Files
seed-mcp/corpus/gh_plot_reports/ghpr-silage-wi-2025-2469877.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

2.7 KiB

Silage yield trial — Wisconsin, 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 Enogen E107C1-D - 37.5 3402.0 38222.0 268.0 2608.0
2 Enogen E107C1-D - 36.8 3233.0 35738.0 247.0 2483.0
3 Enogen E107C1-D - 36.6 3250.0 35732.0 251.0 2485.0
3 Enogen E111V7-D - 36.6 3295.0 36163.0 245.0 2456.0
5 Enogen E111V7-D - 36.5 3381.0 37024.0 264.0 2527.0
6 Enogen E111V7-D - 36.4 3468.0 37864.0 276.0 2568.0
7 Enogen E105Z5-D - 36.2 3231.0 35119.0 250.0 2452.0
8 Enogen E107C1-D - 36.1 3071.0 33240.0 213.0 2302.0
9 Enogen E105Z5-D - 35.9 3073.0 33138.0 218.0 2311.0
10 Enogen E105Z5-D - 35.7 3243.0 34738.0 257.0 2445.0
11 Enogen E107C1-D - 35.6 3354.0 35870.0 234.0 2352.0
11 Enogen E111V7-D - 35.6 3286.0 35090.0 242.0 2380.0
13 Enogen E111V7-D - 35.5 3398.0 36203.0 258.0 2436.0
14 Enogen E105Z5-D - 35.2 3309.0 34947.0 253.0 2396.0
15 Enogen E107C1-D - 35.1 3423.0 36031.0 254.0 2390.0
16 Enogen E105Z5-D - 34.9 3388.0 35484.0 265.0 2421.0
17 Enogen E111V7-D - 34.8 3232.0 33727.0 232.0 2287.0
18 Enogen E105Z5-D - 34.7 3394.0 35334.0 266.0 2409.0
18 Enogen E105Z5-D - 34.7 3227.0 33582.0 242.0 2320.0
20 Enogen E105Z5-D - 34.5 3357.0 34793.0 259.0 2371.0
21 Enogen E107C1-D - 33.8 3242.0 32877.0 241.0 2258.0
22 Enogen E105Z5-D - 33.6 3508.0 35354.0 260.0 2311.0
23 Enogen E111V7-D - 33.4 3490.0 34990.0 265.0 2317.0
24 Enogen E107C1-D - 33.2 3352.0 33397.0 246.0 2235.0
24 Enogen E111V7-D - 33.2 3249.0 32343.0 239.0 2209.0
26 Enogen E111V7-D - 32.2 3521.0 34059.0 263.0 2230.0
27 Enogen E107C1-D - 32.0 3404.0 32716.0 245.0 2154.0

Top 5 by Ton/Acre: E107C1-D (Enogen) 37.5, E107C1-D (Enogen) 36.8, E107C1-D (Enogen) 36.6, E111V7-D (Enogen) 36.6, E111V7-D (Enogen) 36.5.