Text Generation
GGUF
qwen36
Mixture of Experts
conversational
multimodal
agent
ollama
heretic
uncensored
reasoning
distillation
Instructions to use FoolDev/Janus-35B-HERETIC with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use FoolDev/Janus-35B-HERETIC with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf FoolDev/Janus-35B-HERETIC:Q4_K_M # Run inference directly in the terminal: llama cli -hf FoolDev/Janus-35B-HERETIC:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf FoolDev/Janus-35B-HERETIC:Q4_K_M # Run inference directly in the terminal: llama cli -hf FoolDev/Janus-35B-HERETIC:Q4_K_M
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf FoolDev/Janus-35B-HERETIC:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf FoolDev/Janus-35B-HERETIC:Q4_K_M
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf FoolDev/Janus-35B-HERETIC:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf FoolDev/Janus-35B-HERETIC:Q4_K_M
Use Docker
docker model run hf.co/FoolDev/Janus-35B-HERETIC:Q4_K_M
- LM Studio
- Jan
- vLLM
How to use FoolDev/Janus-35B-HERETIC with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "FoolDev/Janus-35B-HERETIC" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "FoolDev/Janus-35B-HERETIC", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/FoolDev/Janus-35B-HERETIC:Q4_K_M
- Ollama
How to use FoolDev/Janus-35B-HERETIC with Ollama:
ollama run hf.co/FoolDev/Janus-35B-HERETIC:Q4_K_M
- Unsloth Desktop
- Pi
How to use FoolDev/Janus-35B-HERETIC with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf FoolDev/Janus-35B-HERETIC:Q4_K_M
Configure the model in Pi
# Install Pi: npm install -g @earendil-works/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "llama-cpp": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "FoolDev/Janus-35B-HERETIC:Q4_K_M" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Docker Model Runner
How to use FoolDev/Janus-35B-HERETIC with Docker Model Runner:
docker model run hf.co/FoolDev/Janus-35B-HERETIC:Q4_K_M
- Lemonade
How to use FoolDev/Janus-35B-HERETIC with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull FoolDev/Janus-35B-HERETIC:Q4_K_M
Run and chat with the model
lemonade run user.Janus-35B-HERETIC-Q4_K_M
List all available models
lemonade list
- Hermes Agent
How to use FoolDev/Janus-35B-HERETIC with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf FoolDev/Janus-35B-HERETIC:Q4_K_M
Configure Hermes
# Install Hermes: curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash hermes setup # Point Hermes at the local server: hermes config set model.provider custom hermes config set model.base_url http://127.0.0.1:8080/v1 hermes config set model.default FoolDev/Janus-35B-HERETIC:Q4_K_M
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use FoolDev/Janus-35B-HERETIC with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf FoolDev/Janus-35B-HERETIC:Q4_K_M
Configure OpenClaw
# Install OpenClaw: npm install -g openclaw@latest # Register the local server and set it as the default model: openclaw onboard --non-interactive --mode local \ --auth-choice custom-api-key \ --custom-base-url http://127.0.0.1:8080/v1 \ --custom-model-id "FoolDev/Janus-35B-HERETIC:Q4_K_M" \ --custom-provider-id llama-cpp \ --custom-compatibility openai \ --custom-text-input \ --accept-risk \ --skip-health
Run OpenClaw
openclaw agent --local --agent main --message "Hello from Hugging Face"
File size: 12,537 Bytes
ab7a8a6 f48fa07 ab7a8a6 f48fa07 edc32fb e023532 588ee65 be7f527 ab7a8a6 f48fa07 ab7a8a6 c847255 f48fa07 ab7a8a6 e023532 ab7a8a6 c847255 ab7a8a6 ec7ddfa c847255 ab7a8a6 f48fa07 ab7a8a6 f48fa07 ab7a8a6 f48fa07 c847255 f48fa07 ab7a8a6 ee4c9b0 f48fa07 ee4c9b0 f48fa07 ab7a8a6 e023532 ab7a8a6 edc32fb e023532 edc32fb ab7a8a6 e023532 ab7a8a6 c847255 ab7a8a6 f48fa07 2e2b8f8 be7f527 2e2b8f8 c847255 2e2b8f8 ab7a8a6 c847255 f48fa07 c847255 f48fa07 c847255 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 | #!/usr/bin/env bash
# Janus-35B — repo-local sanity checks.
#
# Runs everything that's cheap and catches a real-world bug we've already hit:
#
# 1. bash -n on every *.sh (catches syntax errors)
# 2. shellcheck on every *.sh, if installed (catches quoting/SC2086 bugs)
# 3. python3 -m pyflakes on every *.py (catches NameError, unused imports)
# 4. python3 -m py_compile on every *.py (catches actual syntax errors)
# 5. the Modelfile's FROM target is the GGUF this repo actually ships
# (the local-build path da34705 broke, with nothing here to catch it)
# 6. multi-line-aware scan for the VAR="$(cmd 2>/dev/null | filter)" silent-exit
# under set -e + pipefail (the bug the sibling repo shipped and fixed; those
# commits live in Thanatos-27B-HERETIC, not here)
# 7. Modelfile <-> template/system/params bridge-file sync
# 8. Go template keeps Ollama's thinking detection, the replay condition and
# the reasoning-effort mapping
#
# Exit non-zero on any failure; a check whose tooling or input is missing is
# reported as skipped and never counted as a pass. Designed to run from
# .git/hooks/pre-commit.
#
# Usage:
# ./scripts/check.sh # one-shot
# ./scripts/install-hooks.sh # install as pre-commit hook
set -euo pipefail
ROOT="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
cd "${ROOT}"
red() { printf "\033[31m%s\033[0m\n" "$*"; }
green() { printf "\033[32m%s\033[0m\n" "$*"; }
yellow() { printf "\033[33m%s\033[0m\n" "$*"; }
blue() { printf "\033[34m%s\033[0m\n" "$*"; }
FAIL=0
SKIPPED=0
CHECKS=8 # the numbered checks above; keep in sync with that list
# ---- collect targets -------------------------------------------------------
# Find every shell script and every python file, ignoring vendored / hidden dirs.
# The exclusions below are the ones .gitignore anticipates: without them a repo-local
# virtualenv would be fed to shellcheck and py_compile, and the __pycache__ sweep further
# down would delete bytecode caches inside it.
mapfile -t SH_FILES < <(find . -type f -name '*.sh' \
-not -path './.git/*' -not -path './.venv/*' -not -path './venv/*' -not -path './.cache/*')
mapfile -t PY_FILES < <(find . -type f -name '*.py' \
-not -path './.git/*' -not -path './.venv/*' -not -path './venv/*' -not -path './.cache/*' \
-not -path '*/__pycache__/*')
blue "[*] checking ${#SH_FILES[@]} shell file(s) and ${#PY_FILES[@]} python file(s)"
# ---- 1. bash -n ------------------------------------------------------------
if (( ${#SH_FILES[@]} )); then
blue "[*] bash -n"
for f in "${SH_FILES[@]}"; do
if ! bash -n "$f" 2>/dev/null; then
red " [FAIL] bash -n $f"
bash -n "$f" || true
FAIL=1
else
echo " [ ok ] $f"
fi
done
fi
# ---- 2. shellcheck (optional) ---------------------------------------------
if command -v shellcheck >/dev/null 2>&1; then
blue "[*] shellcheck"
for f in "${SH_FILES[@]}"; do
if ! shellcheck -S warning "$f"; then
red " [FAIL] shellcheck $f"
FAIL=1
else
echo " [ ok ] $f"
fi
done
else
yellow "[~] shellcheck not installed (skip). Install with: apt install shellcheck"
SKIPPED=$((SKIPPED + 1))
fi
# ---- 3. pyflakes -----------------------------------------------------------
if (( ${#PY_FILES[@]} )); then
if python3 -c 'import pyflakes' 2>/dev/null; then
blue "[*] pyflakes"
for f in "${PY_FILES[@]}"; do
if ! python3 -m pyflakes "$f"; then
red " [FAIL] pyflakes $f"
FAIL=1
else
echo " [ ok ] $f"
fi
done
else
# The hint matters more than it looks: this check runs `python3 -m pyflakes`,
# so pyflakes has to be importable by the SYSTEM python3. A venv or a pipx
# install - which is exactly what PEP 668's own error message suggests -
# leaves this check skipping forever. And on a PEP 668 distro (Arch,
# Debian 12+, Fedora) the plain pip command below is refused outright.
yellow "[~] pyflakes not installed (skip). This check runs 'python3 -m pyflakes',"
yellow " so it must be importable by the SYSTEM python3 - a venv or pipx install"
yellow " does not satisfy it. Install with: pip install pyflakes"
yellow " PEP 668 distro (Arch, Debian 12+, Fedora), either:"
yellow " pip install --user --break-system-packages pyflakes # ~/.local, per python version"
yellow " <your package manager> python-pyflakes # e.g. pacman -S python-pyflakes"
SKIPPED=$((SKIPPED + 1))
fi
fi
# ---- 4. py_compile ---------------------------------------------------------
if (( ${#PY_FILES[@]} )); then
blue "[*] python3 -m py_compile"
for f in "${PY_FILES[@]}"; do
if ! python3 -m py_compile "$f" 2>&1; then
red " [FAIL] py_compile $f"
FAIL=1
else
echo " [ ok ] $f"
fi
done
# py_compile leaves __pycache__ artifacts; clean them up.
find . -type d -name __pycache__ -not -path './.git/*' -exec rm -rf {} + 2>/dev/null || true
fi
# ---- 5. footgun: Modelfile FROM target vs the bundled GGUF -----------------
#
# 'ollama create janus -f Modelfile' resolves the FROM line against the repo
# root, so that filename and the blob this repo actually ships have to be the
# same file. The 0.2.0 rebase renamed FROM ahead of the blob: for a day the
# repo tracked one bundle and FROM named another, so the local-build path
# failed outright from a fresh clone until the blob swap in da34705 caught up
# — and nothing here noticed (CHANGELOG: "the broken Modelfile FROM path
# shipped unnoticed"). A rename on either side alone breaks it again.
#
# This replaces the '-MTP-Preserved-Q<quant>.gguf' grep that used to sit here:
# no Qwen 3.6 quant filename carries that substring, so the guard was green by
# construction rather than by inspection. What still guards the MTP footgun is
# scripts/strip_mtp.py itself — build.sh runs every fetched quant through it,
# and it no-ops on the MTP-clean quant this repo bundles.
blue "[*] Modelfile FROM target is the GGUF this repo ships"
if [[ ! -f "${ROOT}/Modelfile" ]]; then
yellow "[~] Modelfile missing; skipping FROM target check"
SKIPPED=$((SKIPPED + 1))
else
# Skip build byproducts git ignores. build.sh defaults GGUF_PATH into the repo
# root and writes a *.stripped.gguf sibling beside it, and .gitignore covers
# both - so after any `make build` this check counted three GGUFs, failed, and
# (being wired into the pre-commit hook) rejected every commit, while git
# status stayed clean because the extras are ignored. An untracked file that
# git does NOT ignore still counts: that is the case the check exists for.
mapfile -t BUNDLES < <(
find . -maxdepth 1 -type f -name '*.gguf' | sed 's|^\./||' | sort |
while IFS= read -r f; do
git -C "${ROOT}" check-ignore -q -- "${f}" || printf '%s\n' "${f}"
done
)
FROM_TARGET="$(awk '/^FROM[[:space:]]/{print $2; exit}' "${ROOT}/Modelfile")"
if (( ${#BUNDLES[@]} != 1 )); then
red " [FAIL] expected exactly one bundled *.gguf in the repo root, found ${#BUNDLES[@]}"
(( ${#BUNDLES[@]} )) && red " found: ${BUNDLES[*]}"
(( ${#BUNDLES[@]} > 1 )) && red " Leftover build output that git does not ignore? 'make clean' clears it."
FAIL=1
elif [[ "${FROM_TARGET#./}" != "${BUNDLES[0]}" ]]; then
red " [FAIL] Modelfile FROM '${FROM_TARGET}' is not the bundled '${BUNDLES[0]}'"
red " 'ollama create janus -f Modelfile' cannot resolve it from a fresh clone."
FAIL=1
elif ! git -C "${ROOT}" ls-files --error-unmatch "${BUNDLES[0]}" >/dev/null 2>&1; then
red " [FAIL] bundled '${BUNDLES[0]}' is not tracked by git"
red " It exists on disk but would be absent from a fresh clone and from the"
red " published repo. Stage it: git add '${BUNDLES[0]}'"
FAIL=1
else
echo " [ ok ] FROM ${FROM_TARGET} == bundled ${BUNDLES[0]} (tracked)"
fi
fi
# ---- 6. footgun: VAR="$(cmd 2>/dev/null | filter)" silent-exit pattern -----
#
# Under `set -euo pipefail`, a direct command substitution like
# VAR="$(ollama show "${TAG}" 2>/dev/null | awk ...)"
# silently kills the script when ollama show fails: pipefail
# propagates the non-zero exit through the pipeline, set -e
# aborts on the assignment, and the explicit `[[ -z "${VAR}" ]]`
# check below it never runs. The user sees only
# make: *** [Makefile:N: <target>] Error 1
# with no diagnostic. The sibling repo (Thanatos-27B-HERETIC) shipped
# this exact bug in a script never ported here, and caught it only by
# running that script against an empty store. The fix recipe: split the
# assignment with
# if VAR="$(cmd 2>/dev/null)"; then
# VAR2="$(filter <<<"${VAR}")"
# fi
# The `2>/dev/null` is the tell — its presence says "this command
# can fail loudly, we want to suppress the noise" — which is
# exactly the case where set -e + pipefail silently kills.
# NOTE: this guard used to be a line-anchored grep. A command substitution
# split across backslash-continued lines is invisible to that, and one lived in
# the sibling's scripts/heal_hf_pull.sh (never ported here) the entire time the
# check reported green.
# Joining continuations into logical lines before matching is the whole point.
blue "[*] python: forbidden VAR=\$(... 2>/dev/null | ...) silent-exit pattern"
if python3 - <<'SILENTEXIT'
import glob, re, sys
pat = re.compile(r'^\s*[A-Za-z_]\w*="?\$\(.*2>/dev/null.*\|')
bad = []
for path in sorted(glob.glob('scripts/*.sh')):
lines = open(path, encoding='utf-8').read().splitlines()
i = 0
while i < len(lines):
start, logical = i + 1, lines[i]
while logical.rstrip().endswith('\\') and i + 1 < len(lines):
i += 1
logical = logical.rstrip()[:-1] + ' ' + lines[i].strip()
if pat.search(logical):
bad.append(f"{path}:{start}: {logical.strip()}")
i += 1
for b in bad:
print(b)
sys.exit(1 if bad else 0)
SILENTEXIT
then
echo " [ ok ] no silent-exit substitution patterns"
else
red " [FAIL] silent-exit substitution under set -e + pipefail."
red " Rewrite as 'if VAR=\$(cmd 2>/dev/null); then VAR2=\$(filter <<<\"\${VAR}\"); fi'."
red " Split it: if VAR=\$(cmd 2>/dev/null); then ...; fi - never pipe inside the"
red " same substitution, or a failing cmd exits the script with no diagnostic."
FAIL=1
fi
# ---- 7. Modelfile <-> bridge files sync -----------------------------------
#
# 'Modelfile' (consumed by 'ollama create -f Modelfile') and the root-level
# 'template' / 'system' / 'params' files (consumed by HF's Ollama bridge,
# which does NOT read Modelfile) must stay in sync. If they drift, hf.co/...
# users and 'make build' users get different behaviour.
if [[ -f "${ROOT}/Modelfile" && -f "${ROOT}/template" \
&& -f "${ROOT}/system" && -f "${ROOT}/params" ]]; then
blue "[*] python: Modelfile <-> bridge files sync"
if ! python3 "${ROOT}/scripts/check_bridge_sync.py"; then
FAIL=1
fi
else
yellow "[~] bridge files missing; skipping sync check"
SKIPPED=$((SKIPPED + 1))
fi
# ---- 8. Go template: Ollama's thinking detection + replay condition ------
#
# Ollama picks between the Go 'template' and the GGUF's embedded Jinja template
# by comparing their capabilities, and infers the Go template's "thinking" from
# one .Thinking reference. Losing it once switched Ollama's template silently
# while every render test passed; restricting it once dropped a tool-call
# chain's reasoning. check_go_template.py fails on both.
if [[ -f "${ROOT}/template" ]]; then
blue "[*] python: Go template thinking detection + replay + effort mapping"
if ! python3 "${ROOT}/scripts/check_go_template.py"; then
FAIL=1
fi
else
yellow "[~] template missing; skipping Go template check"
SKIPPED=$((SKIPPED + 1))
fi
# ---- result ----------------------------------------------------------------
echo
if (( FAIL )); then
red "[!] FAIL"
exit 1
fi
if (( SKIPPED )); then
yellow "[+] $(( CHECKS - SKIPPED )) of ${CHECKS} checks passed, ${SKIPPED} skipped"
else
green "[+] all ${CHECKS} checks passed"
fi
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