osolmaz/ourmodels-data / README_methodology.txt
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Single-machine accelerator-memory frontier, 2020–2026
=========================================================
Scope
-----
- Complete laptops, desktops, towers, compact workstations, and deskside AI systems.
- One physical machine only; no networked clusters or rack-scale systems.
- Producers: Apple, NVIDIA, AMD.
- Prices are nominal US dollars at the documented date.
- A configuration is assigned using the price of the complete configured machine,
not the GPU card's price or the product family's base price.
- Storage or unrelated accessories were not added merely to force a machine into
a more expensive band.
Memory definitions
------------------
U = unified/coherent memory accessible by the integrated accelerator.
V = VRAM on one discrete GPU.
Σ = aggregate installed VRAM across multiple GPUs in one chassis. This is not
necessarily one contiguous memory pool for a single process.
Bandwidth definitions
---------------------
Bandwidth values are stored in data/items/*.json under memory.bandwidth_gbps.
For U, the number is the reported unified/coherent memory bandwidth. For V, it
is the reported single-GPU VRAM bandwidth. For Σ, it is the arithmetic aggregate
of the installed GPUs and the item must carry a bandwidth_note. Tiered coherent
memory systems also carry a note explaining which tier is plotted.
Evidence
--------
quoted = complete-system price/configuration directly documented.
reconstructed = contemporaneous vendor configuration rebuilt from required options.
bom_inferred = the price band is supported by a documented component BOM, but an
exact complete-system checkout/quote was not available. These
points are hollow and marked * in the charts.
Interpretation
--------------
The editable source of truth is data/items/*.json. The generator expands each
item price_history entry into the CSV source catalog, then derives the annual
and monotonic frontiers from that catalog. The charts show the maximum
documented configuration for each producer, year, and price band. They are a
reproducible documented frontier, not a claim that every worldwide boutique or
private custom build was enumerated.
Extracted memory pricing
------------------------
The complete-system price_per_memory_gb metric is still total machine price
divided by accelerator-accessible memory. The separate data/memory_price_sources.csv
file stores source-backed GPU/card prices or same-device memory upgrade deltas.
The generator expands it into data/memory_price_per_gb.csv. That extracted metric
is useful for component economics, but it is not a complete-machine affordability
metric.
Projection charts
-----------------
data/consumer_memory_linear_projection_2020_2030.csv and the matching projection
chart fit one least-squares linear trend per under-$10,000 consumer price band,
then extend those fitted lines through 2030.
data/under_3000_memory_linear_projection_2020_2030.csv keeps the focused
under-$3,000 projection as a compatibility output and separate detail chart. Both
projection views are explicit scenario assumptions, not source-backed future
product data.
Important Apple correction
--------------------------
The 512GB M3 Ultra Mac Studio was a real 2025 launch configuration and belongs in
the $5,000–$10,000 band at about $9,499. It is not the current 2026 Mac Studio
configuration. Apple's current US specifications list the M3 Ultra at 96GB with
memory not configurable; the current 128GB Apple point in the $5,000–$10,000 band
comes from the M5 Max MacBook Pro.
Generated files
---------------
- data/items/*.json: editable complete-system item records with price history
- data/memory_price_sources.csv: source-backed GPU/card or same-device memory upgrade prices
- data/memory_price_per_gb.csv: generated extracted-memory USD/GB rows
- data/consumer_memory_linear_projection_2020_2030.csv: linear projections
for the under-$10,000 consumer best-so-far memory frontiers
- data/under_3000_memory_linear_projection_2020_2030.csv: linear projection
for the under-$3,000 best-so-far memory frontier
- ITEM_FORMAT.md and schemas/local_hardware_item.schema.json: item format docs
- verified_system_catalog.csv: every source configuration and evidence grade
- annual_frontier_2020_2026.csv: selected annual maximums
- dominant_frontier_2020_2026.csv: monotonic best-so-far frontier by price band
- dominant_frontier_events_2020_2026.csv: releases and price updates labeled on
monotonic charts
- best_price_per_memory_2020_2026.csv and best_price_per_memory_events_2020_2026.csv:
lowest complete-system USD/GB frontier and labeled events
- best_bandwidth_2020_2026.csv and best_bandwidth_events_2020_2026.csv:
highest source-backed memory-bandwidth frontier and labeled events
- frontier_matrix.csv: compact chart-value matrix
- six producer comparison PNG/SVG chart pairs, one per price band
- space/: static Hugging Face Space bundle generated by scripts/build_static_space.py
- one combined consumer-band best-so-far memory PNG/SVG chart pair
- two linear projection PNG/SVG chart pairs through 2030
- six monotonic best-so-far PNG/SVG chart pairs, one per price band
- six price-per-memory PNG/SVG chart pairs, one per price band
- six memory-bandwidth PNG/SVG chart pairs, one per price band
- six best-so-far price-per-memory PNG/SVG chart pairs, one per price band
- six best-so-far memory-bandwidth PNG/SVG chart pairs, one per price band

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