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 — South Dakota, 2025
- Source: Golden Harvest plot report (cross-vendor head-to-head)
- Crop: Soybean
- State: South Dakota (SD)
- Year: 2025
- Plot ID: 2467115
- Cooperator: Chs Farmers Alliance
- Planted: 2025-05-12
- Harvested: 2025-10-01
- Population: 140,000 seeds/acre
- Row width: 30"
- URL: https://www.goldenharvestseeds.com/soybean/plot-report/sd/2025/2467115
Results (top-down by rank)
| Rank | Brand | Product | Traits | Yield | %MST | Test Weight | Gross Revenue |
|---|---|---|---|---|---|---|---|
| 1 | Asgrow | AG22XF5 | - | 64.3 | 8.3 | - | $675.15 |
| 2 | Allegiant | Allegiant | 22F82N | 63.6 | 8.4 | - | $667.80 |
| 3 | Brevant | B275EE | - | 62.5 | 8.6 | - | $656.25 |
| 3 | Asgrow | AG27XF4 | - | 62.5 | 8.8 | - | $656.25 |
| 5 | Allegiant | Experimental | - | 61.2 | 8.2 | - | $642.60 |
| 6 | Asgrow | AG24XF4 | - | 60.2 | 8.1 | - | $632.10 |
| 7 | NK | NK24-U5XF | XtendFlex ® | 60.1 | 10.9 | - | $631.05 |
| 8 | Allegiant | Experimental | - | 58.7 | 10.9 | - | $616.35 |
| 9 | Asgrow | AG25XF3 | - | 58.2 | 8.9 | - | $611.10 |
| 10 | Asgrow | AG20XF5 | - | 57.4 | 9.6 | - | $602.70 |
| 10 | Brevant | B284EE | - | 57.4 | 9.5 | - | $602.70 |
| 12 | NK | NK23-T9XF | XtendFlex ® | 57.2 | 8.7 | - | $600.60 |
| 12 | NK | NK26-Z1XF | XtendFlex ® | 57.2 | 8.3 | - | $600.60 |
| 14 | Allegiant | Allegiant | 24F83N | 56.9 | 11.7 | - | $597.45 |
| 15 | Allegiant | Allegiant | 28F33N | 55.1 | 8.6 | - | $578.55 |
| 16 | Allegiant | Allegiant | 26F32N | 54.8 | 8.6 | - | $575.40 |
| 17 | Alloy | A27E35 | - | 54.7 | 10.1 | - | $574.35 |
| 18 | Brevant | B224EE | - | 54.6 | 8.5 | - | $573.30 |
| 19 | NK | NK21-C2E3 | Enlist E3 ® | 51.7 | 10.5 | - | $542.85 |
| 20 | Alloy | A21E34 | - | 51.4 | 8.6 | - | $539.70 |
| 21 | Alloy | A24E34 | - | 51.0 | 8.4 | - | $535.50 |
| 22 | Allegiant | Allegiant | 21A5N XF | 49.1 | 9.2 | - | $515.55 |
Top 5 by Yield: AG22XF5 (Asgrow) 64.3, Allegiant (Allegiant) 63.6, B275EE (Brevant) 62.5, AG27XF4 (Asgrow) 62.5, Experimental (Allegiant) 61.2.