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## `nx-cugraph` Benchmarks | ||
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### Overview | ||
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This directory contains a set of scripts designed to benchmark NetworkX with the `nx-cugraph` backend and deliver a report that summarizes the speed-up and runtime deltas over default NetworkX. | ||
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Our current benchmarks provide the following datasets: | ||
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| Dataset | Nodes | Edges | Directed | | ||
| -------- | ------- | ------- | ------- | | ||
| netscience | 1,461 | 5,484 | Yes | | ||
| email-Eu-core | 1,005 | 25,571 | Yes | | ||
| cit-Patents | 3,774,768 | 16,518,948 | Yes | | ||
| hollywood | 1,139,905 | 57,515,616 | No | | ||
| soc-LiveJournal1 | 4,847,571 | 68,993,773 | Yes | | ||
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### Scripts | ||
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#### 1. `run-main-benchmarks.sh` | ||
This script allows users to run a small set of commonly-used algorithms across multiple datasets and backends. All results are stored inside a sub-directory (`logs/`) and output files are named based on the combination of parameters for that benchmark. | ||
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NOTE: If running with all algorithms and datasets using NetworkX without an accelerated backend, this script may take a few hours to finish running. | ||
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**Usage:** | ||
- Run with `--cpu-only`: | ||
```bash | ||
./run-main-benchmarks.sh --cpu-only | ||
``` | ||
- Run with `--gpu-only`: | ||
```bash | ||
./run-main-benchmarks.sh --gpu-only | ||
``` | ||
- Run without any arguments (all backends): | ||
```bash | ||
./run-main-benchmarks.sh | ||
``` | ||
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#### 2. `get_graph_bench_dataset.py` | ||
This script downloads the specified dataset using `cugraph.datasets`. | ||
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**Usage:** | ||
```bash | ||
python get_graph_bench_dataset.py [dataset] | ||
``` | ||
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#### 3. `create_results_summary_page.py` | ||
This script is designed to be run after `run-gap-benchmarks.sh` in order to generate an HTML page displaying a results table comparing default NetworkX to nx-cugraph. The script also provides information about the current system, so it should be run on the machine on which benchmarks were run. | ||
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**Usage:** | ||
```bash | ||
python create_results_summary_page.py > report.html | ||
``` |
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