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>
2.7 KiB
2.7 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: 2420188
- Cooperator: University of Missouri - Norborne
- Planted: 2024-05-22
- Harvested: 2024-10-11
- URL: https://www.goldenharvestseeds.com/soybean/plot-report/mo/2024/2420188
Results (top-down by rank)
| Rank | Brand | Product | Traits | Yield | %MST | Test Weight | Gross Revenue |
|---|---|---|---|---|---|---|---|
| 1 | NuTech | Seed | 49N05E | 90.0 | - | - | $945.00 |
| 2 | Pioneer | P47Z15BE | - | 89.0 | - | - | $934.50 |
| 3 | Pioneer | P45Z75E | - | 87.4 | - | - | $917.70 |
| 4 | NK | NK42-A6E3S | Enlist E3 ® STS ® | 86.0 | - | - | $903.00 |
| 5 | Asgrow | AG42XF4 | - | 84.7 | - | - | $889.35 |
| 5 | Channel | 4720RXF/SR | - | 84.7 | - | - | $889.35 |
| 7 | Pioneer | P49Z02E | - | 83.8 | - | - | $879.90 |
| 8 | Pioneer | P46A90LX | - | 83.5 | - | - | $876.75 |
| 9 | NK | NK40-P5E3 | Enlist E3 ® | 82.6 | - | - | $867.30 |
| 10 | Channel | 4823RXF/SR | - | 82.4 | - | - | $865.20 |
| 10 | Lakeview | Farms | Experimental | 82.4 | - | - | $865.20 |
| 12 | Pioneer | P48Z70BLX | - | 82.3 | - | - | $864.15 |
| 13 | Brevant | B402EE | - | 82.2 | - | - | $863.10 |
| 14 | Golden Harvest | GH4433E3S | Enlist E3 ® STS ® | 81.9 | - | - | $859.95 |
| 15 | AgVenture | AV44B2E | - | 81.6 | - | - | $856.80 |
| 16 | AgVenture | AV45B2E | - | 81.4 | - | - | $854.70 |
| 17 | Golden Harvest | GH4214E3S | Enlist E3 ® STS ® | 80.3 | - | - | $843.15 |
| 18 | Pioneer | P45A70LX | - | 80.1 | - | - | $841.05 |
| 19 | Asgrow | AG40XF1 | - | 80.0 | - | - | $840.00 |
| 20 | Asgrow | AG44XF4 | - | 79.6 | - | - | $835.80 |
| 21 | Pioneer | P44A91E | - | 79.1 | - | - | $830.55 |
| 22 | Pioneer | P43Z44SE | - | 78.9 | - | - | $828.45 |
| 23 | Pioneer | P46A09E | - | 78.8 | - | - | $827.40 |
| 24 | NuTech | Seed | 45N10E | 78.2 | - | - | $821.10 |
| 25 | Golden Harvest | GH4093E3 | Enlist E3 ® | 77.9 | - | - | $817.95 |
| 26 | Asgrow | AG41XF2 | - | 77.2 | - | - | $810.60 |
| 27 | NuTech | Seed | 47N04E | 77.0 | - | - | $808.50 |
| 28 | AgVenture | AV47Y6E | - | 76.9 | - | - | $807.45 |
| 29 | NuTech | Seed | 43N06E | 76.8 | - | - | $806.40 |
| 30 | Asgrow | AG47XF2 | - | 76.6 | - | - | $804.30 |
| 31 | Pioneer | P40A23E | - | 76.3 | - | - | $801.15 |
| 32 | Lakeview | Farms | LVF4331 | 75.6 | - | - | $793.80 |
| 33 | Missouri | U | S20-2227 | 74.8 | - | - | $785.40 |
| 34 | Pioneer | P42A84E | - | 73.6 | - | - | $772.80 |
| 35 | NuTech | Seed | 42N05E | 73.1 | - | - | $767.55 |
Top 5 by Yield: Seed (NuTech) 90.0, P47Z15BE (Pioneer) 89.0, P45Z75E (Pioneer) 87.4, NK42-A6E3S (NK) 86.0, AG42XF4 (Asgrow) 84.7.