PyPI 官网下载 | quickstats-0.5.3.9.tar.gz

# Setup Clone the repository: ``` git clone ssh://git@gitlab.cern.ch:7999/clcheng/quickstats.git ``` ### 1. CERN User To set up from lxplus, just do ``` source setup.sh ``` ### 2. Genearl User To set up locally, make sure you have pyROOT 6.22+ installed (using conda is recommended), and do ``` pip install quickstats ``` ### Important: First-time compilation To compile c++ dependencies, do this for first time use ``` quickstats compile ``` ### Installing pyROOT Simplest way to install pyROOT is via conda ``` conda install -c conda-forge ROOT ``` # Command Line Tools ## Run Pulls ``` quickstats run_pulls -i <input_ws_path> -d <dataset_name> -p <np_name/pattern> --poi <poi_name> --parallel -1 -o <output_dir> ``` The following options are available | **Option** | **Description** | **Default** | | ---------- | ---------- | ----------- | | `-i/--input_file` | Path to the input workspace file | - | | `-w/--workspace` | Name of workspace. Auto-detect by default. | None | | `-m/--model_config` | Name of model config. Auto-detect by default. | None | | `-d/--data` | Name of dataset | "combData" | | `-p/--parameter` | Nuisance parameter(s) to run pulls on. Multiple parameters are separated by commas. Wildcards are accepted. All NPs will be run over by default| "" | | `-x/--poi` | POIs to measure. If empty, impact on POI will not be calculated. | "" | | `-r/--profile` | Parameters to profile | "" | | `-f/--fix` | Parameters to fix | "" | | `-s/--snapshot` | Name of initial snapshot | "nominalNuis" | | `-o/--outdir` | Output directory | "pulls" | | `-t/--minimizer_type` | Minimizer type | "Minuit2" | | `-a/--minimizer_algo` | Minimizer algorithm | "Migrad" | | `-c/--num_cpu` | Number of CPUs to use per parameter | 1 | | `--binned/--unbinned` | Whether to use binned likelihood | True | | `-q/--precision` | Precision for scan | 0.001 | | `-e/--eps` | Tolerance | 1.0 | | `-l/--log_level` | Log level | "INFO" | | `--eigen/--no-eigen` | Compute eigenvalues and vectors | False | | `--strategy` | Default fit strategy | 0 | | `--fix-cache/--no-fix-cache` | Fix StarMomentMorph cache | True | | `--fix-multi/--no-fix-multi` | Fix MultiPdf level 2 | True | | `--offset/--no-offset` | Offset likelihood | True | | `--optimize/--no-optimize` | Optimize constant terms | True | | `--max_calls` | Maximum number of function calls | -1 | | `--max_iters` | Maximum number of Minuit iterations | -1 | | `--parallel` | Parallelize job across different nuisanceparameters using N workers. Use -1 for N_CPU workers. | 0 | | `--cache/--no-cache` | Cache existing result | True | | `--exclude` | Exclude NPs (wildcard is accepted) | "" | ## Plot Pulls ``` quickstats plot_pulls --help ``` ## Run Likelihood Scan ``` quickstats likelihood_scan --help ``` ## Inspect Workspace ``` quickstats inspect_ws --help ``` ## Asymptotic CLs Limit ``` quickstats cls_limit --help ```