Instructions to use mllm-dev/gen_test_2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use mllm-dev/gen_test_2 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="mllm-dev/gen_test_2")# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("mllm-dev/gen_test_2") model = AutoModelForCausalLM.from_pretrained("mllm-dev/gen_test_2") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use mllm-dev/gen_test_2 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "mllm-dev/gen_test_2" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "mllm-dev/gen_test_2", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/mllm-dev/gen_test_2
- SGLang
How to use mllm-dev/gen_test_2 with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "mllm-dev/gen_test_2" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "mllm-dev/gen_test_2", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "mllm-dev/gen_test_2" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "mllm-dev/gen_test_2", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use mllm-dev/gen_test_2 with Docker Model Runner:
docker model run hf.co/mllm-dev/gen_test_2
Upload folder using huggingface_hub
Browse files- checkpoint-157/trainer_state.json +3 -3
- checkpoint-157/training_args.bin +1 -1
- checkpoint-314/trainer_state.json +6 -6
- checkpoint-314/training_args.bin +1 -1
- checkpoint-471/trainer_state.json +9 -9
- checkpoint-471/training_args.bin +1 -1
- checkpoint-628/trainer_state.json +11 -11
- checkpoint-628/training_args.bin +1 -1
checkpoint-157/trainer_state.json
CHANGED
|
@@ -11,9 +11,9 @@
|
|
| 11 |
{
|
| 12 |
"epoch": 1.0,
|
| 13 |
"eval_loss": 2.007868528366089,
|
| 14 |
-
"eval_runtime": 56.
|
| 15 |
-
"eval_samples_per_second":
|
| 16 |
-
"eval_steps_per_second": 2.
|
| 17 |
"step": 157
|
| 18 |
}
|
| 19 |
],
|
|
|
|
| 11 |
{
|
| 12 |
"epoch": 1.0,
|
| 13 |
"eval_loss": 2.007868528366089,
|
| 14 |
+
"eval_runtime": 56.1373,
|
| 15 |
+
"eval_samples_per_second": 178.135,
|
| 16 |
+
"eval_steps_per_second": 2.797,
|
| 17 |
"step": 157
|
| 18 |
}
|
| 19 |
],
|
checkpoint-157/training_args.bin
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 4539
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e7f5e90c7805641bc892f9f4320eca12b2c8f20b081b2afe84a46e2610a9d64d
|
| 3 |
size 4539
|
checkpoint-314/trainer_state.json
CHANGED
|
@@ -11,17 +11,17 @@
|
|
| 11 |
{
|
| 12 |
"epoch": 1.0,
|
| 13 |
"eval_loss": 2.007868528366089,
|
| 14 |
-
"eval_runtime": 56.
|
| 15 |
-
"eval_samples_per_second":
|
| 16 |
-
"eval_steps_per_second": 2.
|
| 17 |
"step": 157
|
| 18 |
},
|
| 19 |
{
|
| 20 |
"epoch": 2.0,
|
| 21 |
"eval_loss": 1.9545718431472778,
|
| 22 |
-
"eval_runtime": 56.
|
| 23 |
-
"eval_samples_per_second":
|
| 24 |
-
"eval_steps_per_second": 2.
|
| 25 |
"step": 314
|
| 26 |
}
|
| 27 |
],
|
|
|
|
| 11 |
{
|
| 12 |
"epoch": 1.0,
|
| 13 |
"eval_loss": 2.007868528366089,
|
| 14 |
+
"eval_runtime": 56.1373,
|
| 15 |
+
"eval_samples_per_second": 178.135,
|
| 16 |
+
"eval_steps_per_second": 2.797,
|
| 17 |
"step": 157
|
| 18 |
},
|
| 19 |
{
|
| 20 |
"epoch": 2.0,
|
| 21 |
"eval_loss": 1.9545718431472778,
|
| 22 |
+
"eval_runtime": 56.1182,
|
| 23 |
+
"eval_samples_per_second": 178.195,
|
| 24 |
+
"eval_steps_per_second": 2.798,
|
| 25 |
"step": 314
|
| 26 |
}
|
| 27 |
],
|
checkpoint-314/training_args.bin
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 4539
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e7f5e90c7805641bc892f9f4320eca12b2c8f20b081b2afe84a46e2610a9d64d
|
| 3 |
size 4539
|
checkpoint-471/trainer_state.json
CHANGED
|
@@ -11,25 +11,25 @@
|
|
| 11 |
{
|
| 12 |
"epoch": 1.0,
|
| 13 |
"eval_loss": 2.007868528366089,
|
| 14 |
-
"eval_runtime": 56.
|
| 15 |
-
"eval_samples_per_second":
|
| 16 |
-
"eval_steps_per_second": 2.
|
| 17 |
"step": 157
|
| 18 |
},
|
| 19 |
{
|
| 20 |
"epoch": 2.0,
|
| 21 |
"eval_loss": 1.9545718431472778,
|
| 22 |
-
"eval_runtime": 56.
|
| 23 |
-
"eval_samples_per_second":
|
| 24 |
-
"eval_steps_per_second": 2.
|
| 25 |
"step": 314
|
| 26 |
},
|
| 27 |
{
|
| 28 |
"epoch": 3.0,
|
| 29 |
"eval_loss": 1.9429785013198853,
|
| 30 |
-
"eval_runtime": 56.
|
| 31 |
-
"eval_samples_per_second": 177.
|
| 32 |
-
"eval_steps_per_second": 2.
|
| 33 |
"step": 471
|
| 34 |
}
|
| 35 |
],
|
|
|
|
| 11 |
{
|
| 12 |
"epoch": 1.0,
|
| 13 |
"eval_loss": 2.007868528366089,
|
| 14 |
+
"eval_runtime": 56.1373,
|
| 15 |
+
"eval_samples_per_second": 178.135,
|
| 16 |
+
"eval_steps_per_second": 2.797,
|
| 17 |
"step": 157
|
| 18 |
},
|
| 19 |
{
|
| 20 |
"epoch": 2.0,
|
| 21 |
"eval_loss": 1.9545718431472778,
|
| 22 |
+
"eval_runtime": 56.1182,
|
| 23 |
+
"eval_samples_per_second": 178.195,
|
| 24 |
+
"eval_steps_per_second": 2.798,
|
| 25 |
"step": 314
|
| 26 |
},
|
| 27 |
{
|
| 28 |
"epoch": 3.0,
|
| 29 |
"eval_loss": 1.9429785013198853,
|
| 30 |
+
"eval_runtime": 56.3872,
|
| 31 |
+
"eval_samples_per_second": 177.345,
|
| 32 |
+
"eval_steps_per_second": 2.784,
|
| 33 |
"step": 471
|
| 34 |
}
|
| 35 |
],
|
checkpoint-471/training_args.bin
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 4539
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e7f5e90c7805641bc892f9f4320eca12b2c8f20b081b2afe84a46e2610a9d64d
|
| 3 |
size 4539
|
checkpoint-628/trainer_state.json
CHANGED
|
@@ -11,25 +11,25 @@
|
|
| 11 |
{
|
| 12 |
"epoch": 1.0,
|
| 13 |
"eval_loss": 2.007868528366089,
|
| 14 |
-
"eval_runtime": 56.
|
| 15 |
-
"eval_samples_per_second":
|
| 16 |
-
"eval_steps_per_second": 2.
|
| 17 |
"step": 157
|
| 18 |
},
|
| 19 |
{
|
| 20 |
"epoch": 2.0,
|
| 21 |
"eval_loss": 1.9545718431472778,
|
| 22 |
-
"eval_runtime": 56.
|
| 23 |
-
"eval_samples_per_second":
|
| 24 |
-
"eval_steps_per_second": 2.
|
| 25 |
"step": 314
|
| 26 |
},
|
| 27 |
{
|
| 28 |
"epoch": 3.0,
|
| 29 |
"eval_loss": 1.9429785013198853,
|
| 30 |
-
"eval_runtime": 56.
|
| 31 |
-
"eval_samples_per_second": 177.
|
| 32 |
-
"eval_steps_per_second": 2.
|
| 33 |
"step": 471
|
| 34 |
},
|
| 35 |
{
|
|
@@ -42,8 +42,8 @@
|
|
| 42 |
{
|
| 43 |
"epoch": 4.0,
|
| 44 |
"eval_loss": 1.933491587638855,
|
| 45 |
-
"eval_runtime": 56.
|
| 46 |
-
"eval_samples_per_second": 177.
|
| 47 |
"eval_steps_per_second": 2.793,
|
| 48 |
"step": 628
|
| 49 |
}
|
|
|
|
| 11 |
{
|
| 12 |
"epoch": 1.0,
|
| 13 |
"eval_loss": 2.007868528366089,
|
| 14 |
+
"eval_runtime": 56.1373,
|
| 15 |
+
"eval_samples_per_second": 178.135,
|
| 16 |
+
"eval_steps_per_second": 2.797,
|
| 17 |
"step": 157
|
| 18 |
},
|
| 19 |
{
|
| 20 |
"epoch": 2.0,
|
| 21 |
"eval_loss": 1.9545718431472778,
|
| 22 |
+
"eval_runtime": 56.1182,
|
| 23 |
+
"eval_samples_per_second": 178.195,
|
| 24 |
+
"eval_steps_per_second": 2.798,
|
| 25 |
"step": 314
|
| 26 |
},
|
| 27 |
{
|
| 28 |
"epoch": 3.0,
|
| 29 |
"eval_loss": 1.9429785013198853,
|
| 30 |
+
"eval_runtime": 56.3872,
|
| 31 |
+
"eval_samples_per_second": 177.345,
|
| 32 |
+
"eval_steps_per_second": 2.784,
|
| 33 |
"step": 471
|
| 34 |
},
|
| 35 |
{
|
|
|
|
| 42 |
{
|
| 43 |
"epoch": 4.0,
|
| 44 |
"eval_loss": 1.933491587638855,
|
| 45 |
+
"eval_runtime": 56.2041,
|
| 46 |
+
"eval_samples_per_second": 177.923,
|
| 47 |
"eval_steps_per_second": 2.793,
|
| 48 |
"step": 628
|
| 49 |
}
|
checkpoint-628/training_args.bin
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 4539
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e7f5e90c7805641bc892f9f4320eca12b2c8f20b081b2afe84a46e2610a9d64d
|
| 3 |
size 4539
|