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>
2.3 KiB
2.3 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: 2420194
- Cooperator: University of Missouri - Canton
- Planted: 2024-05-10
- Harvested: 2024-10-03
- URL: https://www.goldenharvestseeds.com/soybean/plot-report/mo/2024/2420194
Results (top-down by rank)
| Rank | Brand | Product | Traits | Yield | %MST | Test Weight | Gross Revenue |
|---|---|---|---|---|---|---|---|
| 1 | NuTech | Seed | 42N05E | 86.9 | - | - | $912.45 |
| 2 | APEX | AE4620 | - | 86.4 | - | - | $907.20 |
| 3 | Brevant | B402EE | - | 85.1 | - | - | $893.55 |
| 4 | Asgrow | AG40XF1 | - | 85.0 | - | - | $892.50 |
| 5 | Pioneer | P45Z75E | - | 84.9 | - | - | $891.45 |
| 6 | APEX | AE4240S | - | 83.9 | - | - | $880.95 |
| 7 | Golden Harvest | GH4214E3S | Enlist E3 ® STS ® | 83.5 | - | - | $876.75 |
| 8 | NK | NK42-A6E3S | Enlist E3 ® STS ® | 82.7 | - | - | $868.35 |
| 9 | Asgrow | AG42XF4 | - | 82.6 | - | - | $867.30 |
| 10 | Pioneer | P44A91E | - | 82.5 | - | - | $866.25 |
| 11 | AgVenture | AV44B2E | - | 82.4 | - | - | $865.20 |
| 12 | Golden Harvest | GH4093E3 | Enlist E3 ® | 81.4 | - | - | $854.70 |
| 13 | Pioneer | P47Z15BE | - | 81.3 | - | - | $853.65 |
| 14 | Asgrow | AG41XF2 | - | 80.5 | - | - | $845.25 |
| 15 | AgVenture | AV41Y5E | - | 79.9 | - | - | $838.95 |
| 16 | Pioneer | P43Z44SE | - | 78.8 | - | - | $827.40 |
| 17 | AgVenture | AV43B2BE | - | 77.9 | - | - | $817.95 |
| 18 | Channel | 4720RXF/SR | - | 77.7 | - | - | $815.85 |
| 19 | Pioneer | P42A84E | - | 77.6 | - | - | $814.80 |
| 20 | Pioneer | P40A23E | - | 76.8 | - | - | $806.40 |
| 21 | NK | NK40-P5E3 | Enlist E3 ® | 76.6 | - | - | $804.30 |
| 22 | Pioneer | P46A90LX | - | 76.0 | - | - | $798.00 |
| 23 | APEX | AE4150S | - | 74.9 | - | - | $786.45 |
| 24 | Pioneer | P46A09E | - | 73.9 | - | - | $775.95 |
| 25 | Asgrow | AG44XF4 | - | 73.7 | - | - | $773.85 |
| 26 | NuTech | Seed | 43N06E | 72.5 | - | - | $761.25 |
| 27 | Pioneer | P45A70LX | - | 71.3 | - | - | $748.65 |
| 28 | Channel | 4823RXF/SR | - | 69.7 | - | - | $731.85 |
| 29 | APEX | AE4450 | - | 67.9 | - | - | $712.95 |
| 30 | Asgrow | AG47XF2 | - | 67.2 | - | - | $705.60 |
Top 5 by Yield: Seed (NuTech) 86.9, AE4620 (APEX) 86.4, B402EE (Brevant) 85.1, AG40XF1 (Asgrow) 85.0, P45Z75E (Pioneer) 84.9.