Instructions to use fpadovani/cds_w_13 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use fpadovani/cds_w_13 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="fpadovani/cds_w_13")# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("fpadovani/cds_w_13") model = AutoModelForCausalLM.from_pretrained("fpadovani/cds_w_13") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use fpadovani/cds_w_13 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "fpadovani/cds_w_13" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "fpadovani/cds_w_13", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/fpadovani/cds_w_13
- SGLang
How to use fpadovani/cds_w_13 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 "fpadovani/cds_w_13" \ --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": "fpadovani/cds_w_13", "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 "fpadovani/cds_w_13" \ --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": "fpadovani/cds_w_13", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use fpadovani/cds_w_13 with Docker Model Runner:
docker model run hf.co/fpadovani/cds_w_13
Training in progress, epoch 5, checkpoint
Browse files- checkpoint-2480/config.json +33 -0
- checkpoint-2480/generation_config.json +9 -0
- checkpoint-2480/model.safetensors +3 -0
- checkpoint-2480/optimizer.pt +3 -0
- checkpoint-2480/rng_state.pth +3 -0
- checkpoint-2480/scaler.pt +3 -0
- checkpoint-2480/scheduler.pt +3 -0
- checkpoint-2480/special_tokens_map.json +8 -0
- checkpoint-2480/tokenizer.json +0 -0
- checkpoint-2480/tokenizer_config.json +62 -0
- checkpoint-2480/trainer_state.json +116 -0
- checkpoint-2480/training_args.bin +3 -0
checkpoint-2480/config.json
ADDED
|
@@ -0,0 +1,33 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"activation_function": "gelu_new",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"GPT2LMHeadModel"
|
| 5 |
+
],
|
| 6 |
+
"attn_pdrop": 0.1,
|
| 7 |
+
"bos_token_id": 1,
|
| 8 |
+
"dtype": "float32",
|
| 9 |
+
"embd_pdrop": 0.1,
|
| 10 |
+
"eos_token_id": 2,
|
| 11 |
+
"initializer_range": 0.02,
|
| 12 |
+
"layer_norm_epsilon": 1e-05,
|
| 13 |
+
"model_type": "gpt2",
|
| 14 |
+
"n_ctx": 1024,
|
| 15 |
+
"n_embd": 768,
|
| 16 |
+
"n_head": 12,
|
| 17 |
+
"n_inner": null,
|
| 18 |
+
"n_layer": 12,
|
| 19 |
+
"n_positions": 1024,
|
| 20 |
+
"pad_token_id": 2,
|
| 21 |
+
"reorder_and_upcast_attn": false,
|
| 22 |
+
"resid_pdrop": 0.1,
|
| 23 |
+
"scale_attn_by_inverse_layer_idx": false,
|
| 24 |
+
"scale_attn_weights": true,
|
| 25 |
+
"summary_activation": null,
|
| 26 |
+
"summary_first_dropout": 0.1,
|
| 27 |
+
"summary_proj_to_labels": true,
|
| 28 |
+
"summary_type": "cls_index",
|
| 29 |
+
"summary_use_proj": true,
|
| 30 |
+
"transformers_version": "4.56.1",
|
| 31 |
+
"use_cache": true,
|
| 32 |
+
"vocab_size": 30000
|
| 33 |
+
}
|
checkpoint-2480/generation_config.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_from_model_config": true,
|
| 3 |
+
"bos_token_id": 1,
|
| 4 |
+
"eos_token_id": [
|
| 5 |
+
2
|
| 6 |
+
],
|
| 7 |
+
"pad_token_id": 2,
|
| 8 |
+
"transformers_version": "4.56.1"
|
| 9 |
+
}
|
checkpoint-2480/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:944d3edee08b1d697d30754de7f0bf8039d030fd77ed2f73a56ebf39dfa43e23
|
| 3 |
+
size 435544704
|
checkpoint-2480/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3a21d395f44349e1e67362eb146f47ad8e89d88a1440cacecb3a49253767224c
|
| 3 |
+
size 871183627
|
checkpoint-2480/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d77e6928bbfeeca774532a5a408658caf1eacdbb54a136a14486a7b9ae7f3412
|
| 3 |
+
size 14709
|
checkpoint-2480/scaler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f913ea45494c9e456c1e6176db6261a293d54cf8f5b66747ecf71e9e8f6ad3f9
|
| 3 |
+
size 1383
|
checkpoint-2480/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8487c445e8de19b7b204c85bd762f47f9954df396c8e94e7891a44fcdc56fa21
|
| 3 |
+
size 1465
|
checkpoint-2480/special_tokens_map.json
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"bos_token": "<s>",
|
| 3 |
+
"eos_token": "</s>",
|
| 4 |
+
"mask_token": "<mask>",
|
| 5 |
+
"pad_token": "</s>",
|
| 6 |
+
"sep_token": "<sep>",
|
| 7 |
+
"unk_token": "<unk>"
|
| 8 |
+
}
|
checkpoint-2480/tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
checkpoint-2480/tokenizer_config.json
ADDED
|
@@ -0,0 +1,62 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"0": {
|
| 4 |
+
"content": "<pad>",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"1": {
|
| 12 |
+
"content": "<s>",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"2": {
|
| 20 |
+
"content": "</s>",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"3": {
|
| 28 |
+
"content": "<unk>",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"4": {
|
| 36 |
+
"content": "<mask>",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
},
|
| 43 |
+
"5": {
|
| 44 |
+
"content": "<sep>",
|
| 45 |
+
"lstrip": false,
|
| 46 |
+
"normalized": false,
|
| 47 |
+
"rstrip": false,
|
| 48 |
+
"single_word": false,
|
| 49 |
+
"special": true
|
| 50 |
+
}
|
| 51 |
+
},
|
| 52 |
+
"bos_token": "<s>",
|
| 53 |
+
"clean_up_tokenization_spaces": false,
|
| 54 |
+
"eos_token": "</s>",
|
| 55 |
+
"extra_special_tokens": {},
|
| 56 |
+
"mask_token": "<mask>",
|
| 57 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 58 |
+
"pad_token": "</s>",
|
| 59 |
+
"sep_token": "<sep>",
|
| 60 |
+
"tokenizer_class": "PreTrainedTokenizerFast",
|
| 61 |
+
"unk_token": "<unk>"
|
| 62 |
+
}
|
checkpoint-2480/trainer_state.json
ADDED
|
@@ -0,0 +1,116 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_global_step": 2480,
|
| 3 |
+
"best_metric": 3.143359661102295,
|
| 4 |
+
"best_model_checkpoint": "/home/p318482/syntactic-bootstrapping/model_trained/cds_w_13/checkpoint-2480",
|
| 5 |
+
"epoch": 5.0,
|
| 6 |
+
"eval_steps": 500,
|
| 7 |
+
"global_step": 2480,
|
| 8 |
+
"is_hyper_param_search": false,
|
| 9 |
+
"is_local_process_zero": true,
|
| 10 |
+
"is_world_process_zero": true,
|
| 11 |
+
"log_history": [
|
| 12 |
+
{
|
| 13 |
+
"epoch": 0.0020161290322580645,
|
| 14 |
+
"grad_norm": 30.076793670654297,
|
| 15 |
+
"learning_rate": 0.0,
|
| 16 |
+
"loss": 10.3404,
|
| 17 |
+
"step": 1
|
| 18 |
+
},
|
| 19 |
+
{
|
| 20 |
+
"epoch": 1.0,
|
| 21 |
+
"grad_norm": 4.318020343780518,
|
| 22 |
+
"learning_rate": 9.900000000000001e-05,
|
| 23 |
+
"loss": 4.5857,
|
| 24 |
+
"step": 496
|
| 25 |
+
},
|
| 26 |
+
{
|
| 27 |
+
"epoch": 1.0,
|
| 28 |
+
"eval_loss": 3.524101972579956,
|
| 29 |
+
"eval_runtime": 43.6446,
|
| 30 |
+
"eval_samples_per_second": 729.46,
|
| 31 |
+
"eval_steps_per_second": 2.864,
|
| 32 |
+
"step": 496
|
| 33 |
+
},
|
| 34 |
+
{
|
| 35 |
+
"epoch": 2.0,
|
| 36 |
+
"grad_norm": 4.235888481140137,
|
| 37 |
+
"learning_rate": 9.477659574468086e-05,
|
| 38 |
+
"loss": 3.3228,
|
| 39 |
+
"step": 992
|
| 40 |
+
},
|
| 41 |
+
{
|
| 42 |
+
"epoch": 2.0,
|
| 43 |
+
"eval_loss": 3.3001248836517334,
|
| 44 |
+
"eval_runtime": 44.2288,
|
| 45 |
+
"eval_samples_per_second": 719.826,
|
| 46 |
+
"eval_steps_per_second": 2.826,
|
| 47 |
+
"step": 992
|
| 48 |
+
},
|
| 49 |
+
{
|
| 50 |
+
"epoch": 3.0,
|
| 51 |
+
"grad_norm": 4.020275115966797,
|
| 52 |
+
"learning_rate": 8.950000000000001e-05,
|
| 53 |
+
"loss": 3.1656,
|
| 54 |
+
"step": 1488
|
| 55 |
+
},
|
| 56 |
+
{
|
| 57 |
+
"epoch": 3.0,
|
| 58 |
+
"eval_loss": 3.2202703952789307,
|
| 59 |
+
"eval_runtime": 44.1563,
|
| 60 |
+
"eval_samples_per_second": 721.006,
|
| 61 |
+
"eval_steps_per_second": 2.831,
|
| 62 |
+
"step": 1488
|
| 63 |
+
},
|
| 64 |
+
{
|
| 65 |
+
"epoch": 4.0,
|
| 66 |
+
"grad_norm": 4.647115707397461,
|
| 67 |
+
"learning_rate": 8.422340425531914e-05,
|
| 68 |
+
"loss": 3.078,
|
| 69 |
+
"step": 1984
|
| 70 |
+
},
|
| 71 |
+
{
|
| 72 |
+
"epoch": 4.0,
|
| 73 |
+
"eval_loss": 3.1739180088043213,
|
| 74 |
+
"eval_runtime": 44.5914,
|
| 75 |
+
"eval_samples_per_second": 713.972,
|
| 76 |
+
"eval_steps_per_second": 2.803,
|
| 77 |
+
"step": 1984
|
| 78 |
+
},
|
| 79 |
+
{
|
| 80 |
+
"epoch": 5.0,
|
| 81 |
+
"grad_norm": 3.8257627487182617,
|
| 82 |
+
"learning_rate": 7.894680851063831e-05,
|
| 83 |
+
"loss": 3.0125,
|
| 84 |
+
"step": 2480
|
| 85 |
+
},
|
| 86 |
+
{
|
| 87 |
+
"epoch": 5.0,
|
| 88 |
+
"eval_loss": 3.143359661102295,
|
| 89 |
+
"eval_runtime": 43.8817,
|
| 90 |
+
"eval_samples_per_second": 725.518,
|
| 91 |
+
"eval_steps_per_second": 2.849,
|
| 92 |
+
"step": 2480
|
| 93 |
+
}
|
| 94 |
+
],
|
| 95 |
+
"logging_steps": 500,
|
| 96 |
+
"max_steps": 9920,
|
| 97 |
+
"num_input_tokens_seen": 0,
|
| 98 |
+
"num_train_epochs": 20,
|
| 99 |
+
"save_steps": 500,
|
| 100 |
+
"stateful_callbacks": {
|
| 101 |
+
"TrainerControl": {
|
| 102 |
+
"args": {
|
| 103 |
+
"should_epoch_stop": false,
|
| 104 |
+
"should_evaluate": false,
|
| 105 |
+
"should_log": false,
|
| 106 |
+
"should_save": true,
|
| 107 |
+
"should_training_stop": false
|
| 108 |
+
},
|
| 109 |
+
"attributes": {}
|
| 110 |
+
}
|
| 111 |
+
},
|
| 112 |
+
"total_flos": 4.138996432896e+16,
|
| 113 |
+
"train_batch_size": 256,
|
| 114 |
+
"trial_name": null,
|
| 115 |
+
"trial_params": null
|
| 116 |
+
}
|
checkpoint-2480/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c9ce9c5ddd61da8e500a622d9923d4f34a9d7d2dd637de93ee966a57021e3430
|
| 3 |
+
size 5905
|