Files
seed-mcp/corpus/gh_plot_reports/ghpr-soybeans-oh-2024-2420169.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

Soybean yield trial — Ohio, 2024


Results (top-down by rank)

Rank Brand Product Traits Yield %MST Test Weight Gross Revenue
1 Ebberts G3690E - 86.5 - - $908.25
2 Seed Genetics Direct ET-4736E3 Enlist E3 ® 85.4 - - $896.70
3 Axis Seed 3314E 83.6 - - $877.80
4 DonMario Seeds DM36E94 83.5 - - $876.75
5 Xitavo XO 3555E 82.2 - - $863.10
6 Xitavo XO 3014E 81.3 - - $853.65
7 Asgrow AG33XF3 - 80.7 - - $847.35
8 Ebberts G3171ES - 80.3 - - $843.15
9 Ebberts G3380E - 79.7 - - $836.85
10 Seed Consultants SC7355E 78.9 - - $828.45
11 Asgrow AG30XF4 - 78.7 - - $826.35
12 Axis Seed 3514ES 78.6 - - $825.30
13 Asgrow AG27XF3 - 77.9 - - $817.95
14 Ebberts G3580ES - 77.8 - - $816.90
15 Xitavo XO 3224E 77.5 - - $813.75
16 Xitavo XO 3655E 77.2 - - $810.60
17 Benson Hill BH35A231 77.0 - - $808.50
18 Seed Genetics Direct ET-4732E3 Enlist E3 ® 76.0 - - $798.00
19 Seed Consultants SC7364E 75.8 - - $795.90
20 Asgrow AG36XF4 - 75.2 - - $789.60
21 Seed Genetics Direct ET-3735E3 74.9 - - $786.45
22 Seed Genetics Direct ET-3733E3S 74.7 - - $784.35
23 Seed Consultants SC7332E 74.4 - - $781.20
24 Seed Genetics Direct ET-0733E3 74.1 - - $778.05
25 Xitavo XO 3375E 74.0 - - $777.00
26 Benson Hill BH35A233 73.8 - - $774.90
27 Xitavo XO 3105E 73.7 - - $773.85
28 Benson Hill N35D950S 72.6 - - $762.30
29 Axis Seed 3605XF 72.3 - - $759.15
30 NK NK36-Q6E3S Enlist E3 ® STS ® 71.0 - - $745.50
31 Benson Hill BX36Q861 65.2 - - $684.60
32 Seed Genetics Direct ET-4734E3S 64.5 - - $677.25

Top 5 by Yield: G3690E (Ebberts) 86.5, Genetics (Seed) 85.4, Seed (Axis) 83.6, Seeds (DonMario) 83.5, XO (Xitavo) 82.2.