Instructions to use notSnix/Step-3.7-Flash-MTP-Draft-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use notSnix/Step-3.7-Flash-MTP-Draft-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="notSnix/Step-3.7-Flash-MTP-Draft-GGUF",
	filename="Step-3.7-Flash-MTP-BF16.gguf",
)

output = llm(
	"Once upon a time,",
	max_tokens=512,
	echo=True
)
print(output)

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use notSnix/Step-3.7-Flash-MTP-Draft-GGUF with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf notSnix/Step-3.7-Flash-MTP-Draft-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf notSnix/Step-3.7-Flash-MTP-Draft-GGUF:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf notSnix/Step-3.7-Flash-MTP-Draft-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf notSnix/Step-3.7-Flash-MTP-Draft-GGUF: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 notSnix/Step-3.7-Flash-MTP-Draft-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf notSnix/Step-3.7-Flash-MTP-Draft-GGUF: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 notSnix/Step-3.7-Flash-MTP-Draft-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf notSnix/Step-3.7-Flash-MTP-Draft-GGUF:Q4_K_M

Use Docker

docker model run hf.co/notSnix/Step-3.7-Flash-MTP-Draft-GGUF:Q4_K_M

LM Studio
Jan
Ollama
How to use notSnix/Step-3.7-Flash-MTP-Draft-GGUF with Ollama:
```
ollama run hf.co/notSnix/Step-3.7-Flash-MTP-Draft-GGUF:Q4_K_M
```

Unsloth Studio

How to use notSnix/Step-3.7-Flash-MTP-Draft-GGUF with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for notSnix/Step-3.7-Flash-MTP-Draft-GGUF to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for notSnix/Step-3.7-Flash-MTP-Draft-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for notSnix/Step-3.7-Flash-MTP-Draft-GGUF to start chatting

Docker Model Runner
How to use notSnix/Step-3.7-Flash-MTP-Draft-GGUF with Docker Model Runner:
```
docker model run hf.co/notSnix/Step-3.7-Flash-MTP-Draft-GGUF:Q4_K_M
```

Lemonade

How to use notSnix/Step-3.7-Flash-MTP-Draft-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull notSnix/Step-3.7-Flash-MTP-Draft-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.Step-3.7-Flash-MTP-Draft-GGUF-Q4_K_M

List all available models

lemonade list

notSnix commited on 3 days ago

Commit

c7bc852

verified ·

1 Parent(s): 852d29d

Add Q6_K MTP draft

Browse files

Files changed (4) hide show

.gitattributes +1 -0
README.md +4 -0
SHA256SUMS +1 -0
Step-3.7-Flash-MTP-Q6_K.gguf +3 -0

.gitattributes CHANGED Viewed

@@ -36,3 +36,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 Step-3.7-Flash-MTP-BF16.gguf filter=lfs diff=lfs merge=lfs -text
 Step-3.7-Flash-MTP-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
 Step-3.7-Flash-MTP-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text

 Step-3.7-Flash-MTP-BF16.gguf filter=lfs diff=lfs merge=lfs -text
 Step-3.7-Flash-MTP-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
 Step-3.7-Flash-MTP-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+Step-3.7-Flash-MTP-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text

README.md CHANGED Viewed

@@ -12,6 +12,7 @@ tags:
 - draft-model
 - speculative-decoding
 - q4_k_m
 - q8_0
 - bf16
 - stepfun
@@ -32,6 +33,7 @@ The draft GGUF is passed with `--model-draft`; the full model is passed with `--
 | File | Size | SHA256 | Purpose |
 |---|---:|---|---|
 | `Step-3.7-Flash-MTP-Q8_0.gguf` | 3.5 GB | `017de8990140621b5b4af431448f20873fbf0b052f6c50d2afac15f45802a98d` | Recommended MTP draft |
 | `Step-3.7-Flash-MTP-Q4_K_M.gguf` | 2.0 GB | `44118cfe64f45b38127ad6fb626e16bd94ee5a827cb34aa83d9e6df3450aebaf` | Smaller MTP draft |
 | `Step-3.7-Flash-MTP-BF16.gguf` | 6.5 GB | `fd811c81d14c786d314d8006655bba61971059abcfdfb6109ce83fd768f8b289` | Experimental BF16 MTP draft |
@@ -69,6 +71,8 @@ llama-server \
 Use `Step-3.7-Flash-MTP-Q8_0.gguf` first. It was the best local default in testing.
 Use `Step-3.7-Flash-MTP-Q4_K_M.gguf` if you want the smaller draft file.
 Use `Step-3.7-Flash-MTP-BF16.gguf` for experimentation.

 - draft-model
 - speculative-decoding
 - q4_k_m
+- q6_k
 - q8_0
 - bf16
 - stepfun
 | File | Size | SHA256 | Purpose |
 |---|---:|---|---|
 | `Step-3.7-Flash-MTP-Q8_0.gguf` | 3.5 GB | `017de8990140621b5b4af431448f20873fbf0b052f6c50d2afac15f45802a98d` | Recommended MTP draft |
+| `Step-3.7-Flash-MTP-Q6_K.gguf` | 2.7 GB | `f41736e0dcce133d0dd0b81e14bd2965091e27dff306a28cec11ceb19fadbf46` | Smaller Q6_K MTP draft |
 | `Step-3.7-Flash-MTP-Q4_K_M.gguf` | 2.0 GB | `44118cfe64f45b38127ad6fb626e16bd94ee5a827cb34aa83d9e6df3450aebaf` | Smaller MTP draft |
 | `Step-3.7-Flash-MTP-BF16.gguf` | 6.5 GB | `fd811c81d14c786d314d8006655bba61971059abcfdfb6109ce83fd768f8b289` | Experimental BF16 MTP draft |
 Use `Step-3.7-Flash-MTP-Q8_0.gguf` first. It was the best local default in testing.
+Use `Step-3.7-Flash-MTP-Q6_K.gguf` if you want a smaller draft file while staying above Q4.
 Use `Step-3.7-Flash-MTP-Q4_K_M.gguf` if you want the smaller draft file.
 Use `Step-3.7-Flash-MTP-BF16.gguf` for experimentation.

SHA256SUMS CHANGED Viewed

@@ -1,3 +1,4 @@
 017de8990140621b5b4af431448f20873fbf0b052f6c50d2afac15f45802a98d  Step-3.7-Flash-MTP-Q8_0.gguf
 44118cfe64f45b38127ad6fb626e16bd94ee5a827cb34aa83d9e6df3450aebaf  Step-3.7-Flash-MTP-Q4_K_M.gguf
 fd811c81d14c786d314d8006655bba61971059abcfdfb6109ce83fd768f8b289  Step-3.7-Flash-MTP-BF16.gguf

 017de8990140621b5b4af431448f20873fbf0b052f6c50d2afac15f45802a98d  Step-3.7-Flash-MTP-Q8_0.gguf
+f41736e0dcce133d0dd0b81e14bd2965091e27dff306a28cec11ceb19fadbf46  Step-3.7-Flash-MTP-Q6_K.gguf
 44118cfe64f45b38127ad6fb626e16bd94ee5a827cb34aa83d9e6df3450aebaf  Step-3.7-Flash-MTP-Q4_K_M.gguf
 fd811c81d14c786d314d8006655bba61971059abcfdfb6109ce83fd768f8b289  Step-3.7-Flash-MTP-BF16.gguf

Step-3.7-Flash-MTP-Q6_K.gguf ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:f41736e0dcce133d0dd0b81e14bd2965091e27dff306a28cec11ceb19fadbf46
+size 2863478976