Files
seed-mcp/corpus/gh_plot_reports/ghpr-silage-pa-2024-2465799.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 Mid-Atlantic Seeds MA6120PCE 34.3 - - - -
2 Red Tail RT 64T39 32.2 - - - -
3 Seed Consultants SC1185V 31.9 - - - -
4 Mid-Atlantic Seeds MA5144D 31.7 - - - -
5 DEKALB DKC115-81 - 31.4 - - - -
6 Mid-Atlantic Seeds MA6131PCE 31.3 - - - -
7 Mid-Atlantic Seeds MA5124DV 31.2 - - - -
7 Mid-Atlantic Seeds MA6153PCE 31.2 - - - -
9 Revere Seed Revere 1839 TC 31.0 - - - -
10 Channel 212-40VT4P - 30.9 - - - -
10 Chemgro 7539D4Z - 30.9 - - - -
10 Seed Consultants SC1154AM 30.9 - - - -
13 Revere Seed Revere 114-P35 VT2P 30.8 - - - -
14 Revere Seed Experimental 30.7 - - - -
14 Revere Seed Revere 1307 TC 30.7 - - - -
16 Seed Consultants SC1135PCE 29.9 - - - -
17 Chemgro 7259DVZ - 29.8 - - - -
18 Seed Consultants SC1112AM 29.6 - - - -
19 Channel 211-42SSP - 29.5 - - - -
20 Channel 213-99SSP - 29.4 - - - -
21 Revere Seed Revere 1627 TC 29.1 - - - -
22 DEKALB DKC67-66 - 28.7 - - - -
23 Mid-Atlantic Seeds MA5137DV 28.5 - - - -
23 Channel 215-15SSP - 28.5 - - - -
25 DEKALB DKC64-44 - 28.0 - - - -
25 Chemgro 7554PCE - 28.0 - - - -
27 NK NK1480-DV - 27.8 - - - -
28 Enogen E117Z7-D - 27.7 - - - -
29 Mid-Atlantic Seeds MA7152HD 27.4 - - - -
30 DEKALB DKC61-80 - 27.1 - - - -
31 DEKALB DKC113-62 - 26.6 - - - -
32 NK NK1307-DV - 25.8 - - - -
33 Red Tail RT 61T99 25.7 - - - -

Top 5 by Ton/Acre: Seeds (Mid-Atlantic) 34.3, Tail (Red) 32.2, Consultants (Seed) 31.9, Seeds (Mid-Atlantic) 31.7, DKC115-81 (DEKALB) 31.4.