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>
2.2 KiB
2.2 KiB
Soybean yield trial — Iowa, 2024
- Source: Golden Harvest plot report (cross-vendor head-to-head)
- Crop: Soybean
- State: Iowa (IA)
- Year: 2024
- Plot ID: 2419025
- Cooperator: Farmers Cooperative Society
- Planted: 2024-04-22
- Harvested: 2024-10-03
- Population: 140,000 seeds/acre
- Row width: 30"
- URL: https://www.goldenharvestseeds.com/soybean/plot-report/ia/2024/2419025
Results (top-down by rank)
| Rank | Brand | Product | Traits | Yield | %MST | Test Weight | Gross Revenue |
|---|---|---|---|---|---|---|---|
| 1 | NK | NK23-T9XF | XtendFlex ® | 80.4 | - | - | $844.20 |
| 2 | NK | NK21-C2E3 | Enlist E3 ® | 78.9 | - | - | $828.45 |
| 3 | NK | NK23-P1E3 | Enlist E3 ® | 77.6 | - | - | $814.80 |
| 4 | NK | NK20-K2XF | XtendFlex ® | 75.8 | - | - | $795.90 |
| 4 | Xitavo | XO | 1632E | 75.8 | - | - | $795.90 |
| 6 | Xitavo | XO | 2305E | 74.5 | - | - | $782.25 |
| 7 | Alloy | A23E33 | - | 72.9 | - | - | $765.45 |
| 8 | Brevant | B224EE | - | 72.5 | - | - | $761.25 |
| 9 | Brevant | B243EE | - | 72.4 | - | - | $760.20 |
| 10 | Xitavo | XO | 2444E | 72.0 | - | - | $756.00 |
| 11 | NK | NK18-R4E3 | Enlist E3 ® | 70.4 | - | - | $739.20 |
| 12 | Brevant | B144EE | - | 68.9 | - | - | $723.45 |
| 13 | Brevant | B214EE | - | 68.3 | - | - | $717.15 |
| 14 | Xitavo | XO | 2181E | 68.2 | - | - | $716.10 |
| 15 | Asgrow | AG22XF5 | - | 68.0 | - | - | $714.00 |
| 16 | Asgrow | AG23XF3 | - | 66.6 | - | - | $699.30 |
| 17 | Alloy | A21E34 | - | 66.3 | - | - | $696.15 |
| 18 | Alloy | A18E35 | - | 64.0 | - | - | $672.00 |
| 19 | Asgrow | AG19XF3 | - | 63.8 | - | - | $669.90 |
| 20 | NK | NK16-Z6E3 | Enlist E3 ® | 62.6 | - | - | $657.30 |
| 21 | NK | NK19-T8E3S | Enlist E3 ® STS ® | 55.1 | - | - | $578.55 |
| 22 | Brevant | B194EE | - | 53.0 | - | - | $556.50 |
| 23 | Alloy | A19E33 | - | 50.4 | - | - | $529.20 |
| 24 | NK | NK15-Q1XF | XtendFlex ® | 45.4 | - | - | $476.70 |
| 25 | NK | NK15-G9E3S | Enlist E3 ® STS ® | 45.0 | - | - | $472.50 |
| 26 | Alloy | A16E34 | - | 43.9 | - | - | $460.95 |
Top 5 by Yield: NK23-T9XF (NK) 80.4, NK21-C2E3 (NK) 78.9, NK23-P1E3 (NK) 77.6, NK20-K2XF (NK) 75.8, XO (Xitavo) 75.8.