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>
3.1 KiB
3.1 KiB
Soybean yield trial — Missouri, 2024
- Source: Golden Harvest plot report (cross-vendor head-to-head)
- Crop: Soybean
- State: Missouri (MO)
- Year: 2024
- Plot ID: 2420182
- Cooperator: University of Missouri - Henrietta
- Planted: 2024-06-03
- Harvested: 2024-10-15
- URL: https://www.goldenharvestseeds.com/soybean/plot-report/mo/2024/2420182
Results (top-down by rank)
| Rank | Brand | Product | Traits | Yield | %MST | Test Weight | Gross Revenue |
|---|---|---|---|---|---|---|---|
| 1 | NuTech | Seed | 38N05E | 90.0 | - | - | $945.00 |
| 2 | Benson | Hill | BH35A233 | 86.6 | - | - | $909.30 |
| 3 | DonMario | Seeds | DM36E94 | 85.3 | - | - | $895.65 |
| 4 | Lakeview | Farms | Experimental | 83.7 | - | - | $878.85 |
| 5 | DonMario | Seeds | DM38E54 | 83.1 | - | - | $872.55 |
| 6 | Brevant | B364EE | - | 82.3 | - | - | $864.15 |
| 7 | AgVenture | AV36B2E | - | 81.7 | - | - | $857.85 |
| 7 | NuTech | Seed | 36N06E | 81.7 | - | - | $857.85 |
| 9 | Pioneer | P37A18E | - | 81.6 | - | - | $856.80 |
| 10 | NK | NK39-J2E3 | Enlist E3 ® | 81.5 | - | - | $855.75 |
| 11 | Benson | Hill | BH35A231 | 81.4 | - | - | $854.70 |
| 11 | NuTech | Seed | 35N05E | 81.4 | - | - | $854.70 |
| 13 | Asgrow | AG36XF4 | - | 81.3 | - | - | $853.65 |
| 14 | NuTech | Seed | 37N03E | 80.5 | - | - | $845.25 |
| 15 | Asgrow | AG37XF1 | - | 80.4 | - | - | $844.20 |
| 16 | Benson | Hill | BH39A232 | 80.0 | - | - | $840.00 |
| 17 | Pioneer | P34A98E | - | 79.5 | - | - | $834.75 |
| 18 | Pioneer | P38A28E | - | 79.3 | - | - | $832.65 |
| 19 | DonMario | Seeds | DM36F84S | 78.5 | - | - | $824.25 |
| 20 | Brevant | B394EE | - | 78.4 | - | - | $823.20 |
| 21 | AgVenture | AV38A1E | - | 77.9 | - | - | $817.95 |
| 22 | Xitavo | XO | 3855E | 77.1 | - | - | $809.55 |
| 23 | Asgrow | AG38XF1 | - | 76.9 | - | - | $807.45 |
| 24 | DonMario | Seeds | DM32F74 | 76.8 | - | - | $806.40 |
| 25 | Xitavo | XO | 3705E | 76.4 | - | - | $802.20 |
| 26 | Lakeview | Farms | LVF3973 | 75.2 | - | - | $789.60 |
| 27 | MCIA | 39C09 | - | 74.8 | - | - | $785.40 |
| 28 | Benson | Hill | BX38F550 | 74.7 | - | - | $784.35 |
| 29 | NuTech | Seed | 39N08E | 74.0 | - | - | $777.00 |
| 30 | Channel | 3823RXF | - | 73.2 | - | - | $768.60 |
| 31 | Asgrow | AG39XF3 | - | 72.8 | - | - | $764.40 |
| 31 | Benson | Hill | BH37Q218 | 72.8 | - | - | $764.40 |
| 33 | Xitavo | XO | 3483E | 72.7 | - | - | $763.35 |
| 34 | AgVenture | AV39B2E | - | 72.3 | - | - | $759.15 |
| 35 | Xitavo | XO | 3655E | 70.7 | - | - | $742.35 |
| 36 | Xitavo | XO | 3375E | 70.6 | - | - | $741.30 |
| 37 | NuTech | Seed | 34N02E | 68.7 | - | - | $721.35 |
| 38 | Lakeview | Farms | LVF3432 | 68.0 | - | - | $714.00 |
| 39 | Benson | Hill | BH37U222 | 66.6 | - | - | $699.30 |
| 40 | Benson | Hill | BX37C755 | 65.5 | - | - | $687.75 |
| 41 | Benson | Hill | BH37U221 | 60.0 | - | - | $630.00 |
| 42 | Benson | Hill | BH37U205 | 57.9 | - | - | $607.95 |
| 43 | Benson | Hill | BH37U206 | 55.1 | - | - | $578.55 |
Top 5 by Yield: Seed (NuTech) 90.0, Hill (Benson) 86.6, Seeds (DonMario) 85.3, Farms (Lakeview) 83.7, Seeds (DonMario) 83.1.