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>
3.0 KiB
3.0 KiB
Soybean yield trial — Kentucky, 2024
- Source: Golden Harvest plot report (cross-vendor head-to-head)
- Crop: Soybean
- State: Kentucky (KY)
- Year: 2024
- Plot ID: 2446662
- Cooperator: University of Kentucky - Calloway Cnty Medium
- Planted: 2024-04-26
- Harvested: 2024-09-19
- URL: https://www.goldenharvestseeds.com/soybean/plot-report/ky/2024/2446662
Results (top-down by rank)
| Rank | Brand | Product | Traits | Yield | %MST | Test Weight | Gross Revenue |
|---|---|---|---|---|---|---|---|
| 1 | NuTech | Seed | 43N06E | 66.4 | - | - | $697.20 |
| 2 | Asgrow | AG43XF5 | - | 64.0 | - | - | $672.00 |
| 3 | Asgrow | AG45XF3 | - | 62.6 | - | - | $657.30 |
| 4 | APEX | AE4342S | - | 62.5 | - | - | $656.25 |
| 5 | Armor | Seed | Armor 45-F65 | 62.4 | - | - | $655.20 |
| 5 | NuTech | Seed | 43N11BE | 62.4 | - | - | $655.20 |
| 7 | NuTech | Seed | 42N05E | 61.9 | - | - | $649.95 |
| 8 | Innvictis | Seed | Solutions A4503XF | 61.8 | - | - | $648.90 |
| 9 | Asgrow | AG40XF5 | - | 61.5 | - | - | $645.75 |
| 10 | Catalyst | CT4413E3S | Enlist E3 ® STS ® | 61.4 | - | - | $644.70 |
| 11 | Armor | Seed | Armor 41-F65S | 61.1 | - | - | $641.55 |
| 12 | Fortus | 4125ES | - | 60.9 | - | - | $639.45 |
| 13 | Innvictis | Seed | Solutions B4553E | 60.6 | - | - | $636.30 |
| 14 | Channel | 4125XF/SR | - | 60.4 | - | - | $634.20 |
| 15 | Pioneer | P42A84E | - | 59.7 | - | - | $626.85 |
| 15 | Stine | 42EG23 | - | 59.7 | - | - | $626.85 |
| 15 | Fortus | 4335E | - | 59.7 | - | - | $626.85 |
| 15 | Asgrow | AG44XF4 | - | 59.7 | - | - | $626.85 |
| 19 | Partners | Brand | Seed 4424 E3 S | 59.5 | - | - | $624.75 |
| 20 | UniSouth | Genetics | USG 7435XFS | 58.3 | - | - | $612.15 |
| 21 | Connect | CT4025E | - | 57.9 | - | - | $607.95 |
| 22 | Innvictis | Seed | Solutions A4102XF | 57.8 | - | - | $606.90 |
| 23 | Stine | 41EG20 | - | 57.5 | - | - | $603.75 |
| 24 | NuTech | Seed | 45N10E | 56.8 | - | - | $596.40 |
| 25 | Stine | 45EH29 | - | 56.7 | - | - | $595.35 |
| 26 | Connect | CT4525E | - | 56.6 | - | - | $594.30 |
| 27 | Stine | 43EG29 | - | 56.2 | - | - | $590.10 |
| 28 | Xitavo | XO | 4364E | 55.7 | - | - | $584.85 |
| 29 | Golden Harvest | GH4093E3 | Enlist E3 ® | 55.3 | - | - | $580.65 |
| 30 | Pioneer | P45A81E | - | 55.1 | - | - | $578.55 |
| 30 | Golden Harvest | GH4345XFS | XtendFlex ® STS ® | 55.1 | - | - | $578.55 |
| 32 | Asgrow | AG42XF4 | - | 55.0 | - | - | $577.50 |
| 33 | Xitavo | XO | 4255E | 54.8 | - | - | $575.40 |
| 34 | Golden Harvest | GH4433E3S | Enlist E3 ® STS ® | 54.0 | - | - | $567.00 |
| 35 | Channel | 4525RXF/SR | - | 53.6 | - | - | $562.80 |
| 35 | Stine | 44EH23 | - | 53.6 | - | - | $562.80 |
| 37 | Pioneer | P45Z75E | - | 53.5 | - | - | $561.75 |
| 38 | Revere | Seed | Revere 44-F44 XFS | 53.2 | - | - | $558.60 |
| 39 | Xitavo | XO | 4405E | 51.0 | - | - | $535.50 |
| 40 | Golden Harvest | GH4214E3S | Enlist E3 ® STS ® | 49.3 | - | - | $517.65 |
Top 5 by Yield: Seed (NuTech) 66.4, AG43XF5 (Asgrow) 64.0, AG45XF3 (Asgrow) 62.6, AE4342S (APEX) 62.5, Seed (Armor) 62.4.