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>
2.3 KiB
2.3 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: 2466663
- Cooperator: Lake Area Ag
- Planted: 2025-05-13
- Harvested: 2025-10-07
- Population: 130,000 seeds/acre
- Row width: 20"
- URL: https://www.goldenharvestseeds.com/soybean/plot-report/sd/2025/2466663
Results (top-down by rank)
| Rank | Brand | Product | Traits | Yield | %MST | Test Weight | Gross Revenue |
|---|---|---|---|---|---|---|---|
| 1 | Pioneer | P13Z28E | - | 70.2 | 10.8 | - | $737.10 |
| 2 | Golden Harvest | GH0815E3 | Enlist E3 ® | 68.3 | 12.1 | - | $717.15 |
| 3 | LG Seeds | LGS1585XF | - | 65.7 | 11.2 | - | $689.85 |
| 4 | Golden Harvest | GH1555XF | XtendFlex ® | 65.6 | 11.3 | - | $688.80 |
| 5 | Golden Harvest | GH1006XF | XtendFlex ® | 65.5 | 11.4 | - | $687.75 |
| 5 | Golden Harvest | GH1762XF | XtendFlex ® | 65.5 | 11.5 | - | $687.75 |
| 7 | Pioneer | P09Z31E | - | 64.8 | 11.2 | - | $680.40 |
| 8 | Golden Harvest | GH1194E3 | Enlist E3 ® | 64.4 | 11.8 | - | $676.20 |
| 9 | Pioneer | P16Z25E | - | 64.1 | 11.0 | - | $673.05 |
| 9 | Pioneer | P14Z08E | - | 64.1 | 11.1 | - | $673.05 |
| 11 | Jacobsen | J1685E3 | - | 63.8 | 11.5 | - | $669.90 |
| 11 | LG Seeds | LGS1670E3 | - | 63.8 | 11.5 | - | $669.90 |
| 13 | LG Seeds | LGS1385XF | - | 63.6 | 11.7 | - | $667.80 |
| 14 | Golden Harvest | GH1776E3 | Enlist E3 ® | 62.4 | 11.1 | - | $655.20 |
| 15 | Golden Harvest | GH1534E3S | Enlist E3 ® STS ® | 60.7 | 11.1 | - | $637.35 |
| 16 | Golden Harvest | GH0936E3 | Enlist E3 ® | 60.4 | 11.6 | - | $634.20 |
| 17 | LG Seeds | LGS0988XF | - | 60.2 | 11.9 | - | $632.10 |
| 17 | Golden Harvest | GH1495E3 | Enlist E3 ® | 60.2 | 11.8 | - | $632.10 |
| 17 | LG Seeds | LGS1660E3 | - | 60.2 | 11.8 | - | $632.10 |
| 20 | Jacobsen | J0995E3 | - | 58.1 | 12.4 | - | $610.05 |
| 21 | LG Seeds | LGS1206E3 | - | 57.6 | 11.9 | - | $604.80 |
| 22 | LG Seeds | LGS1832E3 | - | 57.3 | 11.2 | - | $601.65 |
| 23 | LG Seeds | LGS1043E3 | - | 56.9 | 11.7 | - | $597.45 |
| 24 | LG Seeds | LGS1711XF | - | 55.7 | 11.0 | - | $584.85 |
Top 5 by Yield: P13Z28E (Pioneer) 70.2, GH0815E3 (Golden Harvest) 68.3, LGS1585XF (LG Seeds) 65.7, GH1555XF (Golden Harvest) 65.6, GH1006XF (Golden Harvest) 65.5.