ouliten rbachkaniwala3 commited on
Commit
23a7a20
·
0 Parent(s):

Duplicate from rbachkaniwala3/stream2llm-data

Browse files

Co-authored-by: Rajveer Bachkaniwala <rbachkaniwala3@users.noreply.huggingface.co>

This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. .gitattributes +62 -0
  2. README.md +156 -0
  3. anns/compute_workload_stats.py +157 -0
  4. anns/query_trace_map_5k.json +3 -0
  5. anns/res/_L10000_W8_query0_pipeline_trace.csv +2 -0
  6. anns/res/_L10000_W8_query1000_pipeline_trace.csv +10 -0
  7. anns/res/_L10000_W8_query1001_pipeline_trace.csv +5 -0
  8. anns/res/_L10000_W8_query1002_pipeline_trace.csv +3 -0
  9. anns/res/_L10000_W8_query1003_pipeline_trace.csv +3 -0
  10. anns/res/_L10000_W8_query1004_pipeline_trace.csv +7 -0
  11. anns/res/_L10000_W8_query1005_pipeline_trace.csv +7 -0
  12. anns/res/_L10000_W8_query1006_pipeline_trace.csv +10 -0
  13. anns/res/_L10000_W8_query1007_pipeline_trace.csv +7 -0
  14. anns/res/_L10000_W8_query1008_pipeline_trace.csv +3 -0
  15. anns/res/_L10000_W8_query1009_pipeline_trace.csv +12 -0
  16. anns/res/_L10000_W8_query100_pipeline_trace.csv +2 -0
  17. anns/res/_L10000_W8_query1010_pipeline_trace.csv +3 -0
  18. anns/res/_L10000_W8_query1011_pipeline_trace.csv +12 -0
  19. anns/res/_L10000_W8_query1012_pipeline_trace.csv +2 -0
  20. anns/res/_L10000_W8_query1013_pipeline_trace.csv +14 -0
  21. anns/res/_L10000_W8_query1014_pipeline_trace.csv +6 -0
  22. anns/res/_L10000_W8_query1015_pipeline_trace.csv +6 -0
  23. anns/res/_L10000_W8_query1016_pipeline_trace.csv +12 -0
  24. anns/res/_L10000_W8_query1017_pipeline_trace.csv +6 -0
  25. anns/res/_L10000_W8_query1018_pipeline_trace.csv +11 -0
  26. anns/res/_L10000_W8_query1019_pipeline_trace.csv +7 -0
  27. anns/res/_L10000_W8_query101_pipeline_trace.csv +2 -0
  28. anns/res/_L10000_W8_query1020_pipeline_trace.csv +13 -0
  29. anns/res/_L10000_W8_query1021_pipeline_trace.csv +11 -0
  30. anns/res/_L10000_W8_query1022_pipeline_trace.csv +3 -0
  31. anns/res/_L10000_W8_query1023_pipeline_trace.csv +5 -0
  32. anns/res/_L10000_W8_query1024_pipeline_trace.csv +5 -0
  33. anns/res/_L10000_W8_query1025_pipeline_trace.csv +4 -0
  34. anns/res/_L10000_W8_query1026_pipeline_trace.csv +10 -0
  35. anns/res/_L10000_W8_query1027_pipeline_trace.csv +8 -0
  36. anns/res/_L10000_W8_query1028_pipeline_trace.csv +9 -0
  37. anns/res/_L10000_W8_query1029_pipeline_trace.csv +15 -0
  38. anns/res/_L10000_W8_query102_pipeline_trace.csv +2 -0
  39. anns/res/_L10000_W8_query1030_pipeline_trace.csv +2 -0
  40. anns/res/_L10000_W8_query1031_pipeline_trace.csv +8 -0
  41. anns/res/_L10000_W8_query1032_pipeline_trace.csv +2 -0
  42. anns/res/_L10000_W8_query1033_pipeline_trace.csv +2 -0
  43. anns/res/_L10000_W8_query1034_pipeline_trace.csv +5 -0
  44. anns/res/_L10000_W8_query1035_pipeline_trace.csv +3 -0
  45. anns/res/_L10000_W8_query1036_pipeline_trace.csv +4 -0
  46. anns/res/_L10000_W8_query1037_pipeline_trace.csv +4 -0
  47. anns/res/_L10000_W8_query1038_pipeline_trace.csv +2 -0
  48. anns/res/_L10000_W8_query1039_pipeline_trace.csv +2 -0
  49. anns/res/_L10000_W8_query103_pipeline_trace.csv +6 -0
  50. anns/res/_L10000_W8_query1040_pipeline_trace.csv +2 -0
.gitattributes ADDED
@@ -0,0 +1,62 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ *.7z filter=lfs diff=lfs merge=lfs -text
2
+ *.arrow filter=lfs diff=lfs merge=lfs -text
3
+ *.avro filter=lfs diff=lfs merge=lfs -text
4
+ *.bin filter=lfs diff=lfs merge=lfs -text
5
+ *.bz2 filter=lfs diff=lfs merge=lfs -text
6
+ *.ckpt filter=lfs diff=lfs merge=lfs -text
7
+ *.ftz filter=lfs diff=lfs merge=lfs -text
8
+ *.gz filter=lfs diff=lfs merge=lfs -text
9
+ *.h5 filter=lfs diff=lfs merge=lfs -text
10
+ *.joblib filter=lfs diff=lfs merge=lfs -text
11
+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
12
+ *.lz4 filter=lfs diff=lfs merge=lfs -text
13
+ *.mds filter=lfs diff=lfs merge=lfs -text
14
+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
15
+ *.model filter=lfs diff=lfs merge=lfs -text
16
+ *.msgpack filter=lfs diff=lfs merge=lfs -text
17
+ *.npy filter=lfs diff=lfs merge=lfs -text
18
+ *.npz filter=lfs diff=lfs merge=lfs -text
19
+ *.onnx filter=lfs diff=lfs merge=lfs -text
20
+ *.ot filter=lfs diff=lfs merge=lfs -text
21
+ *.parquet filter=lfs diff=lfs merge=lfs -text
22
+ *.pb filter=lfs diff=lfs merge=lfs -text
23
+ *.pickle filter=lfs diff=lfs merge=lfs -text
24
+ *.pkl filter=lfs diff=lfs merge=lfs -text
25
+ *.pt filter=lfs diff=lfs merge=lfs -text
26
+ *.pth filter=lfs diff=lfs merge=lfs -text
27
+ *.rar filter=lfs diff=lfs merge=lfs -text
28
+ *.safetensors filter=lfs diff=lfs merge=lfs -text
29
+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
30
+ *.tar.* filter=lfs diff=lfs merge=lfs -text
31
+ *.tar filter=lfs diff=lfs merge=lfs -text
32
+ *.tflite filter=lfs diff=lfs merge=lfs -text
33
+ *.tgz filter=lfs diff=lfs merge=lfs -text
34
+ *.wasm filter=lfs diff=lfs merge=lfs -text
35
+ *.xz filter=lfs diff=lfs merge=lfs -text
36
+ *.zip filter=lfs diff=lfs merge=lfs -text
37
+ *.zst filter=lfs diff=lfs merge=lfs -text
38
+ *tfevents* filter=lfs diff=lfs merge=lfs -text
39
+ # Audio files - uncompressed
40
+ *.pcm filter=lfs diff=lfs merge=lfs -text
41
+ *.sam filter=lfs diff=lfs merge=lfs -text
42
+ *.raw filter=lfs diff=lfs merge=lfs -text
43
+ # Audio files - compressed
44
+ *.aac filter=lfs diff=lfs merge=lfs -text
45
+ *.flac filter=lfs diff=lfs merge=lfs -text
46
+ *.mp3 filter=lfs diff=lfs merge=lfs -text
47
+ *.ogg filter=lfs diff=lfs merge=lfs -text
48
+ *.wav filter=lfs diff=lfs merge=lfs -text
49
+ # Image files - uncompressed
50
+ *.bmp filter=lfs diff=lfs merge=lfs -text
51
+ *.gif filter=lfs diff=lfs merge=lfs -text
52
+ *.png filter=lfs diff=lfs merge=lfs -text
53
+ *.tiff filter=lfs diff=lfs merge=lfs -text
54
+ # Image files - compressed
55
+ *.jpg filter=lfs diff=lfs merge=lfs -text
56
+ *.jpeg filter=lfs diff=lfs merge=lfs -text
57
+ *.webp filter=lfs diff=lfs merge=lfs -text
58
+ # Video files - compressed
59
+ *.mp4 filter=lfs diff=lfs merge=lfs -text
60
+ *.webm filter=lfs diff=lfs merge=lfs -text
61
+ *.json filter=lfs diff=lfs merge=lfs -text
62
+ run_log/**/*.csv filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,156 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: mit
3
+ task_categories:
4
+ - other
5
+ pretty_name: Stream2LLM Data
6
+ tags:
7
+ - llm-serving
8
+ - streaming-inference
9
+ - vllm
10
+ - systems
11
+ viewer: false
12
+ ---
13
+
14
+ # Stream2LLM Dataset
15
+
16
+ Dataset for the paper: [Stream2LLM: Overlap Context Streaming and Prefill for Reduced Time-to-First-Token (TTFT)](https://huggingface.co/papers/2604.16395) (MLSys 2026 artifact evaluation).
17
+
18
+ GitHub Repository: [https://github.com/rajveerb/stream2llm/](https://github.com/rajveerb/stream2llm/)
19
+
20
+ Contains workload traces, experiment run logs, and performance model measurements used to produce all figures, tables, and inline numbers in the paper.
21
+
22
+ This repository is a git submodule of the main [Stream2LLM artifact](https://github.com/rajveerb/stream2llm/tree/mlsys_artifact) (branch: `mlsys_artifact`). Data files are stored with Git LFS on HuggingFace. To fetch everything:
23
+
24
+ ```bash
25
+ # Option 1: Clone parent repo with submodules, then pull LFS files
26
+ git clone --recurse-submodules -b mlsys_artifact https://github.com/rajveerb/stream2llm.git
27
+ cd stream2llm/data && git lfs install && git lfs pull && cd ../..
28
+
29
+ # Option 2: If you already cloned without submodules
30
+ git submodule update --init
31
+ cd data && git lfs install && git lfs pull && cd ..
32
+ ```
33
+
34
+ ## Directory Structure
35
+
36
+ ```
37
+ data/
38
+ ├── anns/ # ANNS workload data
39
+ │ ├── res/ # 4,997 pipeline trace CSVs
40
+ │ ├── retrieved_corpus_content.*.json # Corpus content shards
41
+ │ ├── query_trace_map_5k.json # Query-to-trace mapping
42
+ │ └── compute_workload_stats.py # Workload statistics script
43
+ ├── crawl/ # Crawler workload data
44
+ │ ├── traces/simpleQA_ALL/ # 4,322 query trace CSVs
45
+ │ └── compute_workload_stats.py # Workload statistics script
46
+ ├── perf_model/ # Performance model measurements
47
+ │ ├── recomputation/ # 7 recomputation latency JSONs
48
+ │ └── swap/ # 11 swap latency JSONs
49
+ └── run_log/ # Experiment run logs
50
+ ├── crawler/ # 5 crawler experiment configurations
51
+ └── anns/ # 5 ANNS experiment configurations
52
+ ```
53
+
54
+ ## Workload Traces
55
+
56
+ ### ANNS (`anns/res/`)
57
+
58
+ 4,997 pipeline trace files from approximate nearest neighbor search workloads. Each file is named `_L10000_W8_query<ID>_pipeline_trace.csv` and contains:
59
+
60
+ | Column | Description |
61
+ |--------|-------------|
62
+ | `StartTime_us` | Chunk start time in microseconds |
63
+ | `EndTime_us` | Chunk end time in microseconds |
64
+ | `StartIteration` | Starting iteration index |
65
+ | `EndIteration` | Ending iteration index |
66
+ | `PipelinePool` | Tuple of candidate IDs in the pipeline pool |
67
+
68
+ Each row represents a chunk arrival — a batch of ANNS iterations that produces new candidate results. Queries have 1–26 chunks (median 4), with inter-chunk arrival times ranging from sub-millisecond to ~9 seconds (median 37 ms).
69
+
70
+ ### Crawler (`crawl/traces/simpleQA_ALL/`)
71
+
72
+ 4,322 query trace files from a web crawling workload (SimpleQA question-answering). Each file is named `query_<ID>.csv` and contains:
73
+
74
+ | Column | Description |
75
+ |--------|-------------|
76
+ | `type` | Event type: `tavily_search` or `page_scrape` |
77
+ | `startTime` | Event start time in seconds |
78
+ | `endTime` | Event end time in seconds |
79
+ | `query` | The original query string (on search rows) |
80
+ | `links_found` | Number of links returned by search |
81
+ | `url` | URL scraped (on page_scrape rows) |
82
+ | `content_length` | Length of scraped content in characters |
83
+ | `content` | Scraped page text |
84
+ | `link_idx` | Index of the link being scraped |
85
+
86
+ Each row is a chunk event. The first row is typically a `tavily_search` followed by `page_scrape` events. Queries have 1–17 chunks (median 8), with inter-chunk arrival times of 3 ms to ~35 seconds (median 701 ms).
87
+
88
+ ## Performance Model (`perf_model/`)
89
+
90
+ Microbenchmark measurements for KV cache eviction cost modeling, collected across multiple GPU types (A40, A100, H100, H200) and model configurations (8B, 70B with varying tensor parallelism).
91
+
92
+ - **`recomputation/`**: Recomputation latency in ms, keyed by number of tokens recomputed (e.g., 16, 32, ..., 8192). Each key maps to an array of repeated measurements.
93
+ - **`swap/`**: Swap (CPU↔GPU transfer) latency in ms, same key structure. Files ending in `_kernel_latency.json` contain kernel-only timings; others include end-to-end transfer overhead.
94
+
95
+ Hardware configurations: `A40`, `A100`, `H100_tp2`, `H100_tp4_70B`, `H200_tp2`, `H200_tp4_70B`.
96
+
97
+ ## Run Logs (`run_log/`)
98
+
99
+ Experiment outputs from the Stream2LLM serving system, organized by workload and configuration.
100
+
101
+ ### Structure
102
+
103
+ ```
104
+ run_log/<workload>/<config>/<scheduler>/<timestamp>/
105
+ ├── config_<timestamp>.yaml # Experiment configuration
106
+ └── run_metrics.csv # Per-event metrics log
107
+ ```
108
+
109
+ ### Configurations
110
+
111
+ | Workload | Config Directory | Description |
112
+ |----------|-----------------|-------------|
113
+ | Crawler | `H200_enhanced_schedulers_v1_full` | Standard H200 runs |
114
+ | Crawler | `H200_enhanced_schedulers_v1_full_delay_10` | With 10ms artificial delay (memory pressure) |
115
+ | Crawler | `H200_..._delay_10_recomp_only` | Delay + recomputation-only eviction |
116
+ | Crawler | `H200_..._delay_10_swap_only` | Delay + swap-only eviction |
117
+ | Crawler | `H100_enhanced_schedulers_v1_full` | Standard H100 runs |
118
+ | ANNS | `H200_enhanced_schedulers_v1_full` | Standard H200 runs |
119
+ | ANNS | `H200_enhanced_schedulers_v1_500q_delay_30` | With 30ms artificial delay (memory pressure) |
120
+ | ANNS | `H200_..._delay_30_recomp_only` | Delay + recomputation-only eviction |
121
+ | ANNS | `H200_..._delay_30_swap_only` | Delay + swap-only eviction |
122
+ | ANNS | `H100_enhanced_schedulers_v1_full` | Standard H100 runs |
123
+
124
+ ### Schedulers
125
+
126
+ Each configuration contains results for four scheduling policies:
127
+
128
+ - **`default_vllm`**: Default vLLM scheduler (baseline)
129
+ - **`fcfs`**: First-come-first-served
130
+ - **`lcas`**: Last-chunk-arrival-stamp scheduler
131
+ - **`mcps`**: Most-chunks-processed scheduler
132
+
133
+ ### Run Metrics CSV
134
+
135
+ The `run_metrics.csv` file logs timestamped events for each experiment run:
136
+
137
+ | Column | Description |
138
+ |--------|-------------|
139
+ | `event_timestamp` | Unix timestamp of the event |
140
+ | `event_type` | Event type (e.g., `replay_start`, `query_delay`, `chunk_sent`, `response_received`) |
141
+ | `query_id` | Query identifier |
142
+ | `request_id` | vLLM request identifier |
143
+ | `stream` | Whether streaming input was enabled |
144
+ | `concurrency` | Whether concurrent requests were enabled |
145
+ | `duration_secs` | Duration of the event in seconds |
146
+ | `details` | Additional event-specific information |
147
+ | `request_size` | Size of the request in tokens |
148
+ | `concurrent_requests` | Number of concurrent requests at event time |
149
+ | `replay_rate` | Poisson arrival rate used |
150
+ | `prev_event_type` | Previous event type for this query |
151
+
152
+ ## Corpus Content (`anns/`)
153
+
154
+ The ANNS corpus is stored as sharded JSON files (`retrieved_corpus_content.*.json` and `retrieved_corpus_content.part.*.json`). Each file maps document IDs to their text content, used for constructing input sequences from ANNS retrieval results.
155
+
156
+ The `query_trace_map_5k.json` file maps query IDs to their corresponding pipeline trace filenames and query text.
anns/compute_workload_stats.py ADDED
@@ -0,0 +1,157 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/usr/bin/env python3
2
+ """Compute ANNS workload statistics for evaluation."""
3
+
4
+ import os
5
+ import json
6
+ import pandas as pd
7
+ import numpy as np
8
+ from transformers import AutoTokenizer
9
+ import argparse
10
+
11
+
12
+ def parse_pipeline_pool(pool_str: str):
13
+ """Parse pipeline pool string to extract document IDs."""
14
+ pool_str = pool_str.strip('()')
15
+ if not pool_str:
16
+ return []
17
+ return [doc_id.strip() for doc_id in pool_str.split(',')]
18
+
19
+
20
+ def main():
21
+ parser = argparse.ArgumentParser(description="Compute ANNS workload statistics")
22
+ parser.add_argument("--corpus-prefix",
23
+ default="retrieved_corpus_content",
24
+ help="Prefix for corpus content part files")
25
+ parser.add_argument("--query-map",
26
+ default="query_trace_map_5k.json",
27
+ help="Path to query trace map JSON file")
28
+ parser.add_argument("--trace-dir",
29
+ default="res",
30
+ help="Directory containing trace CSV files")
31
+ parser.add_argument("--max-queries",
32
+ type=int,
33
+ default=500,
34
+ help="Maximum number of queries to process")
35
+ parser.add_argument("--tokenizer-model",
36
+ default="meta-llama/Llama-3.1-8B-Instruct",
37
+ help="HuggingFace tokenizer model")
38
+ parser.add_argument("--output-dir",
39
+ default="tables",
40
+ help="Output directory for statistics file")
41
+
42
+ args = parser.parse_args()
43
+
44
+ # Load corpus
45
+ print("Loading corpus content...")
46
+ corpus_content = {}
47
+ part_num = 0
48
+ while True:
49
+ part_file = f"{args.corpus_prefix}.{part_num}.json"
50
+ if not os.path.exists(part_file):
51
+ break
52
+ print(f" Loading {part_file}...")
53
+ with open(part_file, 'r') as f:
54
+ part_data = json.load(f)
55
+ corpus_content.update(part_data)
56
+ part_num += 1
57
+
58
+ print(f"Loaded {len(corpus_content)} documents")
59
+
60
+ # Load query map
61
+ with open(args.query_map, 'r') as f:
62
+ query_trace_map = json.load(f)
63
+
64
+ # Load tokenizer
65
+ print("Loading tokenizer...")
66
+ try:
67
+ tokenizer = AutoTokenizer.from_pretrained(
68
+ args.tokenizer_model, local_files_only=True)
69
+ except:
70
+ tokenizer = AutoTokenizer.from_pretrained(args.tokenizer_model)
71
+
72
+ # Process queries
73
+ query_items = list(query_trace_map.items())[:args.max_queries]
74
+ print(f"Processing {len(query_items)} queries...")
75
+
76
+ total_query_tokens = []
77
+ query_durations = []
78
+
79
+ for query_id, query_info in query_items:
80
+ # Read trace file
81
+ trace_path = os.path.join(args.trace_dir, query_info['trace_file'])
82
+ if not os.path.exists(trace_path):
83
+ continue
84
+
85
+ try:
86
+ df = pd.read_csv(trace_path)
87
+ if df.empty:
88
+ continue
89
+
90
+ # Get duration
91
+ start_time_us = df['StartTime_us'].iloc[0]
92
+ end_time_us = df['EndTime_us'].iloc[-1]
93
+ duration_secs = (end_time_us - start_time_us) / 1e6
94
+ query_durations.append(duration_secs)
95
+
96
+ # Get pipeline pool and tokenize
97
+ final_row = df.iloc[-1]
98
+ pipeline_pool_str = str(final_row['PipelinePool']).strip('()')
99
+ if pipeline_pool_str:
100
+ doc_ids = [d.strip() for d in pipeline_pool_str.split(',')]
101
+ else:
102
+ doc_ids = []
103
+
104
+ # Tokenize query
105
+ query_tokens = len(
106
+ tokenizer.encode(query_info['query'],
107
+ truncation=False,
108
+ add_special_tokens=True))
109
+
110
+ # Tokenize documents
111
+ total_doc_tokens = 0
112
+ for doc_id in doc_ids:
113
+ if doc_id not in corpus_content:
114
+ continue
115
+ doc_text = corpus_content[doc_id]
116
+ doc_tokens = len(
117
+ tokenizer.encode(doc_text,
118
+ truncation=False,
119
+ add_special_tokens=True))
120
+ total_doc_tokens += doc_tokens
121
+
122
+ total_tokens = query_tokens + total_doc_tokens
123
+ total_query_tokens.append(total_tokens)
124
+
125
+ except Exception as e:
126
+ continue
127
+
128
+ # Compute statistics and save to file
129
+ os.makedirs(args.output_dir, exist_ok=True)
130
+ output_file = os.path.join(args.output_dir, "workload_stats_anns.txt")
131
+
132
+ with open(output_file, 'w') as f:
133
+ f.write("\n" + "=" * 70 + "\n")
134
+ f.write("ANNS WORKLOAD STATISTICS\n")
135
+ f.write("=" * 70 + "\n")
136
+
137
+ if total_query_tokens:
138
+ total_query_tokens = np.array(total_query_tokens)
139
+ f.write(f"\nTotal Tokens per Query (n={len(total_query_tokens)})\n")
140
+ f.write(f" Mean: {total_query_tokens.mean():.0f} tokens\n")
141
+ f.write(f" P50: {np.percentile(total_query_tokens, 50):.0f} tokens\n")
142
+ f.write(f" P75: {np.percentile(total_query_tokens, 75):.0f} tokens\n")
143
+ f.write(f" P95: {np.percentile(total_query_tokens, 95):.0f} tokens\n")
144
+
145
+ if query_durations:
146
+ query_durations = np.array(query_durations)
147
+ f.write(f"\nQuery Duration (n={len(query_durations)})\n")
148
+ f.write(f" Mean: {query_durations.mean():.3f} seconds\n")
149
+ f.write(f" P50: {np.percentile(query_durations, 50):.3f} seconds\n")
150
+ f.write(f" P75: {np.percentile(query_durations, 75):.3f} seconds\n")
151
+ f.write(f" P95: {np.percentile(query_durations, 95):.3f} seconds\n")
152
+
153
+ f.write("=" * 70 + "\n")
154
+
155
+
156
+ if __name__ == "__main__":
157
+ main()
anns/query_trace_map_5k.json ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2d4116f5f0d094a58290aa021d5232a638ac33e2aaf76c1abebac09ee556a5b6
3
+ size 764033
anns/res/_L10000_W8_query0_pipeline_trace.csv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,10538953.0,0,1256,"(82037694,18405149,69080346,74396650,29336432,71685014,2729531,76566656,2968942,17842007)"
anns/res/_L10000_W8_query1000_pipeline_trace.csv ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,53585.0,0,48,"(19567325,27633015,36000471,57901991,54783423,71713823,19392086,32453732,44588604)"
3
+ 53585.0,59655.0,49,52,"(19567325,27633015,36000471,57901991,54783423,71713823,19392086,32453732,44588604,57054150)"
4
+ 59655.0,72044.0,53,61,"(19567325,27633015,36000471,57901991,54783423,71713823,19392086)"
5
+ 72044.0,73309.0,62,62,"(19567325,27633015,36000471,57901991,54783423,71713823,19392086,16960988)"
6
+ 73309.0,485492.0,63,301,"(19567325,27633015,36000471,57901991,54783423,71713823,19392086,16960988,20137604,32453732)"
7
+ 485492.0,501997.0,302,310,"(19567325,27633015,36000471,57901991,54783423,71713823,19392086,16960988,20137604)"
8
+ 501997.0,1603781.0,311,721,"(19567325,27633015,36000471,57901991,54783423,71713823,19392086,16960988,20137604,54418512)"
9
+ 1603781.0,1631660.0,722,730,"(19567325,27633015,36000471,57901991,54783423,71713823,19392086,16960988,20137604)"
10
+ 1631660.0,3749350.0,731,1255,"(19567325,27633015,36000471,57901991,54783423,71713823,19392086,16960988,20137604,24986134)"
anns/res/_L10000_W8_query1001_pipeline_trace.csv ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,381172.0,0,151,"(72506706,8101995,80588437,27116799,13403673,32843336,70710673,54510484,86118162,32416316)"
3
+ 381172.0,402668.0,152,160,"(72506706,8101995,80588437,27116799,13403673,32843336,70710673,54510484,86118162)"
4
+ 402668.0,5025757.0,161,1227,"(72506706,8101995,80588437,27116799,13403673,32843336,70710673,54510484,86118162,2957050)"
5
+ 5025757.0,5131543.0,1228,1256,"(72506706,8101995,80588437)"
anns/res/_L10000_W8_query1002_pipeline_trace.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,31558.0,0,48,"(82196498,57777508,1183809,6416909,42816674)"
3
+ 31558.0,3304121.0,49,1257,"(82196498,57777508,1183809,6416909,42816674,44561051,18452012,40866625,25437494,89152615)"
anns/res/_L10000_W8_query1003_pipeline_trace.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,26517.0,0,48,"(95098934,6416909,42816674,53232466,67308316,88570502,89152615,42024404,74956936)"
3
+ 26517.0,3312889.0,49,1254,"(95098934,6416909,42816674,53232466,67308316,88570502,89152615,42024404,74956936,37705798)"
anns/res/_L10000_W8_query1004_pipeline_trace.csv ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,37104.0,0,50,"(7370119,19287137,61022823)"
3
+ 37104.0,38401.0,51,51,"(7370119,19287137,61022823,18452012)"
4
+ 38401.0,40256.0,52,53,"(7370119,19287137,61022823,18452012,40866625,21517753,48075166,45186354,45783098,61779952)"
5
+ 40256.0,126069.0,54,129,"(7370119,19287137,61022823)"
6
+ 126069.0,353554.0,130,289,"()"
7
+ 353554.0,3964658.0,290,1253,"(57777508,7370119,19287137,61022823,25437494,9389207,32985501,90871336,18452012,40866625)"
anns/res/_L10000_W8_query1005_pipeline_trace.csv ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,67244.0,0,48,"(16918522,5358738,28898605)"
3
+ 67244.0,100263.0,49,71,"(16918522,5358738,28898605,62839941,81962543,19673349,38830107,77535856,95836232,32860611)"
4
+ 100263.0,313664.0,72,193,"(16918522,5358738)"
5
+ 313664.0,482012.0,194,272,"(16918522,5358738,11738917,28898605,62839941,81962543,19673349,38830107,77535856,95836232)"
6
+ 482012.0,774333.0,273,432,"(16918522,5358738)"
7
+ 774333.0,3856268.0,433,1254,"(16918522,5358738,21162130,72243496,11738917,28898605,62839941,81962543,19673349,38830107)"
anns/res/_L10000_W8_query1006_pipeline_trace.csv ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,85407.0,0,69,"(20363014,27436337,86838100,6454792,13005915,48316813,1330165,10182453,19408822,27218979)"
3
+ 85407.0,97584.0,70,78,"(20363014,27436337,86838100,6454792,13005915,48316813)"
4
+ 97584.0,142469.0,79,107,"(20363014,27436337,86838100,6454792,13005915,48316813,68599802,1330165,10182453,19408822)"
5
+ 142469.0,252066.0,108,185,"(20363014,27436337,86838100,6454792)"
6
+ 252066.0,298932.0,186,212,"()"
7
+ 298932.0,301645.0,213,213,"(109809)"
8
+ 301645.0,1182327.0,214,588,"(109809,10241699,20363014,27436337,86838100,6454792,14037601,13005915,48316813,68599802)"
9
+ 1182327.0,1282204.0,589,634,"(109809,10241699,20363014,27436337)"
10
+ 1282204.0,3758301.0,635,1257,"(109809,10241699,20363014,27436337,39014426,86838100,6454792,14037601,13005915,48316813)"
anns/res/_L10000_W8_query1007_pipeline_trace.csv ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,57425.0,0,48,"(14847381)"
3
+ 57425.0,78097.0,49,62,"(14847381,27909651,2523753,92431217,15851208,26815693,37425908,58258254,48482178,9042899)"
4
+ 78097.0,94141.0,63,71,"(14847381,27909651,2523753,92431217,15851208,26815693,37425908)"
5
+ 94141.0,730198.0,72,391,"(14847381,27909651,2523753,92431217,15851208,26815693,37425908,53739404,58258254,48482178)"
6
+ 730198.0,932240.0,392,513,"(14847381,27909651)"
7
+ 932240.0,3629329.0,514,1254,"(14847381,27909651,63784411,2523753,92431217,15851208,26815693,37425908,53739404,58258254)"
anns/res/_L10000_W8_query1008_pipeline_trace.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,61504.0,0,67,"(29840351,51954191)"
3
+ 61504.0,3833741.0,68,1257,"(29840351,51954191,9877966,63524517,58258254,36227855,63500753,44446138,54101365,61574742)"
anns/res/_L10000_W8_query1009_pipeline_trace.csv ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,60990.0,0,48,"(109809,10241699)"
3
+ 60990.0,64797.0,49,51,"(109809,10241699,91660150,8036143,9157806,30019608)"
4
+ 64797.0,75009.0,52,60,"(109809,10241699,91660150,8036143,9157806,30019608,44120000,80190072,10442908,73807644)"
5
+ 75009.0,93996.0,61,79,"(109809,10241699,91660150,8036143,9157806)"
6
+ 93996.0,234591.0,80,182,"(109809,10241699)"
7
+ 234591.0,236033.0,183,183,"(109809,10241699,24434055,14526775,81809152,63245800)"
8
+ 236033.0,243636.0,184,187,"(109809,10241699,24434055,14526775,81809152,63245800,95095374,58258254,32799300,91660150)"
9
+ 243636.0,269582.0,188,206,"(109809,10241699,24434055,14526775,81809152)"
10
+ 269582.0,312493.0,207,233,"(109809,10241699,24434055,14526775)"
11
+ 312493.0,313861.0,234,234,"(109809,10241699,24434055,14526775,48153060)"
12
+ 313861.0,3642503.0,235,1255,"(109809,10241699,24434055,14526775,48153060,53739404,81809152,43908984,63245800,95095374)"
anns/res/_L10000_W8_query100_pipeline_trace.csv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,5631239.0,0,1256,"(15516664,77746248,9216702,69569417,75022516,64524960,67576978,77743744,27279342,275664)"
anns/res/_L10000_W8_query1010_pipeline_trace.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,98335.0,0,48,"(34486360,28213980,45835111,52234828,56964350,59664783,64209880)"
3
+ 98335.0,4479453.0,49,1255,"(34486360,28213980,45835111,52234828,56964350,59664783,64209880,1992322,14193619,29987978)"
anns/res/_L10000_W8_query1011_pipeline_trace.csv ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,95174.0,0,67,"(65306451,21837330,62575513,17286133)"
3
+ 95174.0,110191.0,68,76,"(65306451,21837330,62575513,17286133,7504162,18226877,52265822,56381459,31175815)"
4
+ 110191.0,298987.0,77,179,"(65306451,21837330,62575513,17286133,7504162,18226877,52265822,56381459,31175815,36778544)"
5
+ 298987.0,426413.0,180,255,"(65306451,21837330,62575513)"
6
+ 426413.0,611006.0,256,358,"(65306451)"
7
+ 611006.0,812366.0,359,439,"(65306451,21163789,60125295,21837330,62575513,51636673,17286133,7504162,18226877,52265822)"
8
+ 812366.0,985786.0,440,523,"(65306451,21163789,60125295)"
9
+ 985786.0,1510694.0,524,694,"(65306451,21163789,60125295,56759139,80111235,21837330,62575513,51636673,17286133,7504162)"
10
+ 1510694.0,1820501.0,695,846,"(65306451)"
11
+ 1820501.0,2108119.0,847,968,"()"
12
+ 2108119.0,3416488.0,969,1257,"(22415986,38191026,65306451,59828175,91682288,21163789,60125295,9703944,23300787,56759139)"
anns/res/_L10000_W8_query1012_pipeline_trace.csv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,4151859.0,0,1254,"(21162130,72243496,5890031,27382191,89634440,32860611,72412999,96205100,14379407,56671645)"
anns/res/_L10000_W8_query1013_pipeline_trace.csv ADDED
@@ -0,0 +1,14 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,56697.0,0,48,"(54613753,34137936,32845466,4095970,24102914,31690249,94881340,32772145,6817892)"
3
+ 56697.0,74827.0,49,58,"(54613753,34137936,32845466,4095970,24102914,31690249,94881340,32772145,6817892,94725594)"
4
+ 74827.0,87092.0,59,67,"(54613753,34137936,32845466,4095970,24102914,31690249,94881340)"
5
+ 87092.0,147711.0,68,102,"(54613753,34137936,32845466,4095970,24102914,31690249,94881340,22514097,32772145,6817892)"
6
+ 147711.0,163309.0,103,111,"(54613753,34137936,32845466,4095970,24102914,31690249)"
7
+ 163309.0,164655.0,112,112,"(54613753,34137936,32845466,4095970,24102914,31690249,53334330)"
8
+ 164655.0,277877.0,113,175,"(54613753,34137936,32845466,4095970,24102914,31690249,53334330,67245419,94881340,22514097)"
9
+ 277877.0,673866.0,176,384,"(54613753)"
10
+ 673866.0,848786.0,385,468,"()"
11
+ 848786.0,1040245.0,469,531,"(3745604,54613753,48023699,30339985,34137936,32845466,4095970,19201862,28191886,50635610)"
12
+ 1040245.0,1271954.0,532,645,"(3745604,54613753)"
13
+ 1271954.0,1502864.0,646,748,"(3745604)"
14
+ 1502864.0,3758568.0,749,1257,"(3745604,48482178,54613753,92431217,41902122,48023699,52929281,30339985,34137936,32845466)"
anns/res/_L10000_W8_query1014_pipeline_trace.csv ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,34209.0,0,48,"(27635530,55462422,63384868,16564376,15852966,92838298)"
3
+ 34209.0,83074.0,49,101,"(27635530,55462422,63384868,16564376,15852966,92838298,67546678,36518496,38399653,37596099)"
4
+ 83074.0,85500.0,102,102,"(27635530,55462422,63384868,16564376,15852966,92838298)"
5
+ 85500.0,136664.0,103,148,"(27635530,55462422,63384868,16564376)"
6
+ 136664.0,3663021.0,149,1254,"(27635530,55462422,63384868,16564376,85586895,15852966,92838298,9157783,44824060,67546678)"
anns/res/_L10000_W8_query1015_pipeline_trace.csv ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,60487.0,0,48,"(71449346,75402302,95169296)"
3
+ 60487.0,61834.0,49,49,"(71449346,75402302,95169296,95256132,41435604,26815693,14913732,89010422,7310221,96091448)"
4
+ 61834.0,120237.0,50,87,"(71449346,75402302,95169296,95256132)"
5
+ 120237.0,185021.0,88,133,"(71449346,75402302,95169296)"
6
+ 185021.0,3413777.0,134,1256,"(71449346,75402302,95169296,77363033,95256132,19720137,55925133,63754035,41435604,26815693)"
anns/res/_L10000_W8_query1016_pipeline_trace.csv ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,40948.0,0,55,"(26815693,2523753,56305980,85198803,77363033,29856448,95169296,67505768)"
3
+ 40948.0,53007.0,56,64,"(26815693,2523753,56305980,85198803,77363033,29856448,95169296,67505768,77684921,78159915)"
4
+ 53007.0,105299.0,65,110,"(26815693,2523753,56305980,85198803)"
5
+ 105299.0,146668.0,111,139,"(26815693,2523753,56305980,85198803,43907419,77363033,29856448,95169296,67505768,29499188)"
6
+ 146668.0,150084.0,140,141,"(26815693,2523753,56305980,85198803,43907419,77363033)"
7
+ 150084.0,250248.0,142,225,"(26815693)"
8
+ 250248.0,317954.0,226,268,"(26815693,37305377,2523753,56305980,85198803,43907419,77363033,30460778,29856448,95169296)"
9
+ 317954.0,618359.0,269,485,"()"
10
+ 618359.0,2078057.0,486,1001,"(17683512,26815693,37305377,2523753,56305980,85198803,43907419,77363033,30460778,29856448)"
11
+ 2078057.0,2112003.0,1002,1010,"(17683512,26815693,37305377,2523753,56305980,85198803,43907419)"
12
+ 2112003.0,3090857.0,1011,1255,"(17683512,26815693,37305377,2523753,56305980,85198803,43907419,68789640,77363033,30460778)"
anns/res/_L10000_W8_query1017_pipeline_trace.csv ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,179021.0,0,67,"(79077010,92765015,6448148)"
3
+ 179021.0,196646.0,68,73,"(79077010,92765015,6448148,74955974,91646763,75641646,91701400,7805094,16260489,41043467)"
4
+ 196646.0,592044.0,74,195,"(79077010,92765015)"
5
+ 592044.0,597506.0,196,196,"(79077010,92765015,22213746,6448148,74955974,91646763,75641646)"
6
+ 597506.0,6284070.0,197,1255,"(79077010,92765015,22213746,6448148,74955974,91646763,75641646,93238008,91701400,5577434)"
anns/res/_L10000_W8_query1018_pipeline_trace.csv ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,68040.0,0,49,"(50930951,66449679)"
3
+ 68040.0,70224.0,50,50,"(50930951,66449679,18665836)"
4
+ 70224.0,93591.0,51,65,"(50930951,66449679,18665836,20386857,46594875,56883722,51260563,53742044,96906238,4396478)"
5
+ 93591.0,177504.0,66,112,"(50930951,66449679,18665836,20386857)"
6
+ 177504.0,226531.0,113,140,"(50930951,66449679,18665836,20386857,29861130,6539023,46594875,56883722,51260563,53742044)"
7
+ 226531.0,537945.0,141,319,"(50930951,66449679)"
8
+ 537945.0,539932.0,320,320,"(50930951,66449679,75892675,3111923,23721381,40797388,18665836,20386857)"
9
+ 539932.0,656406.0,321,374,"(50930951,66449679,75892675,3111923,23721381,40797388,18665836,20386857,84141217,29861130)"
10
+ 656406.0,678369.0,375,383,"(50930951,66449679,75892675,3111923,23721381,40797388)"
11
+ 678369.0,3869719.0,384,1258,"(50930951,66449679,75892675,3111923,23721381,40797388,71339665,18665836,20386857,84141217)"
anns/res/_L10000_W8_query1019_pipeline_trace.csv ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,129961.0,0,89,"(14847381,27909651,63784411,35666506,68614588,23922348,7461029,28187380,75133065,81726739)"
3
+ 129961.0,146277.0,90,98,"(14847381,27909651,63784411,35666506,68614588,23922348)"
4
+ 146277.0,149900.0,99,100,"(14847381,27909651,63784411,35666506,68614588,23922348,5421446)"
5
+ 149900.0,329808.0,101,188,"(14847381,27909651,63784411,35666506,68614588,23922348,5421446,66386346,7461029,57979135)"
6
+ 329808.0,356377.0,189,197,"(14847381,27909651,63784411,35666506,68614588,23922348,5421446,66386346,7461029)"
7
+ 356377.0,4693240.0,198,1256,"(14847381,27909651,63784411,35666506,68614588,23922348,5421446,66386346,7461029,15405249)"
anns/res/_L10000_W8_query101_pipeline_trace.csv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,3786763.0,0,1256,"(9216702,69569417,75022516,15516664,77746248,64524960,67576978,77743744,23598241,34941035)"
anns/res/_L10000_W8_query1020_pipeline_trace.csv ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,142447.0,0,67,"(41671293,13946083,22740678,44334045,5359246,28686714,15166770,69711344)"
3
+ 142447.0,147128.0,68,70,"(41671293,13946083,22740678,44334045,5359246)"
4
+ 147128.0,384239.0,71,173,"()"
5
+ 384239.0,387027.0,174,174,"(25029555,52828030)"
6
+ 387027.0,464752.0,175,203,"(25029555,52828030,32556234,96553463,18179622,41671293,13946083,22740678,44334045,5359246)"
7
+ 464752.0,467923.0,204,204,"(25029555,52828030,32556234,96553463,18179622,41671293,13946083,22740678,44334045)"
8
+ 467923.0,653628.0,205,288,"(25029555,52828030,32556234,96553463)"
9
+ 653628.0,655205.0,289,289,"(25029555,52828030,32556234,96553463,42642988)"
10
+ 655205.0,857519.0,290,365,"(25029555,52828030,32556234,96553463,42642988,17290868,93705571,97189384,18179622,41671293)"
11
+ 857519.0,955232.0,366,403,"(25029555,52828030,32556234,96553463)"
12
+ 955232.0,1067620.0,404,449,"(25029555,52828030,32556234)"
13
+ 1067620.0,4715299.0,450,1255,"(25029555,52828030,32556234,60699322,96553463,9010603,52664060,42642988,17290868,93705571)"
anns/res/_L10000_W8_query1021_pipeline_trace.csv ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,146208.0,0,94,"(18333754,25029555,52828030,13337251,39418380,15152594,12337119,39292527,58451360,27141936)"
3
+ 146208.0,198478.0,95,121,"(18333754,25029555,52828030,13337251,39418380)"
4
+ 198478.0,533915.0,122,290,"(18333754,25029555,52828030,13337251,39418380,24153737,15152594,12337119,39292527,58451360)"
5
+ 533915.0,553242.0,291,299,"(18333754,25029555,52828030,13337251,39418380,24153737,15152594)"
6
+ 553242.0,554928.0,300,300,"(18333754,25029555,52828030,13337251,39418380,24153737,15152594,59079722)"
7
+ 554928.0,918777.0,301,442,"(18333754,25029555,52828030,13337251,39418380,24153737,15152594,59079722,95812424,12337119)"
8
+ 918777.0,945716.0,443,451,"(18333754,25029555,52828030,13337251,39418380,24153737,15152594)"
9
+ 945716.0,1394395.0,452,605,"(18333754,25029555,52828030,13337251,39418380,24153737,15152594,24795237,96605276,59079722)"
10
+ 1394395.0,1882687.0,606,822,"()"
11
+ 1882687.0,3961368.0,823,1257,"(38009701,18333754,25029555,52828030,13337251,39418380,24153737,15152594,24795237,96605276)"
anns/res/_L10000_W8_query1022_pipeline_trace.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,128103.0,0,67,"(4525883,70766864,91226824,49950151,29492837,88732639)"
3
+ 128103.0,4369533.0,68,1255,"(4525883,70766864,91226824,49950151,29492837,88732639,78749614,31024330,90048056,67137237)"
anns/res/_L10000_W8_query1023_pipeline_trace.csv ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,162137.0,0,48,"(6242072,1716259)"
3
+ 162137.0,215561.0,49,63,"(6242072,1716259,48260650,87376426,56134339,37810908,8820428,41396217,51623988,14483371)"
4
+ 215561.0,248777.0,64,72,"(6242072,1716259,48260650,87376426,56134339,37810908)"
5
+ 248777.0,5437420.0,73,1255,"(6242072,1716259,48260650,87376426,56134339,37810908,6286830,8820428,41396217,51623988)"
anns/res/_L10000_W8_query1024_pipeline_trace.csv ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,158257.0,0,48,"(12031403,87128458)"
3
+ 158257.0,353220.0,49,103,"(12031403,87128458,40857552,58946507,43305871,82650559,19687036,72067205,93543164,91053887)"
4
+ 353220.0,379387.0,104,112,"(12031403,87128458,40857552,58946507,43305871,82650559)"
5
+ 379387.0,5692237.0,113,1254,"(12031403,87128458,40857552,58946507,43305871,82650559,51167559,19687036,72067205,93543164)"
anns/res/_L10000_W8_query1025_pipeline_trace.csv ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,1628000.0,0,682,"(16964243,4911188,5374285,43907419,88332095,37539279,40964904,19396630,30870344,26614623)"
3
+ 1628000.0,1749532.0,683,728,"(16964243,4911188,5374285,43907419)"
4
+ 1749532.0,4212949.0,729,1255,"(16964243,4911188,5374285,43907419,17683512,88332095,37539279,40964904,19396630,30870344)"
anns/res/_L10000_W8_query1026_pipeline_trace.csv ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,32206.0,0,48,"(80322044,36518496,72558740,49896915,58303593,92469741,2523753,26815693)"
3
+ 32206.0,32590.0,49,49,"(80322044,36518496,72558740,49896915,58303593,92469741,2523753,26815693,56305980)"
4
+ 32590.0,79201.0,50,101,"(80322044,36518496,72558740,49896915,58303593,92469741,2523753,26815693,56305980,85198803)"
5
+ 79201.0,233874.0,102,261,"(80322044)"
6
+ 233874.0,408017.0,262,372,"(80322044,77363033,36518496,72558740,49896915,58303593,92469741,2523753,26815693,56305980)"
7
+ 408017.0,709597.0,373,589,"()"
8
+ 709597.0,724110.0,590,595,"(38009701,80322044,77363033,36518496,72558740,49896915,58303593,92469741,2523753,26815693)"
9
+ 724110.0,860541.0,596,679,"(38009701,80322044,77363033)"
10
+ 860541.0,2960628.0,680,1256,"(38009701,80322044,77363033,17683512,36518496,72558740,49896915,58303593,92469741,2523753)"
anns/res/_L10000_W8_query1027_pipeline_trace.csv ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,152318.0,0,48,"(54475669)"
3
+ 152318.0,166685.0,49,52,"(54475669,80119631,1322083,64933979,15327591,90968609,35331494,56669190,90397077)"
4
+ 166685.0,200439.0,53,61,"(54475669,80119631,1322083,64933979,15327591,90968609)"
5
+ 200439.0,233266.0,62,70,"(54475669,80119631)"
6
+ 233266.0,407511.0,71,117,"(54475669,80119631,32082096,1322083,64933979,15327591,90968609,32406751,35331494,56669190)"
7
+ 407511.0,440787.0,118,126,"(54475669,80119631,32082096,1322083,64933979,15327591,90968609,32406751)"
8
+ 440787.0,5145131.0,127,1255,"(54475669,80119631,32082096,1322083,64933979,15327591,90968609,32406751,18357398,35331494)"
anns/res/_L10000_W8_query1028_pipeline_trace.csv ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,174957.0,0,48,"(18061004)"
3
+ 174957.0,227370.0,49,60,"(18061004,6930949,3993782,55897374,22894661)"
4
+ 227370.0,322013.0,61,85,"(18061004,6930949,3993782,55897374,22894661,85215902,22243952,88272521,3127204,45988909)"
5
+ 322013.0,411994.0,86,112,"(18061004,6930949,3993782,55897374,22894661)"
6
+ 411994.0,451155.0,113,123,"(18061004,6930949,3993782,55897374,22894661,55272989,85215902,22243952,88272521,3127204)"
7
+ 451155.0,721143.0,124,199,"(18061004,6930949,3993782)"
8
+ 721143.0,1260915.0,200,359,"()"
9
+ 1260915.0,5505984.0,360,1255,"(52836461,18061004,6930949,3993782,17083535,92467793,55897374,22894661,55272989,85215902)"
anns/res/_L10000_W8_query1029_pipeline_trace.csv ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,173124.0,0,67,"(8317487,22956158,27687784,83595346,17313486,18549216)"
3
+ 173124.0,204420.0,68,76,"(8317487,22956158,27687784,83595346,17313486,18549216,67506224,30445790,55221107,95234486)"
4
+ 204420.0,319675.0,77,114,"(8317487,22956158,27687784,83595346)"
5
+ 319675.0,905879.0,115,311,"()"
6
+ 905879.0,908928.0,312,312,"(90553142,63681116,71938185,8317487,22956158,54448924,27687784,83595346)"
7
+ 908928.0,968295.0,313,329,"(90553142,63681116,71938185,8317487,22956158,54448924,27687784,83595346,62977729,30731444)"
8
+ 968295.0,997757.0,330,338,"(90553142,63681116,71938185,8317487,22956158,54448924)"
9
+ 997757.0,1754006.0,339,540,"(90553142,63681116,71938185,8317487,22956158,54448924,58669875,27687784,83595346,62977729)"
10
+ 1754006.0,1756675.0,541,541,"(90553142,63681116,71938185,8317487,22956158,54448924,58669875)"
11
+ 1756675.0,2818280.0,542,872,"()"
12
+ 2818280.0,2900797.0,873,887,"(33590179,14127001,22657188,34171562,90553142,63681116,71938185,8317487,22956158,54448924)"
13
+ 2900797.0,2948136.0,888,896,"(33590179,14127001,22657188,34171562,90553142,63681116,71938185,8317487,22956158)"
14
+ 2948136.0,4090796.0,897,1114,"(33590179,14127001,22657188,34171562,90553142,63681116,71938185,8317487,22956158,62508052)"
15
+ 4090796.0,4546909.0,1115,1257,"(33590179)"
anns/res/_L10000_W8_query102_pipeline_trace.csv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,4091660.0,0,1255,"(9216702,69569417,75022516,15516664,77746248,64524960,67576978,77743744,23598241,79457009)"
anns/res/_L10000_W8_query1030_pipeline_trace.csv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,5900914.0,0,1256,"(61909142,68741005,82426357,3728743,26739335,66121374,83027127,50677800,76340346,11558812)"
anns/res/_L10000_W8_query1031_pipeline_trace.csv ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,17873.0,0,48,"(54475669)"
3
+ 17873.0,19972.0,49,52,"(54475669,80119631,1322083,64933979,15327591,90968609,35331494,56669190,90397077)"
4
+ 19972.0,23900.0,53,61,"(54475669,80119631,1322083,64933979,15327591,90968609)"
5
+ 23900.0,27969.0,62,70,"(54475669,80119631)"
6
+ 27969.0,84260.0,71,117,"(54475669,80119631,32082096,1322083,64933979,15327591,90968609,32406751,35331494,56669190)"
7
+ 84260.0,117684.0,118,126,"(54475669,80119631,32082096,1322083,64933979,15327591,90968609,32406751)"
8
+ 117684.0,4825397.0,127,1255,"(54475669,80119631,32082096,1322083,64933979,15327591,90968609,32406751,18357398,35331494)"
anns/res/_L10000_W8_query1032_pipeline_trace.csv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,5038886.0,0,1256,"(48334588,68077939,9721890,23562253,50794412,51151408,6478977,74128103,38790902,91561467)"
anns/res/_L10000_W8_query1033_pipeline_trace.csv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,5084220.0,0,1255,"(9721890,23562253,50794412,51151408,48334588,68077939,6478977,74128103,96642040,34119483)"
anns/res/_L10000_W8_query1034_pipeline_trace.csv ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,37130.0,0,16,"(28695133)"
3
+ 37130.0,40279.0,17,17,"(28695133,36906689)"
4
+ 40279.0,74623.0,18,26,"(28695133,36906689,15339970,22327573)"
5
+ 74623.0,5028570.0,27,1255,"(28695133,36906689,15339970,22327573,79290737,77657716,60236437,92415984,42721384,36265141)"
anns/res/_L10000_W8_query1035_pipeline_trace.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,152030.0,0,54,"(90866180,8928716,1193036,7305281,20670706,55459679,59800975)"
3
+ 152030.0,5628796.0,55,1254,"(90866180,8928716,1193036,7305281,20670706,55459679,59800975,66981407,32484866,49083764)"
anns/res/_L10000_W8_query1036_pipeline_trace.csv ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,2946767.0,0,589,"(20671853,55905210,84290693,46179671,85954392,92037352,17004926,46030329,2645840,44545871)"
3
+ 2946767.0,3002645.0,590,598,"(20671853,55905210,84290693,46179671,85954392,92037352,17004926,46030329)"
4
+ 3002645.0,7485222.0,599,1255,"(20671853,55905210,84290693,46179671,85954392,92037352,17004926,46030329,67589692,2645840)"
anns/res/_L10000_W8_query1037_pipeline_trace.csv ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,84258.0,0,52,"(26688318,75399456,24135374,38970136,64842542,29631491,58916505)"
3
+ 84258.0,101345.0,53,61,"(26688318,75399456,24135374,38970136,64842542)"
4
+ 101345.0,4306200.0,62,1257,"(26688318,75399456,24135374,38970136,64842542,51254275,29631491,58916505,82796698,1606453)"
anns/res/_L10000_W8_query1038_pipeline_trace.csv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,3922503.0,0,1256,"(86603869,12538740,95938283,58760905,82391240,29260865,318762,51097483,69644144,29079009)"
anns/res/_L10000_W8_query1039_pipeline_trace.csv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,3966944.0,0,1260,"(86603869,12538740,95938283,58760905,318762,82391240,51097483,69644144,29260865,29079009)"
anns/res/_L10000_W8_query103_pipeline_trace.csv ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,173265.0,0,82,"(24009667,40123920,2611722,590762,43148515,72673238,216231,1587055,78852544,11990492)"
3
+ 173265.0,388171.0,83,158,"(24009667,40123920,2611722)"
4
+ 388171.0,1046684.0,159,393,"()"
5
+ 1046684.0,1054251.0,394,394,"(2240335)"
6
+ 1054251.0,4996210.0,395,1257,"(2240335,37846925,63781442,89374300,24009667,40123920,2611722,68058184,84415772,590762)"
anns/res/_L10000_W8_query1040_pipeline_trace.csv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ StartTime_us,EndTime_us,StartIteration,EndIteration,PipelinePool
2
+ 0.0,4714330.0,0,1256,"(11882668,3786780,7578127,25654011,59833644,81576383,94856490,92325967,335672,8758295)"