Datasets:

semianalysisai
/

cc-traces-weka-with-subagents-060526-256k

id stringlengths 36 36	models listlengths 1 3	block_size int64 64 64	hash_id_scope stringclasses 1 value	requests listlengths 12 10.4k
00e7d11db2db59f44a87b4110175b11d1af3	[ "claude-opus-4-8" ]	64	local	[ { "t": 0, "model": "claude-opus-4-8", "in": 384, "out": 18, "hash_ids": [ 0, 1, 2, 3, 4, 5 ], "api_time": 1.456, "type": "s", "ttft": 1.084 }, { "t": 1.456, "model": "claude-opus-4-8", "in": 50880, "out": 352, "hash_ids"...
01fece675b92efe07620225cd69c3884f774	[ "claude-opus-4-6" ]	64	local	[{"t":0.0,"model":"claude-opus-4-6","in":1088,"out":17,"hash_ids":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,1(...TRUNCATED)
0275949f4db511444909fe92b12f7e921e4a	[ "claude-haiku-4-5-20251001", "claude-opus-4-8" ]	64	local	[{"t":0.0,"model":"claude-opus-4-8","in":384,"out":17,"hash_ids":[0,1,2,3,4,5],"api_time":1.474,"typ(...TRUNCATED)
03be8f1eb1e9e620f46bd07068d6ab1aaae3	[ "claude-opus-4-8" ]	64	local	[{"t":0.0,"model":"claude-opus-4-8","in":384,"out":20,"hash_ids":[0,1,2,3,4,5],"api_time":1.699,"typ(...TRUNCATED)
0475b786230f3f2e24220d28e247eaee2dae	[ "claude-haiku-4-5-20251001", "claude-opus-4-8" ]	64	local	[{"t":0.0,"model":"claude-opus-4-8","in":448,"out":18,"hash_ids":[0,1,2,3,4,5,6],"api_time":1.541,"t(...TRUNCATED)
04b25fe5b2ffa5e7ec9890426cce59838a05	[ "claude-haiku-4-5-20251001", "claude-opus-4-8" ]	64	local	[{"t":0.0,"model":"claude-opus-4-8","in":384,"out":15,"hash_ids":[0,1,2,3,4,5],"api_time":1.607,"typ(...TRUNCATED)
05658118df5d398eec4703ce4fafe679ab30	[ "claude-haiku-4-5-20251001", "claude-opus-4-8" ]	64	local	[{"t":0.0,"model":"claude-opus-4-8","in":448,"out":24,"hash_ids":[0,1,2,3,4,5,6],"api_time":1.695,"t(...TRUNCATED)
05c7c0ff6c473d474125f1c96436e7e3ebaa	[ "claude-opus-4-8" ]	64	local	[{"t":0.0,"model":"claude-opus-4-8","in":960,"out":22,"hash_ids":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14(...TRUNCATED)
06385769df23204ac35c53ad431cf42f7c02	[ "claude-sonnet-4-5" ]	64	local	[{"t":0.0,"model":"claude-sonnet-4-5","in":2368,"out":17,"hash_ids":[0,1,2,3,4,5,6,7,8,9,10,11,12,13(...TRUNCATED)
066e36628e08da30ed5d232a5034160529cb	[ "claude-opus-4-8" ]	64	local	[{"t":0.0,"model":"claude-opus-4-8","in":448,"out":28,"hash_ids":[0,1,2,3,4,5,6],"api_time":2.119,"t(...TRUNCATED)

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semianalysisai/cc-traces-weka-with-subagents-060526-256k

WekaTrace corpus derived from SemiAnalysis Claude Code proxy traces. Built 2026-06-05 15:50:34 UTC via utils/agentic/build_weka_hf_dataset.py.

Derived from semianalysisai/cc-traces-weka-with-subagents-060526 by applying the 256k per-request cap and reshifting the surviving timeline.

Filters

Trace version: exactly v6
min main-agent turns per session: 20
Claude Code CLI ≥ 2.1.139 (every row)
peak concurrent sub-agent groups ≤ 10
Non-image rows only (image content excluded at source)
Classifier calls excluded (max_tokens<=64 AND no tools → SUGGESTION MODE, title-gen, Security Monitor)
Exact-duplicate proxy rows deduped by (timestamp, model, in, out, dur_ms, agent_id)
256k per-request cap (see 256k filter rule below)

256k filter rule

Per-request input + output ≤ 256,000 tokens. Applied at request granularity, not conversation. Main-agent and sub-agent inner requests are evaluated independently.
Sub-agent groups where every inner request was filtered → entire group dropped.
Sub-agent groups with only some inners filtered → partial group kept (surviving inners retained).

Timeline reshift: each trace's request t values are recomputed so gaps from removed requests collapse:

First surviving entry:  t = 0
Each subsequent:        new_t = prev_t + prev_api_time + this.think_time

Stats

traces:             336
main_turns:          62,611
subagent_groups:             496
subagent_inner_requests:          14,348
total_model_requests:          76,959
total_input_tokens:   6,655,577,536
total_output_tokens:      67,750,278

Distribution plots

Main-agent stream

Sub-agent fan-out

Source script

python utils/agentic/sample_proxy_traces.py --out '<workdir>/proxy' --sampling top --min-trace-version 6 --max-trace-version 6 --min-main-turns 20 --require-cli-min 2.1.139 --max-parallel-subagents 10

Loader plugin

Load in aiperf via:

--public-dataset semianalysis_cc_traces_weka_with_subagents_256k

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