Files
seed-mcp/corpus/gh_plot_reports/ghpr-silage-ia-2025-2466738.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

2.0 KiB

Silage yield trial — Iowa, 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 E114C4-DV-LL - 38.7 3415.0 39647.0 260.0 2664.0
2 Enogen E108K4-DV - 34.5 3280.0 33979.0 278.0 2442.0
3 Enogen E117Z7-D - 33.0 3334.0 33020.0 248.0 2228.0
4 Enogen E107C1-D - 32.6 3130.0 30621.0 229.0 2134.0
5 AgriGold A642-18SSP - 31.0 2960.0 27541.0 140.0 1865.0
6 Golden Harvest G13U96-DV - 30.9 3044.0 28180.0 207.0 1950.0
7 Golden Harvest G10U97-V - 30.7 3244.0 29915.0 229.0 2014.0
8 Golden Harvest G12U11-AA - 29.8 2851.0 25467.0 159.0 1815.0
8 Golden Harvest G15U34-V - 29.8 3128.0 27979.0 228.0 1951.0
10 Pioneer P0924Q - 29.3 3417.0 29990.0 265.0 2029.0
11 Enogen E111V7-D - 28.6 3212.0 27567.0 238.0 1901.0
12 Golden Harvest G11V76-D - 28.3 3373.0 28661.0 256.0 1937.0
13 Golden Harvest G15J91-V - 28.0 3064.0 25693.0 243.0 1871.0
14 Golden Harvest G08U98-D - 27.4 2783.0 22911.0 161.0 1692.0
15 Golden Harvest G08U00-V - 26.8 3090.0 24882.0 223.0 1741.0
16 Golden Harvest G17M19-DVZ - 25.0 2617.0 19604.0 123.0 1460.0

Top 5 by Ton/Acre: E114C4-DV-LL (Enogen) 38.7, E108K4-DV (Enogen) 34.5, E117Z7-D (Enogen) 33.0, E107C1-D (Enogen) 32.6, A642-18SSP (AgriGold) 31.0.