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>
2.8 KiB
2.8 KiB
Soybean yield trial — Ohio, 2024
- Source: Golden Harvest plot report (cross-vendor head-to-head)
- Crop: Soybean
- State: Ohio (OH)
- Year: 2024
- Plot ID: 2419724
- Cooperator: Ohio State University - Henry County (Early)
- Planted: 2024-05-23
- Harvested: 2024-10-10
- URL: https://www.goldenharvestseeds.com/soybean/plot-report/oh/2024/2419724
Results (top-down by rank)
| Rank | Brand | Product | Traits | Yield | %MST | Test Weight | Gross Revenue |
|---|---|---|---|---|---|---|---|
| 1 | Asgrow | AG26XF4 | - | 59.5 | - | - | $624.75 |
| 2 | Ebberts | G3171ES | - | 58.6 | - | - | $615.30 |
| 3 | Blue | River | Organic Seed 30B4 | 57.5 | - | - | $603.75 |
| 4 | Ebberts | G2790E | - | 56.5 | - | - | $593.25 |
| 5 | Seed | Consultants | SC7315E | 55.3 | - | - | $580.65 |
| 6 | Blue | River | Organic Seed 27B4 | 55.0 | - | - | $577.50 |
| 7 | Xitavo | XO | 3105E | 53.7 | - | - | $563.85 |
| 8 | NK | NK30-A9E3 | Enlist E3 ® | 53.2 | - | - | $558.60 |
| 9 | Ebberts | G2980E | - | 53.0 | - | - | $556.50 |
| 10 | Xitavo | XO | 3014E | 52.9 | - | - | $555.45 |
| 11 | Axis | Seed | 2924ES | 51.7 | - | - | $542.85 |
| 12 | Benson | Hill | BH23Q217 | 51.5 | - | - | $540.75 |
| 12 | DonMario | Seeds | DM22E64 | 51.5 | - | - | $540.75 |
| 14 | Asgrow | AG30XF4 | - | 51.1 | - | - | $536.55 |
| 14 | Axis | Seed | 3104ES | 51.1 | - | - | $536.55 |
| 16 | Seed | Genetics | Direct ET-3729E3S | 50.8 | - | - | $533.40 |
| 17 | Axis | Seed | 2635ES | 50.1 | - | - | $526.05 |
| 18 | Benson | Hill | BH31Q146 | 49.7 | - | - | $521.85 |
| 19 | Asgrow | AG27XF3 | - | 48.8 | - | - | $512.40 |
| 20 | Xitavo | XO | 2985E | 48.5 | - | - | $509.25 |
| 21 | Ebberts | G2570ES | - | 47.8 | - | - | $501.90 |
| 22 | Xitavo | XO | 2444E | 47.4 | - | - | $497.70 |
| 23 | Seed | Genetics | Direct ET-3731E3S | 46.4 | - | - | $487.20 |
| 24 | Benson | Hill | BH25C137S | 45.9 | - | - | $481.95 |
| 24 | Benson | Hill | E31Y806 | 45.9 | - | - | $481.95 |
| 26 | Xitavo | XO | 2865E | 45.7 | - | - | $479.85 |
| 27 | Asgrow | AG24XF4 | - | 45.5 | - | - | $477.75 |
| 28 | Xitavo | XO | 2625E | 45.3 | - | - | $475.65 |
| 29 | NK | NK26-M6E3 | Enlist E3 ® | 44.1 | - | - | $463.05 |
| 30 | Ebberts | G2390E | - | 43.3 | - | - | $454.65 |
| 31 | Benson | Hill | BH23H228 | 41.5 | - | - | $435.75 |
| 32 | DonMario | Seeds | DM24E84 | 41.3 | - | - | $433.65 |
| 33 | Seed | Genetics | Direct ET-1724E3S | 41.2 | - | - | $432.60 |
| 34 | Seed | Genetics | Direct ET-3728E3 | 41.1 | - | - | $431.55 |
| 35 | Seed | Genetics | Direct ET-4725E3 | 37.4 | - | - | $392.70 |
| 36 | Axis | Seed | 2315E | 33.4 | - | - | $350.70 |
| 37 | Xitavo | XO | 2305E | 31.5 | - | - | $330.75 |
Top 5 by Yield: AG26XF4 (Asgrow) 59.5, G3171ES (Ebberts) 58.6, River (Blue) 57.5, G2790E (Ebberts) 56.5, Consultants (Seed) 55.3.