justin
0e625553e5
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>
2.4 KiB
2.4 KiB
Soybean yield trial — Wisconsin, 2024
- Source: Golden Harvest plot report (cross-vendor head-to-head)
- Crop: Soybean
- State: Wisconsin (WI)
- Year: 2024
- Plot ID: 2465729
- Cooperator: Matott, Justin
- Planted: 2024-05-30
- Harvested: 2024-10-06
- Population: 150,000 seeds/acre
- Row width: 30"
- URL: https://www.goldenharvestseeds.com/soybean/plot-report/wi/2024/2465729
Results (top-down by rank)
| Rank | Brand | Product | Traits | Yield | %MST | Test Weight | Gross Revenue |
|---|---|---|---|---|---|---|---|
| 1 | Pioneer | P16Z42E | - | 57.9 | 10.0 | 56.4 | $607.95 |
| 2 | Pioneer | P05Z60E | - | 55.0 | 8.6 | 57.6 | $577.50 |
| 3 | Pioneer | P04A98E | - | 53.9 | 8.5 | 54.0 | $565.95 |
| 4 | Pioneer | P13Z28E | - | 52.6 | 9.2 | 55.8 | $552.30 |
| 5 | Pioneer | P15Z80E | - | 52.5 | 9.5 | 54.7 | $551.25 |
| 6 | Connect | CT1223E | - | 52.0 | 9.3 | 55.9 | $546.00 |
| 7 | Connect | CT1025E | - | 51.2 | 9.2 | 56.2 | $537.60 |
| 8 | Pioneer | P09Z79E | - | 51.1 | 9.2 | 54.2 | $536.55 |
| 9 | Pioneer | P06A38E | - | 50.9 | 8.5 | 58.0 | $534.45 |
| 10 | Pioneer | P08A44E | - | 50.6 | 9.1 | 55.4 | $531.30 |
| 11 | Connect | CT1624E | - | 49.8 | 9.5 | 55.8 | $522.90 |
| 11 | Dairyland | Seed | DSR-1345E | 49.8 | 9.3 | 55.2 | $522.90 |
| 13 | Connect | CT1325E | - | 49.7 | 9.2 | 55.0 | $521.85 |
| 14 | Dairyland | Seed | DSR-1150E | 49.0 | 9.0 | 54.7 | $514.50 |
| 15 | Pioneer | P11Z72E | - | 48.1 | 9.4 | 54.4 | $505.05 |
| 16 | NK | NK11-A4E3 | Enlist E3 ® | 47.7 | 8.9 | 56.3 | $500.85 |
| 17 | NK | NK08-Z4E3 | Enlist E3 ® | 47.3 | 9.1 | 54.9 | $496.65 |
| 18 | Pioneer | P04Z49E | - | 46.8 | 8.4 | 53.6 | $491.03 |
| 19 | Pioneer | P06Z90E | - | 46.7 | 8.9 | 55.7 | $490.35 |
| 20 | Connect | CT1525E | - | 45.8 | 9.7 | 56.5 | $480.90 |
| 21 | Xitavo | XO | 1095E | 45.1 | 9.3 | 55.0 | $473.55 |
| 22 | Connect | CT0923E | - | 45.0 | 9.2 | 54.0 | $472.50 |
| 23 | Connect | CT1425E | - | 44.7 | 9.5 | 55.1 | $469.35 |
| 24 | Xitavo | XO | 1372E | 44.3 | 9.2 | 55.7 | $465.15 |
| 25 | Xitavo | XO | 1225E | 43.2 | 9.2 | 56.1 | $453.60 |
| 26 | Pioneer | P14Z16E | - | 40.9 | 9.7 | 54.8 | $429.45 |
| 27 | Xitavo | XO | 0993E | 39.3 | 9.1 | 53.2 | $412.02 |
| 28 | NK | NK09-H7E3 | Enlist E3 ® | 33.9 | 8.9 | 57.5 | $355.95 |
Top 5 by Yield: P16Z42E (Pioneer) 57.9, P05Z60E (Pioneer) 55.0, P04A98E (Pioneer) 53.9, P13Z28E (Pioneer) 52.6, P15Z80E (Pioneer) 52.5.