New model from https://wandb.ai/wandb/huggingtweets/runs/2qa0qgs8

README.md

@@ -0,0 +1,75 @@
+---
+language: en
+thumbnail: https://github.com/borisdayma/huggingtweets/blob/master/img/logo.png?raw=true
+tags:
+- huggingtweets
+widget:
+- text: "My dream is"
+---
+
+<div>
+<div style="width: 132px; height:132px; border-radius: 50%; background-size: cover; background-image: url('https://pbs.twimg.com/profile_images/1371588783070707713/X0k6xQs__400x400.jpg')">
+</div>
+<div style="margin-top: 8px; font-size: 19px; font-weight: 800">cyberglyphic 🤖 AI Bot </div>
+<div style="font-size: 15px">@cyberglyphic bot</div>
+</div>
+
+I was made with [huggingtweets](https://github.com/borisdayma/huggingtweets).
+
+Create your own bot based on your favorite user with [the demo](https://colab.research.google.com/github/borisdayma/huggingtweets/blob/master/huggingtweets-demo.ipynb)!
+
+## How does it work?
+
+The model uses the following pipeline.
+
+![pipeline](https://github.com/borisdayma/huggingtweets/blob/master/img/pipeline.png?raw=true)
+
+To understand how the model was developed, check the [W&B report](https://app.wandb.ai/wandb/huggingtweets/reports/HuggingTweets-Train-a-model-to-generate-tweets--VmlldzoxMTY5MjI).
+
+## Training data
+
+The model was trained on [@cyberglyphic's tweets](https://twitter.com/cyberglyphic).
+
+| Data | Quantity |
+| --- | --- |
+| Tweets downloaded | 3174 |
+| Retweets | 498 |
+| Short tweets | 340 |
+| Tweets kept | 2336 |
+
+[Explore the data](https://wandb.ai/wandb/huggingtweets/runs/243v14nf/artifacts), which is tracked with [W&B artifacts](https://docs.wandb.com/artifacts) at every step of the pipeline.
+
+## Training procedure
+
+The model is based on a pre-trained [GPT-2](https://huggingface.co/gpt2) which is fine-tuned on @cyberglyphic's tweets.
+
+Hyperparameters and metrics are recorded in the [W&B training run](https://wandb.ai/wandb/huggingtweets/runs/2qa0qgs8) for full transparency and reproducibility.
+
+At the end of training, [the final model](https://wandb.ai/wandb/huggingtweets/runs/2qa0qgs8/artifacts) is logged and versioned.
+
+## How to use
+
+You can use this model directly with a pipeline for text generation:
+
+```python
+from transformers import pipeline
+generator = pipeline('text-generation',
+                     model='huggingtweets/cyberglyphic')
+generator("My dream is", num_return_sequences=5)
+```
+
+## Limitations and bias
+
+The model suffers from [the same limitations and bias as GPT-2](https://huggingface.co/gpt2#limitations-and-bias).
+
+In addition, the data present in the user's tweets further affects the text generated by the model.
+
+## About
+
+*Built by Boris Dayma*
+
+[![Follow](https://img.shields.io/twitter/follow/borisdayma?style=social)](https://twitter.com/intent/follow?screen_name=borisdayma)
+
+For more details, visit the project repository.
+
+[![GitHub stars](https://img.shields.io/github/stars/borisdayma/huggingtweets?style=social)](https://github.com/borisdayma/huggingtweets)

config.json

@@ -0,0 +1,40 @@
+{
+  "_name_or_path": "gpt2",
+  "activation_function": "gelu_new",
+  "architectures": [
+    "GPT2LMHeadModel"
+  ],
+  "attn_pdrop": 0.1,
+  "bos_token_id": 50256,
+  "embd_pdrop": 0.1,
+  "eos_token_id": 50256,
+  "gradient_checkpointing": false,
+  "initializer_range": 0.02,
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "gpt2",
+  "n_ctx": 1024,
+  "n_embd": 768,
+  "n_head": 12,
+  "n_inner": null,
+  "n_layer": 12,
+  "n_positions": 1024,
+  "resid_pdrop": 0.1,
+  "summary_activation": null,
+  "summary_first_dropout": 0.1,
+  "summary_proj_to_labels": true,
+  "summary_type": "cls_index",
+  "summary_use_proj": true,
+  "task_specific_params": {
+    "text-generation": {
+      "do_sample": true,
+      "max_length": 160,
+      "min_length": 10,
+      "prefix": "<|endoftext|>",
+      "temperature": 1.0,
+      "top_p": 0.95
+    }
+  },
+  "transformers_version": "4.4.2",
+  "use_cache": true,
+  "vocab_size": 50257
+}

pytorch_model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f7f225a6cd143cce346c0eeea4b564064ea0f56d73ce928443f4c772c90a2d25
+size 510408315

special_tokens_map.json

@@ -0,0 +1 @@
+{"bos_token": "<|endoftext|>", "eos_token": "<|endoftext|>", "unk_token": "<|endoftext|>"}

tokenizer_config.json

@@ -0,0 +1 @@
+{"unk_token": "<|endoftext|>", "bos_token": "<|endoftext|>", "eos_token": "<|endoftext|>", "add_prefix_space": false, "model_max_length": 1024, "special_tokens_map_file": null, "name_or_path": "gpt2"}

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9b7b8f5c962c62b48eca4010aee93a0d467fd98dac7685f4cbca39aeedcb1b7d
+size 2287