Files
seed-mcp/corpus/gh_plot_reports/ghpr-silage-wi-2025-2466599.md
T
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

2.4 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 Brevant B96M56PCE - 29.6 3412.0 30319.0 249.0 2003.0
2 Dairyland Seed HIDF-4545Q 29.5 3363.0 29811.0 243.0 1980.0
3 Brevant B05D47V - 29.0 3398.0 29546.0 245.0 1946.0
4 Enogen E094Z4-D - 28.4 3590.0 30609.0 276.0 2006.0
5 Dairyland Seed HIDF-4321V 28.3 3269.0 27743.0 227.0 1848.0
6 Beck's 5212TCV2P - 28.0 3405.0 28586.0 246.0 1884.0
7 Enogen E097K6-D - 27.5 3274.0 27002.0 227.0 1794.0
8 Pioneer P9955V - 27.3 3505.0 28706.0 253.0 1858.0
9 XL 5324V - 27.0 3583.0 29000.0 267.0 1878.0
10 Brevant B99A24V - 26.8 3376.0 27192.0 244.0 1802.0
11 Pioneer P9884Q - 26.7 3422.0 27404.0 242.0 1785.0
11 XL 5332AM - 26.7 3326.0 26664.0 248.0 1803.0
13 Pioneer P96760V - 26.6 3426.0 27289.0 263.0 1836.0
13 Dairyland Seed HIDF-4073Q 26.6 3458.0 27558.0 257.0 1820.0
15 Preceon PR105-50 - 26.5 3362.0 26708.0 237.0 1756.0
16 Preceon PR102-50 - 26.3 3343.0 26413.0 238.0 1750.0
17 Dairyland Seed HiDF-3522Q 26.1 3351.0 26226.0 249.0 1765.0
17 Preceon PR104-60 - 26.1 3535.0 27729.0 265.0 1814.0
19 Enogen E107C1-D - 25.9 3083.0 23984.0 218.0 1668.0
20 Dairyland Seed DB-4022Q 25.8 3537.0 27346.0 269.0 1799.0
21 Enogen E102K7-D - 25.5 3564.0 27301.0 257.0 1748.0
22 Enogen E095D3-D - 25.1 3505.0 26418.0 257.0 1719.0
23 Dairyland Seed DB-3434Q 24.7 3569.0 26458.0 256.0 1690.0

Top 5 by Ton/Acre: B96M56PCE (Brevant) 29.6, Seed (Dairyland) 29.5, B05D47V (Brevant) 29.0, E094Z4-D (Enogen) 28.4, Seed (Dairyland) 28.3.