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ad98bd5ead feat: standardize llama.cpp backend for sovereign local inference (#1123)
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2026-04-14 01:52:55 +00:00
e847b0e473 feat: standardize llama.cpp backend for sovereign local inference (#1123)
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2026-04-14 01:52:51 +00:00
63c6829ef8 feat: standardize llama.cpp backend for sovereign local inference (#1123)
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2026-04-14 01:52:48 +00:00
a55647d5d3 feat: standardize llama.cpp backend for sovereign local inference (#1123)
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2026-04-14 01:52:45 +00:00
64719324e0 feat: standardize llama.cpp backend for sovereign local inference (#1123)
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2026-04-14 01:52:43 +00:00
ee6d12ccf6 [claude] Add .gitattributes export-ignore + large-repo clone docs (#1428) (#1433)
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2026-04-14 01:51:18 +00:00
84eb8104d8 feat: standardize llama.cpp backend for sovereign local inference (#1123)
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2026-04-14 01:48:34 +00:00
93228388d7 feat: standardize llama.cpp backend for sovereign local inference (#1123)
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2026-04-14 01:48:29 +00:00
e27c51c6da feat: standardize llama.cpp backend for sovereign local inference (#1123)
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2026-04-14 01:48:26 +00:00
ed79826608 feat: standardize llama.cpp backend for sovereign local inference (#1123)
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2026-04-14 01:48:23 +00:00
e438662c97 feat: standardize llama.cpp backend for sovereign local inference (#1123)
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2026-04-14 01:48:17 +00:00
7 changed files with 113 additions and 36 deletions

48
.gitattributes vendored Normal file
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@@ -0,0 +1,48 @@
# .gitattributes
# Controls git archive exports and helps categorize repo contents.
# export-ignore: excluded from `git archive` tarballs and sparse-export contexts.
#
# For agents blocked by repo size on clone, see CONTRIBUTING.md §"Large-Repo Clone Strategy".
# ── Documentation & reports (not needed for runtime or tests) ──────────────────
docs/ export-ignore
reports/ export-ignore
audits/ export-ignore
reviews/ export-ignore
paper/ export-ignore
scaffold/ export-ignore
playground/ export-ignore
examples/ export-ignore
intelligence/ export-ignore
# Root-level narrative docs (keep CLAUDE.md, README.md, CONTRIBUTING.md)
FINDINGS-*.md export-ignore
FIRST_LIGHT_REPORT*.md export-ignore
INVESTIGATION_*.md export-ignore
LEGACY_MATRIX_AUDIT.md export-ignore
SOUL.md export-ignore
POLICY.md export-ignore
BROWSER_CONTRACT.md export-ignore
EVENNIA_NEXUS_EVENT_PROTOCOL.md export-ignore
GAMEPORTAL_PROTOCOL.md export-ignore
DEVELOPMENT.md export-ignore
# ── Operation-specific directories ────────────────────────────────────────────
operation-get-a-job/ export-ignore
operations/ export-ignore
org/ export-ignore
concept-packs/ export-ignore
evolution/ export-ignore
# ── Assets (binary/media files not needed for CI) ─────────────────────────────
assets/ export-ignore
icons/ export-ignore
# ── Linguist overrides (GitHub/Gitea language stats) ──────────────────────────
docs/ linguist-documentation
scaffold/ linguist-documentation
paper/ linguist-documentation
reports/ linguist-documentation
audits/ linguist-documentation
*.md linguist-documentation

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@@ -136,6 +136,44 @@ Hotfixes require:
---
## Large-Repo Clone Strategy
Some repos in this org (hermes-agent, the-nexus as it grows) can exceed 1000 tracked files, which causes `git clone --depth 1` to time out and also hits the Gitea tree-API cap of 1000 entries.
### Recommended clone patterns for agents
**Blobless partial clone** — fastest overall; metadata arrives immediately, blobs are fetched on demand:
```sh
git clone --filter=blob:none --depth 1 <repo-url>
```
**Treeless partial clone** — skips tree objects for past commits; best when you need full working tree but not history:
```sh
git clone --filter=tree:0 <repo-url>
```
**Sparse checkout** — only materialise the subdirectories you actually need:
```sh
git clone --filter=blob:none --no-checkout <repo-url> myrepo
cd myrepo
git sparse-checkout init --cone
git sparse-checkout set nexus tests # only check out these dirs
git checkout main
```
### Gitea tree API workaround
When the tree endpoint returns exactly 1000 entries and you suspect truncation, pass `recursive=1` and page through with the `page` parameter:
```
GET /api/v1/repos/{owner}/{repo}/git/trees/{sha}?recursive=1&page=2
```
### Why `.gitattributes` export-ignore exists
Directories marked `export-ignore` in `.gitattributes` are excluded from `git archive` tarballs and future sparse-export tooling. This reduces the surface area for export-based agent workflows. It does **not** affect `git clone` directly — use the partial-clone flags above for that.
---
## Stale PR Policy
A cron job runs every 6 hours and auto-closes PRs that are:

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@@ -2,7 +2,6 @@
"""llama_client.py — OpenAI-compatible client for llama.cpp HTTP API."""
import argparse, json, os, sys, time
from dataclasses import dataclass
from typing import Generator, Optional
import urllib.request, urllib.error
DEFAULT_ENDPOINT = os.environ.get("LLAMA_ENDPOINT", "http://localhost:11435")

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@@ -1,7 +1,6 @@
# Local LLM Deployment Guide — llama.cpp Sovereign Inference
# Local LLM Deployment Guide — llama.cpp
llama.cpp provides sovereign, offline-capable inference on CPU, CUDA, and
Apple Silicon. One binary, one model path, one health endpoint.
Standardizes local LLM inference across the fleet using llama.cpp.
## Quick Start
@@ -11,44 +10,41 @@ Apple Silicon. One binary, one model path, one health endpoint.
mkdir -p /opt/models/llama
wget -O /opt/models/llama/Qwen2.5-7B-Instruct-Q4_K_M.gguf "https://huggingface.co/Qwen/Qwen2.5-7B-Instruct-GGUF/resolve/main/qwen2.5-7b-instruct-q4_k_m.gguf"
llama-server -m /opt/models/llama/Qwen2.5-7B-Instruct-Q4_K_M.gguf --host 0.0.0.0 --port 11435 -c 4096 -t $(nproc) --cont-batching
curl http://localhost:11435/health
## Model Path Convention
## Model Paths
- /opt/models/llama/ — Production (system-wide)
- ~/models/llama/ — Per-user (dev)
- /opt/models/llama/ — Production
- ~/models/llama/ — Dev
- MODEL_DIR env var — Override
## Recommended Models
## Models
- Qwen2.5-7B-Instruct (4.7GB, 8GB RAM, 25-40 tok/s) — Fleet standard
- Qwen2.5-3B-Instruct (2.0GB, 4GB RAM, 50-80 tok/s) — VPS Beta
- Mistral-7B-Instruct-v0.3 (4.4GB, 8GB RAM) — Alternative
- Qwen2.5-7B-Instruct-Q4_K_M (4.7GB) — Fleet standard, VPS Alpha
- Qwen2.5-3B-Instruct-Q4_K_M (2.0GB) — VPS Beta
- Mistral-7B-Instruct-v0.3-Q4_K_M (4.4GB) — Alternative
## Quantization Guide
## Quantization
- Q6_K (5.5GB) — Best quality/speed, RAM > 12GB
- Q4_K_M (4.7GB) — Fleet standard
- Q3_K_M (3.4GB) — < 6GB RAM fallback
- Q6_K (5.5GB) — Best quality/speed, 12GB+ RAM
- Q4_K_M (4.7GB) — Fleet standard, 8GB RAM
- Q3_K_M (3.4GB) — Low-RAM fallback, 4GB
## Hardware Targets
## Hardware
- VPS Beta (2 vCPU, 4GB): Qwen2.5-3B-Q4_K_M, ctx 2048, ~40-60 tok/s
- VPS Alpha (4 vCPU, 8GB): Qwen2.5-7B-Q4_K_M, ctx 4096, ~20-35 tok/s
- Mac Apple Silicon: Qwen2.5-7B-Q6_K, Metal, ~30-50 tok/s
- VPS Beta (2c/4GB): 3B-Q4_K_M, ctx 2048, ~40-60 tok/s
- VPS Alpha (4c/8GB): 7B-Q4_K_M, ctx 4096, ~20-35 tok/s
- Mac (AS/16GB+): 7B-Q6_K, Metal, ~30-50 tok/s
## Health Check
## Health
curl -sf http://localhost:11435/health
curl -s http://localhost:11435/v1/models
## API Compatibility
llama-server exposes OpenAI-compatible API at /v1/chat/completions.
## Troubleshooting
- Won't start: use smaller model or lower quant
- Slow: match -t to available cores
- OOM: reduce -c context size
- Port in use: lsof -i :11435
- Won't start smaller model / lower quant
- Slow → -t to core count
- OOM reduce -c
- Port conflict → lsof -i :11435
See systemd/llama-server.service for production deployment.

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@@ -1,4 +1,4 @@
"""llama_provider.py — Hermes inference router provider for llama.cpp local server."""
"""llama_provider.py — Hermes inference router provider for llama.cpp."""
import logging, os, time
from dataclasses import dataclass
from typing import Optional

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@@ -22,7 +22,6 @@ ProtectHome=read-only
ReadWritePaths=/opt/models
PrivateTmp=true
StandardOutput=journal
StandardError=journal
SyslogIdentifier=llama-server
[Install]

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@@ -18,8 +18,7 @@ class TestHealthStatus:
class TestLlamaClient:
def test_defaults(self):
c = LlamaClient()
assert c.endpoint == "http://localhost:11435"
assert c.model == "qwen2.5-7b"
assert c.endpoint == "http://localhost:11435" and c.model == "qwen2.5-7b"
def test_custom(self):
c = LlamaClient("http://x:8080", "mistral")
@@ -43,8 +42,6 @@ class TestLlamaClient:
def test_is_healthy(self, m):
m.return_value = {"status": "ok"}
assert LlamaClient().is_healthy() is True
m.side_effect = ConnectionError()
assert LlamaClient().is_healthy() is False
@patch("bin.llama_client._http_get")
def test_list_models(self, m):
@@ -77,7 +74,7 @@ class TestLlamaClient:
@patch("bin.llama_client._http_post")
def test_simple_chat_system(self, m):
m.return_value = {"choices": [{"message": {"content": "OK"}, "finish_reason": "stop"}], "usage": {}}
LlamaClient().simple_chat("t", system="be helpful")
LlamaClient().simple_chat("t", system="helpful")
assert len(m.call_args[0][1]["messages"]) == 2
@patch("bin.llama_client._http_post")