| --- |
| license: cc-by-4.0 |
| pretty_name: LLM Prefix-Cache Block Traces |
| tags: |
| - llm-serving |
| - inference |
| - kv-cache |
| - prefix-caching |
| - cache-eviction |
| - workload-trace |
| size_categories: |
| - 100K<n<1M |
| --- |
| # LLM Prefix-Cache Block Traces |
|
|
| Two LLM inference traces at KV-block granularity, for studying prefix-cache eviction. Each request lists the KV blocks of its prompt in prefix order, so a simulator can replay which blocks a request reuses from earlier requests. **No text is released**: a block is an opaque integer id. |
|
|
| The dataset accompanies the paper *When Fancy Eviction Fails: Rethinking Cache Replacement For LLM Prefix Reuse* ([arXiv:2609.28870](https://arxiv.org/abs/2609.28870)). |
|
|
| Both traces are tokenized with the Qwen3-Coder-30B-A3B tokenizer and cut into 16-token blocks, so 1k blocks hold 1.5 GiB of that model's bf16 KV cache. Requests whose input plus output exceed the model's 262,144-token context are removed, so no request is longer than 16,374 blocks. |
|
|
| | File | Size | Workload | Requests | Block accesses | Distinct blocks | Sessions | Span | |
| |---|---:|---|---:|---:|---:|---:|---:| |
| | `freeinference.lcp.zst` | 76 MB | Coding and assistant agents on the FreeInference gateway, 2026-07-11 to 07-17 | 327,548 | 656,240,179 | 39,578,367 | 222,934 | 7.0 days | |
| | `chutes.lcp.zst` | 232 MB | Chat and roleplay on the Chutes inference proxy, 2026-03-10 to 07-19 | 515,817 | 603,642,254 | 139,518,804 | 402,221 | 130.9 days | |
|
|
| The request-level traces of these platforms are [harvardMadsys/freeinference_agentic_trace](https://huggingface.co/datasets/harvardMadsys/freeinference_agentic_trace) and [harvardMadsys/chutes_metadata](https://huggingface.co/datasets/harvardMadsys/chutes_metadata). |
|
|
| ## Format |
|
|
| The files are in `lcp`, [libCacheSim](https://github.com/1a1a11a/libCacheSim)'s binary format for prefix-cache traces, compressed with zstd. Each request is a record followed by its block entries: |
|
|
| - **Request:** arrival and completion time (microseconds, relative), session and user id (chutes has no user ids), turn, and input and output token counts. A request's blocks become reusable when it completes, and requests are ordered by completion time. |
| - **Block entry:** the block id, and the position of the block's next access, so offline-optimal policies such as Belady run in one forward pass. |
|
|
| The full specification is [`doc/lcp_format.md`](https://github.com/1a1a11a/libCacheSim/blob/develop/doc/lcp_format.md). |
|
|
| ## Usage |
|
|
| See [libCacheSim](https://github.com/1a1a11a/libCacheSim) for how to build and use the tools. In short: |
|
|
| ```bash |
| hf download harvardMadsys/2026_prefixcache --repo-type dataset --local-dir 2026_prefixcache |
| |
| git clone https://github.com/1a1a11a/libCacheSim |
| cd libCacheSim |
| cmake -G Ninja -B _build -DCMAKE_BUILD_TYPE=Release |
| ninja -C _build |
| |
| # Replay a 16k-block (24 GiB) cache under three eviction policies. |
| ./_build/bin/prefixsim --trace ../2026_prefixcache/freeinference.lcp.zst \ |
| --cache-size 16k --algo lru,s3fifo,belady_compute \ |
| --cost-model qwen3coder30b_blksz_16 |
| |
| # Print a trace's statistics, or convert it to JSONL. |
| ./_build/bin/tracePrint ../2026_prefixcache/chutes.lcp.zst lcp --print-stat 1 |
| ./_build/bin/traceConvLLM --input ../2026_prefixcache/chutes.lcp.zst --output chutes.jsonl |
| ``` |
|
|
| `prefixsim` streams the compressed file: an LRU run over `freeinference.lcp.zst` takes about 2 minutes and 150 MiB of memory. Its [quickstart](https://github.com/1a1a11a/libCacheSim/blob/develop/doc/quickstart_prefixsim.md) explains the options and the output, and its [design document](https://github.com/1a1a11a/libCacheSim/blob/develop/doc/prefixsim.md) explains the cache model. |
|
|
| ## Integrity |
|
|
| Each file is a single zstd frame with zstd's built-in content checksum, so `zstd -t <file>` checks it. SHA-256: |
|
|
| | File | SHA-256 | |
| |---|---| |
| | `freeinference.lcp.zst` | `39f75bbba1ce912546517802719ef7742d0db7fa53dcbc66681bba090aa5d1f7` | |
| | `chutes.lcp.zst` | `da57f89c74db817c121d24d3d6e4bc415eb7dd54aa72548c6971a991bd99970b` | |
|
|
| ## License |
|
|
| This dataset is released under the [Creative Commons Attribution 4.0 International License (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/). |
|
|
| If you use this dataset, please cite the paper below. |
|
|
| ## Citation |
|
|
| ```bibtex |
| @misc{liu2026fancyeviction, |
| title = {When Fancy Eviction Fails: Rethinking Cache Replacement For LLM Prefix Reuse}, |
| author = {Liu, Yiyu and Yu, Minlan and Yang, Juncheng}, |
| year = {2026}, |
| eprint = {2609.28870}, |
| archivePrefix = {arXiv}, |
| primaryClass = {cs.DC}, |
| url = {https://arxiv.org/abs/2609.28870} |
| } |
| ``` |
|
|
