From c4204f2a573cf3830703a1845657cb2d7738148f Mon Sep 17 00:00:00 2001 From: hidekatagiri Date: Tue, 30 Jul 2024 09:30:19 +0000 Subject: [PATCH] add production_configs/20240727_v0.10.11_src12_tuned --- .../lstchain_config_2024-07-27.json | 323 ++ ..._2024-07-27_PathConfigAllSkyFullDL1ab.yaml | 2934 +++++++++++++++++ .../20240727_v0.10.11_src12_tuned/readme.md | 66 + 3 files changed, 3323 insertions(+) create mode 100644 production_configs/20240727_v0.10.11_src12_tuned/lstchain_config_2024-07-27.json create mode 100644 production_configs/20240727_v0.10.11_src12_tuned/lstmcpipe_config_2024-07-27_PathConfigAllSkyFullDL1ab.yaml create mode 100644 production_configs/20240727_v0.10.11_src12_tuned/readme.md diff --git a/production_configs/20240727_v0.10.11_src12_tuned/lstchain_config_2024-07-27.json b/production_configs/20240727_v0.10.11_src12_tuned/lstchain_config_2024-07-27.json new file mode 100644 index 00000000..2af66cee --- /dev/null +++ b/production_configs/20240727_v0.10.11_src12_tuned/lstchain_config_2024-07-27.json @@ -0,0 +1,323 @@ +{ + "source_config": { + "EventSource": { + "allowed_tels": [ + 1 + ], + "max_events": null + }, + "LSTEventSource": { + "default_trigger_type": "ucts", + "allowed_tels": [ + 1 + ], + "min_flatfield_adc": 3000, + "min_flatfield_pixel_fraction": 0.8, + "calibrate_flatfields_and_pedestals": false, + "EventTimeCalculator": { + "dragon_reference_counter": null, + "dragon_reference_time": null + }, + "PointingSource": { + "drive_report_path": null + }, + "LSTR0Corrections": { + "calib_scale_high_gain": 1.088, + "calib_scale_low_gain": 1.004, + "drs4_pedestal_path": null, + "calibration_path": null, + "drs4_time_calibration_path": null + } + } + }, + "events_filters": { + "intensity": [ + 0, + Infinity + ], + "width": [ + 0, + Infinity + ], + "length": [ + 0, + Infinity + ], + "wl": [ + 0, + Infinity + ], + "r": [ + 0, + Infinity + ], + "leakage_intensity_width_2": [ + 0, + Infinity + ] + }, + "n_training_events": { + "gamma_regressors": 1.0, + "gamma_tmp_regressors": 0.8, + "gamma_classifier": 0.2, + "proton_classifier": 1.0 + }, + "tailcut": { + "picture_thresh": 8, + "boundary_thresh": 4, + "keep_isolated_pixels": false, + "min_number_picture_neighbors": 2, + "use_only_main_island": false, + "delta_time": 2 + }, + "tailcuts_clean_with_pedestal_threshold": { + "picture_thresh": 8, + "boundary_thresh": 4, + "sigma": 2.5, + "keep_isolated_pixels": false, + "min_number_picture_neighbors": 2, + "use_only_main_island": false, + "delta_time": 2 + }, + "dynamic_cleaning": { + "apply": true, + "threshold": 267, + "fraction_cleaning_intensity": 0.03 + }, + "random_forest_energy_regressor_args": { + "max_depth": 30, + "min_samples_leaf": 10, + "n_jobs": -1, + "n_estimators": 150, + "bootstrap": true, + "criterion": "squared_error", + "max_features": 1.0, + "max_leaf_nodes": null, + "min_impurity_decrease": 0.0, + "min_samples_split": 10, + "min_weight_fraction_leaf": 0.0, + "oob_score": false, + "random_state": 42, + "warm_start": false + }, + "random_forest_disp_regressor_args": { + "max_depth": 30, + "min_samples_leaf": 10, + "n_jobs": -1, + "n_estimators": 150, + "bootstrap": true, + "criterion": "squared_error", + "max_features": 1.0, + "max_leaf_nodes": null, + "min_impurity_decrease": 0.0, + "min_samples_split": 10, + "min_weight_fraction_leaf": 0.0, + "oob_score": false, + "random_state": 42, + "warm_start": false + }, + "random_forest_disp_classifier_args": { + "max_depth": 30, + "min_samples_leaf": 10, + "n_jobs": -1, + "n_estimators": 100, + "criterion": "gini", + "min_samples_split": 10, + "min_weight_fraction_leaf": 0.0, + "max_features": 1.0, + "max_leaf_nodes": null, + "min_impurity_decrease": 0.0, + "bootstrap": true, + "oob_score": false, + "random_state": 42, + "warm_start": false, + "class_weight": null + }, + "random_forest_particle_classifier_args": { + "max_depth": 30, + "min_samples_leaf": 10, + "n_jobs": -1, + "n_estimators": 100, + "criterion": "gini", + "min_samples_split": 10, + "min_weight_fraction_leaf": 0.0, + "max_features": 1.0, + "max_leaf_nodes": null, + "min_impurity_decrease": 0.0, + "bootstrap": true, + "oob_score": false, + "random_state": 42, + "warm_start": false, + "class_weight": null + }, + "energy_regression_features": [ + "log_intensity", + "width", + "length", + "x", + "y", + "wl", + "skewness", + "kurtosis", + "time_gradient", + "leakage_intensity_width_2", + "sin_az_tel", + "alt_tel" + ], + "disp_method": "disp_norm_sign", + "disp_regression_features": [ + "log_intensity", + "width", + "length", + "wl", + "skewness", + "kurtosis", + "time_gradient", + "leakage_intensity_width_2", + "sin_az_tel", + "alt_tel" + ], + "disp_classification_features": [ + "log_intensity", + "width", + "length", + "wl", + "skewness", + "kurtosis", + "time_gradient", + "leakage_intensity_width_2", + "sin_az_tel", + "alt_tel" + ], + "particle_classification_features": [ + "log_intensity", + "width", + "length", + "x", + "y", + "wl", + "signed_skewness", + "kurtosis", + "signed_time_gradient", + "leakage_intensity_width_2", + "log_reco_energy", + "reco_disp_norm", + "reco_disp_sign", + "sin_az_tel", + "alt_tel" + ], + "allowed_tels": [ + 1 + ], + "write_pe_image": false, + "mc_image_scaling_factor": 1, + "image_extractor": "LocalPeakWindowSum", + "image_extractor_for_muons": "GlobalPeakWindowSum", + "CameraCalibrator": { + "apply_waveform_time_shift": false + }, + "time_sampling_correction_path": "default", + "LocalPeakWindowSum": { + "window_shift": 4, + "window_width": 8, + "apply_integration_correction": true + }, + "GlobalPeakWindowSum": { + "window_shift": 4, + "window_width": 8, + "apply_integration_correction": true + }, + "timestamps_pointing": "ucts", + "train_gamma_src_r_deg": [ + 0, + Infinity + ], + "source_dependent": false, + "mc_nominal_source_x_deg": 0.4, + "mc_nominal_source_y_deg": 0.0, + "volume_reducer": { + "algorithm": null, + "parameters": {} + }, + "calibration_product": "LSTCalibrationCalculator", + "LSTCalibrationCalculator": { + "systematic_correction_path": null, + "npe_median_cut_outliers": [ + -5, + 5 + ], + "squared_excess_noise_factor": 1.222, + "flatfield_product": "FlasherFlatFieldCalculator", + "pedestal_product": "PedestalIntegrator", + "PedestalIntegrator": { + "sample_size": 10000, + "sample_duration": 100000, + "tel_id": 1, + "time_sampling_correction_path": null, + "charge_median_cut_outliers": [ + -10, + 10 + ], + "charge_std_cut_outliers": [ + -10, + 10 + ], + "charge_product": "FixedWindowSum", + "FixedWindowSum": { + "window_shift": 6, + "window_width": 12, + "peak_index": 18, + "apply_integration_correction": false + } + }, + "FlasherFlatFieldCalculator": { + "sample_size": 10000, + "sample_duration": 100000, + "tel_id": 1, + "time_sampling_correction_path": null, + "charge_product": "LocalPeakWindowSum", + "charge_median_cut_outliers": [ + -0.9, + 2 + ], + "charge_std_cut_outliers": [ + -10, + 10 + ], + "time_cut_outliers": [ + 2, + 38 + ], + "LocalPeakWindowSum": { + "window_shift": 5, + "window_width": 12, + "apply_integration_correction": false + } + } + }, + "waveform_nsb_tuning": { + "nsb_tuning": false, + "nsb_tuning_ratio": 0.52, + "spe_location": "lstchain/data/SinglePhE_ResponseInPhE_expo2Gaus.dat" + }, + "write_interleaved_events": { + "DataWriter": { + "overwrite": true, + "write_images": false, + "write_parameters": false, + "write_waveforms": true, + "transform_waveform": true, + "waveform_dtype": "uint16", + "waveform_offset": 400, + "waveform_scale": 80 + } + }, + "image_modifier": + { + "increase_nsb": true, + "extra_noise_in_dim_pixels": 1.297, + "extra_bias_in_dim_pixels": 0.385, + "transition_charge": 8, + "extra_noise_in_bright_pixels": 1.536 + } +} diff --git a/production_configs/20240727_v0.10.11_src12_tuned/lstmcpipe_config_2024-07-27_PathConfigAllSkyFullDL1ab.yaml b/production_configs/20240727_v0.10.11_src12_tuned/lstmcpipe_config_2024-07-27_PathConfigAllSkyFullDL1ab.yaml new file mode 100644 index 00000000..2e4703fb --- /dev/null +++ b/production_configs/20240727_v0.10.11_src12_tuned/lstmcpipe_config_2024-07-27_PathConfigAllSkyFullDL1ab.yaml @@ -0,0 +1,2934 @@ +# lstmcpipe generated config from PathConfigAllSkyFullDL1ab - 2024-07-27 + +workflow_kind: lstchain + +# prod_id ex: local_no_n_islands. Default; v00 (if key left empty or None) +prod_id: 20240727_v0.10.11_src12_tuned + +source_environment: + source_file: /fefs/aswg/software/conda/etc/profile.d/conda.sh + conda_env: lstchain-v0.10.11 + +slurm_config: +# dpps is the default account for lstanalyzer - other users should use aswg + user_account: dpps +lstmcpipe_version: 0.10.3 +prod_type: PathConfigAllSkyFullDL1ab +stages_to_run: +- dl1ab +- merge_dl1 +- train_pipe +- dl1_to_dl2 +- dl2_to_irfs +stages: + dl1ab: + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_69.967_az_106.718_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_69.967_az_106.718_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_69.967_az_253.282_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_69.967_az_253.282_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_64.337_az_110.791_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_64.337_az_110.791_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_64.337_az_249.209_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_64.337_az_249.209_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_58.865_az_115.318_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_58.865_az_115.318_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_58.865_az_244.682_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_58.865_az_244.682_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_53.608_az_120.445_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_53.608_az_120.445_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_53.608_az_239.555_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_53.608_az_239.555_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_48.642_az_126.353_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_48.642_az_126.353_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_48.642_az_233.647_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_48.642_az_233.647_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_44.071_az_133.254_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_44.071_az_133.254_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_44.071_az_226.746_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_44.071_az_226.746_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_40.034_az_141.371_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_40.034_az_141.371_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_40.034_az_218.629_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_40.034_az_218.629_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_36.713_az_150.881_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_36.713_az_150.881_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_36.713_az_209.119_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_36.713_az_209.119_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_34.32_az_161.79_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_34.32_az_161.79_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_34.32_az_198.21_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_34.32_az_198.21_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_33.058_az_173.79_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/GammaDiffuse/node_corsika_theta_33.058_az_173.79_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/Protons/node_corsika_theta_69.967_az_106.718_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/Protons/node_corsika_theta_69.967_az_106.718_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/Protons/node_corsika_theta_69.967_az_253.282_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/Protons/node_corsika_theta_69.967_az_253.282_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/Protons/node_corsika_theta_64.337_az_110.791_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/Protons/node_corsika_theta_64.337_az_110.791_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/Protons/node_corsika_theta_64.337_az_249.209_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/Protons/node_corsika_theta_64.337_az_249.209_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/Protons/node_corsika_theta_58.865_az_115.318_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/Protons/node_corsika_theta_58.865_az_115.318_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/Protons/node_corsika_theta_58.865_az_244.682_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/Protons/node_corsika_theta_58.865_az_244.682_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/Protons/node_corsika_theta_53.608_az_120.445_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/Protons/node_corsika_theta_53.608_az_120.445_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/Protons/node_corsika_theta_53.608_az_239.555_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/Protons/node_corsika_theta_53.608_az_239.555_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/Protons/node_corsika_theta_48.642_az_126.353_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/Protons/node_corsika_theta_48.642_az_126.353_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/Protons/node_corsika_theta_48.642_az_233.647_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/Protons/node_corsika_theta_48.642_az_233.647_ + - input: + /fefs/aswg/data/mc/DL1/AllSky/20240131_allsky_v0.10.5_all_dec_base/TrainingDataset/dec_min_413/Protons/node_corsika_theta_44.071_az_133.254_ + output: + /fefs/aswg/data/mc/DL1/AllSky/20240727_v0.10.11_src12_tuned/TrainingDataset/dec_min_413/Protons/node_corsika_theta_44.071_az_133.254_ + - 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input: + gamma_file: + /fefs/aswg/data/mc/DL2/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_52.374_az_175.158_/dl2_20240727_v0.10.11_src12_tuned_node_theta_52.374_az_175.158__merged.h5 + proton_file: + electron_file: + output: + /fefs/aswg/data/mc/IRF/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_52.374_az_175.158_/irf_20240727_v0.10.11_src12_tuned_node_theta_52.374_az_175.158_.fits.gz + options: --point-like + extra_slurm_options: + mem: 6GB + - input: + gamma_file: + /fefs/aswg/data/mc/DL2/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_75.226_az_31.342_/dl2_20240727_v0.10.11_src12_tuned_node_theta_75.226_az_31.342__merged.h5 + proton_file: + electron_file: + output: + /fefs/aswg/data/mc/IRF/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_75.226_az_31.342_/irf_20240727_v0.10.11_src12_tuned_node_theta_75.226_az_31.342_.fits.gz + options: --point-like + extra_slurm_options: + mem: 6GB + - input: + gamma_file: + /fefs/aswg/data/mc/DL2/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_74.336_az_332.727_/dl2_20240727_v0.10.11_src12_tuned_node_theta_74.336_az_332.727__merged.h5 + proton_file: + electron_file: + output: + /fefs/aswg/data/mc/IRF/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_74.336_az_332.727_/irf_20240727_v0.10.11_src12_tuned_node_theta_74.336_az_332.727_.fits.gz + options: --point-like + extra_slurm_options: + mem: 6GB + - input: + gamma_file: + /fefs/aswg/data/mc/DL2/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_52.374_az_240.004_/dl2_20240727_v0.10.11_src12_tuned_node_theta_52.374_az_240.004__merged.h5 + proton_file: + electron_file: + output: + /fefs/aswg/data/mc/IRF/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_52.374_az_240.004_/irf_20240727_v0.10.11_src12_tuned_node_theta_52.374_az_240.004_.fits.gz + options: --point-like + extra_slurm_options: + mem: 6GB + - input: + gamma_file: + /fefs/aswg/data/mc/DL2/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_65.796_az_31.344_/dl2_20240727_v0.10.11_src12_tuned_node_theta_65.796_az_31.344__merged.h5 + proton_file: + electron_file: + output: + /fefs/aswg/data/mc/IRF/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_65.796_az_31.344_/irf_20240727_v0.10.11_src12_tuned_node_theta_65.796_az_31.344_.fits.gz + options: --point-like + extra_slurm_options: + mem: 6GB + - input: + gamma_file: + /fefs/aswg/data/mc/DL2/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_68.068_az_141.683_/dl2_20240727_v0.10.11_src12_tuned_node_theta_68.068_az_141.683__merged.h5 + proton_file: + electron_file: + output: + /fefs/aswg/data/mc/IRF/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_68.068_az_141.683_/irf_20240727_v0.10.11_src12_tuned_node_theta_68.068_az_141.683_.fits.gz + options: --point-like + extra_slurm_options: + mem: 6GB + - input: + gamma_file: + /fefs/aswg/data/mc/DL2/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_60.66_az_32.517_/dl2_20240727_v0.10.11_src12_tuned_node_theta_60.66_az_32.517__merged.h5 + proton_file: + electron_file: + output: + /fefs/aswg/data/mc/IRF/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_60.66_az_32.517_/irf_20240727_v0.10.11_src12_tuned_node_theta_60.66_az_32.517_.fits.gz + options: --point-like + extra_slurm_options: + mem: 6GB + - input: + gamma_file: + /fefs/aswg/data/mc/DL2/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_68.068_az_119.073_/dl2_20240727_v0.10.11_src12_tuned_node_theta_68.068_az_119.073__merged.h5 + proton_file: + electron_file: + output: + /fefs/aswg/data/mc/IRF/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_68.068_az_119.073_/irf_20240727_v0.10.11_src12_tuned_node_theta_68.068_az_119.073_.fits.gz + options: --point-like + extra_slurm_options: + mem: 6GB + - input: + gamma_file: + /fefs/aswg/data/mc/DL2/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_52.374_az_152.343_/dl2_20240727_v0.10.11_src12_tuned_node_theta_52.374_az_152.343__merged.h5 + proton_file: + electron_file: + output: + /fefs/aswg/data/mc/IRF/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_52.374_az_152.343_/irf_20240727_v0.10.11_src12_tuned_node_theta_52.374_az_152.343_.fits.gz + options: --point-like + extra_slurm_options: + mem: 6GB + - input: + gamma_file: + /fefs/aswg/data/mc/DL2/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_47.952_az_270_/dl2_20240727_v0.10.11_src12_tuned_node_theta_47.952_az_270__merged.h5 + proton_file: + electron_file: + output: + /fefs/aswg/data/mc/IRF/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_47.952_az_270_/irf_20240727_v0.10.11_src12_tuned_node_theta_47.952_az_270_.fits.gz + options: --point-like + extra_slurm_options: + mem: 6GB + - input: + gamma_file: + /fefs/aswg/data/mc/DL2/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_71.94_az_28.709_/dl2_20240727_v0.10.11_src12_tuned_node_theta_71.94_az_28.709__merged.h5 + proton_file: + electron_file: + output: + /fefs/aswg/data/mc/IRF/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_71.94_az_28.709_/irf_20240727_v0.10.11_src12_tuned_node_theta_71.94_az_28.709_.fits.gz + options: --point-like + extra_slurm_options: + mem: 6GB + - input: + gamma_file: + /fefs/aswg/data/mc/DL2/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_32.059_az_175.158_/dl2_20240727_v0.10.11_src12_tuned_node_theta_32.059_az_175.158__merged.h5 + proton_file: + electron_file: + output: + /fefs/aswg/data/mc/IRF/AllSky/20240727_v0.10.11_src12_tuned/TestingDataset/dec_min_413/node_theta_32.059_az_175.158_/irf_20240727_v0.10.11_src12_tuned_node_theta_32.059_az_175.158_.fits.gz + options: --point-like + extra_slurm_options: + mem: 6GB diff --git a/production_configs/20240727_v0.10.11_src12_tuned/readme.md b/production_configs/20240727_v0.10.11_src12_tuned/readme.md new file mode 100644 index 00000000..015184a6 --- /dev/null +++ b/production_configs/20240727_v0.10.11_src12_tuned/readme.md @@ -0,0 +1,66 @@ + +# New Prod Config + +## Prod_ID + +20240727_v0.10.11_src12_tuned + +## Short description of the config + +full DL1ab production (with NSB tuning for src12) with lstchain v0.10.11 + +NSB level was checked in the following way: + +``` +input_mc_base = Path("/fefs/aswg/data/mc/DL0/LSTProd2/TrainingDataset/GammaDiffuse/") +input_mc = input_mc_base / "dec_min_413/sim_telarray/node_corsika_theta_33.058_az_173.79_/output_v1.4/simtel_corsika_theta_33.058_az_173.79_run1.simtel.gz" + +input_data_base = Path("/fefs/aswg/data/real/DL1/") +input_data = input_data_base / "20240701/v0.10/tailcut84/dl1_LST-1.Run17967.0000.h5" + +print("this config was downloaded (and modified) on %s" % download_config_modified_time) +config_file = Path("./lstchain_standard_config.json") + +!lstchain_tune_nsb --input-mc $input_mc --input-data $input_data --config $config_file +``` + + +The resulting values are the followings: + +``` +this config was downloaded (and modified) on 2024-07-27 10:21:03 + +Real data: + Number of bad pixels (from calibration): 13 + Median of FF pixel charge: 75.561 p.e. + Median across camera of good pixels' pedestal std 2.217 p.e. + Number of pixels beyond 3 std dev of median: 34, (above 2.73 p.e.) +Good and not too bright pixels: 1812 + + +{ + "increase_nsb": true, + "extra_noise_in_dim_pixels": 1.297, + "extra_bias_in_dim_pixels": 0.385, + "transition_charge": 8, + "extra_noise_in_bright_pixels": 1.536 +} +``` + +These are pasted on the lstchain_config_2024-07-27.json. + +contact: Hideaki Katagiri + +## Why this config is needed + +Reprocess the data of src12 with version of lstchain v0.10.11 and with NSB tunning. + +## Other information + +### command-line: +``` +prod_id = "20240727_v0.10.11_src12_tuned" +dec_list = "dec_min_413" # declination=-4.13, Decl. of G17.8+16.8 = -5.145 +source_prod_id = "20240131_allsky_v0.10.5_all_dec_base" +!lstmcpipe_generate_config PathConfigAllSkyFullDL1ab --overwrite --prod_id $prod_id --kwargs source_prod_id=$source_prod_id --dec_list $dec_list +```