Files
seed-mcp/corpus/gh_plot_reports/ghpr-soybeans-on-2025-2466814.json
T
justin 0e625553e5 gh_plot_reports corpus (4,299 plots) + concurrency + 4-GPU pool
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>
2026-05-25 16:46:35 -04:00

260 lines
5.2 KiB
JSON

{
"source": "gh_plot_reports",
"source_key": "ghpr-soybeans-on-2025-2466814",
"data_type": "trial",
"vendor": "Syngenta",
"brand": "Golden Harvest",
"crop": "soybeans",
"state": "ON",
"state_abbrev": "on",
"year": 2025,
"plot_id": "2466814",
"cooperator": "Michael Maynard",
"planted_date": "2025-06-02",
"harvested_date": "2025-10-08",
"population_seeds_per_acre": 155000,
"row_width_in": 24,
"results": [
{
"rank": 1,
"brand": "Pioneer",
"product": "P23Z58E",
"traits": "",
"metrics": {
"Yield": 73.1,
"%MST": 14.3,
"Test Weight": null,
"Gross Revenue": 767.55
},
"entry_num": 1
},
{
"rank": 2,
"brand": "Pioneer",
"product": "P28Z89E",
"traits": "",
"metrics": {
"Yield": 72.8,
"%MST": 13.5,
"Test Weight": null,
"Gross Revenue": 764.4
},
"entry_num": 3
},
{
"rank": 2,
"brand": "Pride",
"product": "Seeds",
"traits": "PS 2325 EN",
"metrics": {
"Yield": 72.8,
"%MST": 14.5,
"Test Weight": null,
"Gross Revenue": 764.4
},
"entry_num": 20
},
{
"rank": 4,
"brand": "Brevant",
"product": "B243EE",
"traits": "",
"metrics": {
"Yield": 72.1,
"%MST": 14.3,
"Test Weight": null,
"Gross Revenue": 757.05
},
"entry_num": 8
},
{
"rank": 5,
"brand": "Pride",
"product": "Seeds",
"traits": "PS 2120 EN",
"metrics": {
"Yield": 71.8,
"%MST": 15.1,
"Test Weight": null,
"Gross Revenue": 753.9
},
"entry_num": 19
},
{
"rank": 6,
"brand": "NK",
"product": "S23-P1E3",
"traits": "Enlist E3 ®",
"metrics": {
"Yield": 71.6,
"%MST": 14.1,
"Test Weight": null,
"Gross Revenue": 751.8
},
"entry_num": 4
},
{
"rank": 7,
"brand": "Pioneer",
"product": "P21Z88E",
"traits": "",
"metrics": {
"Yield": 71.5,
"%MST": 13.4,
"Test Weight": null,
"Gross Revenue": 750.75
},
"entry_num": 2
},
{
"rank": 8,
"brand": "Brevant",
"product": "B214EE",
"traits": "",
"metrics": {
"Yield": 71.4,
"%MST": 13.6,
"Test Weight": null,
"Gross Revenue": 749.7
},
"entry_num": 7
},
{
"rank": 9,
"brand": "NK",
"product": "S22-D6XF",
"traits": "XtendFlex ®",
"metrics": {
"Yield": 71.0,
"%MST": 14.1,
"Test Weight": null,
"Gross Revenue": 745.5
},
"entry_num": 6
},
{
"rank": 10,
"brand": "Maizex",
"product": "Ocelot",
"traits": "E3",
"metrics": {
"Yield": 68.3,
"%MST": 13.8,
"Test Weight": null,
"Gross Revenue": 717.15
},
"entry_num": 12
},
{
"rank": 10,
"brand": "Pride",
"product": "Seeds",
"traits": "PS 1923 XFN",
"metrics": {
"Yield": 68.3,
"%MST": 14.3,
"Test Weight": null,
"Gross Revenue": 717.15
},
"entry_num": 21
},
{
"rank": 12,
"brand": "Maizex",
"product": "Prosper",
"traits": "XF",
"metrics": {
"Yield": 67.9,
"%MST": 13.8,
"Test Weight": null,
"Gross Revenue": 712.95
},
"entry_num": 10
},
{
"rank": 12,
"brand": "Secan",
"product": "Lindros",
"traits": "E3",
"metrics": {
"Yield": 67.9,
"%MST": 14.6,
"Test Weight": null,
"Gross Revenue": 712.95
},
"entry_num": 16
},
{
"rank": 14,
"brand": "NK",
"product": "S26-E3",
"traits": "Enlist E3 ®",
"metrics": {
"Yield": 67.2,
"%MST": 14.1,
"Test Weight": null,
"Gross Revenue": 705.6
},
"entry_num": 5
},
{
"rank": 15,
"brand": "Secan",
"product": "Hayley",
"traits": "XF",
"metrics": {
"Yield": 66.2,
"%MST": 14.1,
"Test Weight": null,
"Gross Revenue": 695.1
},
"entry_num": 17
},
{
"rank": 16,
"brand": "Maizex",
"product": "Emerald",
"traits": "E3",
"metrics": {
"Yield": 65.7,
"%MST": 13.8,
"Test Weight": null,
"Gross Revenue": 689.85
},
"entry_num": 11
},
{
"rank": 17,
"brand": "Pride",
"product": "Seeds",
"traits": "PS 2923 EN",
"metrics": {
"Yield": 65.2,
"%MST": 14.6,
"Test Weight": null,
"Gross Revenue": 684.6
},
"entry_num": 18
},
{
"rank": 18,
"brand": "Brevant",
"product": "B289EE",
"traits": "",
"metrics": {
"Yield": 59.1,
"%MST": 14.0,
"Test Weight": null,
"Gross Revenue": 620.55
},
"entry_num": 9
}
],
"n_results": 18,
"source_urls": [
"https://www.goldenharvestseeds.com/soybean/plot-report/on/2025/2466814"
],
"fetched_at": "2026-05-25T19:47:14.489699+00:00",
"scraper_version": "0.1.0"
}