Files
seed-mcp/corpus/gh_plot_reports/ghpr-soybeans-ga-2024-2465693.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

1.8 KiB

Soybean yield trial — Georgia, 2024


Results (top-down by rank)

Rank Brand Product Traits Yield %MST Test Weight Gross Revenue
1 Innvictis Seed Solutions A5284XF 82.9 - - $870.45
2 Innvictis Seed Solutions A5813XF 75.0 - - $787.50
3 Progeny P 5751XF 74.2 - - $779.10
4 Revere Seed Revere 5735XFS 73.7 - - $773.85
5 DonMario Seeds DM 53E53 69.7 - - $731.85
5 Pioneer P56A71E - 69.7 - - $731.85
7 Integra Fortified Seed XF5834S 69.6 - - $730.80
8 Asgrow AG52XF5 - 68.3 - - $717.15
9 UniSouth Genetics USG 7633XF 68.2 - - $716.10
10 Revere Seed Revere 53-F84 XFS 68.0 - - $714.00
11 Progeny P 5056XFS 66.8 - - $701.40
12 DonMario Seeds DM59E01S 65.7 - - $689.85
13 NK NK58-B8E3S Enlist E3 ® STS ® 65.4 - - $686.70
14 Asgrow AG55XF5 - 65.0 - - $682.50
15 Armor Seed Armor 59-F21 64.5 - - $677.25
16 Innvictis Seed Solutions A5994XF 63.2 - - $663.60
17 Asgrow AG54XF5 - 59.8 - - $627.90
18 Asgrow AG50XF5 - 55.8 - - $585.90
19 DonMario Seeds DM55F62S 53.9 - - $565.95

Top 5 by Yield: Seed (Innvictis) 82.9, Seed (Innvictis) 75.0, P (Progeny) 74.2, Seed (Revere) 73.7, Seeds (DonMario) 69.7.