Files
seed-mcp/corpus/gh_plot_reports/ghpr-soybeans-oh-2024-2419722.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

3.2 KiB

Soybean yield trial — Ohio, 2024


Results (top-down by rank)

Rank Brand Product Traits Yield %MST Test Weight Gross Revenue
1 DonMario Seeds DM38E54 95.3 - - $1000.65
2 Axis Seed 3605XF 94.5 - - $992.25
3 Seed Consultants SC7355E 93.4 - - $980.70
4 Seed Consultants SC7364E 92.5 - - $971.25
5 Seed Genetics Direct ET-4738E3 92.3 - - $969.15
6 Ebberts G3690E - 92.0 - - $966.00
7 Asgrow AG36XF4 - 90.6 - - $951.30
8 Seed Genetics Direct ET-4736E3 Enlist E3 ® 90.1 - - $946.05
9 Seed Consultants SC7375E 89.8 - - $942.90
10 Benson Hill BX37C755 88.9 - - $933.45
10 NK NK37-C1E3 Enlist E3 ® 88.9 - - $933.45
12 DonMario Seeds DM36E94 88.2 - - $926.10
13 Axis Seed 3514ES 87.6 - - $919.80
14 Blue River Organic Seed 3418N 87.3 - - $916.65
15 Ebberts G3760ES - 86.2 - - $905.10
16 NK NK36-Q6E3S Enlist E3 ® STS ® 85.7 - - $899.85
17 Benson Hill N35D950S 85.2 - - $894.60
17 Blue River Organic Seed 42D40 85.2 - - $894.60
19 Asgrow AG39XF3 - 84.2 - - $884.10
20 Benson Hill BH35A231 84.0 - - $882.00
21 Blue River Organic Seed 39R4 83.8 - - $879.90
22 Benson Hill BH39A232 83.6 - - $877.80
22 Seed Genetics Direct ET-3735E3 83.6 - - $877.80
24 Xitavo XO 3655E 83.5 - - $876.75
25 Benson Hill BH37Q218 83.3 - - $874.65
26 Seed Consultants SC7385E 82.5 - - $866.25
27 Seed Genetics Direct ET-4739E3 82.1 - - $862.05
28 Xitavo XO 3555E 81.9 - - $859.95
29 Asgrow AG43XF2 - 81.7 - - $857.85
30 Ebberts G3580ES - 81.6 - - $856.80
31 Benson Hill BX37Q467 80.3 - - $843.15
32 Ebberts G3880E - 80.2 - - $842.10
33 Benson Hill BH37U205 79.8 - - $837.90
34 Axis Seed 3835E 79.2 - - $831.60
34 NK NK34-Z8E3S Enlist E3 ® STS ® 79.2 - - $831.60
36 Xitavo XO 3855E 78.3 - - $822.15
37 Xitavo XO 3795E 78.1 - - $820.05
38 Benson Hill BX36Q861 78.0 - - $819.00
39 Seed Genetics Direct ET-4734E3S 75.4 - - $791.70
40 Benson Hill BH35A233 74.2 - - $779.10
41 Benson Hill C38H052S 71.3 - - $748.65
42 Seed Genetics Direct ET-3739E3S 70.7 - - $742.35

Top 5 by Yield: Seeds (DonMario) 95.3, Seed (Axis) 94.5, Consultants (Seed) 93.4, Consultants (Seed) 92.5, Genetics (Seed) 92.3.