Files
seed-mcp/corpus/gh_plot_reports/ghpr-silage-pa-2024-2465798.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

2.6 KiB

Silage yield trial — Pennsylvania, 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 Seed Consultants SC1185V 20.4 - - - -
2 Channel 213-99SSP - 20.3 - - - -
3 Red Tail RT 64T39 20.0 - - - -
4 Mid-Atlantic Seeds MA5124DV 19.6 - - - -
5 DEKALB DKC113-62 - 19.5 - - - -
6 Revere Seed Revere 114-P35 VT2P 19.3 - - - -
7 Revere Seed Revere 1627 TC 18.8 - - - -
8 DEKALB DKC67-66 - 18.6 - - - -
9 Mid-Atlantic Seeds MA5137DV 18.4 - - - -
9 Chemgro 7554PCE - 18.4 - - - -
11 Enogen E117Z7-D - 18.2 - - - -
12 NK NK1307-DV - 18.1 - - - -
12 Red Tail RT 61T99 18.1 - - - -
12 Mid-Atlantic Seeds MA7152HD 18.1 - - - -
15 DEKALB DKC115-81 - 18.0 - - - -
16 Mid-Atlantic Seeds MA6120PCE 17.7 - - - -
17 NK NK1480-DV - 17.6 - - - -
18 Channel 211-42SSP - 17.5 - - - -
19 Seed Consultants SC1112AM 17.4 - - - -
19 Mid-Atlantic Seeds MA6153PCE 17.4 - - - -
21 Channel 212-40VT4P - 17.3 - - - -
22 DEKALB DKC64-44 - 17.2 - - - -
22 Mid-Atlantic Seeds MA5144D 17.2 - - - -
22 Channel 215-15SSP - 17.2 - - - -
22 Chemgro 7539D4Z - 17.2 - - - -
26 Chemgro 7259DVZ - 17.0 - - - -
26 Seed Consultants SC1154AM 17.0 - - - -
28 Mid-Atlantic Seeds MA6131PCE 16.9 - - - -
29 Revere Seed Revere 1839 TC 16.8 - - - -
30 Revere Seed Experimental 16.7 - - - -
31 DEKALB DKC61-80 - 16.3 - - - -
32 Seed Consultants SC1135PCE 16.2 - - - -
33 Revere Seed Revere 1307 TC 15.8 - - - -

Top 5 by Ton/Acre: Consultants (Seed) 20.4, 213-99SSP (Channel) 20.3, Tail (Red) 20.0, Seeds (Mid-Atlantic) 19.6, DKC113-62 (DEKALB) 19.5.