DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium

65

1

license:mit

by

QuantTrio

Language Model

OTHER

2501.12948B params

New

65 downloads

Early-stage

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Edge AI:

Mobile

Laptop

Server

5591GB+ RAM

Mobile

Laptop

Server

Quick Summary

AI model with specialized capabilities.

Device Compatibility

Mobile

4-6GB RAM

Laptop

16GB RAM

Server

GPU

Minimum Recommended

2330GB+ RAM

Code Examples

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

【VLLM single-node (8×141GB GPU) launch command】textvllm

MAX_REQUESTS=512
CONTEXT_LEN=163840
python3 -m vllm.entrypoints.openai.api_server \
  --model .../QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --served-model-name QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium \
  --swap-space 16 \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.95 \
  --max-num-seqs $MAX_REQUESTS \
  --max-seq-len-to-capture $CONTEXT_LEN \
  --max-model-len $CONTEXT_LEN \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template tool_chat_template_deepseekr1.jinja \
  --disable-log-requests \
  --host 0.0.0.0 \
  --port 8000

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【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

【Model List】python

from huggingface_hub import snapshot_download
snapshot_download('QuantTrio/DeepSeek-R1-0528-GPTQ-Int4-Int8Mix-Medium', cache_dir="local_path")

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