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build: 233 traces (v7, isl<=990016)

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.gitattributes CHANGED
@@ -58,3 +58,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
 
 
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
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+ traces.jsonl filter=lfs diff=lfs merge=lfs -text
README.md ADDED
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+ ---
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+ license: apache-2.0
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+ pretty_name: CC Traces — Weka, With Subagents, v7 only (Jun 15 2026)
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+ task_categories:
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+ - text-generation
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+ tags:
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+ - llm
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+ - inference
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+ - benchmarking
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+ - kv-cache
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+ - agentic
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+ - multi-turn
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+ - claude
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+ - subagents
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+ size_categories:
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+ - n<1K
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: train
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+ path: traces.jsonl
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+ ---
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+
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+ # semianalysisai/cc-traces-weka-061526
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+
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+ WekaTrace corpus derived from SemiAnalysis Claude Code proxy traces. Built 2026-06-15 19:12:24 UTC via `utils/agentic/build_weka_hf_dataset.py`.
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+
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+ ## Filters
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+
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+ - Trace version: exactly v7
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+ - min Anthropic requests per session: 20
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+ - Claude Code CLI ≥ 2.1.139 (every row)
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+ - peak concurrent sub-agent groups ≤ 10
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+ - Non-image rows only (image content excluded at source)
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+ - Classifier calls excluded (`max_tokens<=64 AND no tools` → SUGGESTION MODE, title-gen, Security Monitor)
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+ - Exact-duplicate proxy rows deduped by `(timestamp, model, in, out, dur_ms, agent_id)`
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+ - Per-request ISL cap: input ≤ 990,016 tokens (weka `in` = hash-block count × 64). Drops KV-cache-block overcount artifacts that read above ~1M while preserving the surviving timeline.
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+
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+ ## ISL cap — KV-cache-block overcount note
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+
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+ Requests whose input length (`in`) exceeded **990,016 tokens** (the closest multiple of 64 to 990k) were dropped from this build, while preserving the surviving timeline's relative timestamps.
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+
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+ **Why.** The weka `in` field is derived from the proxy's `hash_token_count`, which is recorded as *(number of 64-token KV-cache prefix blocks) × 64* — it is always an exact multiple of 64, not a true tokenizer count. For very large agentic contexts with heavy prompt caching this block count drifts **above** the real prompt size: cross-checking against the billed token columns (`input + cache_read + cache_write`) shows it tracks ~1.00× on average but overcounts by as much as ~260k tokens in the heavy-cache-write tail. That tail pushed a small number of requests past 1M `in` even though **no request's real prompt actually exceeds 1M**. These inflated rows are the artifacts removed here.
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+
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+ Applied at request granularity (main-agent turns and sub-agent inner requests evaluated independently); a sub-agent group is dropped only if *every* inner request was over the cap.
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+
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+ ## Stats
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+
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+ ```
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+ traces: 233
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+ main_turns: 38,529
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+ subagent_groups: 787
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+ subagent_inner_requests: 22,467
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+ total_model_requests: 60,996
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+ total_input_tokens: 12,631,145,216
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+ total_output_tokens: 59,758,991
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+ ```
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+
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+ ## Distribution plots
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+
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+ ### Main-agent stream
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+
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+ ![Main-stream distributions — log x](plots/distributions_log.png)
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+
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+ ![Main-stream distributions — linear x](plots/distributions_linear.png)
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+
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+ ### Sub-agent fan-out
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+
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+ ![Sub-agent distributions — log x](plots/subagent_distributions_log.png)
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+
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+ ![Sub-agent distributions — linear x](plots/subagent_distributions_linear.png)
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+
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+ ## Source script
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+
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+ ```
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+ python utils/agentic/sample_proxy_traces.py --out '<workdir>/proxy' --sampling top --min-trace-version 7 --max-trace-version 7 --min-requests 20 --require-cli-min 2.1.139 --max-parallel-subagents 10
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+ ```
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+
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+ ## Loader plugin
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+
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+ Load in aiperf via:
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+
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+ ```
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+ --public-dataset semianalysis_cc_traces_weka_with_subagents
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+ ```
plots/distributions_linear.png ADDED

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stats.txt ADDED
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+ traces: 233
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+ main_turns: 38,529
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+ subagent_groups: 787
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+ subagent_inner_requests: 22,467
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+ total_model_requests: 60,996
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+ total_input_tokens: 12,631,145,216
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+ total_output_tokens: 59,758,991
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