Instructions to use Ex0bit/GLM-4.7-Flash-PRISM with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Ex0bit/GLM-4.7-Flash-PRISM with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="Ex0bit/GLM-4.7-Flash-PRISM")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("Ex0bit/GLM-4.7-Flash-PRISM")
model = AutoModelForCausalLM.from_pretrained("Ex0bit/GLM-4.7-Flash-PRISM", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use Ex0bit/GLM-4.7-Flash-PRISM 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 Ex0bit/GLM-4.7-Flash-PRISM:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf Ex0bit/GLM-4.7-Flash-PRISM:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf Ex0bit/GLM-4.7-Flash-PRISM:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf Ex0bit/GLM-4.7-Flash-PRISM: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 Ex0bit/GLM-4.7-Flash-PRISM:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf Ex0bit/GLM-4.7-Flash-PRISM: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 Ex0bit/GLM-4.7-Flash-PRISM:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf Ex0bit/GLM-4.7-Flash-PRISM:Q4_K_M

Use Docker

docker model run hf.co/Ex0bit/GLM-4.7-Flash-PRISM:Q4_K_M

LM Studio
Jan

vLLM

How to use Ex0bit/GLM-4.7-Flash-PRISM with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Ex0bit/GLM-4.7-Flash-PRISM"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Ex0bit/GLM-4.7-Flash-PRISM",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/Ex0bit/GLM-4.7-Flash-PRISM:Q4_K_M

SGLang

How to use Ex0bit/GLM-4.7-Flash-PRISM with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "Ex0bit/GLM-4.7-Flash-PRISM" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Ex0bit/GLM-4.7-Flash-PRISM",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "Ex0bit/GLM-4.7-Flash-PRISM" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Ex0bit/GLM-4.7-Flash-PRISM",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Ollama
How to use Ex0bit/GLM-4.7-Flash-PRISM with Ollama:
```
ollama run hf.co/Ex0bit/GLM-4.7-Flash-PRISM:Q4_K_M
```
Unsloth Desktop

How to use Ex0bit/GLM-4.7-Flash-PRISM with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf Ex0bit/GLM-4.7-Flash-PRISM: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": "Ex0bit/GLM-4.7-Flash-PRISM:Q4_K_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use Ex0bit/GLM-4.7-Flash-PRISM with Docker Model Runner:
```
docker model run hf.co/Ex0bit/GLM-4.7-Flash-PRISM:Q4_K_M
```

Lemonade

How to use Ex0bit/GLM-4.7-Flash-PRISM with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull Ex0bit/GLM-4.7-Flash-PRISM:Q4_K_M

Run and chat with the model

lemonade run user.GLM-4.7-Flash-PRISM-Q4_K_M

List all available models

lemonade list

Hermes Agent

How to use Ex0bit/GLM-4.7-Flash-PRISM with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf Ex0bit/GLM-4.7-Flash-PRISM: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 Ex0bit/GLM-4.7-Flash-PRISM:Q4_K_M

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use Ex0bit/GLM-4.7-Flash-PRISM with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf Ex0bit/GLM-4.7-Flash-PRISM: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 "Ex0bit/GLM-4.7-Flash-PRISM: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"

Ex0bit commited on Jan 22

Commit

cf104de

verified ·

1 Parent(s): 57f057c

Update README.md

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@@ -66,57 +66,53 @@ extra_gated_button_content: Agree and Request Access
 This is **Ex0bit/GLM-4.7-Flash-PRISM**
-<div style="background: linear-gradient(145deg, #1a1a2e 0%, #16213e 50%, #0f3460 100%); border-radius: 16px; padding: 32px 40px; margin: 20px auto; max-width: 520px; box-shadow: 0 20px 60px rgba(0,0,0,0.3), 0 0 0 1px rgba(255,255,255,0.1) inset; position: relative; overflow: hidden;">
-  <!-- Subtle glow effects -->
-  <div style="position: absolute; top: -50px; right: -50px; width: 150px; height: 150px; background: radial-gradient(circle, rgba(233,69,96,0.15) 0%, transparent 70%);"></div>
-  <div style="position: absolute; bottom: -30px; left: -30px; width: 100px; height: 100px; background: radial-gradient(circle, rgba(94,129,244,0.1) 0%, transparent 70%);"></div>
-  <div style="text-align: center; position: relative; z-index: 1;">
-    <!-- Badge -->
-    <div style="display: inline-block; background: linear-gradient(135deg, #e94560, #ff6b6b); padding: 6px 16px; border-radius: 20px; margin-bottom: 16px;">
-      <span style="color: white; font-size: 12px; font-weight: 600; letter-spacing: 1.5px; text-transform: uppercase;">Access Required</span>
-    </div>
-    <h2 style="color: #ffffff; margin: 0 0 8px 0; font-size: 24px; font-weight: 600;">Get Started in 2 Steps</h2>
-    <p style="color: #8892b0; margin: 0 0 24px 0; font-size: 14px;">Complete both steps below to unlock your access</p>
-    <!-- Steps Card -->
-    <div style="background: rgba(255,255,255,0.05); border-radius: 12px; padding: 20px; margin-bottom: 20px; border: 1px solid rgba(255,255,255,0.08);">
-      <div style="display: flex; align-items: flex-start; margin-bottom: 16px; text-align: left;">
-        <div style="background: linear-gradient(135deg, #e94560, #ff6b6b); color: white; width: 28px; height: 28px; border-radius: 50%; display: flex; align-items: center; justify-content: center; font-weight: 600; font-size: 14px; flex-shrink: 0;">1</div>
-        <div style="margin-left: 14px;">
-          <div style="color: #ffffff; font-weight: 500; margin-bottom: 2px;">Submit Access Request</div>
-          <div style="color: #8892b0; font-size: 13px;">Fill in your information using the form below</div>
-        </div>
-      </div>
-      <div style="display: flex; align-items: flex-start; text-align: left;">
-        <div style="background: linear-gradient(135deg, #e94560, #ff6b6b); color: white; width: 28px; height: 28px; border-radius: 50%; display: flex; align-items: center; justify-content: center; font-weight: 600; font-size: 14px; flex-shrink: 0;">2</div>
-        <div style="margin-left: 14px;">
-          <div style="color: #ffffff; font-weight: 500; margin-bottom: 2px;">Complete Support Donation</div>
-          <div style="color: #8892b0; font-size: 13px;">Choose one of the options below</div>
-        </div>
-      </div>
-    </div>
-    <!-- Primary CTA -->
-    <a href="https://ko-fi.com/summary/6bae206c-a751-4868-8dc7-f531afd1fb4c" target="_blank" style="display: block; background: linear-gradient(135deg, #e94560, #ff6b6b); color: white; text-decoration: none; padding: 14px 24px; border-radius: 10px; font-weight: 600; margin-bottom: 10px; box-shadow: 0 4px 15px rgba(233,69,96,0.3);">
-      ✨ PRISM VIP Membership<br>
-      <span style="font-size: 12px; font-weight: 400; opacity: 0.9;">Day-0 Drop Access for ALL PRISM Models</span>
-    </a>
-    <div style="color: #6c7a89; font-size: 12px; margin: 12px 0; text-transform: uppercase; letter-spacing: 1px;">or</div>
-    <!-- Secondary CTA -->
-    <a href="https://ko-fi.com/s/86882e8991" target="_blank" style="display: block; background: rgba(255,255,255,0.08); color: white; text-decoration: none; padding: 14px 24px; border-radius: 10px; font-weight: 600; border: 1px solid rgba(255,255,255,0.15);">
-      One-Time Support<br>
-      <span style="font-size: 12px; font-weight: 400; opacity: 0.7;">GLM-4.7-Flash-PRISM Access</span>
-    </a>
-    <!-- Footer -->
-    <div style="margin-top: 24px; padding-top: 20px; border-top: 1px solid rgba(255,255,255,0.08);">
-      <p style="color: #64ffda; font-size: 13px; margin: 0;">✓ Access granted automatically after completing both steps</p>
-    </div>
-  </div>
 </div>
 **GLM-4.7-Flash-PRISM:** Unrestricted (Zero Over-Refusals and Zero Propoganda) GLM-4.7-Flash Model Access

 This is **Ex0bit/GLM-4.7-Flash-PRISM**
+<div align="center" style="background: #1a1a2e; border-radius: 12px; padding: 28px 32px; margin: 20px 0;">
+  <p style="margin: 0 0 4px 0;">
+    <span style="background: #e94560; color: white; padding: 4px 14px; border-radius: 16px; font-size: 11px; font-weight: 600; letter-spacing: 1px;">ACCESS REQUIRED</span>
+  </p>
+  <h3 style="color: white; margin: 16px 0 6px 0; font-size: 22px;">Get Started in 2 Steps</h3>
+  <p style="color: #8892b0; margin: 0 0 20px 0; font-size: 13px;">Complete both steps below to unlock your access</p>
+  <table align="center" style="background: #16213e; border-radius: 10px; padding: 4px; margin: 0 0 18px 0;">
+    <tr>
+      <td style="padding: 14px 16px; text-align: left; vertical-align: top;">
+        <span style="background: #e94560; color: white; padding: 4px 10px; border-radius: 50%; font-weight: 600; font-size: 13px;">1</span>
+      </td>
+      <td style="padding: 14px 16px 14px 8px; text-align: left;">
+        <strong style="color: white;">Submit Access Request</strong><br>
+        <span style="color: #8892b0; font-size: 12px;">Fill in your information using the form below</span>
+      </td>
+    </tr>
+    <tr>
+      <td style="padding: 14px 16px; text-align: left; vertical-align: top;">
+        <span style="background: #e94560; color: white; padding: 4px 10px; border-radius: 50%; font-weight: 600; font-size: 13px;">2</span>
+      </td>
+      <td style="padding: 14px 16px 14px 8px; text-align: left;">
+        <strong style="color: white;">Complete Support Donation</strong><br>
+        <span style="color: #8892b0; font-size: 12px;">Choose one of the options below</span>
+      </td>
+    </tr>
+  </table>
+  <p style="margin: 0 0 10px 0;">
+    <a href="https://ko-fi.com/summary/6bae206c-a751-4868-8dc7-f531afd1fb4c" target="_blank" style="background: #e94560; color: white; text-decoration: none; padding: 12px 28px; border-radius: 8px; font-weight: 600;">✨ PRISM VIP Membership</a>
+  </p>
+  <p style="color: #8892b0; font-size: 11px; margin: 0 0 14px 0;">
+    <em>Day-0 Drop Access for ALL PRISM Models</em>
+  </p>
+  <p style="color: #6c7a89; font-size: 11px; margin: 0 0 14px 0; letter-spacing: 1px;">— OR —</p>
+  <p style="margin: 0 0 10px 0;">
+    <a href="https://ko-fi.com/s/86882e8991" target="_blank" style="background: #16213e; color: white; text-decoration: none; padding: 12px 28px; border-radius: 8px; font-weight: 600; border: 1px solid #3d5a80;">One-Time Support</a>
+  </p>
+  <p style="color: #8892b0; font-size: 11px; margin: 0 0 20px 0;">
+    <em>GLM-4.7-Flash-PRISM Access</em>
+  </p>
+  <hr style="border: none; border-top: 1px solid #2d3748; margin: 0 0 16px 0;">
+  <p style="color: #64ffda; font-size: 12px; margin: 0;">✓ Access granted automatically after completing both steps</p>
 </div>
 **GLM-4.7-Flash-PRISM:** Unrestricted (Zero Over-Refusals and Zero Propoganda) GLM-4.7-Flash Model Access