Files
seed-mcp/corpus/gh_plot_reports/ghpr-silage-tx-2024-2426426.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

1.8 KiB

Silage yield trial — Texas, 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 Pioneer P17677Q - 28.2 3293.0 27869.0 355.0 -
2 Brevant B16K30AM - 23.5 3701.0 26100.0 423.0 -
3 Pioneer P2089VYHR - 22.6 3686.0 24973.0 412.0 -
4 Pioneer P14830VYHR - 21.9 3741.0 24557.0 425.0 -
5 DEKALB DKC119-30 - 21.5 3554.0 22898.0 380.0 -
6 Brevant B14R22AML - 21.4 3641.0 23355.0 414.0 -
7 DEKALB DKC61-80 - 20.7 3507.0 21768.0 384.0 -
8 Pioneer P1828Q - 20.3 3616.0 22068.0 404.0 -
9 Golden Harvest G16Q82-DV - 19.9 3868.0 23086.0 434.0 -
10 DEKALB DKC67-66 - 19.8 3700.0 22008.0 403.0 -
11 Pioneer P1511YHR - 19.6 3793.0 22315.0 432.0 -
12 Brevant B12C01Q - 19.5 3593.0 21068.0 398.0 -
12 DEKALB DKC113-62 - 19.5 3807.0 22260.0 424.0 -
14 Golden Harvest G17A81-V - 18.7 3407.0 19118.0 367.0 -
15 Brevant B16Z26Q - 17.9 3813.0 20520.0 419.0 -
16 Golden Harvest G17A74-DV - 15.7 3662.0 17220.0 412.0 -

Top 5 by Ton/Acre: P17677Q (Pioneer) 28.2, B16K30AM (Brevant) 23.5, P2089VYHR (Pioneer) 22.6, P14830VYHR (Pioneer) 21.9, DKC119-30 (DEKALB) 21.5.