Files
seed-mcp/corpus/gh_plot_reports/ghpr-silage-mn-2024-2414892.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

1.9 KiB

Silage yield trial — Minnesota, 2024


Results (top-down by rank)

Rank Brand Product Traits Ton/Acre Milk Per Acre Milk Per Ton Beef Per Acre Beef Per Ton
1 DEKALB DKC102-13 - 36.4 3314.0 36222.0 249.0 2463.0
2 Dairyland Seed HIDF-4321V 35.6 3406.0 36413.0 241.0 2377.0
3 Pioneer P0720Q - 34.8 3252.0 33971.0 232.0 2293.0
4 Dairyland Seed HiDF-4808V 34.6 3281.0 34077.0 232.0 2279.0
5 Pioneer P0953AM - 34.1 3562.0 36477.0 252.0 2320.0
6 Enogen E114C4-DV-LL - 33.5 3574.0 35956.0 264.0 2321.0
7 Dairyland Seed HIDF-4545Q 33.3 3135.0 31306.0 216.0 2136.0
8 DEKALB DKC098-88 - 32.9 3126.0 30898.0 225.0 2143.0
9 Pioneer P0529Q - 32.3 3237.0 31376.0 211.0 2057.0
10 DEKALB DKC105-33 - 31.8 3474.0 33134.0 247.0 2142.0
10 Dairyland Seed HIDF-4540V 31.8 3127.0 29809.0 210.0 2019.0
12 Enogen E111V7-D - 31.5 3246.0 30722.0 224.0 2050.0
13 Golden Harvest G07G73-D - 28.5 2888.0 24710.0 201.0 1786.0
14 Pioneer P1089AMXT - 28.1 3372.0 28461.0 230.0 1847.0
15 Enogen E110F4-D - 27.6 3065.0 25403.0 196.0 1716.0

Top 5 by Ton/Acre: DKC102-13 (DEKALB) 36.4, Seed (Dairyland) 35.6, P0720Q (Pioneer) 34.8, Seed (Dairyland) 34.6, P0953AM (Pioneer) 34.1.