Files
seed-mcp/corpus/gh_plot_reports/ghpr-silage-co-2024-2414852.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

1.8 KiB

Silage yield trial — Colorado, 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 E112S5-D - 38.9 3057.0 35721.0 218.0 2505.0
2 NK NK1082-DV - 38.8 2967.0 34565.0 220.0 2506.0
3 Enogen E114C4-DV-LL - 36.9 3022.0 33452.0 212.0 2353.0
4 Enogen E110F4-D - 36.4 3469.0 37880.0 268.0 2535.0
5 Enogen E117Z7-D - 33.8 2661.0 27013.0 156.0 1966.0
6 Enogen E114Z4-D - 33.5 2862.0 28790.0 181.0 2033.0
7 NK NK0821-D - 32.6 3099.0 30337.0 201.0 2044.0
8 Enogen E100A3-D - 32.1 3371.0 32429.0 294.0 2328.0
9 NK NK0880-V - 31.9 2991.0 28636.0 207.0 2016.0
10 NK NK1386-VZ - 31.1 3320.0 31024.0 241.0 2081.0
11 NK NK1307-DV - 30.8 2741.0 25368.0 163.0 1829.0
12 Enogen E107C1-D - 29.7 3090.0 27563.0 216.0 1908.0
13 Enogen E105Z5-D - 28.6 3273.0 28092.0 256.0 1955.0
14 Enogen E094Z4-D - 28.2 3245.0 27442.0 260.0 1940.0
15 NK NK1056-V - 26.2 2938.0 23135.0 198.0 1636.0

Top 5 by Ton/Acre: E112S5-D (Enogen) 38.9, NK1082-DV (NK) 38.8, E114C4-DV-LL (Enogen) 36.9, E110F4-D (Enogen) 36.4, E117Z7-D (Enogen) 33.8.