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>
1.7 KiB
1.7 KiB
Soybean yield trial — Louisiana, 2025
- Source: Golden Harvest plot report (cross-vendor head-to-head)
- Crop: Soybean
- State: Louisiana (LA)
- Year: 2025
- Plot ID: 2466238
- Cooperator: R & D Research Farms Inc
- Planted: 2025-04-09
- Harvested: 2025-08-28
- Population: 140,000 seeds/acre
- Row width: 36"
- URL: https://www.goldenharvestseeds.com/soybean/plot-report/la/2025/2466238
Results (top-down by rank)
| Rank | Brand | Product | Traits | Yield | %MST | Test Weight | Gross Revenue |
|---|---|---|---|---|---|---|---|
| 1 | NK | NK48-A8XFS | XtendFlex ® STS ® | 66.4 | 12.4 | 54.2 | $697.20 |
| 2 | NK | NK52-M2XFS | XtendFlex ® STS ® | 61.6 | 11.9 | 52.5 | $644.95 |
| 3 | NK | NK47-U1XFS | XtendFlex ® STS ® | 60.9 | 12.0 | 53.5 | $638.84 |
| 4 | NK | NK42-A6E3S | Enlist E3 ® STS ® | 60.5 | 12.6 | 53.0 | $634.04 |
| 5 | NK | NK43-K2E3S | Enlist E3 ® STS ® | 58.6 | 11.3 | 55.5 | $615.30 |
| 6 | NK | NK50-W4E3S | Enlist E3 ® STS ® | 57.6 | 11.4 | 52.7 | $603.30 |
| 7 | NK | NK46-D2E3 | Enlist E3 ® | 57.5 | 11.5 | 50.9 | $600.18 |
| 8 | NK | NK47-G5E3S | Enlist E3 ® STS ® | 57.4 | 11.3 | 53.2 | $601.78 |
| 9 | NK | NK42-T5XF | XtendFlex ® | 55.0 | 13.6 | 51.1 | $574.31 |
| 10 | NK | NK43-W1XFS | XtendFlex ® STS ® | 53.2 | 13.0 | 52.6 | $557.11 |
| 11 | NK | NK58-Y9XF | XtendFlex ® | 52.2 | 12.7 | 48.4 | $542.25 |
| 12 | NK | NK49-U9E3S | Enlist E3 ® STS ® | 50.8 | 10.9 | 55.0 | $533.40 |
| 13 | NK | NK49-N7XF | XtendFlex ® | 50.3 | 12.4 | 50.3 | $524.43 |
| 14 | NK | NK58-B8E3S | Enlist E3 ® STS ® | 29.2 | 10.7 | 53.1 | $306.07 |
Top 5 by Yield: NK48-A8XFS (NK) 66.4, NK52-M2XFS (NK) 61.6, NK47-U1XFS (NK) 60.9, NK42-A6E3S (NK) 60.5, NK43-K2E3S (NK) 58.6.