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>
2.9 KiB
2.9 KiB
Soybean yield trial — North Dakota, 2024
- Source: Golden Harvest plot report (cross-vendor head-to-head)
- Crop: Soybean
- State: North Dakota (ND)
- Year: 2024
- Plot ID: 2438067
- Cooperator: NDSU - North Central Research Extension Center (Garrison)
- Planted: 2024-05-20
- Harvested: 2024-10-09
- Population: 150,000 seeds/acre
- URL: https://www.goldenharvestseeds.com/soybean/plot-report/nd/2024/2438067
Results (top-down by rank)
| Rank | Brand | Product | Traits | Yield | %MST | Test Weight | Gross Revenue |
|---|---|---|---|---|---|---|---|
| 1 | Integra | Fortified | Seed XF0212 | 41.0 | - | 54.9 | $430.50 |
| 2 | Channel | 0325RXF | - | 40.5 | - | 54.1 | $425.25 |
| 3 | Golden Harvest | GH0414E3 | Enlist E3 ® | 39.5 | - | 55.0 | $414.75 |
| 4 | Proseed | XF | 40-12 | 39.1 | - | 54.9 | $410.55 |
| 5 | Fortus | 0544E | - | 38.8 | - | 54.7 | $407.40 |
| 5 | NK | NK03-J1XF | XtendFlex ® | 38.8 | - | 54.3 | $407.40 |
| 7 | Legacy | Seeds | LS034-24 XF | 38.7 | - | 54.9 | $406.35 |
| 7 | NK | NK03-V5E3 | Enlist E3 ® | 38.7 | - | 54.8 | $406.35 |
| 9 | NK | NK06-A1E3 | Enlist E3 ® | 38.4 | - | 54.3 | $403.20 |
| 10 | NK | NK008-P8XF | XtendFlex ® | 37.8 | - | 54.9 | $396.90 |
| 11 | NK | NK02-W8E3 | Enlist E3 ® | 37.7 | - | 54.7 | $395.85 |
| 12 | Xitavo | XO | 0554E | 37.6 | - | 53.8 | $394.65 |
| 13 | Fortus | 0234E | - | 37.5 | - | 54.5 | $393.75 |
| 13 | Xitavo | XO | 0234E | 37.5 | - | 54.5 | $393.75 |
| 15 | Xitavo | XO | 0094E | 37.2 | - | 54.6 | $390.60 |
| 16 | Integra | Fortified | Seed XF0493 | 36.9 | - | 54.5 | $387.45 |
| 17 | Proseed | EL | 50-13N | 36.7 | - | 54.4 | $385.35 |
| 18 | NDSU | ND21008GT20 | - | 36.1 | - | 54.8 | $379.05 |
| 19 | Legacy | Seeds | LS024-23 XF | 36.0 | - | 54.9 | $378.00 |
| 20 | Legacy | Seeds | LS044-23 XF | 35.9 | - | 54.5 | $376.95 |
| 20 | Xitavo | XO | 0315E | 35.9 | - | 54.1 | $376.95 |
| 22 | NK | NK06-C4XF | XtendFlex ® | 35.7 | - | 54.7 | $374.85 |
| 23 | LG Seeds | LGS0444XF | - | 35.3 | - | 54.7 | $370.65 |
| 24 | NK | NK02-Y2XF | XtendFlex ® | 35.0 | - | 55.2 | $367.50 |
| 25 | Golden Harvest | GH0384XF | XtendFlex ® | 34.9 | - | 54.4 | $366.45 |
| 26 | Channel | 0525RXF | - | 34.7 | - | 54.8 | $364.35 |
| 27 | Legacy | Seeds | LS032-23 E | 34.6 | - | 54.7 | $363.30 |
| 27 | NDSU | ND17009GT | - | 34.6 | - | 54.6 | $363.30 |
| 29 | Legacy | Seeds | LS014-23 XF | 34.4 | - | 55.4 | $361.20 |
| 30 | Proseed | XF | 30-092N | 34.1 | - | 54.1 | $358.05 |
| 31 | NK | NK05-W3XF | XtendFlex ® | 33.9 | - | 55.0 | $355.95 |
| 32 | Golden Harvest | GH0363E3 | Enlist E3 ® | 33.7 | - | 54.6 | $353.85 |
| 33 | Channel | 0423RXF | - | 33.0 | - | 54.9 | $346.50 |
| 34 | Proseed | XF | 30-062 | 32.8 | - | 54.8 | $344.40 |
| 35 | Golden Harvest | GH0225XF | XtendFlex ® | 30.9 | - | 54.2 | $324.45 |
Top 5 by Yield: Fortified (Integra) 41.0, 0325RXF (Channel) 40.5, GH0414E3 (Golden Harvest) 39.5, XF (Proseed) 39.1, 0544E (Fortus) 38.8.