| { |
| "$schema": "https://json-schema.org/draft/2020-12/schema", |
| "dataset": "skyan1002/flash-flood-benchmark-data", |
| "base_url": "https://huggingface.co/datasets/skyan1002/flash-flood-benchmark-data/resolve/main", |
| "description": "LLM/agent tool definitions for the TORRENT flash-flood benchmark. Each tool maps to a jq query over manifest.jsonl or the /filter API; see AGENTS.md.", |
| "tools": [ |
| { |
| "name": "list_primary_benchmark", |
| "description": "Return the 21-testbed conservative primary benchmark (14 episodes, 21 gauges) — the default set for model intercomparison.", |
| "parameters": {"type": "object", "properties": {}, "required": []}, |
| "implementation": "jq -c 'select(.level==\"L3\" and .primary_benchmark==true)' manifest.jsonl" |
| }, |
| { |
| "name": "query_testbeds", |
| "description": "Filter L3 testbeds by tier of evidence, flash-flood screen, state, time, and severity. Returns matching testbed records.", |
| "parameters": { |
| "type": "object", |
| "properties": { |
| "tier": {"type": "string", "enum": ["primary", "rp_ge_2yr", "ncei_confirmed", "dedup", "strict", "all"], "description": "which stage of the funnel"}, |
| "state": {"type": "string", "description": "2-letter USPS code, matches primary_state_abbrev"}, |
| "start_date": {"type": "string", "description": "YYYY-MM-DD inclusive lower bound on begin_date"}, |
| "end_date": {"type": "string", "description": "YYYY-MM-DD inclusive upper bound on begin_date"}, |
| "min_return_period_yr": {"type": "number", "description": "lower bound on lp3_return_period_yr"}, |
| "max_drainage_area_km2": {"type": "number"} |
| }, |
| "required": [] |
| }, |
| "implementation": "jq over manifest.jsonl with level=='L3' plus the flag matching the tier (primary->primary_benchmark, rp_ge_2yr->rp_ge_2yr, ncei_confirmed->ncei_confirmed, dedup->selected, strict->is_strict_flash_flood)" |
| }, |
| { |
| "name": "get_testbed", |
| "description": "List and download every file of one testbed package (watershed.geojson, streamflow.csv, hwms_inside.csv, testbed_summary.json, and full forcing if present).", |
| "parameters": { |
| "type": "object", |
| "properties": {"testbed_id": {"type": "string", "description": "e.g. FF_2025_07_TX_ep002__08165500"}}, |
| "required": ["testbed_id"] |
| }, |
| "implementation": "jq -r 'select(.testbed_id==$id and .record_type==\"artifact\").resolve_url' manifest.jsonl | xargs -n1 curl -L -O" |
| }, |
| { |
| "name": "expand_l3", |
| "description": "Discover newly qualifying testbeds from a given NCEI calendar year and append them to the L3 pool as light rows (needs_curation_review=true). Extends the benchmark; does not alter the human-reviewed primary set.", |
| "parameters": { |
| "type": "object", |
| "properties": {"year": {"type": "integer", "description": "NCEI calendar year to ingest, e.g. 2026"}}, |
| "required": ["year"] |
| }, |
| "implementation": "python pipeline/expand_l3.py --year <year> --data-root ." |
| } |
| ], |
| "flag_semantics": { |
| "primary_benchmark": "default 21-testbed conservative set (paper Sect. 3.4)", |
| "is_strict_flash_flood": "passed strict flash-flood screen (175)", |
| "selected": "deduplicated representative (115); alias dedup_selected", |
| "ncei_confirmed": "in-basin NCEI report point (54)", |
| "rp_ge_2yr": "LP3 return period >= 2 yr (31)", |
| "nldi_recovered": "watershed restored by hardened NLDI retrieval", |
| "regulation_excluded": "excluded from primary: direct flood-control influence", |
| "postfire_excluded": "excluded from primary: recent-wildfire applicability review", |
| "needs_curation_review": "machine-appended by the annual pipeline, awaiting human curation", |
| "water_balance_flag": "RC > 1; interpret volume metrics with caution", |
| "benchmark_tier": "A (in-basin NCEI point) or B (evidence label, not an exclusion)" |
| } |
| } |
|
|
