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>
2.0 KiB
2.0 KiB
Soybean yield trial — Minnesota, 2024
- Source: Golden Harvest plot report (cross-vendor head-to-head)
- Crop: Soybean
- State: Minnesota (MN)
- Year: 2024
- Plot ID: 2426838
- Cooperator: West Central Ag Services
- Planted: 2024-05-30
- Harvested: 2024-09-30
- Population: 165,000 seeds/acre
- Row width: 22"
- URL: https://www.goldenharvestseeds.com/soybean/plot-report/mn/2024/2426838
Results (top-down by rank)
| Rank | Brand | Product | Traits | Yield | %MST | Test Weight | Gross Revenue |
|---|---|---|---|---|---|---|---|
| 1 | NK | NK05-W3XF | XtendFlex ® | 69.9 | 13.4 | - | $733.95 |
| 2 | NK | NK06-C4XF | XtendFlex ® | 69.8 | 13.2 | - | $732.90 |
| 3 | Xitavo | XO | 0554E | 69.0 | 12.2 | - | $724.50 |
| 4 | NK | NK08-Z4E3 | Enlist E3 ® | 68.8 | 12.2 | - | $722.40 |
| 5 | Asgrow | AG06XF3 | - | 68.5 | 14.4 | - | $719.25 |
| 5 | NK | NK08-R3XF | XtendFlex ® | 68.5 | 14.3 | - | $719.25 |
| 7 | Asgrow | AG09XF3 | - | 68.0 | 19.2 | - | $714.00 |
| 8 | Asgrow | AG07XF4 | - | 67.9 | 14.0 | - | $712.95 |
| 9 | NK | NK06-A1E3 | Enlist E3 ® | 66.8 | 12.1 | - | $701.40 |
| 10 | Xitavo | XO | 0993E | 64.8 | 12.2 | - | $680.40 |
| 11 | Brevant | B032EE | - | 64.7 | 11.4 | - | $679.35 |
| 12 | Brevant | B074EE | - | 64.6 | 12.7 | - | $678.30 |
| 13 | Asgrow | AG05XF4 | - | 63.9 | 11.8 | - | $670.95 |
| 14 | Brevant | B054EE | - | 63.7 | 11.9 | - | $668.85 |
| 15 | NK | NK03-J1XF | XtendFlex ® | 63.5 | 11.5 | - | $666.75 |
| 16 | NK | NK07-G5E3 | Enlist E3 ® | 63.1 | 12.4 | - | $662.55 |
| 17 | NK | NK04-A9E3 | Enlist E3 ® | 62.1 | 11.6 | - | $652.05 |
| 18 | Asgrow | AG03XF2 | - | 60.9 | 11.7 | - | $639.45 |
| 19 | NK | NK03-V5E3 | Enlist E3 ® | 59.9 | 11.5 | - | $628.95 |
| 20 | Xitavo | XO | 0315E | 58.9 | 11.7 | - | $618.45 |
| 21 | Asgrow | AG02XF5 | - | 58.7 | 11.5 | - | $616.35 |
| 22 | Brevant | B053EE | - | 58.2 | 11.7 | - | $611.10 |
Top 5 by Yield: NK05-W3XF (NK) 69.9, NK06-C4XF (NK) 69.8, XO (Xitavo) 69.0, NK08-Z4E3 (NK) 68.8, AG06XF3 (Asgrow) 68.5.