Files
seed-mcp/corpus/gh_plot_reports/ghpr-silage-tn-2024-2435174.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

2.5 KiB

Silage yield trial — Tennessee, 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 DEKALB DKC114-99 - 19.4 3000.0 17460.0 217.0 1246.0
2 NK NK1755-DV - 18.6 3071.0 17136.0 232.0 1225.0
3 Augusta Seed A2464-DV 16.9 3038.0 15403.0 218.0 1088.0
4 Enogen E114Z4-D - 16.6 3041.0 15144.0 205.0 1046.0
5 Pioneer P1380Q - 16.5 2855.0 14132.0 190.0 1015.0
6 Pioneer P1587Q - 16.3 3016.0 14748.0 214.0 1042.0
6 Enogen E117Z7-D - 16.3 2985.0 14597.0 203.0 1023.0
6 Pioneer P17677Q - 16.3 2937.0 14362.0 223.0 1057.0
6 DEKALB DKC113-62 - 16.3 3009.0 14714.0 216.0 1045.0
10 Pioneer P1742Q - 16.1 3082.0 14886.0 233.0 1062.0
10 Augusta Seed A1964-DV 16.1 2822.0 13630.0 188.0 987.0
12 DEKALB DKC115-81 - 16.0 3021.0 14501.0 196.0 994.0
13 DEKALB DKC67-66 - 15.7 2777.0 13080.0 173.0 939.0
14 Augusta Seed A4465-DV 15.6 2828.0 13235.0 185.0 951.0
15 DEKALB DKC70-64 - 15.4 2886.0 13333.0 206.0 971.0
16 DEKALB DKC70-94 - 15.2 2711.0 12362.0 176.0 914.0
17 Pioneer P17677Q - 14.7 3072.0 13548.0 238.0 976.0
18 Pioneer P14830Q - 14.5 2948.0 12824.0 212.0 924.0
19 Augusta Seed A2064-D 14.0 3004.0 12617.0 213.0 894.0
20 DEKALB Experimental - 13.7 2932.0 12051.0 207.0 866.0
21 Pioneer P13777PCUE - 13.4 3119.0 12538.0 240.0 893.0
22 DEKALB DKC105-25 - 13.0 3155.0 12305.0 237.0 862.0
23 Enogen E114C4-DV-LL - 11.9 2958.0 10560.0 204.0 748.0
24 DEKALB Experimental - 10.7 2861.0 9184.0 196.0 664.0

Top 5 by Ton/Acre: DKC114-99 (DEKALB) 19.4, NK1755-DV (NK) 18.6, Seed (Augusta) 16.9, E114Z4-D (Enogen) 16.6, P1380Q (Pioneer) 16.5.