Files
seed-mcp/corpus/gh_plot_reports/ghpr-soybeans-qc-2024-2426425.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

2.4 KiB

Soybean yield trial — QC, 2024


Results (top-down by rank)

Rank Brand Product Traits Yield %MST Test Weight Gross Revenue
1 Pride Seeds PS 1923 XFN 66.2 12.9 - $695.10
2 Pride Seeds Experimental 64.2 12.6 - $674.10
3 NK S12-M5X Roundup Ready 2 Xtend ® 64.1 12.4 - $673.05
4 Prograin MERCADO XF 63.6 12.6 - $667.80
5 NK S11-A4E3 Enlist E3 ® 62.8 12.5 - $659.40
6 Prograin Experimental - 62.5 12.7 - $656.25
6 NK S15-G9E3S Enlist E3 ® STS ® 62.5 12.6 - $656.25
8 Prograin DYNO R2X 61.9 12.8 - $649.95
9 NK S13-Y4XF XtendFlex ® 60.8 12.6 - $638.40
10 DEKALB DKB11-51 - 60.3 12.5 - $633.15
11 Pride Seeds Experimental 60.0 12.5 - $630.00
12 Pioneer P09A62X - 59.4 12.5 - $623.70
13 Pride Seeds PS 0944 XRN 59.3 12.7 - $622.65
13 Prograin Experimental - 59.3 12.6 - $622.65
15 NK S11-U2XF XtendFlex ® 59.2 12.7 - $621.60
16 NK S08-Z4E3 Enlist E3 ® 59.1 12.7 - $620.55
17 Pride Seeds PS 1022 EN 58.8 12.5 - $617.40
18 Prograin Atena - 57.9 13.0 - $607.95
19 Pride Seeds PS 1344 XFN 57.2 12.6 - $600.60
20 Prograin Acuna - 57.1 13.0 - $599.55
21 Pride Seeds PS 0779 XRN 56.5 12.7 - $593.25
22 Prograin Zeta - 55.8 13.0 - $585.90
23 Prograin Wilma - 55.7 13.2 - $584.85
24 NK S14-C7XF XtendFlex ® 55.4 12.6 - $581.70
25 Semican Canstar - 53.7 12.8 - $563.85
26 Prograin Experimental - 53.5 12.6 - $561.75
27 New Age Seeds Experimental 52.5 12.9 - $551.25
28 Prograin Hola - 51.7 13.2 - $542.85

Top 5 by Yield: Seeds (Pride) 66.2, Seeds (Pride) 64.2, S12-M5X (NK) 64.1, MERCADO (Prograin) 63.6, S11-A4E3 (NK) 62.8.