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>
1.9 KiB
1.9 KiB
Silage yield trial — Iowa, 2024
- Source: Golden Harvest plot report (cross-vendor head-to-head)
- Crop: Silage
- State: Iowa (IA)
- Year: 2024
- Plot ID: 2459685
- Cooperator: Farmers Win Coop
- Planted: 2024-04-22
- Harvested: 2024-08-20
- Population: 32,000 seeds/acre
- Row width: 30"
- URL: https://www.goldenharvestseeds.com/silage/plot-report/ia/2024/2459685
Results (top-down by rank)
| Rank | Brand | Product | Traits | Ton/Acre | Milk Per Acre | Milk Per Ton | Beef Per Acre | Beef Per Ton |
|---|---|---|---|---|---|---|---|---|
| 1 | Brevant | B05D47V | - | 28.6 | 3773.0 | 32385.0 | 428.0 | - |
| 2 | Pioneer | P08075V | - | 26.8 | 3857.0 | 31015.0 | 437.0 | - |
| 2 | Pioneer | P08133Q | - | 26.8 | 4139.0 | 33220.0 | 475.0 | - |
| 2 | Brevant | B11C37V | - | 26.8 | 3865.0 | 31101.0 | 437.0 | - |
| 5 | NK | NK1188-D | - | 26.0 | 3715.0 | 28967.0 | 416.0 | - |
| 6 | Pioneer | P10625V | - | 25.8 | 3681.0 | 28519.0 | 414.0 | - |
| 7 | NK | NK1480-DV | - | 25.6 | 3622.0 | 27814.0 | 399.0 | - |
| 8 | Pioneer | P13544V | - | 25.4 | 3732.0 | 28456.0 | 430.0 | - |
| 9 | Pioneer | P13968AMXT | - | 25.3 | 3917.0 | 29773.0 | 457.0 | - |
| 10 | Pioneer | P05737V | - | 25.2 | 3736.0 | 28256.0 | 417.0 | - |
| 11 | Pioneer | P1267Q | - | 24.9 | 3887.0 | 29094.0 | 449.0 | - |
| 12 | Brevant | B99A24V | - | 24.7 | 3625.0 | 26814.0 | 404.0 | - |
| 13 | Pioneer | P12065Q | - | 24.5 | 3555.0 | 26147.0 | 398.0 | - |
| 14 | Pioneer | P13050V | - | 24.4 | 3790.0 | 27764.0 | 430.0 | - |
| 15 | Beck's | 6235D1 | - | 24.1 | 3567.0 | 25742.0 | 399.0 | - |
| 16 | XL | 6256Q | - | 23.8 | 3871.0 | 27647.0 | 438.0 | - |
| 17 | Pioneer | P10477V | - | 23.6 | 3799.0 | 26909.0 | 430.0 | - |
| 18 | Pioneer | P1180XR | - | 21.5 | 3918.0 | 25253.0 | 456.0 | - |
Top 5 by Ton/Acre: B05D47V (Brevant) 28.6, P08075V (Pioneer) 26.8, P08133Q (Pioneer) 26.8, B11C37V (Brevant) 26.8, NK1188-D (NK) 26.0.