Files
seed-mcp/corpus/gh_plot_reports/ghpr-silage-mn-2024-2435223.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

2.3 KiB

Silage yield trial — Minnesota, 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 Golden Harvest G06A27-D - 36.9 3413.0 37777.0 230.0 2422.0
2 Golden Harvest G05K08-D - 36.8 3169.0 34957.0 214.0 2349.0
3 Golden Harvest G05U86-DV - 32.0 3393.0 32610.0 245.0 2151.0
4 Golden Harvest G90B11-AA - 31.9 3452.0 33028.0 248.0 2152.0
5 Golden Harvest G01U74-AA - 30.8 3442.0 31769.0 243.0 2059.0
6 Golden Harvest G03U08-D - 30.4 3525.0 32137.0 255.0 2074.0
7 Golden Harvest G98B99-AA - 29.2 3111.0 27267.0 217.0 1876.0
8 Golden Harvest G02K39-D - 28.9 3150.0 27271.0 218.0 1856.0
9 Golden Harvest G00A97-AA - 28.7 3478.0 29922.0 254.0 1954.0
10 Golden Harvest G92A51-AA - 28.5 3269.0 27930.0 235.0 1883.0
11 Golden Harvest G03B19-AA - 28.4 3469.0 29528.0 246.0 1908.0
12 Golden Harvest G98U62-DV - 28.3 3651.0 30990.0 262.0 1954.0
13 Golden Harvest G01B63-AA - 27.7 3495.0 29022.0 260.0 1903.0
14 Golden Harvest G94U63-V - 27.6 3468.0 28741.0 251.0 1874.0
15 Golden Harvest G04S19-AT - 27.5 3068.0 25301.0 191.0 1694.0
16 Golden Harvest G91V51-DV - 27.1 3631.0 29541.0 270.0 1896.0
17 Golden Harvest G97B68-DV - 26.1 3580.0 28021.0 256.0 1784.0
17 Golden Harvest G00U71-D - 26.1 3475.0 27256.0 243.0 1750.0
19 Golden Harvest G93A49-D - 24.7 3245.0 24020.0 229.0 1615.0

Top 5 by Ton/Acre: G06A27-D (Golden Harvest) 36.9, G05K08-D (Golden Harvest) 36.8, G05U86-DV (Golden Harvest) 32.0, G90B11-AA (Golden Harvest) 31.9, G01U74-AA (Golden Harvest) 30.8.