# # Pyserini: Reproducible IR research with sparse and dense representations # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # import os import subprocess fail_str = '\033[91m[FAIL]\033[0m' ok_str = '[OK]' okish_str = '\033[94m[OKish]\033[0m' def run_command(cmd): process = subprocess.Popen(cmd.split(), stdout=subprocess.PIPE, stderr=subprocess.PIPE) stdout, stderr = process.communicate() stdout = stdout.decode('utf-8') stderr = stderr.decode('utf-8') return stdout, stderr def run_eval_and_return_metric(metric, eval_key, defs, runfile): eval_cmd = f'python -m pyserini.eval.trec_eval {defs} {eval_key} {runfile}' eval_stdout, eval_stderr = run_command(eval_cmd) for line in eval_stdout.split('\n'): parts = line.split('\t') if len(parts) == 3 and parts[1] == 'all': return round(float(parts[2]), 4) return 0.0 def run_dpr_retrieval_eval_and_return_metric(defs, json_file): """Generate dpr retrieval evaluation scores Args: defs: topk definitions (e.g., '--topk 5 20') json_file: dpr retrieval json file Returns: topk: a dictionary of topk scores (e.g., {"Top5": }) """ eval_cmd = f'python -m pyserini.eval.evaluate_dpr_retrieval --retrieval {json_file} {defs} ' eval_stdout, eval_stderr = run_command(eval_cmd) topk = {} for line in eval_stdout.split('\n'): parts = line.split('\t') if len(parts) == 2 and 'accuracy' in parts[1]: topk.update({parts[0]:round(float(parts[1][10:])*100, 4)}) return topk def convert_trec_run_to_dpr_retrieval_json(topics,index,runfile,output): """Convert trec runfile to dpr retrieval json file Args: topics: topics field index: index field runfile: input runfile output: output jsonfile Returns: exit status: exit status """ cmd = f'python -m pyserini.eval.convert_trec_run_to_dpr_retrieval_run --topics {topics} --index {index} --input {runfile} --output {output}' return os.system(cmd) def run_fusion(run_ls, output, k): """run fusion command and return status code Args: run_ls: a list of runfile paths output: output path k: topk value Returns: status code: status code """ run_files = ' '.join(run_ls) cmd = f'python -m pyserini.fusion --runs {run_files} --output {output} --k {k}' return os.system(cmd)