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>
3.2 KiB
3.2 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: 2446667
- Cooperator: University of Kentucky - Simpson Cnty Late
- Planted: 2024-04-25
- Harvested: 2024-09-16
- URL: https://www.goldenharvestseeds.com/soybean/plot-report/ky/2024/2446667
Results (top-down by rank)
| Rank | Brand | Product | Traits | Yield | %MST | Test Weight | Gross Revenue |
|---|---|---|---|---|---|---|---|
| 1 | Asgrow | AG46XF3 | - | 72.4 | - | - | $760.20 |
| 2 | NuTech | Seed | 49N05E | 72.1 | - | - | $757.05 |
| 3 | Revere | Seed | Revere 4826XFS | 70.6 | - | - | $741.30 |
| 4 | Armor | Seed | Armor 46-E75S | 70.4 | - | - | $739.20 |
| 5 | Golden Harvest | GH4864XFS | XtendFlex ® STS ® | 70.3 | - | - | $738.15 |
| 6 | Asgrow | AG48XF3 | - | 70.0 | - | - | $735.00 |
| 7 | Innvictis | Seed | Solutions A4814XF | 69.9 | - | - | $733.95 |
| 8 | Pioneer | P49Z02E | - | 69.7 | - | - | $731.85 |
| 9 | Armor | Seed | Armor 48-E95 | 69.6 | - | - | $730.80 |
| 9 | Revere | Seed | Revere 47-F77 XFS | 69.6 | - | - | $730.80 |
| 9 | Stine | 46EG92 | - | 69.6 | - | - | $730.80 |
| 12 | Innvictis | Seed | Solutions A4924XF | 69.4 | - | - | $728.70 |
| 13 | Fortus | 4665ES | - | 69.2 | - | - | $726.60 |
| 14 | Xitavo | XO | 4894E | 68.1 | - | - | $715.05 |
| 15 | Asgrow | AG47XF5 | - | 67.7 | - | - | $710.85 |
| 15 | Pioneer | P48A14E | - | 67.7 | - | - | $710.85 |
| 17 | Integra | Fortified | Seed XF4875S | 67.5 | - | - | $708.75 |
| 18 | Revere | Seed | Revere 49-F36 XF | 67.4 | - | - | $707.70 |
| 19 | NuTech | Seed | 47N04E | 66.8 | - | - | $701.40 |
| 20 | Golden Harvest | GH5253E3 | Enlist E3 ® | 66.7 | - | - | $700.35 |
| 21 | GDM | Seeds | 46F54S | 66.3 | - | - | $696.15 |
| 22 | APEX | AE4640S | - | 66.0 | - | - | $693.00 |
| 22 | Integra | Fortified | Seed XF4634S | 66.0 | - | - | $693.00 |
| 24 | Armor | Seed | Armor 46-F15S | 65.9 | - | - | $691.95 |
| 24 | UniSouth | Genetics | USG 7463XF | 65.9 | - | - | $691.95 |
| 26 | Golden Harvest | GH4944XFS | XtendFlex ® STS ® | 65.7 | - | - | $689.85 |
| 27 | Partners | Brand | Seed 4624 E3 S | 65.5 | - | - | $687.75 |
| 28 | Innvictis | Seed | Solutions B4904E | 65.3 | - | - | $685.65 |
| 29 | Asgrow | AG49XF4 | - | 65.2 | - | - | $684.60 |
| 30 | Golden Harvest | GH4995E3S | Enlist E3 ® STS ® | 64.8 | - | - | $680.40 |
| 31 | Golden Harvest | GH4775E3S | Enlist E3 ® STS ® | 64.5 | - | - | $677.25 |
| 32 | Innvictis | Seed | Solutions A4664XF | 62.8 | - | - | $659.40 |
| 33 | Innvictis | Seed | Solutions A4862XF | 62.4 | - | - | $655.20 |
| 34 | UniSouth | Genetics | USG 7474XFS | 61.7 | - | - | $647.85 |
| 35 | NuTech | Seed | 47N11BE | 60.2 | - | - | $632.10 |
| 36 | GDM | Seeds | 48F53 | 58.9 | - | - | $618.45 |
| 37 | Partners | Brand | Seed 4726 E3 S | 58.8 | - | - | $617.40 |
| 38 | Stine | 46EE20 | - | 58.6 | - | - | $615.30 |
| 39 | Xitavo | XO | 4772E | 57.7 | - | - | $605.85 |
| 40 | UniSouth | Genetics | USG 7495XFS | 56.8 | - | - | $596.40 |
| 41 | Stine | 48EE20 | - | 50.3 | - | - | $528.15 |
Top 5 by Yield: AG46XF3 (Asgrow) 72.4, Seed (NuTech) 72.1, Seed (Revere) 70.6, Seed (Armor) 70.4, GH4864XFS (Golden Harvest) 70.3.