diff --git a/data_export.py b/data_export.py index 6ca533d8..12635c93 100644 --- a/data_export.py +++ b/data_export.py @@ -99,7 +99,10 @@ def cleaned_run_metric(run_metrics): runbook_paths = ['neurips23/streaming/simple_runbook.yaml', 'neurips23/streaming/clustered_runbook.yaml', 'neurips23/streaming/delete_runbook.yaml', - 'neurips23/streaming/final_runbook.yaml'] + 'neurips23/streaming/final_runbook.yaml', + 'neurips23/streaming/msturing-10M_slidingwindow_runbook.yaml', + 'neurips23/streaming/wikipedia-35M_expirationtime_runbook.yaml', + 'neurips23/streaming/msmarco-100M_expirationtime_runbook.yaml'] for runbook_path in runbook_paths: results = load_all_results(dataset_name, neurips23track=track, runbook_path=runbook_path) results = compute_metrics_all_runs(dataset, dataset_name, results, args.recompute, \ diff --git a/neurips23/streaming/generate_msmarco100m_runbooks.py b/neurips23/streaming/generate_msmarco100m_runbooks.py new file mode 100644 index 00000000..debf6996 --- /dev/null +++ b/neurips23/streaming/generate_msmarco100m_runbooks.py @@ -0,0 +1,67 @@ +import yaml +import os +import random + +dataset_name="msmarco-100M" + +random.seed(809) + +total_points=101070374 +max_t=1000 +# insert the points in 1000 steps + +data = {dataset_name: {}} + +max_num_points=0 +num_points=0 + +to_delete=[[] for _ in range(max_t+300)] + +t=1 +for i in range(max_t): + + data[dataset_name][t]={ + 'operation': 'insert', + 'start': i*(total_points//max_t), + 'end': (i+1)*(total_points//max_t) + } + t+=1 + + num_points+=total_points//max_t + + max_num_points=max(max_num_points,num_points) + + data_type = random.randint(0, 25) + if data_type == 0: + pass + # with probability 1/26, the inserted point always stay in the index + elif data_type >0 and data_type < 6: + to_delete[i+200].append(i) + # with probability 5/26, the inserted point always stay in the index for 200 steps + elif data_type >=6 and data_type: + to_delete[i+50].append(i) + # with probability 20/26, the inserted point always stay in the index for 50 steps + + + for x in to_delete[i]: + data[dataset_name][t]={ + 'operation': 'delete', + 'start': x*(total_points//max_t), + 'end': (x+1)*(total_points//max_t) + } + t+=1 + num_points-=total_points//max_t + + data[dataset_name][t]={ + 'operation': 'search', + } + t+=1 + + +data[dataset_name]["max_pts"]=max_num_points + +run_book_name=dataset_name+"_"+"expirationtime_runbook.yaml" + +with open(run_book_name, 'w') as outfile: + yaml.dump(data, outfile, default_flow_style=False) + diff --git a/neurips23/streaming/generate_msturing10m_runbooks.py b/neurips23/streaming/generate_msturing10m_runbooks.py new file mode 100644 index 00000000..ed09a7be --- /dev/null +++ b/neurips23/streaming/generate_msturing10m_runbooks.py @@ -0,0 +1,50 @@ +import yaml +import os + + +dataset_name="msturing-10M" + +data = {dataset_name: {}} + +total_points=10000000 + +num_points=0 +max_num_points=0 + + +max_t=200 +# insert 10000000/200 points per step +# start deleting points after 100 steps + +t=1 +for i in range(max_t): + if i>=max_t//2: + data[dataset_name][t]={ + 'operation': 'search', + } + t+=1 + data[dataset_name][t]={ + 'operation': 'delete', + 'start': (i-max_t//2)*(total_points//max_t), + 'end': (i-max_t//2+1)*(total_points//max_t) + } + t+=1 + num_points-=total_points//max_t + data[dataset_name][t]={ + 'operation': 'insert', + 'start': i*(total_points//max_t), + 'end': (i+1)*(total_points//max_t) + } + t+=1 + + num_points+=total_points//max_t + max_num_points=max(max_num_points,num_points) + +data[dataset_name]["max_pts"]=max_num_points + +run_book_name=dataset_name+"_"+"slidingwindow_runbook.yaml" + +with open(run_book_name, 'w') as outfile: + yaml.dump(data, outfile, default_flow_style=False) + + diff --git a/neurips23/streaming/generate_wiki35m_runbooks.py b/neurips23/streaming/generate_wiki35m_runbooks.py new file mode 100644 index 00000000..41557fa1 --- /dev/null +++ b/neurips23/streaming/generate_wiki35m_runbooks.py @@ -0,0 +1,65 @@ +import yaml +import os +import random + +dataset_name="wikipedia-35M" + +random.seed(809) + +total_points=35000000 +max_t=350 + + +data = {dataset_name: {}} + +max_num_points=0 +num_points=0 + +to_delete=[[] for _ in range(max_t+100)] + +t=1 +for i in range(max_t): + + data[dataset_name][t]={ + 'operation': 'insert', + 'start': i*(total_points//max_t), + 'end': (i+1)*(total_points//max_t) + } + t+=1 + + num_points+=total_points//max_t + + max_num_points=max(max_num_points,num_points) + + data_type = random.randint(0, 18) + if data_type == 0: + pass + # with probability 1/19, the points added always stay in the index + elif data_type >0 and data_type < 4: + to_delete[i+100].append(i) + # with probability 3/19, the points added stay in the index for 100 steps + else: + to_delete[i+20].append(i) + # with probability 15/19, the points added stay in the index for 20 steps + + for x in to_delete[i]: + data[dataset_name][t]={ + 'operation': 'delete', + 'start': x*(total_points//max_t), + 'end': 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