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>
2.5 KiB
2.5 KiB
Soybean yield trial — Michigan, 2024
- Source: Golden Harvest plot report (cross-vendor head-to-head)
- Crop: Soybean
- State: Michigan (MI)
- Year: 2024
- Plot ID: 2452446
- Cooperator: Michigan State University - Lenawee Early
- Planted: 2024-06-07
- Harvested: 2024-11-09
- URL: https://www.goldenharvestseeds.com/soybean/plot-report/mi/2024/2452446
Results (top-down by rank)
| Rank | Brand | Product | Traits | Yield | %MST | Test Weight | Gross Revenue |
|---|---|---|---|---|---|---|---|
| 1 | Loyal | Brand | L2560E | 81.5 | - | - | $855.75 |
| 2 | Wyckoff | Hybrids | W2495E3 | 81.4 | - | - | $854.70 |
| 3 | D.F. | Seeds | DF 3264 N E3 | 81.1 | - | - | $851.55 |
| 4 | Renk | Seed | G2790E | 80.4 | - | - | $844.20 |
| 5 | D.F. | Seeds | DF 3245 N E3 | 79.0 | - | - | $829.50 |
| 5 | M | & | W Seeds 25E25 | 79.0 | - | - | $829.50 |
| 7 | Golden Harvest | GH2745XF | XtendFlex ® | 76.1 | - | - | $799.05 |
| 8 | Renk | Seed | RS255NXF | 75.5 | - | - | $792.75 |
| 9 | M | & | W Seeds 20E71 | 75.2 | - | - | $789.60 |
| 10 | Xitavo | XO | 2735E | 74.0 | - | - | $777.00 |
| 11 | Wyckoff | Hybrids | W2570E3 | 73.6 | - | - | $772.80 |
| 12 | DonMario | Seeds | DM22E64 | 73.2 | - | - | $768.60 |
| 13 | Golden Harvest | GH2674E3 | Enlist E3 ® | 72.8 | - | - | $764.40 |
| 13 | NK | NK23-P1E3 | Enlist E3 ® | 72.8 | - | - | $764.40 |
| 15 | M | & | W Seeds 26E08 | 72.3 | - | - | $759.15 |
| 15 | Wyckoff | Hybrids | W2695E3 | 72.3 | - | - | $759.15 |
| 17 | Xitavo | XO | 2305E | 72.0 | - | - | $756.00 |
| 18 | M | & | W Seeds 23E05 | 71.9 | - | - | $754.95 |
| 18 | Wyckoff | Hybrids | W2095E3 | 71.9 | - | - | $754.95 |
| 20 | Xitavo | XO | 2625E | 71.8 | - | - | $753.90 |
| 21 | M | & | W Seeds 18E89 | 71.7 | - | - | $752.85 |
| 22 | DonMario | Seeds | DM24E84 | 71.2 | - | - | $747.60 |
| 23 | D.F. | Seeds | DF 3211 N E3 | 70.7 | - | - | $742.35 |
| 23 | Xitavo | XO | 2181E | 70.7 | - | - | $742.35 |
| 25 | Xitavo | XO | 2075E | 69.5 | - | - | $729.75 |
| 26 | Xitavo | XO | 2444E | 69.3 | - | - | $727.65 |
| 27 | Loyal | Brand | LSX232-24E | 68.4 | - | - | $718.20 |
| 28 | D.F. | Seeds | DF 3225 N E3 | 67.3 | - | - | $706.65 |
| 29 | NK | NK23-D7E3 | Enlist E3 ® | 67.0 | - | - | $703.50 |
| 30 | Wyckoff | Hybrids | W2390E3 | 66.4 | - | - | $697.20 |
| 31 | M | & | W Seeds 27E42 | 65.8 | - | - | $690.90 |
| 32 | Renk | Seed | G2390E | 61.0 | - | - | $640.50 |
Top 5 by Yield: Brand (Loyal) 81.5, Hybrids (Wyckoff) 81.4, Seeds (D.F.) 81.1, Seed (Renk) 80.4, Seeds (D.F.) 79.0.