Files
seed-mcp/corpus/gh_plot_reports/ghpr-silage-wi-2025-2465993.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

2.3 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 E107C1-D - 31.0 3530.0 32804.0 276.0 2184.0
2 Enogen E112S5-D - 30.5 3221.0 29499.0 232.0 2010.0
3 NK NK0440-AT - 30.4 3431.0 31269.0 261.0 2094.0
3 Enogen E112S5-D - 30.4 3314.0 30190.0 234.0 2003.0
5 Enogen E111V7-D - 28.7 3493.0 30085.0 262.0 1982.0
6 Enogen E105Z5-D - 28.5 3598.0 30797.0 268.0 1988.0
7 DEKALB DKC105-33 - 28.4 3464.0 29559.0 239.0 1894.0
7 Enogen E111V7-D - 28.4 3337.0 28438.0 241.0 1895.0
9 NK NK0440-AT - 28.3 3402.0 28912.0 250.0 1918.0
10 Enogen E107C1-D - 27.5 3506.0 28874.0 262.0 1895.0
10 NK NK0604-DV - 27.5 3785.0 31214.0 301.0 2016.0
12 Enogen E108K4-DV - 26.4 3604.0 28543.0 269.0 1843.0
13 NK NK0025-DV - 26.2 3491.0 27455.0 248.0 1769.0
14 NK NK0604-DV - 26.0 3569.0 27884.0 268.0 1815.0
15 DEKALB DKC105-33 - 25.9 3670.0 28514.0 273.0 1819.0
16 Pioneer P1180XR - 25.3 3374.0 25601.0 250.0 1712.0
17 NK NK0025-DV - 24.8 3152.0 23413.0 222.0 1603.0
18 Enogen E105Z5-D - 24.7 3366.0 24969.0 243.0 1656.0
19 Pioneer P1180XR - 24.4 3386.0 24744.0 236.0 1612.0
20 Enogen E108K4-DV - 22.7 3520.0 23998.0 254.0 1548.0
21 Enogen E102K7-D - 22.0 3483.0 23039.0 245.0 1480.0
22 Enogen E102K7-D - 21.9 3382.0 22189.0 240.0 1459.0

Top 5 by Ton/Acre: E107C1-D (Enogen) 31.0, E112S5-D (Enogen) 30.5, NK0440-AT (NK) 30.4, E112S5-D (Enogen) 30.4, E111V7-D (Enogen) 28.7.