> ## Documentation Index
> Fetch the complete documentation index at: https://docs.gdeltcloud.com/llms.txt
> Use this file to discover all available pages before exploring further.

# AI hardware

> Epoch accelerator observations, manufacturer/foundry participants and release coverage.



## OpenAPI

````yaml /api-reference/openapi-v2.json get /api/v2/epoch/hardware
openapi: 3.0.3
info:
  title: GDELT Cloud API v2
  version: 2.0.0
  description: >-
    Clean v2 REST API for generated GDELT Cloud structured Events, clustered
    Stories, linked Entities, summaries, admin1 discovery, significance ranking,
    and paginated article evidence.


    Event significance is a family-scoped weighted blend, renormalized so every
    event family spans a true 0-1: each event's raw total is divided by the
    maximum its own family can reach (Conflict 1.00, CAMEO+ POLITICAL 0.90,
    other CAMEO+ domains 0.65). All events: Goldstein severity 0.25, article
    evidence 0.05, confidence 0.05. Conflict only: fatalities 0.55 (log-scaled
    by body count) and civilian targeting 0.10. CAMEO+ only: magnitude 0.20,
    systemic importance 0.15, propagation potential 0.10, market sensitivity
    0.10. When magnitude is unmeasured its term AND its 0.20 weight are both
    dropped. The four CAMEO+ metrics are rubric scores produced by published
    formulas - ordinal ranking signals, not measurements, probabilities, or
    predicted price moves. goldstein_scale is one canonical public metric,
    populated for Conflict Events and CAMEO+ POLITICAL Events where meaningful.
    Story linked_event_count is a Story-to-Event link aggregate, not a distinct
    Event total.
servers:
  - url: https://gdeltcloud.com
    description: Production
  - url: http://localhost:3000
    description: Local development
security:
  - ApiKeyAuth: []
tags:
  - name: Events
    description: Coded CAMEO+ / conflict events — search, fetch, and summarize.
  - name: Stories
    description: Clustered narratives (stories) and their articles.
  - name: Situations
    description: >-
      One real-world occurrence as the Stories and coded Events that belong to
      it — stored, adjudicated membership (`meta.situation_source: curated`) or
      a walked neighbourhood around a Story. Discovery, detail, four
      independently paged member lists, and the only write on the core surface
      (5 QU with an Idempotency-Key).
  - name: Entities
    description: >-
      People & organizations — resolve a name to an entity, then fetch its
      profile and tone. Also the publication activity journal
      (/api/v2/activity): observed evidence of what was published about
      identities and records — committed batches only, cursor-paged, never
      source intake.
  - name: Unified Search
    description: >-
      One fuzzy lookup across every id-space — start here with a name, take the
      entity id, then reuse it on every other surface. This is the resolver the
      rest of the API assumes you called first.
  - name: Media Intelligence
    description: >-
      Press-coverage tone over time and share of voice against a peer set.
      Requires the `can_use_tone` / `can_use_share_of_voice` entitlement; social
      signal is an admin-only preview.
  - name: Facilities
    description: >-
      Unified physical-asset directory — GEM energy assets, World Port Index
      ports and Epoch AI data centers on one keyed surface, resolved to spine
      owners. Requires the `can_use_facilities` entitlement.
  - name: Monitors
    description: >-
      Organization-shared scheduled checks over the Core API, with email and
      signed-webhook delivery. Monitor execution does not consume query units.
  - name: Geography
    description: >-
      Country context and admin-1 geography: /api/v2/countries (publication
      activity, reporting counts, dated economic and resource fundamentals,
      facility and office inventories, directory mode over every registered
      country) and admin-1 lookups.
  - name: Government
    description: >-
      US federal awards (USAspending) and foreign-influence registrations (DOJ
      NSD FARA), resolved onto the entity spine. Requires the `can_use_gov`
      entitlement.
  - name: Political Offices
    description: >-
      Public political offices and who holds them — legislatures, cabinets,
      heads of state, courts and IGO posts, with the office start/end dates the
      publisher states (valid time), resolved onto the entity spine. Actor
      context for geopolitical analysis; NOT a PEP or sanctions-screening tool.
      Requires the `can_use_offices` entitlement.
  - name: Filings
    description: >-
      SEC EDGAR filings, XBRL financials, and relations extracted from filing
      text. Requires the `can_use_filings` entitlement.
  - name: Reference Data
    description: >-
      The GLEIF Global LEI Index — legal-entity reference data, consolidation
      relationships, and LEI↔ISIN mappings. Requires the `can_use_gleif`
      entitlement.
  - name: Energy
    description: Global Energy Monitor assets + ownership registry.
  - name: AI Compute
    description: >-
      Epoch AI datasets — models, hardware, data centers, companies and chip
      sales. Requires the `can_use_epoch_ai` entitlement.
  - name: Macro Finance
    description: >-
      FRED economic time series — catalog, point-in-time observations and
      releases. Requires the `can_use_macro` entitlement.
  - name: Screening and Reference
    description: >-
      Restricted-party lists, name screening and ownership-chain exposure.
      Requires the `can_use_screening` / `can_use_exposure` entitlement.
      Analytical coverage, not an audit-grade compliance control.
  - name: China
    description: >-
      China overseas development finance (AidData GCDF). Requires the
      `can_use_china` entitlement.
  - name: Maritime
    description: >-
      AIS-derived vessel flow — chokepoint transits, last-known vessel
      positions, carriers, dwell and AIS-dark gaps. Terrestrial AIS only, so
      coverage thins in open ocean. Requires the `can_use_maritime` entitlement.
  - name: Atlas Intelligence
    description: >-
      Geopolitical-risk and posture indices computed from GDELT Cloud’s own
      coded events, normalized to each place’s own frozen baseline.
  - name: Natural Resources
    description: >-
      USGS mineral production, reserves and qualified country statistics,
      composed with the physical Facilities inventory.
  - name: Briefs
    description: Source-backed monitoring briefs.
  - name: Meta
    description: >-
      Machine-readable discovery: the value vocabularies, the endpoint
      contracts, and the query-unit cost model. Unmetered, so a client can check
      before it spends.
paths:
  /api/v2/epoch/hardware:
    get:
      tags:
        - AI Compute
      summary: AI hardware
      description: >-
        Epoch accelerator observations, manufacturer/foundry participants and
        release coverage.
      operationId: get-epoch-hardware-v2
      parameters:
        - name: limit
          in: query
          required: false
          schema:
            type: integer
            minimum: 1
            maximum: 200
            default: 25
          description: >-
            Rows per page. Default 25, max 200. Note: validation is owned by the
            endpoint service because it depends on composed or cross-parameter
            state; the published error semantics above still apply.
          example: '25'
        - name: cursor
          in: query
          required: false
          schema:
            type: string
          description: >-
            Opaque pagination cursor taken from the previous response's
            `pagination.next_cursor`. Also accepts: `offset`. Note: validation
            is owned by the endpoint service because it depends on composed or
            cross-parameter state; the published error semantics above still
            apply.
          example: '25'
          x-aliases:
            - offset
        - name: entity
          in: query
          required: false
          schema:
            type: string
          description: >-
            Participant entity: spine ID, news ID, Wikipedia URL or resolved
            name; all terminal aliases are included. Note: validation is owned
            by the endpoint service because it depends on composed or
            cross-parameter state; the published error semantics above still
            apply. Full value list:
            https://docs.gdeltcloud.com/reference/enums#entity_handle
          example: Microsoft
        - name: participant_role
          in: query
          required: false
          schema:
            type: string
          description: >-
            Exact source role. Hardware ownership does not establish building
            ownership. Note: validation is owned by the endpoint service because
            it depends on composed or cross-parameter state; the published error
            semantics above still apply.
          example: owner
        - name: manufacturer
          in: query
          required: false
          schema:
            type: string
          description: >-
            Manufacturer substring. Also accepts: `org`. Note: validation is
            owned by the endpoint service because it depends on composed or
            cross-parameter state; the published error semantics above still
            apply.
          example: Nvidia
          x-aliases:
            - org
        - name: type
          in: query
          required: false
          schema:
            type: string
            enum:
              - gpu
              - tpu
              - xpu-r
              - npu
              - gpgpu
              - other
              - xpu
              - asic
              - lpu
              - hybrid cpu
              - dcu (gpgpu)
          description: >-
            Exact accelerator type, case-insensitive. Note: validation is owned
            by the endpoint service because it depends on composed or
            cross-parameter state; the published error semantics above still
            apply. Full value list:
            https://docs.gdeltcloud.com/reference/enums#epoch_hardware_type
          example: gpu
        - name: foundry
          in: query
          required: false
          schema:
            type: string
          description: >-
            Fabricator substring. Note: validation is owned by the endpoint
            service because it depends on composed or cross-parameter state; the
            published error semantics above still apply.
          example: TSMC
        - name: date_start
          in: query
          required: false
          schema:
            type: string
            format: date
          description: >-
            Inclusive source-date lower bound, YYYY-MM-DD. Note: validation is
            owned by the endpoint service because it depends on composed or
            cross-parameter state; the published error semantics above still
            apply.
          example: '2025-01-01'
        - name: date_end
          in: query
          required: false
          schema:
            type: string
            format: date
          description: >-
            Inclusive source-date upper bound, YYYY-MM-DD. Note: validation is
            owned by the endpoint service because it depends on composed or
            cross-parameter state; the published error semantics above still
            apply.
          example: '2026-09-30'
      responses:
        '200':
          description: >-
            A page of ML hardware. Envelope: `{ success, data, pagination,
            applied_filters }`.
          content:
            application/json:
              schema:
                type: object
                properties:
                  success:
                    type: boolean
                  data:
                    type: array
                    items:
                      type: object
                      properties:
                        hardware_name:
                          type: string
                        manufacturer:
                          type: string
                        type:
                          type: string
                        release_date:
                          type: string
                          nullable: true
                        release_price_usd:
                          type: number
                          nullable: true
                        tensor_fp16_flops:
                          type: number
                          nullable: true
                        fp8_flops:
                          type: number
                          nullable: true
                        memory_bytes:
                          type: number
                          nullable: true
                        tdp_w:
                          type: number
                          nullable: true
                        process_size_nm:
                          type: number
                          nullable: true
                        entity_id:
                          type: string
                        entity_page_name:
                          type: string
                  pagination:
                    type: object
                    properties:
                      limit:
                        type: integer
                      offset:
                        type: integer
                      next_cursor:
                        type: string
                        nullable: true
                        description: >-
                          Canonical page token — pass it back as `cursor` to
                          fetch the next page (uniform across all list
                          endpoints). `null` when there are no more rows.
                      next_offset:
                        type: integer
                        nullable: true
                        deprecated: true
                        description: >-
                          Legacy — prefer `next_cursor` (still returned).
                          Numeric row offset of the next page.
                  applied_filters:
                    type: object
                    properties:
                      manufacturer:
                        type: string
                      type:
                        type: string
                      ignored:
                        type: object
              examples:
                example:
                  summary: >-
                    GET /api/v2/epoch/hardware?manufacturer=Nvidia — example
                    response
                  value:
                    success: true
                    data:
                      - hardware_name: NVIDIA H100 SXM5
                        manufacturer: NVIDIA
                        type: GPU
                        release_date: '2022-03-22'
                        release_price_usd: null
                        tensor_fp16_flops: 989000000000000
                        fp8_flops: 1979000000000000
                        memory_bytes: 85899345920
                        tdp_w: 700
                        process_size_nm: 4
                        entity_id: e_9f8e7d6c5b4a3210
                        entity_page_name: Nvidia
                    pagination:
                      limit: 25
                      offset: 0
                      next_cursor: null
                      next_offset: null
                    applied_filters:
                      manufacturer: Nvidia
                      ignored: {}
        '401':
          description: Missing/invalid API key
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
        '403':
          description: >-
            Plan required (PLAN_REQUIRED) — the caller's plan does not carry the
            required source entitlement.
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
        '500':
          description: Server error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
      security:
        - ApiKeyAuth: []
components:
  schemas:
    ErrorResponse:
      type: object
      properties:
        success:
          type: boolean
          enum:
            - false
        error:
          type: string
        code:
          type: string
        details:
          type: object
          description: >-
            Recoverable validation context when available, such as param,
            invalid_value, accepted_values, nearest_values, and a corrected
            example.
          additionalProperties: true
  securitySchemes:
    ApiKeyAuth:
      type: http
      scheme: bearer
      bearerFormat: gdelt_sk_...
      description: 'GDELT Cloud API key. Send as `Authorization: Bearer gdelt_sk_...`.'

````

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