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>
2.0 KiB
2.0 KiB
Silage yield trial — Minnesota, 2025
- Source: Golden Harvest plot report (cross-vendor head-to-head)
- Crop: Silage
- State: Minnesota (MN)
- Year: 2025
- Plot ID: 2466492
- Cooperator: Hollerman Dairy
- Planted: 2025-05-26
- Harvested: 2025-09-23
- Population: 32,000 seeds/acre
- Row width: 30"
- URL: https://www.goldenharvestseeds.com/silage/plot-report/mn/2025/2466492
Results (top-down by rank)
| Rank | Brand | Product | Traits | Ton/Acre | Milk Per Acre | Milk Per Ton | Beef Per Acre | Beef Per Ton |
|---|---|---|---|---|---|---|---|---|
| 1 | Golden Harvest | G03U08-D | - | 30.1 | 3400.0 | 30717.0 | 244.0 | 2019.0 |
| 2 | Pioneer | P9955PCE | - | 27.5 | 3348.0 | 27573.0 | 228.0 | 1794.0 |
| 3 | Pioneer | P02405V | - | 27.2 | 3335.0 | 27211.0 | 247.0 | 1832.0 |
| 4 | Pioneer | P03115V | - | 26.4 | 3355.0 | 26607.0 | 236.0 | 1751.0 |
| 5 | Augusta | Seed | A3053-DV | 26.3 | 3201.0 | 25253.0 | 203.0 | 1652.0 |
| 6 | Pioneer | P08527V | - | 26.2 | 3232.0 | 25430.0 | 226.0 | 1710.0 |
| 7 | Augusta | Seed | A6362-D | 26.1 | 3193.0 | 25032.0 | 218.0 | 1682.0 |
| 8 | Enogen | E105Z5-D | - | 26.0 | 3190.0 | 24892.0 | 208.0 | 1648.0 |
| 9 | Pioneer | P98125V | - | 25.9 | 3420.0 | 26620.0 | 243.0 | 1737.0 |
| 10 | Enogen | E102K7-D | - | 25.6 | 3316.0 | 25431.0 | 228.0 | 1672.0 |
| 11 | Augusta | Seed | A3154-DV | 25.5 | 3536.0 | 27084.0 | 256.0 | 1746.0 |
| 12 | Augusta | Seed | A2146 | 25.2 | 3194.0 | 24185.0 | 222.0 | 1634.0 |
| 13 | Enogen | E108K4-DV | - | 24.3 | 3146.0 | 22912.0 | 203.0 | 1524.0 |
| 13 | Pioneer | P11591Q | - | 24.3 | 3375.0 | 24563.0 | 241.0 | 1621.0 |
| 15 | Golden Harvest | G94U63-V | - | 23.8 | 3254.0 | 23197.0 | 218.0 | 1528.0 |
| 15 | Enogen | E097K6-D | - | 23.8 | 3143.0 | 22434.0 | 204.0 | 1497.0 |
| 17 | Pioneer | P9884Q | - | 22.9 | 3449.0 | 23742.0 | 250.0 | 1554.0 |
Top 5 by Ton/Acre: G03U08-D (Golden Harvest) 30.1, P9955PCE (Pioneer) 27.5, P02405V (Pioneer) 27.2, P03115V (Pioneer) 26.4, Seed (Augusta) 26.3.