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README.md

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+---
+library_name: transformers
+base_model: EleutherAI/pythia-14m
+tags:
+- generated_from_trainer
+model-index:
+- name: pythia-14m-finewebedu-sentences
+  results: []
+---
+
+# pythia-14m-finewebedu-sentences
+
+- Generate half intelligible English sentences using a small GPT like model.
+- Will output one sentence at a time.
+
+This model is a fine-tuned version of [EleutherAI/pythia-14m](https://huggingface.co/EleutherAI/pythia-14m) on the [agentlans/finewebedu-sentences dataset](https://huggingface.co/datasets/agentlans/finewebedu-sentences).
+
+## Model description
+
+To generate 10 random sentences starting from an empty string on a CUDA device:
+
+```python
+from transformers import pipeline, set_seed
+
+generator = pipeline('text-generation', model='agentlans/pythia-14m-finewebedu-sentences', device='cuda')
+
+set_seed(1234)
+results = generator("", max_length=100, num_return_sequences=10, do_sample=True)
+
+for x in results:
+	print(x['generated_text'])
+```
+
+Output:
+```text
+The main outcome is that the group is associated with other domains.
+If you're planning to get a long-term answer, you can check the link "watch" and see that you can change your website.
+They are very difficult to make it easy to understand how it works as a healthy.
+In the most cases, the prevalence of DTP is reduced from 5-HT1.
+It is a significant difference between the risk of injury, and there is no need to be a single complication.
+The time of taking too high on the scale of the region is to begin, with a bit other type of view to the whole system.
+The total cost of your daily distribution is $24. The overall number of children is 0.5 times is 50.
+The more difficult time is to learn the basics of the work, but it is important to do the same job.
+It is now on the other hand, however, in the middle of the 19th century, the country must follow the law of the country and alliances between the countries and communities.
+This is why it is hard to do this.
+```
+
+## Intended uses & limitations
+
+- For generating short lines of English text
+- Could be useful for
+  - data augmentation
+  - creative inspiration
+  - entertainment
+  - CAPTCHA
+- Can be further finetuned on other data such as:
+  - prompts
+  - famous quotes
+  - news headlines
+  - blog post titles
+
+Limitations include:
+
+- Not guaranteed to make sensible, coherent, or grammatically correct sentences
+- No regard for accuracy or truthfulness whatsoever
+  - It's a bunch of words from a probability model, what do you expect?
+
+## Training and evaluation data
+
+Sentences from [HuggingFaceFW/fineweb-edu](https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu)
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 5e-05
+- train_batch_size: 8
+- eval_batch_size: 8
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 15.0
+
+### Framework versions
+
+- Transformers 4.44.2
+- Pytorch 2.2.2+cu121
+- Datasets 2.18.0
+- Tokenizers 0.19.1

all_results.json

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+{
+    "epoch": 15.0,
+    "total_flos": 1.1701900541952e+16,
+    "train_loss": 6.4889299491993535,
+    "train_runtime": 2354.7682,
+    "train_samples": 16644,
+    "train_samples_per_second": 106.023,
+    "train_steps_per_second": 13.256
+}

config.json

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+{
+  "_name_or_path": "EleutherAI/pythia-14m",
+  "architectures": [
+    "GPTNeoXForCausalLM"
+  ],
+  "attention_bias": true,
+  "attention_dropout": 0.0,
+  "bos_token_id": 0,
+  "classifier_dropout": 0.1,
+  "eos_token_id": 0,
+  "hidden_act": "gelu",
+  "hidden_dropout": 0.0,
+  "hidden_size": 128,
+  "initializer_range": 0.02,
+  "intermediate_size": 512,
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 2048,
+  "model_type": "gpt_neox",
+  "num_attention_heads": 4,
+  "num_hidden_layers": 6,
+  "rope_scaling": null,
+  "rotary_emb_base": 10000,
+  "rotary_pct": 0.25,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float32",
+  "transformers_version": "4.44.2",
+  "use_cache": true,
+  "use_parallel_residual": true,
+  "vocab_size": 50304
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 0,
+  "eos_token_id": 0,
+  "transformers_version": "4.44.2"
+}

model.safetensors

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+oid sha256:536c9f97040bc300b157c52572085e5feaa0d7a098dfce356494b4297cc2d28e
+size 56279344

special_tokens_map.json

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+}

tokenizer_config.json

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