diff --git a/cms/v2.1.0/pyg-cms_20241101_090645_682892/.gitattributes b/cms/v2.1.0/pyg-cms_20241101_090645_682892/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..47943364c4b4602cc95e2c80167b23f5d16869f9 --- /dev/null +++ b/cms/v2.1.0/pyg-cms_20241101_090645_682892/.gitattributes @@ -0,0 +1,3 @@ +plots_checkpoint-08-2.986092 filter=lfs diff=lfs merge=lfs -text +runs/ filter=lfs diff=lfs merge=lfs -text +checkpoints/ filter=lfs diff=lfs merge=lfs -text diff --git a/cms/v2.1.0/pyg-cms_20241101_090645_682892/README.md b/cms/v2.1.0/pyg-cms_20241101_090645_682892/README.md new file mode 100644 index 0000000000000000000000000000000000000000..7c94bd94bd986b2feedd423be9e8aed3be6a0327 --- /dev/null +++ b/cms/v2.1.0/pyg-cms_20241101_090645_682892/README.md @@ -0,0 +1,140 @@ +# Model Card for mlpf-cms-v2.1.0 + +This model reconstructs particles in a detector, based on the tracks and calorimeter clusters recorded by the detector. + +## Model Details + +The performance is measured with respect to generator-level jets and MET computed from Pythia particles, i.e. the truth-level jets and MET. + +
+ Jet performance + + ttbar jet resolution + qq jet resolution + ttbar jet resolution + +
+ +
+ MET performance + + ttbar MET resolution + qq MET resolution + ttbar MET resolution + +
+ +### Model Description + +- **Developed by:** CMS MLPF Team +- **Model type:** transformer +- **License:** Apache License + +### Model Sources + +- **Repository:** https://github.com/jpata/particleflow/releases/tag/v2.1.0 + +## Uses +### Direct Use + +This model may be used to study the physics and computational performance on ML-based reconstruction in simulation within the CMS collaboration. + +### Out-of-Scope Use + +This model is not intended for physics measurements on real data or for use outside the CMS collaboration. + +## Bias, Risks, and Limitations + +The model has only been trained on simulation data and has not been validated against real data. +The model has not been peer reviewed or published in a peer-reviewed journal. + +## How to Get Started with the Model + +Use the code below to get started with the model. + +``` +#get the code +git clone https://github.com/jpata/particleflow +cd particleflow +git checkout v2.1.0 + +#get the models +git clone https://huggingface.co/jpata/particleflow models +``` + +## Training Details +Trained on 8x MI250X for 8 epochs over ~8 days. +The training was continued multiple times from a checkpoint due to the 24h time limit. + +### Training Data +The following datasets were used: +``` +179G cms_pf_qcd +84G cms_pf_qcd_nopu +179G cms_pf_ttbar +86G cms_pf_ttbar_nopu +173G cms_pf_ztt +57G cms_pf_ztt_nopu +``` + +## Training Procedure + +```bash +#!/bin/bash +#SBATCH --job-name=mlpf-train +#SBATCH --account=project_465000301 +#SBATCH --time=3-00:00:00 +#SBATCH --nodes=1 +#SBATCH --ntasks-per-node=1 +#SBATCH --cpus-per-task=32 +#SBATCH --mem=400G +#SBATCH --gpus-per-task=8 +#SBATCH --partition=small-g +#SBATCH --no-requeue +#SBATCH -o logs/slurm-%x-%j-%N.out + +cd /scratch/project_465000301/particleflow + +module load LUMI/24.03 partition/G + +export IMG=/scratch/project_465000301/pytorch-rocm6.2.simg +export PYTHONPATH=`pwd` +export TFDS_DATA_DIR=/scratch/project_465000301/tensorflow_datasets +#export MIOPEN_DISABLE_CACHE=true +export MIOPEN_USER_DB_PATH=/tmp/${USER}-${SLURM_JOB_ID}-miopen-cache +export MIOPEN_CUSTOM_CACHE_DIR=${MIOPEN_USER_DB_PATH} +export TF_CPP_MAX_VLOG_LEVEL=-1 #to suppress ROCm fusion is enabled messages +export ROCM_PATH=/opt/rocm +#export NCCL_DEBUG=INFO +#export MIOPEN_ENABLE_LOGGING=1 +#export MIOPEN_ENABLE_LOGGING_CMD=1 +#export MIOPEN_LOG_LEVEL=4 +export KERAS_BACKEND=torch + +env + +#TF training +singularity exec \ + --rocm \ + -B /scratch/project_465000301 \ + -B /tmp \ + --env LD_LIBRARY_PATH=/opt/rocm/lib/ \ + --env CUDA_VISIBLE_DEVICES=$ROCR_VISIBLE_DEVICES \ + $IMG python3 mlpf/pipeline.py --gpus 8 \ + --data-dir $TFDS_DATA_DIR --config parameters/pytorch/pyg-cms.yaml \ + --train --gpu-batch-multiplier 5 --num-workers 8 --prefetch-factor 50 --checkpoint-freq 1 --conv-type attention --dtype bfloat16 --lr 0.0001 +``` + + +## Citation + +## Glossary + +- PF: particle flow reconstruction +- MLPF: machine learning for particle flow +- CMS: Compact Muon Solenoid + +## Model Card Contact + +Joosep Pata, joosep.pata@cern.ch + diff --git a/cms/v2.1.0/pyg-cms_20241101_090645_682892/checkpoints/checkpoint-08-2.986092.pth b/cms/v2.1.0/pyg-cms_20241101_090645_682892/checkpoints/checkpoint-08-2.986092.pth new file mode 100644 index 0000000000000000000000000000000000000000..97ef65429400898d6fe9ee762b17fb1625deb11e --- /dev/null +++ b/cms/v2.1.0/pyg-cms_20241101_090645_682892/checkpoints/checkpoint-08-2.986092.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:67fa037c0247ef3cc9ba7a2e01c717d3e0b8de18f7e77188c21248b655657f86 +size 1386307830 diff --git a/cms/v2.1.0/pyg-cms_20241101_090645_682892/history/epoch_1.json b/cms/v2.1.0/pyg-cms_20241101_090645_682892/history/epoch_1.json new file mode 100644 index 0000000000000000000000000000000000000000..7131d708aa8c4469887d991daa23de33985e966d --- /dev/null +++ b/cms/v2.1.0/pyg-cms_20241101_090645_682892/history/epoch_1.json @@ -0,0 +1 @@ +{"train": {"Regression_pt": 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b/cms/v2.1.0/pyg-cms_20241101_090645_682892/step_weights.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:51b11a743edf5760cf0b029b50bef00ba8958c5d64a826db46b519d1ebc84ebb +size 1386292926 diff --git a/cms/v2.1.0/pyg-cms_20241101_090645_682892/test-config.yaml b/cms/v2.1.0/pyg-cms_20241101_090645_682892/test-config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8a6454958e891166d3c03ff21aa9cea09fb6b902 --- /dev/null +++ b/cms/v2.1.0/pyg-cms_20241101_090645_682892/test-config.yaml @@ -0,0 +1,265 @@ +backend: pytorch +checkpoint_freq: 1 +comet: false +comet_name: particleflow-pt +comet_offline: false +comet_step_freq: 10 +config: parameters/pytorch/pyg-cms-nopu.yaml +conv_type: attention +data_dir: /scratch/persistent/joosep/tensorflow_datasets +dataset: cms +dtype: bfloat16 +gpu_batch_multiplier: 2 +gpus: 1 +load: experiments/pyg-cms_20241101_090645_682892/checkpoints/checkpoint-08-2.986092.pth +lr: 0.0001 +lr_schedule: cosinedecay +lr_schedule_config: + onecycle: + pct_start: 0.3 +make_plots: true +model: + attention: + activation: relu + attention_type: flash + conv_type: attention + dropout_conv_id_ff: 0.0 + dropout_conv_id_mha: 0.0 + dropout_conv_reg_ff: 0.0 + dropout_conv_reg_mha: 0.0 + dropout_ff: 0.0 + head_dim: 32 + num_convs: 6 + num_heads: 32 + use_pre_layernorm: true + cos_phi_mode: linear + energy_mode: direct-elemtype-split + eta_mode: linear + gnn_lsh: + activation: elu + bin_size: 320 + conv_type: gnn_lsh + distance_dim: 128 + dropout_ff: 0.0 + embedding_dim: 512 + ffn_dist_hidden_dim: 128 + ffn_dist_num_layers: 2 + layernorm: true + max_num_bins: 200 + num_convs: 8 + num_node_messages: 2 + width: 512 + input_encoding: split + learned_representation_mode: last + mamba: + activation: elu + conv_type: mamba + d_conv: 4 + d_state: 32 + dropout_ff: 0.0 + embedding_dim: 1024 + expand: 2 + num_convs: 4 + width: 1024 + pt_mode: direct-elemtype-split + sin_phi_mode: linear + trainable: all +ntest: 50000 +ntrain: null +num_epochs: 100 +num_workers: 8 +nvalid: null +patience: 20 +prefetch_factor: 10 +ray_train: false +raytune: + asha: + brackets: 1 + grace_period: 10 + max_t: 200 + reduction_factor: 4 + default_metric: val_loss + default_mode: min + hyperband: + max_t: 200 + reduction_factor: 4 + hyperopt: + n_random_steps: 10 + local_dir: null + nevergrad: + n_random_steps: 10 + sched: asha + search_alg: hyperopt +save_attention: false +sort_data: true +test: true +test_dataset: + cms_pf_qcd: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_qcd_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ttbar: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ttbar_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ztt: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ztt_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 +test_datasets: +- cms_pf_ztt_nopu +train_dataset: + cms: + physical_nopu: + batch_size: 8 + samples: + cms_pf_qcd_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ttbar_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ztt_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 +val_freq: null +valid_dataset: + cms: + physical_nopu: + batch_size: 8 + samples: + cms_pf_qcd_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ttbar_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ztt_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 diff --git a/cms/v2.1.0/pyg-cms_20241101_090645_682892/train-config.yaml b/cms/v2.1.0/pyg-cms_20241101_090645_682892/train-config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c36c6c083740a02b4b752620ff4f6b836c0eb423 --- /dev/null +++ b/cms/v2.1.0/pyg-cms_20241101_090645_682892/train-config.yaml @@ -0,0 +1,347 @@ +backend: pytorch +checkpoint_freq: 1 +comet: false +comet_name: particleflow-pt +comet_offline: false +comet_step_freq: 10 +config: parameters/pytorch/pyg-cms.yaml +conv_type: attention +data_dir: /scratch/project_465000301/tensorflow_datasets +dataset: cms +dtype: bfloat16 +gpu_batch_multiplier: 5 +gpus: 8 +load: experiments/pyg-cms_20241101_090645_682892/checkpoints/checkpoint-06-3.089034.pth +lr: 0.0001 +lr_schedule: cosinedecay +lr_schedule_config: + onecycle: + pct_start: 0.3 +model: + attention: + activation: relu + attention_type: flash + conv_type: attention + dropout_conv_id_ff: 0.0 + dropout_conv_id_mha: 0.0 + dropout_conv_reg_ff: 0.0 + dropout_conv_reg_mha: 0.0 + dropout_ff: 0.0 + head_dim: 32 + num_convs: 6 + num_heads: 32 + use_pre_layernorm: true + cos_phi_mode: linear + energy_mode: direct-elemtype-split + eta_mode: linear + gnn_lsh: + activation: elu + bin_size: 320 + conv_type: gnn_lsh + distance_dim: 128 + dropout_ff: 0.0 + embedding_dim: 512 + ffn_dist_hidden_dim: 128 + ffn_dist_num_layers: 2 + layernorm: true + max_num_bins: 200 + num_convs: 8 + num_node_messages: 2 + width: 512 + input_encoding: split + learned_representation_mode: last + mamba: + activation: elu + conv_type: mamba + d_conv: 4 + d_state: 32 + dropout_ff: 0.0 + embedding_dim: 1024 + expand: 2 + num_convs: 4 + width: 1024 + pt_mode: direct-elemtype-split + sin_phi_mode: linear + trainable: all +ntest: null +ntrain: null +num_epochs: 100 +num_workers: 8 +nvalid: null +patience: 20 +prefetch_factor: 50 +ray_train: false +raytune: + asha: + brackets: 1 + grace_period: 10 + max_t: 200 + reduction_factor: 4 + default_metric: val_loss + default_mode: min + hyperband: + max_t: 200 + reduction_factor: 4 + hyperopt: + n_random_steps: 10 + local_dir: null + nevergrad: + n_random_steps: 10 + sched: asha + search_alg: hyperopt +save_attention: false +sort_data: true +test_dataset: + cms_pf_qcd: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_qcd_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ttbar: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ttbar_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ztt: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ztt_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 +test_datasets: [] +train: true +train_dataset: + cms: + physical_nopu: + batch_size: 8 + samples: + cms_pf_qcd_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ttbar_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ztt_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + physical_pu: + batch_size: 1 + samples: + cms_pf_qcd: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ttbar: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ztt: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 +val_freq: null +valid_dataset: + cms: + physical_nopu: + batch_size: 8 + samples: + cms_pf_qcd_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ttbar_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ztt_nopu: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + physical_pu: + batch_size: 1 + samples: + cms_pf_qcd: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ttbar: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + cms_pf_ztt: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0