Instructions to use JoeiBanana/ai-network-llms with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries
PEFT
How to use JoeiBanana/ai-network-llms with PEFT:
```
Task type is invalid.
```
Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use JoeiBanana/ai-network-llms 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 JoeiBanana/ai-network-llms:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf JoeiBanana/ai-network-llms:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf JoeiBanana/ai-network-llms:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf JoeiBanana/ai-network-llms: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 JoeiBanana/ai-network-llms:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf JoeiBanana/ai-network-llms: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 JoeiBanana/ai-network-llms:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf JoeiBanana/ai-network-llms:Q4_K_M

Use Docker

docker model run hf.co/JoeiBanana/ai-network-llms:Q4_K_M

LM Studio
Jan

vLLM

How to use JoeiBanana/ai-network-llms with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "JoeiBanana/ai-network-llms"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "JoeiBanana/ai-network-llms",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/JoeiBanana/ai-network-llms:Q4_K_M

Ollama
How to use JoeiBanana/ai-network-llms with Ollama:
```
ollama run hf.co/JoeiBanana/ai-network-llms:Q4_K_M
```
Unsloth Desktop

How to use JoeiBanana/ai-network-llms with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf JoeiBanana/ai-network-llms: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": "JoeiBanana/ai-network-llms:Q4_K_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use JoeiBanana/ai-network-llms with Docker Model Runner:
```
docker model run hf.co/JoeiBanana/ai-network-llms:Q4_K_M
```

Lemonade

How to use JoeiBanana/ai-network-llms with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull JoeiBanana/ai-network-llms:Q4_K_M

Run and chat with the model

lemonade run user.ai-network-llms-Q4_K_M

List all available models

lemonade list

Hermes Agent

How to use JoeiBanana/ai-network-llms with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf JoeiBanana/ai-network-llms: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 JoeiBanana/ai-network-llms:Q4_K_M

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use JoeiBanana/ai-network-llms with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf JoeiBanana/ai-network-llms: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 "JoeiBanana/ai-network-llms: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"

ai-network-llms / datasets /eval_100.jsonl

JoeiBanana

Upload batch 5/8

8f9d821 verified 5 months ago

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	{"instruction": "Convert 'show ip interface brief' to RESTCONF GET", "output": "GET /restconf/data/ietf-interfaces:interfaces-state"}
	{"instruction": "Convert 'show interfaces description' to RESTCONF", "output": "GET /restconf/data/Cisco-IOS-XE-interfaces-oper:interfaces/interface"}
	{"instruction": "Convert 'show ip route ospf' to RESTCONF", "output": "GET /restconf/data/Cisco-IOS-XE-routing-oper:routing-state"}
	{"instruction": "Convert 'show vlan brief' to RESTCONF GET", "output": "GET /restconf/data/Cisco-IOS-XE-vlan-oper:vlans"}
	{"instruction": "Generate RESTCONF path for interface GigabitEthernet1 config", "output": "PATCH /restconf/data/ietf-interfaces:interfaces/interface=GigabitEthernet1"}
	{"instruction": "Translate 'interface GigabitEthernet0/1' to RESTCONF YANG path", "output": "/restconf/data/ietf-interfaces:interfaces/interface=GigabitEthernet0%2F1"}
	{"instruction": "Convert ACL creation: 'ip access-list standard BLOCK_NET' to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-acl:acl/acl-sets/acl-set=BLOCK_NET-standard"}
	{"instruction": "Convert 'ip route 0.0.0.0 0.0.0.0 10.0.3.2' to RESTCONF", "output": "POST /restconf/data/Cisco-IOS-XE-native:native/ip/route"}
	{"instruction": "Convert 'router ospf 1' to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-ospf:ospf/processes/process=1"}
	{"instruction": "Convert 'show ip ospf interface' to RESTCONF GET", "output": "GET /restconf/data/Cisco-IOS-XE-ospf-oper:ospf-oper-data"}
	{"instruction": "Convert config VLAN 10 name USERS to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/vlan/vlan-list=10"}
	{"instruction": "RESTCONF for enabling interface Gi0/1", "output": "PATCH /restconf/data/ietf-interfaces:interfaces/interface=GigabitEthernet0%2F1 {\"enabled\": true}"}
	{"instruction": "RESTCONF to shut interface Gi0/2", "output": "PATCH /restconf/data/ietf-interfaces:interfaces/interface=GigabitEthernet0%2F2 {\"enabled\": false}"}
	{"instruction": "Convert NAT rule: 'ip nat inside source list 1 interface Gi0/0' to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-nat:native/ip/nat"}
	{"instruction": "Convert 'show nat statistics' to RESTCONF", "output": "GET /restconf/data/Cisco-IOS-XE-nat-oper:nat-statistics"}
	{"instruction": "Convert static route 'ip route 10.1.1.0 255.255.255.0 10.0.0.1' to RESTCONF", "output": "POST /restconf/data/Cisco-IOS-XE-native:native/ip/route"}
	{"instruction": "Convert 'show ip bgp summary' to RESTCONF GET", "output": "GET /restconf/data/Cisco-IOS-XE-bgp-oper:bgp-state-data"}
	{"instruction": "RESTCONF GET for operational interfaces", "output": "GET /restconf/data/ietf-interfaces:interfaces-state/interface"}
	{"instruction": "Convert 'interface loopback0' creation to RESTCONF", "output": "POST /restconf/data/ietf-interfaces:interfaces/interface=Loopback0"}
	{"instruction": "Convert 'no shutdown' on Gi0/3 to RESTCONF", "output": "PATCH /restconf/data/ietf-interfaces:interfaces/interface=GigabitEthernet0%2F3 {\"enabled\": true}"}
	{"instruction": "Convert zone-based firewall class-map creation to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-policy:policy/class-map"}
	{"instruction": "Convert 'show access-lists' to RESTCONF", "output": "GET /restconf/data/Cisco-IOS-XE-acl:acl"}
	{"instruction": "Convert OSPF neighbor check to RESTCONF", "output": "GET /restconf/data/Cisco-IOS-XE-ospf-oper:ospf-oper-data/ospf-state/neighbor"}
	{"instruction": "RESTCONF for deleting interface Loopback10", "output": "DELETE /restconf/data/ietf-interfaces:interfaces/interface=Loopback10"}
	{"instruction": "RESTCONF for creating VLAN 20", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/vlan/vlan-list=20"}
	{"instruction": "RESTCONF GET ARP table", "output": "GET /restconf/data/Cisco-IOS-XE-arp-oper:arp-data"}
	{"instruction": "Convert static NAT rule to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-nat:native/ip/nat"}
	{"instruction": "Convert 'show interfaces status' to RESTCONF", "output": "GET /restconf/data/Cisco-IOS-XE-interfaces-oper:interfaces/interface"}
	{"instruction": "Convert 'no ip domain-lookup' to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/ip"}
	{"instruction": "Convert hostname CORE-R1 to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/hostname"}
	{"instruction": "Convert 'username admin privilege 15 secret test123' to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/username"}
	{"instruction": "Convert 'logging host 10.0.1.50' to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/logging"}
	{"instruction": "Convert SNMP-server community creation to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/snmp-server"}
	{"instruction": "Convert 'show cdp neighbors' to RESTCONF GET", "output": "GET /restconf/data/Cisco-IOS-XE-cdp-oper:cdp-neighbor-details"}
	{"instruction": "Convert 'show lldp neighbors' to RESTCONF", "output": "GET /restconf/data/Cisco-IOS-XE-lldp-oper:lldp-entries"}
	{"instruction": "RESTCONF GET CPU statistics", "output": "GET /restconf/data/Cisco-IOS-XE-process-cpu-oper:cpu-usage"}
	{"instruction": "RESTCONF GET memory statistics", "output": "GET /restconf/data/Cisco-IOS-XE-memory-oper:memory-statistics"}
	{"instruction": "Convert 'line vty 0 4' config to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/line/vty=0-4"}
	{"instruction": "Convert 'enable secret cisco' to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/enable/secret"}
	{"instruction": "Convert IPv6 interface config to RESTCONF", "output": "PATCH /restconf/data/ietf-interfaces:interfaces/interface=GigabitEthernet1"}
	{"instruction": "Convert DHCP pool creation to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-dhcp:dhcp"}
	{"instruction": "Convert 'ip dhcp excluded-address' to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/ip/dhcp/excluded-address"}
	{"instruction": "RESTCONF GET interface counters", "output": "GET /restconf/data/Cisco-IOS-XE-interfaces-oper:interfaces/interface/statistics"}
	{"instruction": "Convert crypto key RSA creation to RESTCONF", "output": "POST /restconf/data/Cisco-IOS-XE-crypto:crypto/rsa"}
	{"instruction": "Convert NTP server 1.1.1.1 config to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/ntp/server"}
	{"instruction": "RESTCONF GET version info", "output": "GET /restconf/data/Cisco-IOS-XE-native:native/version"}
	{"instruction": "Convert IP SLA configuration to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-ipsla-oper:ip-sla"}
	{"instruction": "Convert track object creation to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-track:track"}
	{"instruction": "Convert FTP username configuration to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/ip/ftp"}
	{"instruction": "Convert 'router bgp 65000' to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-bgp:bgp"}
	{"instruction": "RESTCONF GET startup config", "output": "GET /restconf/data/Cisco-IOS-XE-native:native"}
	{"instruction": "RESTCONF GET running config", "output": "GET /restconf/data/Cisco-IOS-XE-native:native"}
	{"instruction": "Convert prefix-list creation to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/ip/prefix-list"}
	{"instruction": "Convert route-map creation to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/route-map"}
	{"instruction": "Convert AAA new-model to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/aaa"}
	{"instruction": "Convert login banner to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/banner/login"}
	{"instruction": "Convert message-of-the-day banner to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/banner/motd"}
	{"instruction": "RESTCONF GET device hostname", "output": "GET /restconf/data/Cisco-IOS-XE-native:native/hostname"}
	{"instruction": "RESTCONF GET VRF list", "output": "GET /restconf/data/Cisco-IOS-XE-vrf-oper:vrf-oper-data"}
	{"instruction": "Convert VRF creation to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/vrf/definition"}
	{"instruction": "Convert 'interface Tunnel0' to RESTCONF", "output": "POST /restconf/data/ietf-interfaces:interfaces/interface=Tunnel0"}
	{"instruction": "Convert crypto isakmp policy creation to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-crypto:crypto"}
	{"instruction": "Convert IPSec transform-set creation to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-crypto:crypto"}
	{"instruction": "Convert VLAN trunk configuration to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-switching:interfaces/interface"}
	{"instruction": "RESTCONF GET switchport operational data", "output": "GET /restconf/data/Cisco-IOS-XE-switching-oper:switchport-info"}
	{"instruction": "RESTCONF GET MAC address table", "output": "GET /restconf/data/Cisco-IOS-XE-mac-oper:mac-table"}
	{"instruction": "Convert spanning-tree mode to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-stp:stp"}
	{"instruction": "Convert PoE config to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-poe:poe"}
	{"instruction": "RESTCONF GET power telemetry", "output": "GET /restconf/data/Cisco-IOS-XE-power-oper:power-info"}
	{"instruction": "Convert interface description to RESTCONF", "output": "PATCH /restconf/data/ietf-interfaces:interfaces/interface=GigabitEthernet1/description"}
	{"instruction": "RESTCONF for deleting ACL 'BLOCK_NET'", "output": "DELETE /restconf/data/Cisco-IOS-XE-acl:acl/acl-sets/acl-set=BLOCK_NET-standard"}
	{"instruction": "Convert show crypto session to RESTCONF", "output": "GET /restconf/data/Cisco-IOS-XE-crypto-oper:crypto-sessions"}
	{"instruction": "RESTCONF create static ARP entry", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/arp"}
	{"instruction": "RESTCONF create DHCP relay", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/ip/helper-address"}
	{"instruction": "RESTCONF create service-policy", "output": "PATCH /restconf/data/Cisco-IOS-XE-qos:policy"}
	{"instruction": "Convert policy-map configuration to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-policy:policy"}
	{"instruction": "Convert show qos interface output to RESTCONF", "output": "GET /restconf/data/Cisco-IOS-XE-qos-oper:qos-oper-data"}
	{"instruction": "Convert IPv6 OSPF process to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-ospfv3:ospfv3"}
	{"instruction": "Convert show ipv6 interface brief to RESTCONF", "output": "GET /restconf/data/Cisco-IOS-XE-interfaces-oper:interfaces/interface"}
	{"instruction": "RESTCONF delete route-map TEST", "output": "DELETE /restconf/data/Cisco-IOS-XE-native:native/route-map=TEST"}
	{"instruction": "RESTCONF GET interface operational YANG", "output": "GET /restconf/data/ietf-interfaces:interfaces-state/interface"}
	{"instruction": "RESTCONF: create Loopback100", "output": "POST /restconf/data/ietf-interfaces:interfaces/interface=Loopback100"}
	{"instruction": "RESTCONF: delete Loopback100", "output": "DELETE /restconf/data/ietf-interfaces:interfaces/interface=Loopback100"}
	{"instruction": "RESTCONF get IOS-XE modules", "output": "GET /restconf/data/Cisco-IOS-XE-platform-oper:platform-oper-data"}
	{"instruction": "RESTCONF get routing table IPv6", "output": "GET /restconf/data/Cisco-IOS-XE-routing-oper:ipv6-routing-state"}
	{"instruction": "Convert IP SLA responder to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-ipsla:ipsla"}
	{"instruction": "Convert EIGRP config to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-eigrp:eigrp"}
	{"instruction": "RESTCONF GET interface MTU", "output": "GET /restconf/data/Cisco-IOS-XE-interfaces-oper:interfaces/interface/mtu"}
	{"instruction": "RESTCONF GET environmental monitoring", "output": "GET /restconf/data/Cisco-IOS-XE-envmon-oper:environmental-data"}
	{"instruction": "Convert show license to RESTCONF", "output": "GET /restconf/data/Cisco-IOS-XE-license-oper:license-info"}
	{"instruction": "Convert SSH configuration to RESTCONF", "output": "PATCH /restconf/data/Cisco-IOS-XE-native:native/ip/ssh"}