Files
seed-mcp/corpus/gh_plot_reports/ghpr-silage-wi-2025-2469663.md
justin 0e625553e5 gh_plot_reports corpus (4,299 plots) + concurrency + 4-GPU pool
CORPUS — 4,299 GH plot reports added (3,797 written + 502 from the
earlier slow run + 319 sitemap-listed URLs that 404'd as
discontinued). Combined with prior 760 varieties + 14 AgriPro
trials = 5,073 total chunks now indexed.

scrape/sources/gh_plot_reports.py — concurrency speedup:
- 4 worker threads (ThreadPoolExecutor), each with its own
  requests.Session for connection-pool efficiency.
- Shared class-level rate limiter (0.25 sec between ANY two
  requests across all threads). Net throughput ~4 req/sec —
  well below any rate-limit threshold a public site enforces.
- Diagnosis vs original 1 req/sec: GH had ZERO rate limiting,
  zero 429s, zero retries. The 1 sec self-throttle was just too
  conservative. Bench:
    1 worker  / 1.0 sec throttle:  ~0.4 plots/sec (190 min ETA)
    4 workers / 0.25 sec throttle: ~3 plots/sec  (~25 min actual)

rag/chunk.py — chunk size cap for nomic-embed-text's 2048-token
context window:
- Empirically tested: failure threshold is ~5,250 chars on
  numeric-heavy trial chunks (chars/token ratio 2.4 vs 3.5 for
  prose). Cap at 4,500 chars to be safely under at worst-case
  2.2 chars/token.
- Applied to BOTH variety and trial chunks. Marked truncated
  chunks with metadata.embed_truncated = True; FULL text stays
  in the on-disk .md for get_page to return verbatim.

.gitea/workflows/{refresh,image-only}.yml — OLLAMA_URL pool
restructured for the 4 GPU-pinned endpoints. Bench (50-chunk
batches on nomic-embed-text):

    .0.125:11434  (RTX 40-series)  242 embeds/sec  ← weight ×4
    .0.2:11436    (GPU-pinned)     108 embeds/sec  ← weight ×2
    .0.2:11435    (GPU-pinned)      72 embeds/sec  ← weight ×1
    localhost     (TITAN X)         37 embeds/sec  ← weight ×1

Weighting is done by listing the URL multiple times in
OLLAMA_URL since the embedder uses round-robin. .0.2:11434 is
explicitly EXCLUDED — it isn't pinned to a specific GPU.

Combined index rebuild for 5,073 chunks now finishes in ~3 min
(was 19+ on the single-endpoint pool).

Smoke tests:
✓ list_versions: 5,073 docs across 6 sources, 2 vendors, 6
  brands, 4 crops (corn 2711, soy 2016, silage 223, wheat 123).
✓ search_trials({crop=corn, state=IA, year=2024}): 3 IA 2024
  corn trials surfaced.
✓ search_trials("Phytophthora resistance soybean trial"): NK
  NK43-W1XFS top-1 in LA 2024 trial (cross-vendor result).
✓ search_trials("AP Iliad Idaho wheat"): AgriPro Washington/N
  Idaho 2025 trial surfaced.
✓ search_trials(product=DKC65-95): 3 corn trials containing
  that hybrid in IL/IA 2024.
✓ search_trials(product=NK1701): 3 corn trials in AR/MS 2024.
✓ Product filter correctly returns EMPTY for products that
  aren't in the corpus (DKC65-20 is a 2023 product; 2023 plots
  deferred). Anti-hallucination contract preserved.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-25 16:46:35 -04:00

2.5 KiB

Silage yield trial — Wisconsin, 2025


Results (top-down by rank)

Rank Brand Product Traits Ton/Acre Milk Per Acre Milk Per Ton Beef Per Acre Beef Per Ton
1 Enogen E085Z5-D - 27.5 3695.0 30514.0 272.0 1930.0
2 Channel 186-56STX - 27.1 3368.0 27357.0 232.0 1782.0
3 DEKALB DKC39-55 - 26.9 3442.0 27825.0 252.0 1832.0
4 Pioneer P87040PCE - 26.5 3484.0 27659.0 244.0 1776.0
5 Brevant B87D33Q - 26.3 3497.0 27610.0 258.0 1805.0
6 Pioneer P8602AM - 25.9 3279.0 25495.0 224.0 1683.0
7 Pioneer P90630AM - 25.4 3378.0 25791.0 242.0 1701.0
8 DEKALB DKC36-48 - 25.0 3398.0 25496.0 236.0 1656.0
8 Brevant B89A44PCE - 25.0 3703.0 27756.0 270.0 1746.0
10 NK NK9231-AA - 23.0 3684.0 25448.0 271.0 1610.0
11 Brevant B91K05Q - 22.9 3639.0 24986.0 260.0 1574.0
12 Brevant B86J43AM - 22.3 3753.0 25119.0 279.0 1582.0
13 DEKALB DKC093-05 - 21.9 3548.0 23265.0 254.0 1489.0
14 NK NK9400-V - 21.1 3508.0 22205.0 254.0 1437.0
15 DEKALB DKC45-74 - 20.9 3453.0 21604.0 277.0 1473.0
16 Brevant B92D25Q - 20.4 3502.0 21430.0 274.0 1434.0
17 DEKALB DKC092-13 - 20.1 3260.0 19676.0 272.0 1410.0
18 Enogen E092W5-D - 19.9 3591.0 21430.0 262.0 1372.0
18 Enogen E094Z4-D - 19.9 3777.0 22566.0 274.0 1399.0
20 Channel 192-10STX - 19.4 3404.0 19854.0 239.0 1293.0
20 Enogen E095D3-D - 19.4 3487.0 20330.0 250.0 1317.0
22 Brevant B96M56PCE - 18.0 3578.0 19283.0 256.0 1228.0
23 Brevant B95R21V - 17.7 3553.0 18831.0 260.0 1215.0
24 Pioneer P9624AM - 16.9 3576.0 18146.0 261.0 1166.0

Top 5 by Ton/Acre: E085Z5-D (Enogen) 27.5, 186-56STX (Channel) 27.1, DKC39-55 (DEKALB) 26.9, P87040PCE (Pioneer) 26.5, B87D33Q (Brevant) 26.3.