Files
seed-mcp/corpus/gh_plot_reports/ghpr-silage-wi-2024-2419049.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

Silage yield trial — Wisconsin, 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 Enogen E114C4-DV-LL - 25.3 3316.0 25195.0 248.0 1708.0
2 NK NK0440-AT - 25.1 3523.0 26559.0 249.0 1698.0
3 Pioneer P1180XR - 23.3 3443.0 24098.0 262.0 1609.0
4 NK NK1239-D - 22.7 3539.0 24106.0 258.0 1557.0
5 Enogen E112S5-D - 22.3 3446.0 23053.0 254.0 1519.0
6 Enogen E112S5-D - 21.9 3283.0 21572.0 249.0 1480.0
7 Enogen E114C4-DV-LL - 21.5 3347.0 21609.0 261.0 1483.0
8 Enogen E107C1-D - 21.3 3459.0 22099.0 259.0 1463.0
9 Pioneer P1180XR - 21.2 3811.0 24252.0 303.0 1560.0
10 Enogen E110F4-D - 21.1 3106.0 19618.0 252.0 1430.0
11 Enogen E107C1-D - 20.6 3732.0 23048.0 279.0 1458.0
12 NK NK1480-DV - 20.4 3053.0 18717.0 237.0 1356.0
12 NK NK0501-DV - 20.4 3513.0 21460.0 241.0 1360.0
14 Enogen E110F4-D - 20.2 3297.0 19993.0 248.0 1365.0
15 Enogen E105Z5-D - 20.0 3740.0 22404.0 287.0 1433.0
15 NK NK1239-D - 20.0 3173.0 19032.0 228.0 1306.0
17 Enogen E111V7-D - 19.9 3260.0 19506.0 234.0 1317.0
17 NK NK0440-AT - 19.9 3623.0 21604.0 268.0 1384.0
19 NK NK1480-DV - 19.8 3762.0 22306.0 287.0 1419.0
20 Enogen E111V7-D - 19.7 3310.0 19605.0 247.0 1330.0
21 Pioneer P0275Q - 19.3 3356.0 19405.0 207.0 1219.0
22 Enogen E105Z5-D - 18.9 3140.0 17765.0 240.0 1256.0
23 NK NK0501-DV - 18.8 3324.0 18785.0 237.0 1250.0
24 Pioneer P0275Q - 18.3 3530.0 19407.0 235.0 1213.0

Top 5 by Ton/Acre: E114C4-DV-LL (Enogen) 25.3, NK0440-AT (NK) 25.1, P1180XR (Pioneer) 23.3, NK1239-D (NK) 22.7, E112S5-D (Enogen) 22.3.