snapshot Warmup steps is not a multiple of batch size" + + @rank_zero_only + def _start_snapshot_recording(self) -> None: + LOGGER.info("Starting snapshot record_memory_history") + torch.cuda.memory._record_memory_history() + self.status = True + + @rank_zero_only + def _save_snapshot(self) -> None: + self.memory_snapshot_fname = self.dirpath / "memory_snapshot.pickle" + try: + LOGGER.info("Saving memory snapshot to %s", self.memory_snapshot_fname) + torch.cuda.memory._dump_snapshot(f"{self.memory_snapshot_fname}") + except BaseException: + LOGGER.exception("Failed to capture memory snapshot") + + @rank_zero_only + def stop_record_memory_history(self) -> None: + LOGGER.info("Stopping snapshot record_memory_history") + torch.cuda.memory._record_memory_history(enabled=None) + + def on_train_batch_start( + self, + trainer: pl.Trainer, + pl_module: pl.LightningModule, + batch: Any, + batch_idx: int, + ) -> None: + del pl_module, batch, batch_idx + if trainer.global_step == self.warmup: + self._start_snapshot_recording() + + def on_train_batch_end( + self, + trainer: pl.Trainer, + pl_module: pl.LightningModule, + outputs: STEP_OUTPUT, + batch: Any, + batch_idx: int, + ) -> None: + del batch, batch_idx, pl_module, outputs + if trainer.global_step == self.num_steps: + if self.status is True: + self._save_snapshot() + self.stop_record_memory_history() + else: + LOGGER.info("Snapshot recording was not started so no snapshot was saved") diff --git a/src/anemoi/training/train/profiler.py b/src/anemoi/training/train/profiler.py index 2e6b0ce7..40dd50e7 100644 --- a/src/anemoi/training/train/profiler.py +++ b/src/anemoi/training/train/profiler.py @@ -291,7 +291,7 @@ def callbacks(self) -> list[pl.callbacks.Callback]: callbacks = super().callbacks callbacks.append(ProfilerProgressBar()) if self.config.diagnostics.benchmark_profiler.snapshot.enabled: - from anemoi.training.diagnostics.callbacks import MemorySnapshotRecorder + from anemoi.training.diagnostics.callbacks.profiler import MemorySnapshotRecorder from anemoi.training.diagnostics.profilers import check_torch_version available = check_torch_version() From 9596132e2a20b73ef1d7b2c4c3d68c7acdc3b507 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Thu, 31 Oct 2024 08:53:39 +0000 Subject: [PATCH 42/47] specific command property --- pyproject.toml | 2 +- src/anemoi/training/commands/profiler.py | 13 +++++++++---- 2 files changed, 10 insertions(+), 5 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 13b59d30..ae9ea8fe 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -93,7 +93,7 @@ urls.Repository = "https://github.com/ecmwf/anemoi-training/" # command for interactive DDP (not supposed to be used directly) # the dot is intentional, so it doesn't trigger autocomplete # Files need to be named profiler due to A005 Module `profile` is shadowing a Python builtin module -scripts.".anemoi-training-profiler" = "anemoi.training.commands.profiler:main" +scripts.".anemoi-training-profile" = "anemoi.training.commands.profiler:main" scripts.".anemoi-training-train" = "anemoi.training.commands.train:main" # Add subcommand in the `commands` directory scripts.anemoi-training = "anemoi.training.__main__:main" diff --git a/src/anemoi/training/commands/profiler.py b/src/anemoi/training/commands/profiler.py index 40e373dc..dd6e916c 100644 --- a/src/anemoi/training/commands/profiler.py +++ b/src/anemoi/training/commands/profiler.py @@ -13,17 +13,22 @@ import logging import os import sys +from functools import cached_property from anemoi.training.commands.train import TrainBase LOGGER = logging.getLogger(__name__) -class Profiler(TrainBase): +class Profile(TrainBase): """Commands to profile Anemoi models.""" accept_unknown_args = True + @cached_property + def name(self) -> str: + return "profile" + def run(self, args: list[str], unknown_args: list[str] | None = None) -> None: os.environ["ANEMOI_TRAINING_CMD"] = f"{sys.argv[0]} {args.command}" # Merge the known subcommands with a non-whitespace character for hydra @@ -46,9 +51,9 @@ def main() -> None: error = "This entrypoint should not be called directly. Use `anemoi-training profiler` instead." raise RuntimeError(error) - from anemoi.training.train.profiler import main as anemoi_profiler + from anemoi.training.train.profiler import main as anemoi_profile - anemoi_profiler() + anemoi_profile() -command = Profiler +command = Profile From afa6d1a9c297d30c48392fbe8ae82f15e7a24157 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Thu, 31 Oct 2024 09:16:25 +0000 Subject: [PATCH 43/47] docs update --- docs/user-guide/benchmarking.rst | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index c4ba3360..98ac2a9d 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -84,7 +84,7 @@ that inherits from ``AnemoiTrainer`` where we just add new features and methods relevant to the generation of the reports and activation of the profiling mode. Similarly to how we do ``anemoi-trainining train`` to submit a new training job, we had added an new command to execute a -profiler job, so we just need to do ``anemoi-training profiler``. +profiler job, so we just need to do ``anemoi-training profile``. Following the same concept as we have with the train command, the profiler command is also controlled via the definition of a config. For @@ -93,7 +93,7 @@ to the Config section. The full command to then execute the profiler is: .. code:: bash - anemoi-training profiler --config-name=config.yaml + anemoi-training profile --config-name=config.yaml The profiler requires certain new packages to be installed, and hence has a specific section in the\ ``pyproject.toml`` @@ -149,7 +149,7 @@ activated by setting ``profiler:True`` in the diagnostics config. **When using the benchmark profiler it's not necessary to set this flag**, since the benchmark profiler will automatically activate the PytorchProfiler when enabling the memory profiler. When running -``anemoi-training profiler`` it's then **recommended** to set +``anemoi-training profile`` it's then **recommended** to set ``profiler:False`` in the diagnostics config to avoid any conflicts. BenchmarkProfiler @@ -436,7 +436,7 @@ a jupyter notebook and run: OmegaConf.resolve(cfg) - # Run anemoi-training profiler to generate the traces and get the run_id + # Run anemoi-training profile to generate the traces and get the run_id run_id = "b0cc5f6fa6c0476aa1264ad7aacafb4d/" tracepath = cfg.hardware.paths.profiler + run_id analyzer = TraceAnalysis(trace_dir=tracepath) From bf4bc909285f62afba5ae60995a66ba9bb28092a Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Fri, 1 Nov 2024 09:45:09 +0000 Subject: [PATCH 44/47] update property to command --- src/anemoi/training/commands/profiler.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/anemoi/training/commands/profiler.py b/src/anemoi/training/commands/profiler.py index dd6e916c..45881d22 100644 --- a/src/anemoi/training/commands/profiler.py +++ b/src/anemoi/training/commands/profiler.py @@ -26,7 +26,7 @@ class Profile(TrainBase): accept_unknown_args = True @cached_property - def name(self) -> str: + def command(self) -> str: return "profile" def run(self, args: list[str], unknown_args: list[str] | None = None) -> None: From e2a51ebeee572c6e55cda7b3fafab26fc1ba882c Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 4 Nov 2024 08:58:22 +0000 Subject: [PATCH 45/47] updating to new release of anemoi-utils --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index ae9ea8fe..cc56a960 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -45,12 +45,12 @@ dependencies = [ "anemoi-datasets>=0.4", "anemoi-graphs", "anemoi-models>=0.3", - "anemoi-utils[provenance]>=0.3.10", + "anemoi-utils[provenance]>=0.4.4", "einops>=0.6.1", "hydra-core>=1.3", "matplotlib>=3.7.1", "mlflow>=2.11.1", - "numpy<2", # Pinned until we can confirm it works with anemoi graphs + "numpy<2", # Pinned until we can confirm it works with anemoi graphs "pynvml>=11.5", "pyshtools>=4.10.4", "pytorch-lightning>=2.1", From f60fd6632df0092626ecf23428a1c2e605a4e5cb Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 4 Nov 2024 09:01:44 +0000 Subject: [PATCH 46/47] correct changelog --- CHANGELOG.md | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 993da714..5e756cd6 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -21,6 +21,8 @@ Keep it human-readable, your future self will thank you! - Fix that applies the metric_ranges in the post-processed variable space [#116](https://github.com/ecmwf/anemoi-training/pull/116) - Sub-hour datasets [#63](https://github.com/ecmwf/anemoi-training/pull/63) - Add synchronisation workflow [#92](https://github.com/ecmwf/anemoi-training/pull/92) +- Feat: Anemoi Profiler compatible with mlflow and using Pytorch (Kineto) Profiler for memory report [38](https://github.com/ecmwf/anemoi-training/pull/38/) + ### Changed - Modified training configuration to support max_steps and tied lr iterations to max_steps by default [#67](https://github.com/ecmwf/anemoi-training/pull/67) @@ -33,9 +35,6 @@ Keep it human-readable, your future self will thank you! - Lock python version <3.13 [#107](https://github.com/ecmwf/anemoi-training/pull/107) -### Added -- Feat: Anemoi Profiler compatible with mlflow and using Pytorch (Kineto) Profiler for memory report [38](https://github.com/ecmwf/anemoi-training/pull/38/) - ## [0.2.1 - Bugfix: resuming mlflow runs](https://github.com/ecmwf/anemoi-training/compare/0.2.0...0.2.1) - 2024-10-24 From 814367e320dca41a7b207d868bd768c9e03cd0f7 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 4 Nov 2024 13:47:33 +0000 Subject: [PATCH 47/47] fix command --- src/anemoi/training/commands/profiler.py | 22 +++++----------------- 1 file changed, 5 insertions(+), 17 deletions(-) diff --git a/src/anemoi/training/commands/profiler.py b/src/anemoi/training/commands/profiler.py index 45881d22..5ec9dfa0 100644 --- a/src/anemoi/training/commands/profiler.py +++ b/src/anemoi/training/commands/profiler.py @@ -13,7 +13,6 @@ import logging import os import sys -from functools import cached_property from anemoi.training.commands.train import TrainBase @@ -24,24 +23,13 @@ class Profile(TrainBase): """Commands to profile Anemoi models.""" accept_unknown_args = True - - @cached_property - def command(self) -> str: - return "profile" + command = "profile" def run(self, args: list[str], unknown_args: list[str] | None = None) -> None: - os.environ["ANEMOI_TRAINING_CMD"] = f"{sys.argv[0]} {args.command}" - # Merge the known subcommands with a non-whitespace character for hydra - new_sysargv = self._merge_sysargv(args) - - # Add the unknown arguments (belonging to hydra) to sys.argv - if unknown_args is not None: - sys.argv = [new_sysargv, *unknown_args] - else: - sys.argv = [new_sysargv] - - # Import and run the profiler command - LOGGER.info("Running anemoi profiling command with overrides: %s", sys.argv[1:]) + # This will be picked up by the logger + self.prepare_sysargv(args, unknown_args) + + LOGGER.info("Running anemoi profile command with overrides: %s", sys.argv[1:]) main()

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b/docs/user-guide/benchmarking.rst @@ -1,24 +1,29 @@ ########## - Bencharmking - AnemoiProfiler + Benchmarking ########## ************* -High-level idea +High-level idea of the AnemoiProfiler ************* Include a benchmark profiler that provides summary logs/statistics about time, speed and hardware (memory, CPU/GPU usage) to profile training runs executed with anemoi-training. Apart from those reports, it is also possible to generate a model summary and a CUDA memory snapshot. -Speed Report - Report with metrics associated to the throughput at training and validation time  -Time Report - Report with metrics associated to the time it takes to executes certain steps across the code -Memory Report - Report with metrics associated to GPU and CPU memory allocation: focusing on listing those operations that are more memory-intensive.  -System/hardware Report - Report with aggregated metrics in terms of GPU utilisation & memory usage, CPU usage (system), average disk usage and total execution time  -Model Summary - table summary with information regarding the layers and parameters of the model. -Memory (GPU) Snapshot - memory snapshot that records the state of allocated CUDA memory at any point in time, and optionally record the history of allocation events that led up to that snapshot.​ The generated snapshots can then be drag and dropped onto the interactive viewer hosted at pytorch.org/memory_viz  to explore the snapshot. +- Speed Report - Report with metrics associated to the throughput at training and validation time  +- Time Report - Report with metrics associated to the time it takes to executes certain steps across the code +- Memory Report - Report with metrics associated to GPU and CPU memory allocation: focusing on listing those operations that are more memory-intensive.  +- System/hardware Report - Report with aggregated metrics in terms of GPU utilisation & memory usage, CPU usage (system), average disk usage and total execution time  +- Model Summary - table summary with information regarding the layers and parameters of the model. +- Memory (GPU) Snapshot - memory snapshot that records the state of allocated CUDA memory at any point in time, and optionally record the history of allocation events that led up to that snapshot.​ The generated snapshots can then be drag and dropped onto the interactive viewer hosted at pytorch.org/memory_viz  to explore the snapshot. + +.. figure:: ../images/profiler/anemoi_profiler_high_level.png + :alt: Schematic of the concept behind AnemoiProfiler + :align: center + ************* How it works ************* -************* + Conceptual Diagram ************* @@ -34,7 +39,10 @@ Each of these objects is described in more details in the sections below. With t - Details about the definition of the different classes used by the AnemoiProfiler can be found in: src/anemoi/training/diagnostics/profilers.py - Details about the definition of the memory snapshot recorder: src/anemoi/training/diagnostics/callbacks/__init__.py -************* +.. figure:: ../images/profiler/anemoi_profiler_architecture.png + :alt: Schematic of the AnemoiProfiler architecture + :align: center + How to run it ************* @@ -42,13 +50,15 @@ The profiler has been built on top of the work already run in anemoi-training. F Following the same concept as we have with the train command, the profiler command is also controlled via the definition of a config. For details about the config and the different fields required please refer to the Config section. The full command to then execute the profiler is: -anemoi-training profiler --config-name=config.yaml +.. code:: bash + anemoi-training profiler --config-name=config.yaml The profiler requires certain new packages to be installed, and hence has a specific section in the pyproject.toml (optional-dependencies.profile). Hence the first time you'd like to use you first need to make sure you have the dependencies installed by doing: -pip install -e .[profile] +.. code:: bash + pip install -e .[profile] + -************* Config ************* @@ -56,40 +66,49 @@ To control the execution of the anemoi benchmark profiler, we have to define the As we mentioned the benchmark profiler can generate different reports. For each report there is an entry in the config, that decide if we want or not to generate the report ( if enable:True the report is generated, if enable:False, then the report is skipped). Some reports have additional keys: -For the time report, we can also control the length/verbosity of the report. If verbose: True, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information -In the case of the memory report, aside from the summary statistics the MemoryProfiler can also provide some additional insights that include memory traces and memory timeline, those can be switched on by settings extra_plots entry. Additional config entries, warmup, steps and track_rank0_only provide more control regarding the generation of the memory timeline and traces and are explained in the memory profiler section. -For the (memory) snapshot, we can also control the length/verbosity of the report. If verbose: True, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information +- For the time report, we can also control the length/verbosity of the report. If verbose: True, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information +- In the case of the memory report, aside from the summary statistics the MemoryProfiler can also provide some additional insights that include memory traces and memory timeline, those can be switched on by settings extra_plots entry. Additional config entries, warmup, steps and track_rank0_only provide more control regarding the generation of the memory timeline and traces and are explained in the memory profiler section. +- For the (memory) snapshot, we can also control the length/verbosity of the report. If verbose: True, the report will provide a more concise set of actions while if False, the report will include the full list of profiled actions. See Time Report section for more information + +.. figure:: ../images/profiler/anemoi_profiler_config.png + :alt: AnemoiProfiler Config Settings + :align: center + -************* BenchmarkProfiler ************* The BenchmrkProfiler is the object in charge of generating the memory report, time report, model summary and the system report. As the diagram indicates, this class inherits from Pytorch Lightning Base Profiler Class. Pytorch Lightning already provides built in functionality that can be easily integrated with the Pytorch Lightning Trainer to profile the code. In particular, it provides access to some profilers (https://pytorch-lightning.readthedocs.io/en/1.5.10/advanced/profiler.html) that track performance across the training cycle in terms of execution time ('Simple' and 'Advanced' Profilers) and in terms of CPU and GPU usage ('Pytorch Profiler'). We have designed the Benchmark Profiler taking advantage of that functionality and have extended it so it also provides a system report and model summary. The diagram below illustrates this. As can be seen the MemoryProfiler inherits from the PytorchProfiler and generates the MemoryReport as main output, and the TimeProfiler inherits from the SimlerProfiler and generates the Time Report as output. +.. figure:: ../images/profiler/anemoi_profiler_benchmark_profiler.png + :alt: AnemoiProfiler Config Settings + :align: center In the diagram, orange boxes mean output, dotted boxes refer to parent classes. And 'get_memory_profiler_df', 'get_time_profiler_df', 'get_model_summary', and 'get_system_profiler_df' are the main function interfaces of the BenchmarkProfiler. -************* -Time Report -************* +**Time Report** For the time report of our Benchmark Profiler we have decided to use the 'Simple Profiler'. This profiler provides support to profile both callbacks, DataHooks and ModelHooks in the training and validation loops. By default, the SimplerProfiler will record and output time estimates for any of the callbacks, DataHooks and ModelHooks that AnemoiTraining defines. To see this report, one just need to set in the config verbose:True. However, since this might quite extensive, there is an option to generate a shorter and more concise version of the time report with verbose:False, so that it focuses on the callbacks and hooks coming from 3 main categories: -LightningDataModule (AnemoiDatasetDataModule) -LightningModule (GraphForecaster) - -ParallelisationStrategy (DDPGroupStrategy) +- LightningDataModule (AnemoiDatasetDataModule) +- LightningModule (GraphForecaster) - +- ParallelisationStrategy (DDPGroupStrategy) + Aside from these 3 categories, the report also includes: -the execution time for the training_epoch (and training_batch) -run_training_epoch/run_training_batch → Time it takes to execute the 'training_step' per batch and per epoch ( check https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/fit_loop.py and https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py for reference) -the time it takes the training dataloader and validation dataloader to fetch one batch: -[_TrainingEpochLoop].train_dataloader_next - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py -[_EvaluationLoop].val_next - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/evaluation_loop.py -For the callbacks, the SimplerProfiler provides time estimates of all the different steps defined for each class, so for simplicity the report just aggregate all those times into a single quantity (see below example of AnemoiCheckpoint Callback) +- the execution time for the training_epoch (and training_batch) + - run_training_epoch/run_training_batch → Time it takes to execute the 'training_step' per batch and per epoch ( check https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/fit_loop.py and https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py for reference) +- the time it takes the training dataloader and validation dataloader to fetch one batch: + - [_TrainingEpochLoop].train_dataloader_next - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py + - [_EvaluationLoop].val_next - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/evaluation_loop.py +- For the callbacks, the SimplerProfiler provides time estimates of all the different steps defined for each class, so for simplicity the report just aggregate all those times into a single quantity (see below example of AnemoiCheckpoint Callback) + Below you can find an example of the report the 'Time Profiler' issues after its execution. +.. figure:: ../images/profiler/example_time_report.png + :alt: AnemoiProfiler Time Report + :align: center + Note the above example corresponder to the time report generated when verbose is set to False according to the config settings. If verbose is set to True, then there is no filtering applied to the actions profiled, and the time report will include many more entries. -************* -System Report -************* +**System Report** This report provides a table with summary metrics in terms of GPU utilisation & memory usage, CPU usage (system), average disk usage and total execution time. For now the System profiler relies on the metrics tracked by MlFlow which is the tool we use to track out ML-experiments. If you run the profiler without MlFlow, it would still be possible to generate all the other reports, but the code will indicate that the system report can't be generated. When running anemoi-training with MlFlow activated, then this tool also track a set of system metrics and log them into the UI. MlFlow does this through the SystemMetricsMonitor (https://github.com/mlflow/mlflow/tree/master/mlflow/system_metrics).For all the metrics tracked with it and their exact definition you can check their docs - https://mlflow.org/docs/latest/system-metrics/index.html @@ -98,22 +117,33 @@ In this report we just simply take the average of those metrics, in the case of Below you can find an example of the System Report -************* -Memory Profiler -************* +.. figure:: ../images/profiler/example_system_report.png + :alt: AnemoiProfiler System Report + :align: center + +**Memory Profiler** + As we mentioned above, PTL provides functionality to profile the code. In particular one can use the PyTorch profiler to measure the time and memory consumption of the model’s operators (https://pytorch.org/tutorials/recipes/recipes/profiler_recipe.html). The report includes including GPU/CPU utilisation, memory usage, and execution time for different operations within the model. So far we have configured it, so that report includes the top 20 operators with the largest GPU utilisation (Note this can be adapted and we are keen to get feedback). Below you can find an example of the report generated by the 'Memory Profiler': +.. figure:: ../images/profiler/example_memory_report.png + :alt: AnemoiProfiler Memory Report + :align: center + + Note the difference between self cpu time and cpu time - operators can call other operators, self cpu time excludes time spent in children operator calls, while total cpu time includes it. Similarly the profiler can also show the amount of memory (used by the model’s tensors) that was allocated (or released - negative deallocation) during the execution of the model’s operators. In the example, ‘self’ memory corresponds to the memory allocated (released) by the operator, excluding the children calls to the other operators. To use this functionality, one just needs to specify the following entries in the config (Benchmark Profiler section): -memory: +.. code:: yaml + memory: enabled: True steps: 6 warmup: 2 extra_plots: False trace_rank0_only: True + + The enabled flag will trigger the generation of the report showed above. Tracing all of the execution can be slow and result in very large trace files. To avoid this, we have some optional arguments that are passed to the profiler scheduler. warming up (warmup=2 steps), during this phase profiler starts tracing, but the results are discarded; this phase is used to discard the samples obtained by the profiler at the beginning of the trace since they are usually skewed by an extra overhead; @@ -121,12 +151,19 @@ active tracing (active=6 steps), during this phase profiler traces and records d It's possible to also generate additional products/reports with the memory profiler, the memory timeline and the memory traces. Those take more time to generate and hence it is possible to choose if we want them (extra_plots: True) or not (extra_plots: False). For details about those exact plots please check the section below about 'Memory Profiler Extras'. If using multiple GPUs, the output of the memory traces will be significantly larger. Since usually there are certain operations that just happen on rank 0, it might be we are just interested in the outputs coming from this device. It's possible then to generate traces and results just from rank 0 by settings trace_rank0_only to True. Note if we just have one device, then this flag doesn't make any difference, it's just relevant in case we have more than 1. -Note Memory Profiler - Patch +**Note Memory Profiler - Patch** We identified a bug in the PytorchProfiler and we awaiting for the fix (see PR) to be included as part of the next Pytorch Release (so far it's just included in the nightly version). To avoid hitting the error, in the current AnemoiProfiler we have introduce a patch (see PatchedProfile class in the profilers.py script). This patch will be removed from the codebase as soon as we have a new Pytorch official release that include the fix -************* -Memory Traces -************* +**Memory Profiler Extras - Memory Traces & Memory Timeline** +**Memory Timeline** +PytorchProfiler automatically generates categories based on the graph of tensor operations recorded during profiling, it's possible to visualise this categories and its evolution across the execution using the 'export_memory_timeline' method. You can find an example of the memory timeline plot below (this is an example from https://pytorch.org/blog/understanding-gpu-memory-1/ ). The exported timeline plot is in html format. + +.. figure:: ../images/profiler/example_memory_timeline.png + :alt: Example of PytorchProfiler's Memory Timeline + :align: center + + +**Memory Traces** The PytorchProfiler enables recording of stack traces associated with memory allocations, and results can be outputted as a .json trace file. The PyTorch Profiler leverages the Kineto library to collect GPU traces. . Kineto is the subsystem within Profiler that interfaces with CUPTI. GPU kernels execute asynchronously, and GPU-side support is needed to create the trace. NVIDIA provides this visibility via the CUPTI library. @@ -152,30 +189,41 @@ Since these traces files are complex and challenging to interpret, it's very use For more examples using HTA you can check https://github.com/facebookresearch/HolisticTraceAnalysis/tree/main/examples and the package docs https://hta.readthedocs.io/en/latest/. Additionally we recommend this blog from Pytorch https://pytorch.org/blog/trace-analysis-for-masses/ -************* -Model Summary  -************* +**Model Summary** While the ModelSummary does not fall within the category of any report associated to computational performance, there is usually a connection between the size of the model and it's demand for computational resources. The ModelSummary provides a summary table breaking down the model architecture and the number of trainable parameters per layer. The functionality used to create this diagram relies on https://github.com/TylerYep/torchinfo, and for the exact details one can check the function get_model_summary defined as part of the BenchmarkProfiler class. Below you can find an example of the Model Summary produced. Note due to the size of the summary, the screenshot below is truncated, to see a complete summary check the model_summary_.txt file uploaded. +.. figure:: ../images/profiler/example_model_summary.png + :alt: Example of AnemoiProfiler's Model Summary - Part I + :align: center + +.. figure:: ../images/profiler/example_model_summary.png + :alt: Example of AnemoiProfiler's Model Summary - Part II + :align: center + ************* ProfilerProgressBar ************* -Speed Report +**Speed Report** While time and speed are related, we wanted to have a separate 'Speed Report' that would just focus on the metrics associated to training and validation loops throughput. To get those metrics we take advantage of the iterations per second reported by the TQDMProgress bar, that can be easily integrated when running a model with PTL. As indicated in the diagram below, the ProfilerProgressBar inherits from (TQDMProgress) and generates as main output the SpeedReport. The progress bar measures the  iteration per second (it/s) by computing the elapsed time at the start and end of each training and validation iteration** (where iteration in this case refers to number of batches in each epoch). The report provides an aggregated throughput by taking the average across all epochs. Since this metric can be sensitive to the number of samples per batch, the report includes a throughput_per_sample where we simply just normalised the aggregated metrics taking into account the batch size used for training and validation. Ib the case of the dataloader(s) throughput this refers to the performance of dataloader in terms of fetching and collating a batch, and again since this metric can be influence by the selected batch size, we also provided a normalised dataloader throughput. +.. figure:: ../images/profiler/anemoi_profiler_speedreport_diagram.png + :alt: AnemoiProfiler's Speed Report Architecture + :align: center -**Note, this is not just the 'training_step' as we had recorded in the 'Time Profiler Report' but it also includes all the callbacks/hooks that are executed during each training/validation iteration. Since most of our callbacks are related to sanity and validation plots carried out during the validation, we should expect lower throughputs compared to training +Note, this is not just the 'training_step' as we had recorded in the 'Time Profiler Report' but it also includes all the callbacks/hooks that are executed during each training/validation iteration. Since most of our callbacks are related to sanity and validation plots carried out during the validation, we should expect lower throughputs compared to training Below you can find an example of the report generated by the 'Speed Profiler':  - .  +.. figure:: ../images/profiler/anemoi_profiler_speed_report.png + :alt: Example of AnemoiProfiler's Speed Report + :align: center ** CUDA and CPU total time as just time metrics (in seconds) computed by the Memory Profiler. For now we have decided to ingrate and display them as part of the Speed Report, but we can revisit that decision based on user feedback @@ -185,15 +233,25 @@ MemorySnapshotRecorder With the latest pytorch versions (Pytorch equal or higher than 2.1), the library introduces new features to analyse the GPU memory footprint. https://pytorch.org/docs/stable/torch_cuda_memory.html#generating-a-snapshot . The AnemoiProfiler integrates these new features through a custom callback 'MemorySnapshotRecorder'. The memory snapshot generated is a pickle file that records the state of allocated CUDA memory at any point in time, and optionally record the history of allocation events that led up to that snapshot. Captured memory snapshots will show memory events including allocations, frees and OOMs, along with their stack traces. The generated snapshots can then be drag and dropped onto the interactive viewer hosted at pytorch.org/memory_viz which can be used to explore the snapshot. To activate this callback, one just need to specify the following entries in the config (Benchmark Profiler section): -snapshot: -   enabled: True -   steps: 6 -   warmup: 2 + +.. code:: yaml + snapshot: +  enabled: True +  steps: 6 +  warmup: 2 + + If we don't want to generate a snapshot we simply set the enabled flag to False. If we enable the snapshot recorder, then we need to define the number of steps we want to record. Note a bigger number of steps will generate a heavier file that then might take longer to render in the website (pytorch.org/memory_viz). The Callback so far is defined to start tracking the CUDA memory at the start of the training batch, when the global step matches the number of warmup steps and end at the end of the training batch when the global step matches the number of total steps (steps+warmup) defined. Note if warmup is null then no warmup steps are considered, and the recording will star as soon as the training starts.   +.. figure:: ../images/profiler/memory_snapshot_diagram.png + :alt: AnemoiProfiler's MemorySnapshotRecorder Architecture + :align: center - In the example below you can see how a memory snapshot for 6 steps looks: +In the example below you can see how a memory snapshot for 6 steps looks: +.. figure:: ../images/profiler/memory_snapshot_output.png + :alt: Example of AnemoiProfiler's Memory Snapshot + :align: center ************* Mlflow Integration @@ -201,21 +259,39 @@ Mlflow Integration If using MlFlow to track your run, then all the reports generated by the profiler will also be logged into Mlflow. For now, speed, time, memory and system reports are logged to mlflow both as json and csv files. We hope to receive feedback about this, so in the future we can choose on the two formats. The additional outputs generated by the memory profiler (memory timeline are traces aren't tracked as part of mlflow due to large size of those files). +.. figure:: ../images/profiler/anemoi_profiler_mlflow_integration.png + :alt: AnemoiProfiler - Mlflow integration + :align: center + One of the advantages of logging the reports as jsons, it's that those files can be logged as 'table artifacts' and then we can compared them across different runs through the Evaluation tab. Below you can see an example where we are comparing the system report metrics and speed metrics for two different runs -Speed report - train/validation rates +.. figure:: ../images/profiler/anemoi_profiler_mlflow_integration_2.png + :alt: AnemoiProfiler - Example Table Evaluation + :align: center + +**Speed report - train/validation rates** When using MlFlow, there are two additional metrics that can be explored,  -training_rate - that's the iterations per second (it/s) recorded by the ProfilerProgressBar across the training cycle. While the SpeedReport provides the averaged throughput 'training_avg_throughput' the rate allows to see the evolution of the throughput in time. -validation_rate - that's the iterations per second (it/s) recorded by the ProfilerProgressBar across the valiadtion cycle. While the SpeedReport provides the averaged throughput 'validation_avg_throughput' the rate allows to see the evolution of the throughput in time. +- training_rate - that's the iterations per second (it/s) recorded by the ProfilerProgressBar across the training cycle. While the SpeedReport provides the averaged throughput 'training_avg_throughput' the rate allows to see the evolution of the throughput in time. +- validation_rate - that's the iterations per second (it/s) recorded by the ProfilerProgressBar across the valiadtion cycle. While the SpeedReport provides the averaged throughput 'validation_avg_throughput' the rate allows to see the evolution of the throughput in time. Note - to get those metrics it's need to enable the SpeedProfiler. Below you can find an example of how the training_rate and validation_rate look like for two different runs.  -************* + +.. figure:: ../images/profiler/anemoi_profiler_training_rates.png + :alt: Example of AnemoiProfiler's Training Rates + :align: center + + +.. figure:: ../images/profiler/anemoi_profiler_validation_rates.png + :alt: Example of AnemoiProfiler's Validation Rates + :align: center + Limitations & Improvements ************* -Limitations​ + +**Limitations​** - General challenge for AI code benchmarking results → Noise coming from hardware and AI stochastic behaviour​ - SpeedReport → Robustness of the metrics (val/train rates and throughput) ​​ - TimeProfiler → Ability to profile just part of the code (so far the SimplerProfiler just records 'pre-defined' hardcoded actions according to the PROFILER_ACTIONS defined in the codebase. And as mentioned above those actions need to be a DataHook, ModelHook or Callback. ​ @@ -224,8 +300,8 @@ Limitations​ - SpeedReport → Train/val rates categorisation +**Improvements​​** -Improvements and new features​ - https://pytorch.org/tutorials/recipes/recipes/benchmark.html​ - Decorator style to do partial profiling - https://github.com/pythonprofilers/memory_profiler or https://github.com/pyutils/line_profiler - Defining a decorator o wrapper for the TimeProfiler could be helpful to provide more control and access to time profiling other parts of the codebase​ From 2bcf957b7a1388f8c42df2ae599f8137cd672577 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 7 Oct 2024 11:57:38 +0000 Subject: [PATCH 09/47] update profiler docs --- docs/user-guide/benchmarking.rst | 28 +++++++++++++++++++++------- 1 file changed, 21 insertions(+), 7 deletions(-) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index ffd417c6..0826a8c6 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -77,7 +77,8 @@ As we mentioned the benchmark profiler can generate different reports. For each BenchmarkProfiler ************* -The BenchmrkProfiler is the object in charge of generating the memory report, time report, model summary and the system report. As the diagram indicates, this class inherits from Pytorch Lightning Base Profiler Class. Pytorch Lightning already provides built in functionality that can be easily integrated with the Pytorch Lightning Trainer to profile the code. In particular, it provides access to some profilers (https://pytorch-lightning.readthedocs.io/en/1.5.10/advanced/profiler.html) that track performance across the training cycle in terms of execution time ('Simple' and 'Advanced' Profilers) and in terms of CPU and GPU usage ('Pytorch Profiler'). We have designed the Benchmark Profiler taking advantage of that functionality and have extended it so it also provides a system report and model summary. The diagram below illustrates this. As can be seen the MemoryProfiler inherits from the PytorchProfiler and generates the MemoryReport as main output, and the TimeProfiler inherits from the SimlerProfiler and generates the Time Report as output. + +The BenchmarkProfiler is the object in charge of generating the memory report, time report, model summary and the system report. As the diagram indicates, this class inherits from Pytorch Lightning Base Profiler Class. Pytorch Lightning already provides built in functionality that can be easily integrated with the Pytorch Lightning Trainer to profile the code. In particular, it provides access to some profilers (https://pytorch-lightning.readthedocs.io/en/1.5.10/advanced/profiler.html) that track performance across the training cycle in terms of execution time ('Simple' and 'Advanced' Profilers) and in terms of CPU and GPU usage ('Pytorch Profiler'). We have designed the Benchmark Profiler taking advantage of that functionality and have extended it so it also provides a system report and model summary. The diagram below illustrates this. As can be seen the MemoryProfiler inherits from the PytorchProfiler and generates the MemoryReport as main output, and the TimeProfiler inherits from the SimlerProfiler and generates the Time Report as output. .. figure:: ../images/profiler/anemoi_profiler_benchmark_profiler.png :alt: AnemoiProfiler Config Settings @@ -85,7 +86,9 @@ The BenchmrkProfiler is the object in charge of generating the memory report, ti In the diagram, orange boxes mean output, dotted boxes refer to parent classes. And 'get_memory_profiler_df', 'get_time_profiler_df', 'get_model_summary', and 'get_system_profiler_df' are the main function interfaces of the BenchmarkProfiler. + **Time Report** + For the time report of our Benchmark Profiler we have decided to use the 'Simple Profiler'. This profiler provides support to profile both callbacks, DataHooks and ModelHooks in the training and validation loops. By default, the SimplerProfiler will record and output time estimates for any of the callbacks, DataHooks and ModelHooks that AnemoiTraining defines. To see this report, one just need to set in the config verbose:True. However, since this might quite extensive, there is an option to generate a shorter and more concise version of the time report with verbose:False, so that it focuses on the callbacks and hooks coming from 3 main categories: - LightningDataModule (AnemoiDatasetDataModule) @@ -95,20 +98,23 @@ For the time report of our Benchmark Profiler we have decided to use the 'Simple Aside from these 3 categories, the report also includes: - the execution time for the training_epoch (and training_batch) - - run_training_epoch/run_training_batch → Time it takes to execute the 'training_step' per batch and per epoch ( check https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/fit_loop.py and https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py for reference) + - run_training_epoch/run_training_batch → Time it takes to execute the 'training_step' per batch and per epoch ( check https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/fit_loop.py and https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py for reference) - the time it takes the training dataloader and validation dataloader to fetch one batch: - - [_TrainingEpochLoop].train_dataloader_next - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py - - [_EvaluationLoop].val_next - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/evaluation_loop.py + - [_TrainingEpochLoop].train_dataloader_next - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/training_epoch_loop.py + - [_EvaluationLoop].val_next - https://github.com/Lightning-AI/pytorch-lightning/blob/master/src/lightning/pytorch/loops/evaluation_loop.py - For the callbacks, the SimplerProfiler provides time estimates of all the different steps defined for each class, so for simplicity the report just aggregate all those times into a single quantity (see below example of AnemoiCheckpoint Callback) Below you can find an example of the report the 'Time Profiler' issues after its execution. + .. figure:: ../images/profiler/example_time_report.png :alt: AnemoiProfiler Time Report :align: center Note the above example corresponder to the time report generated when verbose is set to False according to the config settings. If verbose is set to True, then there is no filtering applied to the actions profiled, and the time report will include many more entries. + **System Report** + This report provides a table with summary metrics in terms of GPU utilisation & memory usage, CPU usage (system), average disk usage and total execution time. For now the System profiler relies on the metrics tracked by MlFlow which is the tool we use to track out ML-experiments. If you run the profiler without MlFlow, it would still be possible to generate all the other reports, but the code will indicate that the system report can't be generated. When running anemoi-training with MlFlow activated, then this tool also track a set of system metrics and log them into the UI. MlFlow does this through the SystemMetricsMonitor (https://github.com/mlflow/mlflow/tree/master/mlflow/system_metrics).For all the metrics tracked with it and their exact definition you can check their docs - https://mlflow.org/docs/latest/system-metrics/index.html @@ -121,6 +127,7 @@ Below you can find an example of the System Report :alt: AnemoiProfiler System Report :align: center + **Memory Profiler** As we mentioned above, PTL provides functionality to profile the code. In particular one can use the PyTorch profiler to measure the time and memory consumption of the model’s operators (https://pytorch.org/tutorials/recipes/recipes/profiler_recipe.html). The report includes including GPU/CPU utilisation, memory usage, and execution time for different operations within the model. So far we have configured it, so that report includes the top 20 operators with the largest GPU utilisation (Note this can be adapted and we are keen to get feedback). @@ -201,7 +208,8 @@ While the ModelSummary does not fall within the category of any report associate :alt: Example of AnemoiProfiler's Model Summary - Part II :align: center -************* + + ProfilerProgressBar ************* @@ -227,7 +235,7 @@ Below you can find an example of the report generated by the 'Speed Profiler':  ** CUDA and CPU total time as just time metrics (in seconds) computed by the Memory Profiler. For now we have decided to ingrate and display them as part of the Speed Report, but we can revisit that decision based on user feedback -************* + MemorySnapshotRecorder ************* @@ -243,6 +251,7 @@ With the latest pytorch versions (Pytorch equal or higher than 2.1), the library If we don't want to generate a snapshot we simply set the enabled flag to False. If we enable the snapshot recorder, then we need to define the number of steps we want to record. Note a bigger number of steps will generate a heavier file that then might take longer to render in the website (pytorch.org/memory_viz). The Callback so far is defined to start tracking the CUDA memory at the start of the training batch, when the global step matches the number of warmup steps and end at the end of the training batch when the global step matches the number of total steps (steps+warmup) defined. Note if warmup is null then no warmup steps are considered, and the recording will star as soon as the training starts.   + .. figure:: ../images/profiler/memory_snapshot_diagram.png :alt: AnemoiProfiler's MemorySnapshotRecorder Architecture :align: center @@ -269,7 +278,10 @@ One of the advantages of logging the reports as jsons, it's that those files can :alt: AnemoiProfiler - Example Table Evaluation :align: center -**Speed report - train/validation rates** + + +Speed report - train/validation rates +************* When using MlFlow, there are two additional metrics that can be explored,  @@ -288,10 +300,12 @@ Note - to get those metrics it's need to enable the SpeedProfiler. Below you can :alt: Example of AnemoiProfiler's Validation Rates :align: center +************* Limitations & Improvements ************* **Limitations​** + - General challenge for AI code benchmarking results → Noise coming from hardware and AI stochastic behaviour​ - SpeedReport → Robustness of the metrics (val/train rates and throughput) ​​ - TimeProfiler → Ability to profile just part of the code (so far the SimplerProfiler just records 'pre-defined' hardcoded actions according to the PROFILER_ACTIONS defined in the codebase. And as mentioned above those actions need to be a DataHook, ModelHook or Callback. ​ From 2e6a168dc76214a0cf4a874178a40be811a8901c Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 7 Oct 2024 11:58:55 +0000 Subject: [PATCH 10/47] update profiler docs --- docs/user-guide/benchmarking.rst | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index 0826a8c6..c62a523c 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -87,7 +87,8 @@ The BenchmarkProfiler is the object in charge of generating the memory report, t In the diagram, orange boxes mean output, dotted boxes refer to parent classes. And 'get_memory_profiler_df', 'get_time_profiler_df', 'get_model_summary', and 'get_system_profiler_df' are the main function interfaces of the BenchmarkProfiler. -**Time Report** +Time Report +^^^^^^^^^^^^^^^^ For the time report of our Benchmark Profiler we have decided to use the 'Simple Profiler'. This profiler provides support to profile both callbacks, DataHooks and ModelHooks in the training and validation loops. By default, the SimplerProfiler will record and output time estimates for any of the callbacks, DataHooks and ModelHooks that AnemoiTraining defines. To see this report, one just need to set in the config verbose:True. However, since this might quite extensive, there is an option to generate a shorter and more concise version of the time report with verbose:False, so that it focuses on the callbacks and hooks coming from 3 main categories: @@ -113,7 +114,8 @@ Below you can find an example of the report the 'Time Profiler' issues after its Note the above example corresponder to the time report generated when verbose is set to False according to the config settings. If verbose is set to True, then there is no filtering applied to the actions profiled, and the time report will include many more entries. -**System Report** +System Report +^^^^^^^^^^^^^^^^ This report provides a table with summary metrics in terms of GPU utilisation & memory usage, CPU usage (system), average disk usage and total execution time. For now the System profiler relies on the metrics tracked by MlFlow which is the tool we use to track out ML-experiments. If you run the profiler without MlFlow, it would still be possible to generate all the other reports, but the code will indicate that the system report can't be generated. From 29232ce344d0f8b7ccb1cf87c022598e705d9434 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 7 Oct 2024 12:02:59 +0000 Subject: [PATCH 11/47] update profiler docs --- docs/user-guide/benchmarking.rst | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index c62a523c..44ffbbab 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -51,12 +51,12 @@ The profiler has been built on top of the work already run in anemoi-training. F Following the same concept as we have with the train command, the profiler command is also controlled via the definition of a config. For details about the config and the different fields required please refer to the Config section. The full command to then execute the profiler is: .. code:: bash - anemoi-training profiler --config-name=config.yaml + anemoi-training profiler --config-name=config.yaml The profiler requires certain new packages to be installed, and hence has a specific section in the pyproject.toml (optional-dependencies.profile). Hence the first time you'd like to use you first need to make sure you have the dependencies installed by doing: .. code:: bash - pip install -e .[profile] + pip install -e .[profile] Config @@ -206,7 +206,7 @@ While the ModelSummary does not fall within the category of any report associate :alt: Example of AnemoiProfiler's Model Summary - Part I :align: center -.. figure:: ../images/profiler/example_model_summary.png +.. figure:: ../images/profiler/example_model_summary_2.png :alt: Example of AnemoiProfiler's Model Summary - Part II :align: center @@ -224,8 +224,7 @@ The progress bar measures the  iteration per second (it/s) by computing the ela .. figure:: ../images/profiler/anemoi_profiler_speedreport_diagram.png :alt: AnemoiProfiler's Speed Report Architecture :align: center - - + :width: 300px Note, this is not just the 'training_step' as we had recorded in the 'Time Profiler Report' but it also includes all the callbacks/hooks that are executed during each training/validation iteration. Since most of our callbacks are related to sanity and validation plots carried out during the validation, we should expect lower throughputs compared to training From c646e388fe4eb799a675f3887227ce2981287005 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 7 Oct 2024 12:08:31 +0000 Subject: [PATCH 12/47] update profiler docs --- docs/user-guide/benchmarking.rst | 19 ++++++++++++------- 1 file changed, 12 insertions(+), 7 deletions(-) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index 44ffbbab..cbf01149 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -51,11 +51,13 @@ The profiler has been built on top of the work already run in anemoi-training. F Following the same concept as we have with the train command, the profiler command is also controlled via the definition of a config. For details about the config and the different fields required please refer to the Config section. The full command to then execute the profiler is: .. code:: bash + anemoi-training profiler --config-name=config.yaml The profiler requires certain new packages to be installed, and hence has a specific section in the pyproject.toml (optional-dependencies.profile). Hence the first time you'd like to use you first need to make sure you have the dependencies installed by doing: .. code:: bash + pip install -e .[profile] @@ -130,7 +132,8 @@ Below you can find an example of the System Report :align: center -**Memory Profiler** +Memory Profiler +^^^^^^^^^^^^^^^^ As we mentioned above, PTL provides functionality to profile the code. In particular one can use the PyTorch profiler to measure the time and memory consumption of the model’s operators (https://pytorch.org/tutorials/recipes/recipes/profiler_recipe.html). The report includes including GPU/CPU utilisation, memory usage, and execution time for different operations within the model. So far we have configured it, so that report includes the top 20 operators with the largest GPU utilisation (Note this can be adapted and we are keen to get feedback). @@ -144,14 +147,15 @@ Note the difference between self cpu time and cpu time - operators can call othe To use this functionality, one just needs to specify the following entries in the config (Benchmark Profiler section): + .. code:: yaml - memory: - enabled: True - steps: 6 - warmup: 2 - extra_plots: False - trace_rank0_only: True + memory: + enabled: True + steps: 6 + warmup: 2 + extra_plots: False + trace_rank0_only: True The enabled flag will trigger the generation of the report showed above. Tracing all of the execution can be slow and result in very large trace files. To avoid this, we have some optional arguments that are passed to the profiler scheduler. @@ -244,6 +248,7 @@ With the latest pytorch versions (Pytorch equal or higher than 2.1), the library .. code:: yaml + snapshot:  enabled: True  steps: 6 From 4d9610b0aa37fa7ce6332575e5ab0142cef41839 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 7 Oct 2024 12:09:59 +0000 Subject: [PATCH 13/47] update profiler docs --- docs/user-guide/benchmarking.rst | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index cbf01149..21f9934a 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -165,10 +165,13 @@ active tracing (active=6 steps), during this phase profiler traces and records d It's possible to also generate additional products/reports with the memory profiler, the memory timeline and the memory traces. Those take more time to generate and hence it is possible to choose if we want them (extra_plots: True) or not (extra_plots: False). For details about those exact plots please check the section below about 'Memory Profiler Extras'. If using multiple GPUs, the output of the memory traces will be significantly larger. Since usually there are certain operations that just happen on rank 0, it might be we are just interested in the outputs coming from this device. It's possible then to generate traces and results just from rank 0 by settings trace_rank0_only to True. Note if we just have one device, then this flag doesn't make any difference, it's just relevant in case we have more than 1. **Note Memory Profiler - Patch** + We identified a bug in the PytorchProfiler and we awaiting for the fix (see PR) to be included as part of the next Pytorch Release (so far it's just included in the nightly version). To avoid hitting the error, in the current AnemoiProfiler we have introduce a patch (see PatchedProfile class in the profilers.py script). This patch will be removed from the codebase as soon as we have a new Pytorch official release that include the fix **Memory Profiler Extras - Memory Traces & Memory Timeline** + **Memory Timeline** + PytorchProfiler automatically generates categories based on the graph of tensor operations recorded during profiling, it's possible to visualise this categories and its evolution across the execution using the 'export_memory_timeline' method. You can find an example of the memory timeline plot below (this is an example from https://pytorch.org/blog/understanding-gpu-memory-1/ ). The exported timeline plot is in html format. .. figure:: ../images/profiler/example_memory_timeline.png @@ -202,7 +205,9 @@ Since these traces files are complex and challenging to interpret, it's very use For more examples using HTA you can check https://github.com/facebookresearch/HolisticTraceAnalysis/tree/main/examples and the package docs https://hta.readthedocs.io/en/latest/. Additionally we recommend this blog from Pytorch https://pytorch.org/blog/trace-analysis-for-masses/ -**Model Summary** +Model Summary +^^^^^^^^^^^^^^^^ + While the ModelSummary does not fall within the category of any report associated to computational performance, there is usually a connection between the size of the model and it's demand for computational resources. The ModelSummary provides a summary table breaking down the model architecture and the number of trainable parameters per layer. The functionality used to create this diagram relies on https://github.com/TylerYep/torchinfo, and for the exact details one can check the function get_model_summary defined as part of the BenchmarkProfiler class. Below you can find an example of the Model Summary produced. Note due to the size of the summary, the screenshot below is truncated, to see a complete summary check the model_summary_.txt file uploaded. @@ -248,7 +253,7 @@ With the latest pytorch versions (Pytorch equal or higher than 2.1), the library .. code:: yaml - + snapshot:  enabled: True  steps: 6 From 0a4070c4f62a4793424d8ba9101d218135f8de2a Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 7 Oct 2024 12:29:20 +0000 Subject: [PATCH 14/47] update profiler docs --- docs/user-guide/benchmarking.rst | 17 ++++++++++------- 1 file changed, 10 insertions(+), 7 deletions(-) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index 21f9934a..10da8cca 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -138,6 +138,7 @@ Memory Profiler As we mentioned above, PTL provides functionality to profile the code. In particular one can use the PyTorch profiler to measure the time and memory consumption of the model’s operators (https://pytorch.org/tutorials/recipes/recipes/profiler_recipe.html). The report includes including GPU/CPU utilisation, memory usage, and execution time for different operations within the model. So far we have configured it, so that report includes the top 20 operators with the largest GPU utilisation (Note this can be adapted and we are keen to get feedback). Below you can find an example of the report generated by the 'Memory Profiler': + .. figure:: ../images/profiler/example_memory_report.png :alt: AnemoiProfiler Memory Report :align: center @@ -159,10 +160,11 @@ To use this functionality, one just needs to specify the following entries in th The enabled flag will trigger the generation of the report showed above. Tracing all of the execution can be slow and result in very large trace files. To avoid this, we have some optional arguments that are passed to the profiler scheduler. -warming up (warmup=2 steps), during this phase profiler starts tracing, but the results are discarded; this phase is used to discard the samples obtained by the profiler at the beginning of the trace since they are usually skewed by an extra overhead; -active tracing (active=6 steps), during this phase profiler traces and records data; +- warming up (warmup=2 steps), during this phase profiler starts tracing, but the results are discarded; this phase is used to discard the samples obtained by the profiler at the beginning of the trace since they are usually skewed by an extra overhead; +- active tracing (active=6 steps), during this phase profiler traces and records data; -It's possible to also generate additional products/reports with the memory profiler, the memory timeline and the memory traces. Those take more time to generate and hence it is possible to choose if we want them (extra_plots: True) or not (extra_plots: False). For details about those exact plots please check the section below about 'Memory Profiler Extras'. If using multiple GPUs, the output of the memory traces will be significantly larger. Since usually there are certain operations that just happen on rank 0, it might be we are just interested in the outputs coming from this device. It's possible then to generate traces and results just from rank 0 by settings trace_rank0_only to True. Note if we just have one device, then this flag doesn't make any difference, it's just relevant in case we have more than 1. +It's possible to also generate additional products/reports with the memory profiler, the memory timeline and the memory traces. Those take more time to generate and hence it is possible to choose if we want them (extra_plots: True) or not (extra_plots: False). For details about those exact plots please check the section below about 'Memory Profiler Extras'. +If using multiple GPUs, the output of the memory traces will be significantly larger. Since usually there are certain operations that just happen on rank 0, it might be we are just interested in the outputs coming from this device. It's possible then to generate traces and results just from rank 0 by settings trace_rank0_only to True. Note if we just have one device, then this flag doesn't make any difference, it's just relevant in case we have more than 1. **Note Memory Profiler - Patch** @@ -251,13 +253,12 @@ MemorySnapshotRecorder With the latest pytorch versions (Pytorch equal or higher than 2.1), the library introduces new features to analyse the GPU memory footprint. https://pytorch.org/docs/stable/torch_cuda_memory.html#generating-a-snapshot . The AnemoiProfiler integrates these new features through a custom callback 'MemorySnapshotRecorder'. The memory snapshot generated is a pickle file that records the state of allocated CUDA memory at any point in time, and optionally record the history of allocation events that led up to that snapshot. Captured memory snapshots will show memory events including allocations, frees and OOMs, along with their stack traces. The generated snapshots can then be drag and dropped onto the interactive viewer hosted at pytorch.org/memory_viz which can be used to explore the snapshot. To activate this callback, one just need to specify the following entries in the config (Benchmark Profiler section): - .. code:: yaml snapshot: -  enabled: True -  steps: 6 -  warmup: 2 + enabled: True + steps: 6 + warmup: 2 @@ -266,6 +267,8 @@ If we don't want to generate a snapshot we simply set the enabled flag to False. .. figure:: ../images/profiler/memory_snapshot_diagram.png :alt: AnemoiProfiler's MemorySnapshotRecorder Architecture :align: center + :width: 300px + In the example below you can see how a memory snapshot for 6 steps looks: From 45e7a7b2e81678799cdfd591bcde3febb3570a09 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 7 Oct 2024 12:31:58 +0000 Subject: [PATCH 15/47] update profiler docs --- docs/user-guide/benchmarking.rst | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index 10da8cca..c6d13b21 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -275,6 +275,7 @@ In the example below you can see how a memory snapshot for 6 steps looks: .. figure:: ../images/profiler/memory_snapshot_output.png :alt: Example of AnemoiProfiler's Memory Snapshot :align: center + :width: 300px ************* Mlflow Integration @@ -318,7 +319,8 @@ Note - to get those metrics it's need to enable the SpeedProfiler. Below you can Limitations & Improvements ************* -**Limitations​** +Limitations​ +************* - General challenge for AI code benchmarking results → Noise coming from hardware and AI stochastic behaviour​ - SpeedReport → Robustness of the metrics (val/train rates and throughput) ​​ @@ -328,7 +330,8 @@ Limitations & Improvements - SpeedReport → Train/val rates categorisation -**Improvements​​** +Improvements​​ +************* - https://pytorch.org/tutorials/recipes/recipes/benchmark.html​ - Decorator style to do partial profiling - https://github.com/pythonprofilers/memory_profiler or https://github.com/pyutils/line_profiler From 3cea9d9a0f0f686fc22a951e91e6344875a495c6 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 7 Oct 2024 12:44:06 +0000 Subject: [PATCH 16/47] update profiler docs --- docs/user-guide/benchmarking.rst | 77 ++++++++++++++++++++++++++++++++ 1 file changed, 77 insertions(+) diff --git a/docs/user-guide/benchmarking.rst b/docs/user-guide/benchmarking.rst index c6d13b21..0a7938c4 100644 --- a/docs/user-guide/benchmarking.rst +++ b/docs/user-guide/benchmarking.rst @@ -204,9 +204,86 @@ Since these traces files are complex and challenging to interpret, it's very use - Trace Comparison - A trace comparison tool to identify and visualize the differences between traces. - CUPTI Counter Analysis - An experimental API to get GPU performance counters. By attributing performance measurements from kernels to PyTorch operators roofline analysis can be performed and kernels can be optimized. + +To be able to load the traces and explore them using HTA, one can set up a jupyter notebook and run: + + +.. code-block:: python + + from hta.trace_analysis import TraceAnalysis + from pathlib import Path + from hydra import initialize, compose + from omegaconf import OmegaConf + + base_path=Path.cwd().parent + with initialize(version_base=None, config_path="./"): + cfg = compose(config_name='config.yaml') + OmegaConf.resolve(cfg) + + + # Run anemoi-training profiler to generate the traces and get the run_id + run_id = 'b0cc5f6fa6c0476aa1264ad7aacafb4d/' + tracepath = cfg.hardware.paths.profiler + run_id + analyzer = TraceAnalysis(trace_dir = tracepath) + + + # Temporal Breakdown + time_df=analyzer.get_temporal_breakdown() + +The function returns a dataframe containing the temporal breakdown for each rank. See figure below. + +.. figure:: ../images/profiler/temporal_breakdown.png + :alt: Temporal Breakdown HTA Example + :align: center + + +The idle time breakdown can be generated as follows: + +.. code-block:: python + + # Idle Time Breakdown + idle_time_df_r0 = analyzer.get_idle_time_breakdown() + + +The function returns a dataframe containing the idle breakdown for each rank. See figure below. + +.. figure:: ../images/profiler/idle_time_breakdown.png + :alt: Idle Time Breakdown HTA Example + :align: center + +Additionally, we can also look at kernel breakdown feature which breakds down the time spent for each kernel type i.e. communication (COMM), computation (COMP), and memory (MEM) across all ranks and presents the proportion of time spent in each category. +The percentage of time spent in each category as a pie chart. + +.. code-block:: python + + # Kernel Breakdown + # NCCL changed their kernel naming convention so HTA v2.0 doesnt recognise communication kernels + # This can be fixed by editing one line of hta/utils/util.py, see https://github.com/facebookresearch/HolisticTraceAnalysis/pull/123 + + # see https://github.com/facebookresearch/HolisticTraceAnalysis/blob/main/examples/kernel_breakdown_demo.ipynb + kernel_type_metrics_df, kernel_metrics_df = analyzer.get_gpu_kernel_breakdown(num_kernels=5,include_memory_kernels=True,visualize=True) + +The first dataframe returned by the function contains the raw values used to generate the Pie chart. The second dataframe returned by get_gpu_kernel_breakdown contains duration summary statistics for each kernel. In particular, this includes the count, min, max, average, standard deviation, sum and kernel type for each kernel on each rank. + +.. figure:: ../images/profiler/kernel_breakdown_dfs.png + :alt: Kernel Breakdown HTA - Dataframes Example + :align: center + + +Using this data HTA creates many visualizations to identify performance bottlenecks. +- Pie charts of the top kernels for each kernel type for each rank. +- Bar graphs of the average duration across all ranks for each of the top kernels and for each kernel type. + +.. figure:: ../images/profiler/kernel_breakdown_plots.png + :alt: Kernel Breakdown HTA - Plots Example + :align: center + + For more examples using HTA you can check https://github.com/facebookresearch/HolisticTraceAnalysis/tree/main/examples and the package docs https://hta.readthedocs.io/en/latest/. Additionally we recommend this blog from Pytorch https://pytorch.org/blog/trace-analysis-for-masses/ + + Model Summary ^^^^^^^^^^^^^^^^ From 3c2f2d905268509cdbb909302cf9883cf52fee43 Mon Sep 17 00:00:00 2001 From: anaprietonem Date: Mon, 7 Oct 2024 12:44:21 +0000 Subject: [PATCH 17/47] update profiler docs --- docs/images/profiler/idle_time_breakdown.png | Bin 0 -> 53349 bytes docs/images/profiler/kernel_breakdown_dfs.png | Bin 0 -> 78311 bytes docs/images/profiler/kernel_breakdown_plots.png | Bin 0 -> 96328 bytes docs/images/profiler/temporal_breakdown.png | Bin 0 -> 38378 bytes 4 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 docs/images/profiler/idle_time_breakdown.png create mode 100644 docs/images/profiler/kernel_breakdown_dfs.png create mode 100644 docs/images/profiler/kernel_breakdown_plots.png create mode 100644 docs/images/profiler/temporal_breakdown.png diff --git a/docs/images/profiler/idle_time_breakdown.png b/docs/images/profiler/idle_time_breakdown.png 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