Files
seed-mcp/corpus/gh_plot_reports/ghpr-silage-mn-2025-2467219.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

Silage yield trial — Minnesota, 2025


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 P02405V - 36.3 3235.0 35229.0 - -
2 Brevant B99A24V - 35.4 3160.0 33559.0 - -
3 NK NK0604-DV - 35.1 3262.0 34349.0 - -
4 DEKALB DKC102-13 - 34.8 3097.0 32333.0 - -
5 DEKALB DKC103-63 - 34.4 3111.0 32106.0 - -
5 Dairyland Seed HIDF-4321V 34.4 3062.0 31600.0 - -
7 Brevant B05D47V - 34.1 2969.0 30373.0 - -
8 Brevant B05D47V - 33.8 3167.0 32113.0 - -
9 Pioneer P0075Q - 33.4 3142.0 31483.0 - -
10 Pioneer P98125PCE - 33.3 3240.0 32368.0 - -
11 DEKALB DKC104-14 - 32.9 3121.0 30804.0 - -
12 Pioneer P01851V - 32.6 3107.0 30386.0 - -
13 Brevant B04J45V - 32.5 3196.0 31161.0 - -
14 NK NK9771-DV - 32.3 3108.0 30117.0 - -
14 Dairyland Seed HIDF-3855Q 32.3 3072.0 29768.0 - -
16 NK NK0025-DV - 32.2 3128.0 30216.0 - -
16 DEKALB DKC105-33 - 32.2 3086.0 29811.0 - -
18 DEKALB DKC105-25 - 32.1 3127.0 30113.0 - -
19 Dairyland Seed HiDF-3802Q 31.9 2987.0 28586.0 - -
20 Brevant B05D47V - 31.8 3146.0 30013.0 - -
21 DEKALB DKC104-08 - 31.6 3090.0 29293.0 - -
21 DEKALB DKC105-25 - 31.6 3022.0 28649.0 - -
23 Brevant B99R54V - 31.0 3200.0 29760.0 - -
24 Pioneer P03115V - 30.1 3219.0 29068.0 - -
25 NK NK0252-D - 29.9 2985.0 26775.0 - -
26 Brevant B05D47V - 28.8 3078.0 26594.0 - -
27 NK NK0440-AT - 28.1 2996.0 25256.0 - -
28 Brevant B96M56PCE - 25.9 3109.0 24157.0 - -

Top 5 by Ton/Acre: P02405V (Pioneer) 36.3, B99A24V (Brevant) 35.4, NK0604-DV (NK) 35.1, DKC102-13 (DEKALB) 34.8, DKC103-63 (DEKALB) 34.4.