diff --git a/.github/ISSUE_TEMPLATE/compatibility.md b/.github/ISSUE_TEMPLATE/compatibility.md
new file mode 100644
index 000000000..60a4632c9
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/compatibility.md
@@ -0,0 +1,35 @@
+---
+name: Compatibility Report
+about: Submit a compatibility report
+title: "[Compatibility Report] Model ID"
+
+---
+
+<!--
+Use this template to report any issues found with model compatibility. Make sure to create a report per model id, and not per model family. Please include details of any options you used in TransformerLens, and example generations both directly through transformers and TransformerLens. Additionally, please make sure you determine information on historical compatibility with the model in question with TransformerLens.
+
+To determine historic compatibility of your model, first check the performance of the model on the first release of TransformerLens when the model was added. If the incompatibility does not exist on the first version with the model in question, you then need to narrow down the last version where the model performed comparably to transformers, and the first version where it became incompatible. 
+
+The process for finding the last compatible version number is pretty manually. It's a matter of picking a random version, checking the compatibility, and then deciding which version to check next based on the result on the version number in question. If the version you are testing is incompatible, then you want to check earlier releases of TransformerLens. If the version you are testing is compatible, you then want to check newer versions of TransformerLens. This process must be repeated until two consecutive version numbers are found, one where the model was compatible, and the next where the model was incompatible. This process is very tedious, but it will greatly help in the process of fixing the underlying incompatibility.
+-->
+
+## Model
+
+REPLACE_WITH_MODEL_ID
+
+- [ ] This model was incompatible when it was introduced to TransformerLens
+
+<!--
+Remove the next block if the model in question did not work as expected on the first version of TransformerLens in which it was available.
+-->
+
+The model seems to have worked as of REPLACE_WITH_LAST_COMPATIBLE_VERSION_NUMBER. It first started
+showing signs of incompatibility in REPLACE_WITH_FIRST_INCOMPATIBLE_VERSION_NUMBER.
+
+### Example of some generations in transformers
+
+
+### Code used to load the model in TransformerLens
+
+
+### Example of some generations in TransformerLens
diff --git a/.github/workflows/checks.yml b/.github/workflows/checks.yml
index 1b71d373e..fb686122d 100644
--- a/.github/workflows/checks.yml
+++ b/.github/workflows/checks.yml
@@ -123,6 +123,7 @@ jobs:
           # - "Activation_Patching_in_TL_Demo"
           # - "Attribution_Patching_Demo"
           - "ARENA_Content"
+          - "Colab_Compatibility"
           - "BERT"
           - "Exploratory_Analysis_Demo"
           # - "Grokking_Demo"
diff --git a/demos/Colab_Compatibility.ipynb b/demos/Colab_Compatibility.ipynb
new file mode 100644
index 000000000..62b5814d4
--- /dev/null
+++ b/demos/Colab_Compatibility.ipynb
@@ -0,0 +1,503 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running as a Jupyter notebook - intended for development only!\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/m3/z6c6rcdj1rbb2jh9vqpgvxg40000gn/T/ipykernel_48359/2396058561.py:18: DeprecationWarning: `magic(...)` is deprecated since IPython 0.13 (warning added in 8.1), use run_line_magic(magic_name, parameter_s).\n",
+      "  ipython.magic(\"load_ext autoreload\")\n",
+      "/var/folders/m3/z6c6rcdj1rbb2jh9vqpgvxg40000gn/T/ipykernel_48359/2396058561.py:19: DeprecationWarning: `magic(...)` is deprecated since IPython 0.13 (warning added in 8.1), use run_line_magic(magic_name, parameter_s).\n",
+      "  ipython.magic(\"autoreload 2\")\n"
+     ]
+    }
+   ],
+   "source": [
+    "# NBVAL_IGNORE_OUTPUT\n",
+    "# Janky code to do different setup when run in a Colab notebook vs VSCode\n",
+    "import os\n",
+    "\n",
+    "IN_GITHUB = os.getenv(\"GITHUB_ACTIONS\") == \"true\"\n",
+    "\n",
+    "try:\n",
+    "    import google.colab\n",
+    "    IN_COLAB = True\n",
+    "    print(\"Running as a Colab notebook\")\n",
+    "except:\n",
+    "    IN_COLAB = False\n",
+    "    print(\"Running as a Jupyter notebook - intended for development only!\")\n",
+    "    from IPython import get_ipython\n",
+    "\n",
+    "    ipython = get_ipython()\n",
+    "    # Code to automatically update the HookedTransformer code as its edited without restarting the kernel\n",
+    "    ipython.magic(\"load_ext autoreload\")\n",
+    "    ipython.magic(\"autoreload 2\")\n",
+    "    \n",
+    "\n",
+    "\n",
+    "if IN_COLAB or IN_GITHUB:\n",
+    "    # %pip install sentencepiece # Llama tokenizer requires sentencepiece\n",
+    "    %pip install transformers>=4.31.0 # Llama requires transformers>=4.31.0 and transformers in turn requires Python 3.8\n",
+    "    %pip install torch\n",
+    "    %pip install tiktoken\n",
+    "    %pip install transformer_lens\n",
+    "    %pip install transformers_stream_generator\n",
+    "    # !huggingface-cli login --token NEEL'S TOKEN"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "TransformerLens currently supports 190 models out of the box.\n"
+     ]
+    }
+   ],
+   "source": [
+    "import torch\n",
+    "\n",
+    "from transformer_lens import HookedTransformer, HookedEncoderDecoder, loading\n",
+    "from transformers import AutoTokenizer, LlamaForCausalLM, LlamaTokenizer\n",
+    "from typing import List\n",
+    "import gc\n",
+    "\n",
+    "untested_models = []\n",
+    "untested_models.extend(loading.OFFICIAL_MODEL_NAMES)\n",
+    "\n",
+    "print(\"TransformerLens currently supports \" + str(len(untested_models)) + \" models out of the box.\")\n",
+    "\n",
+    "GENERATE = True\n",
+    "# Fill this in if you have llama weights uploaded, and you with to test those models\n",
+    "LLAMA_MODEL_PATH = \"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def mark_models_as_tested(model_set: List[str]) -> None:\n",
+    "    for model in model_set:\n",
+    "        untested_models.remove(model)\n",
+    "    \n",
+    "\n",
+    "def run_set(model_set: List[str], device=\"cuda\") -> None:\n",
+    "    for model in model_set:\n",
+    "        print(\"Testing \" + model)\n",
+    "        tl_model = HookedTransformer.from_pretrained_no_processing(model, device=device)\n",
+    "        if GENERATE:\n",
+    "            print(tl_model.generate(\"Hello my name is\"))\n",
+    "        del tl_model\n",
+    "        gc.collect()\n",
+    "        if IN_COLAB:\n",
+    "            %rm -rf /root/.cache/huggingface/hub/models*\n",
+    "\n",
+    "def run_llama_set(model_set: List[str], weight_root: str, device=\"cuda\") -> None:\n",
+    "    for model in model_set:\n",
+    "        print(\"Testing \" + model)\n",
+    "        # to run this, make sure weight root is the root that contains all models with the \n",
+    "        # sub directories sharing the same name as the model in the list of models\n",
+    "        tokenizer = LlamaTokenizer.from_pretrained(weight_root + model)\n",
+    "        hf_model = LlamaForCausalLM.from_pretrained(weight_root + model, low_cpu_mem_usage=True)\n",
+    "        tl_model = HookedTransformer.from_pretrained_no_processing(\n",
+    "            model, \n",
+    "            hf_model=hf_model,\n",
+    "            device=device,\n",
+    "            fold_ln=False,\n",
+    "            center_writing_weights=False,\n",
+    "            center_unembed=False,\n",
+    "            tokenizer=tokenizer,\n",
+    "        )\n",
+    "        if GENERATE:\n",
+    "            print(tl_model.generate(\"Hello my name is\"))\n",
+    "        del tl_model\n",
+    "        gc.collect()\n",
+    "        if IN_COLAB:\n",
+    "            %rm -rf /root/.cache/huggingface/hub/models*\n",
+    "\n",
+    "\n",
+    "def run_encoder_decoder_set(model_set: List[str], device=\"cuda\") -> None:\n",
+    "    for model in model_set:\n",
+    "        print(\"Testing \" + model)\n",
+    "        tokenizer = AutoTokenizer.from_pretrained(model)\n",
+    "        tl_model = HookedEncoderDecoder.from_pretrained(model, device=device)\n",
+    "        if GENERATE:\n",
+    "            # Originally from the t5 demo\n",
+    "            prompt = \"Hello, how are you? \"\n",
+    "            inputs = tokenizer(prompt, return_tensors=\"pt\")\n",
+    "            input_ids = inputs[\"input_ids\"]\n",
+    "            attention_mask = inputs[\"attention_mask\"]\n",
+    "            decoder_input_ids = torch.tensor([[model.cfg.decoder_start_token_id]]).to(input_ids.device)\n",
+    "\n",
+    "\n",
+    "            while True:\n",
+    "                logits = model.forward(input=input_ids, one_zero_attention_mask=attention_mask, decoder_input=decoder_input_ids)\n",
+    "                # logits.shape == (batch_size (1), predicted_pos, vocab_size)\n",
+    "\n",
+    "                token_idx = torch.argmax(logits[0, -1, :]).item()\n",
+    "                print(\"generated token: \\\"\", tokenizer.decode(token_idx), \"\\\", token id: \", token_idx, sep=\"\")\n",
+    "\n",
+    "                # append token to decoder_input_ids\n",
+    "                decoder_input_ids = torch.cat([decoder_input_ids, torch.tensor([[token_idx]]).to(input_ids.device)], dim=-1)\n",
+    "\n",
+    "                # break if End-Of-Sequence token generated\n",
+    "                if token_idx == tokenizer.eos_token_id:\n",
+    "                    break\n",
+    "            print(tl_model.generate(\"Hello my name is\"))\n",
+    "        del tl_model\n",
+    "        gc.collect()\n",
+    "        if IN_COLAB:\n",
+    "            %rm -rf /root/.cache/huggingface/hub/models*"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# The following models can run in the T4 free environment\n",
+    "free_compatible = [\n",
+    "    \"ai-forever/mGPT\",\n",
+    "    \"ArthurConmy/redwood_attn_2l\",\n",
+    "    \"bert-base-cased\",\n",
+    "    \"bigcode/santacoder\",\n",
+    "    \"bigscience/bloom-1b1\",\n",
+    "    \"bigscience/bloom-560m\",\n",
+    "    \"distilgpt2\",\n",
+    "    \"EleutherAI/gpt-neo-1.3B\",\n",
+    "    \"EleutherAI/gpt-neo-125M\",\n",
+    "    \"EleutherAI/gpt-neo-2.7B\",\n",
+    "    \"EleutherAI/pythia-1.4b\",\n",
+    "    \"EleutherAI/pythia-1.4b-deduped\",\n",
+    "    \"EleutherAI/pythia-1.4b-deduped-v0\",\n",
+    "    \"EleutherAI/pythia-1.4b-v0\",\n",
+    "    \"EleutherAI/pythia-14m\",\n",
+    "    \"EleutherAI/pythia-160m\",\n",
+    "    \"EleutherAI/pythia-160m-deduped\",\n",
+    "    \"EleutherAI/pythia-160m-deduped-v0\",\n",
+    "    \"EleutherAI/pythia-160m-seed1\",\n",
+    "    \"EleutherAI/pythia-160m-seed2\",\n",
+    "    \"EleutherAI/pythia-160m-seed3\",\n",
+    "    \"EleutherAI/pythia-160m-v0\",\n",
+    "    \"EleutherAI/pythia-1b\",\n",
+    "    \"EleutherAI/pythia-1b-deduped\",\n",
+    "    \"EleutherAI/pythia-1b-deduped-v0\",\n",
+    "    \"EleutherAI/pythia-1b-v0\",\n",
+    "    \"EleutherAI/pythia-31m\",\n",
+    "    \"EleutherAI/pythia-410m\",\n",
+    "    \"EleutherAI/pythia-410m-deduped\",\n",
+    "    \"EleutherAI/pythia-410m-deduped-v0\",\n",
+    "    \"EleutherAI/pythia-410m-v0\",\n",
+    "    \"EleutherAI/pythia-70m\",\n",
+    "    \"EleutherAI/pythia-70m-deduped\",\n",
+    "    \"EleutherAI/pythia-70m-deduped-v0\",\n",
+    "    \"EleutherAI/pythia-70m-v0\",\n",
+    "    \"facebook/opt-1.3b\",\n",
+    "    \"facebook/opt-125m\",\n",
+    "    \"gpt2\",\n",
+    "    \"gpt2-large\",\n",
+    "    \"gpt2-medium\",\n",
+    "    \"gpt2-xl\",\n",
+    "    \"meta-llama/Llama-3.2-1B\",\n",
+    "    \"meta-llama/Llama-3.2-1B-Instruct\",\n",
+    "    \"microsoft/phi-1\",\n",
+    "    \"microsoft/phi-1_5\",\n",
+    "    \"NeelNanda/Attn-Only-2L512W-Shortformer-6B-big-lr\",\n",
+    "    \"NeelNanda/Attn_Only_1L512W_C4_Code\",\n",
+    "    \"NeelNanda/Attn_Only_2L512W_C4_Code\",\n",
+    "    \"NeelNanda/Attn_Only_3L512W_C4_Code\",\n",
+    "    \"NeelNanda/Attn_Only_4L512W_C4_Code\",\n",
+    "    \"NeelNanda/GELU_1L512W_C4_Code\",\n",
+    "    \"NeelNanda/GELU_2L512W_C4_Code\",\n",
+    "    \"NeelNanda/GELU_3L512W_C4_Code\",\n",
+    "    \"NeelNanda/GELU_4L512W_C4_Code\",\n",
+    "    \"NeelNanda/SoLU_10L1280W_C4_Code\",\n",
+    "    \"NeelNanda/SoLU_10L_v22_old\",\n",
+    "    \"NeelNanda/SoLU_12L1536W_C4_Code\",\n",
+    "    \"NeelNanda/SoLU_12L_v23_old\",\n",
+    "    \"NeelNanda/SoLU_1L512W_C4_Code\",\n",
+    "    \"NeelNanda/SoLU_1L512W_Wiki_Finetune\",\n",
+    "    \"NeelNanda/SoLU_1L_v9_old\",\n",
+    "    \"NeelNanda/SoLU_2L512W_C4_Code\",\n",
+    "    \"NeelNanda/SoLU_2L_v10_old\",\n",
+    "    \"NeelNanda/SoLU_3L512W_C4_Code\",\n",
+    "    \"NeelNanda/SoLU_4L512W_C4_Code\",\n",
+    "    \"NeelNanda/SoLU_4L512W_Wiki_Finetune\",\n",
+    "    \"NeelNanda/SoLU_4L_v11_old\",\n",
+    "    \"NeelNanda/SoLU_6L768W_C4_Code\",\n",
+    "    \"NeelNanda/SoLU_6L_v13_old\",\n",
+    "    \"NeelNanda/SoLU_8L1024W_C4_Code\",\n",
+    "    \"NeelNanda/SoLU_8L_v21_old\",\n",
+    "    \"Qwen/Qwen-1_8B\",\n",
+    "    \"Qwen/Qwen-1_8B-Chat\",\n",
+    "    \"Qwen/Qwen1.5-0.5B\",\n",
+    "    \"Qwen/Qwen1.5-0.5B-Chat\",\n",
+    "    \"Qwen/Qwen1.5-1.8B\",\n",
+    "    \"Qwen/Qwen1.5-1.8B-Chat\",\n",
+    "    \"Qwen/Qwen2-0.5B\",\n",
+    "    \"Qwen/Qwen2-0.5B-Instruct\",\n",
+    "    \"Qwen/Qwen2-1.5B\",\n",
+    "    \"Qwen/Qwen2-1.5B-Instruct\",\n",
+    "    \"roneneldan/TinyStories-1Layer-21M\",\n",
+    "    \"roneneldan/TinyStories-1M\",\n",
+    "    \"roneneldan/TinyStories-28M\",\n",
+    "    \"roneneldan/TinyStories-2Layers-33M\",\n",
+    "    \"roneneldan/TinyStories-33M\",\n",
+    "    \"roneneldan/TinyStories-3M\",\n",
+    "    \"roneneldan/TinyStories-8M\",\n",
+    "    \"roneneldan/TinyStories-Instruct-1M\",\n",
+    "    \"roneneldan/TinyStories-Instruct-28M\",\n",
+    "    \"roneneldan/TinyStories-Instruct-2Layers-33M\",\n",
+    "    \"roneneldan/TinyStories-Instruct-33M\",\n",
+    "    \"roneneldan/TinyStories-Instruct-3M\",\n",
+    "    \"roneneldan/TinyStories-Instruct-8M\",\n",
+    "    \"roneneldan/TinyStories-Instuct-1Layer-21M\",\n",
+    "    \"stanford-crfm/alias-gpt2-small-x21\",\n",
+    "    \"stanford-crfm/arwen-gpt2-medium-x21\",\n",
+    "    \"stanford-crfm/battlestar-gpt2-small-x49\",\n",
+    "    \"stanford-crfm/beren-gpt2-medium-x49\",\n",
+    "    \"stanford-crfm/caprica-gpt2-small-x81\",\n",
+    "    \"stanford-crfm/celebrimbor-gpt2-medium-x81\",\n",
+    "    \"stanford-crfm/darkmatter-gpt2-small-x343\",\n",
+    "    \"stanford-crfm/durin-gpt2-medium-x343\",\n",
+    "    \"stanford-crfm/eowyn-gpt2-medium-x777\",\n",
+    "    \"stanford-crfm/expanse-gpt2-small-x777\",\n",
+    "]\n",
+    "\n",
+    "if IN_COLAB:\n",
+    "    run_set(free_compatible)\n",
+    "    \n",
+    "mark_models_as_tested(free_compatible)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "paid_gpu_models = [\n",
+    "    \"01-ai/Yi-6B\",\n",
+    "    \"01-ai/Yi-6B-Chat\",\n",
+    "    \"bigscience/bloom-1b7\",\n",
+    "    \"bigscience/bloom-3b\",\n",
+    "    \"bigscience/bloom-7b1\",\n",
+    "    \"codellama/CodeLlama-7b-hf\",\n",
+    "    \"codellama/CodeLlama-7b-Instruct-hf\",\n",
+    "    \"codellama/CodeLlama-7b-Python-hf\",\n",
+    "    \"EleutherAI/pythia-2.8b\",\n",
+    "    \"EleutherAI/pythia-2.8b-deduped\",\n",
+    "    \"EleutherAI/pythia-2.8b-deduped-v0\",\n",
+    "    \"EleutherAI/pythia-2.8b-v0\",\n",
+    "    \"EleutherAI/pythia-6.9b\",\n",
+    "    \"EleutherAI/pythia-6.9b-deduped\",\n",
+    "    \"EleutherAI/pythia-6.9b-deduped-v0\",\n",
+    "    \"EleutherAI/pythia-6.9b-v0\",\n",
+    "    \"facebook/opt-2.7b\",\n",
+    "    \"facebook/opt-6.7b\",\n",
+    "    \"google/gemma-2-2b\",\n",
+    "    \"google/gemma-2-2b-it\",\n",
+    "    \"google/gemma-2b\",\n",
+    "    \"google/gemma-2b-it\",\n",
+    "    \"google/gemma-7b\",\n",
+    "    \"google/gemma-7b-it\",\n",
+    "    \"meta-llama/Llama-2-7b-chat-hf\",\n",
+    "    \"meta-llama/Llama-2-7b-hf\",\n",
+    "    \"meta-llama/Llama-3.1-8B\",\n",
+    "    \"meta-llama/Llama-3.1-8B-Instruct\",\n",
+    "    \"meta-llama/Llama-3.2-3B\",\n",
+    "    \"meta-llama/Llama-3.2-3B-Instruct\",\n",
+    "    \"meta-llama/Meta-Llama-3-8B\",\n",
+    "    \"meta-llama/Meta-Llama-3-8B-Instruct\",\n",
+    "    \"microsoft/phi-2\",\n",
+    "    \"microsoft/Phi-3-mini-4k-instruct\",\n",
+    "    \"mistralai/Mistral-7B-Instruct-v0.1\",\n",
+    "    \"mistralai/Mistral-7B-v0.1\",\n",
+    "    \"mistralai/Mistral-Nemo-Base-2407\",\n",
+    "    \"Qwen/Qwen-7B\",\n",
+    "    \"Qwen/Qwen-7B-Chat\",\n",
+    "    \"Qwen/Qwen1.5-4B\",\n",
+    "    \"Qwen/Qwen1.5-4B-Chat\",\n",
+    "    \"Qwen/Qwen1.5-7B\",\n",
+    "    \"Qwen/Qwen1.5-7B-Chat\",\n",
+    "    \"Qwen/Qwen2-7B\",\n",
+    "    \"Qwen/Qwen2-7B-Instruct\",\n",
+    "    \"stabilityai/stablelm-base-alpha-3b\",\n",
+    "    \"stabilityai/stablelm-base-alpha-7b\",\n",
+    "    \"stabilityai/stablelm-tuned-alpha-3b\",\n",
+    "    \"stabilityai/stablelm-tuned-alpha-7b\",\n",
+    "]\n",
+    "\n",
+    "if IN_COLAB:\n",
+    "    run_set(paid_gpu_models)\n",
+    "    \n",
+    "mark_models_as_tested(paid_gpu_models)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "paid_cpu_models = [\n",
+    "    \"EleutherAI/gpt-j-6B\",\n",
+    "    \"EleutherAI/gpt-neox-20b\",\n",
+    "    \"EleutherAI/pythia-12b\",\n",
+    "    \"EleutherAI/pythia-12b-deduped\",\n",
+    "    \"EleutherAI/pythia-12b-deduped-v0\",\n",
+    "    \"EleutherAI/pythia-12b-v0\",\n",
+    "    \"facebook/opt-13b\",\n",
+    "    \"google/gemma-2-9b\",\n",
+    "    \"google/gemma-2-9b-it\",\n",
+    "    \"meta-llama/Llama-2-13b-chat-hf\",\n",
+    "    \"meta-llama/Llama-2-13b-hf\",\n",
+    "    \"Qwen/Qwen-14B\",\n",
+    "    \"Qwen/Qwen-14B-Chat\",\n",
+    "    \"Qwen/Qwen1.5-14B\",\n",
+    "    \"Qwen/Qwen1.5-14B-Chat\",\n",
+    "]\n",
+    "\n",
+    "if IN_COLAB:\n",
+    "    run_set(paid_cpu_models, \"cpu\")\n",
+    "    \n",
+    "mark_models_as_tested(paid_cpu_models)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "incompatible_models = [\n",
+    "    \"01-ai/Yi-34B\",\n",
+    "    \"01-ai/Yi-34B-Chat\",\n",
+    "    \"facebook/opt-30b\",\n",
+    "    \"facebook/opt-66b\",\n",
+    "    \"google/gemma-2-27b\",\n",
+    "    \"google/gemma-2-27b-it\",\n",
+    "    \"meta-llama/Llama-2-70b-chat-hf\",\n",
+    "    \"meta-llama/Llama-3.1-70B\",\n",
+    "    \"meta-llama/Llama-3.1-70B-Instruct\",\n",
+    "    \"meta-llama/Meta-Llama-3-70B\",\n",
+    "    \"meta-llama/Meta-Llama-3-70B-Instruct\",\n",
+    "    \"mistralai/Mixtral-8x7B-Instruct-v0.1\",\n",
+    "    \"mistralai/Mixtral-8x7B-v0.1\",\n",
+    "]\n",
+    "\n",
+    "mark_models_as_tested(incompatible_models)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# The following models take a few extra steps to function. Check the official demo for more\n",
+    "# information on how to use. 7b and 13b will work in the paid environment. 30b and 65b will not work\n",
+    "# in Colab\n",
+    "not_hosted_models = [\n",
+    "    \"llama-7b-hf\",\n",
+    "    \"llama-13b-hf\",\n",
+    "    \"llama-30b-hf\",\n",
+    "    \"llama-65b-hf\",\n",
+    "]\n",
+    "\n",
+    "if LLAMA_MODEL_PATH:\n",
+    "    run_llama_set(not_hosted_models, LLAMA_MODEL_PATH)\n",
+    "\n",
+    "mark_models_as_tested(not_hosted_models)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# These all work on the free version of Colab\n",
+    "encoder_decoders = [\n",
+    "    \"google-t5/t5-base\",\n",
+    "    \"google-t5/t5-large\",\n",
+    "    \"google-t5/t5-small\",\n",
+    "]\n",
+    "if IN_COLAB:\n",
+    "    run_encoder_decoder_set(encoder_decoders)\n",
+    "\n",
+    "mark_models_as_tested(encoder_decoders)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "broken_models = [\n",
+    "    \"Baidicoot/Othello-GPT-Transformer-Lens\",\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Baidicoot/Othello-GPT-Transformer-Lens\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Any models listed in the cell below have not been tested. This should always remain blank. If your\n",
+    "# PR fails due to this notebook, most likely you need to check any new model changes to ensure that\n",
+    "# this notebook is up to date.\n",
+    "print(*untested_models, sep = '\\n')"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": ".venv",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
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diff --git a/docs/source/index.md b/docs/source/index.md
index f1b8737d5..4851b4334 100644
--- a/docs/source/index.md
+++ b/docs/source/index.md
@@ -18,6 +18,8 @@ I used to work for the [Anthropic interpretability team](https://transformer-cir
 
 The core features were heavily inspired by the interface to [Anthropic's excellent Garcon tool](https://transformer-circuits.pub/2021/garcon/index.html). Credit to Nelson Elhage and Chris Olah for building Garcon and showing me the value of good infrastructure for enabling exploratory research!
 
+A great place to start is to take a look at a helpful diagram of [all weight matrices and activation tensors with TransformerLens notation](_static/TransformerLens_Diagram.svg) courtesy of [Austin Kozlowski](https://github.com/akozlo). Another helpful tool to help you get going as quickly as possible is our [Colab Compatability Demo](https://github.com/TransformerLensOrg/TransformerLens/tree/main/demos/Colab_Compatibility.ipynb), which will give you a good idea of what you can do in various Colab environments.
+
 ```{toctree}
 :hidden:
 :caption: Introduction
diff --git a/transformer_lens/HookedTransformer.py b/transformer_lens/HookedTransformer.py
index 3fdd1c1ed..56096484c 100644
--- a/transformer_lens/HookedTransformer.py
+++ b/transformer_lens/HookedTransformer.py
@@ -1220,6 +1220,10 @@ def from_pretrained(
                 "right".
             first_n_layers: If specified, only load the first n layers of the model.
         """
+        if model_name.lower().startswith("t5"):
+            raise RuntimeError(
+                "Execution stopped: Please use HookedEncoderDecoder to load T5 models instead of HookedTransformer."
+            )
 
         assert not (
             from_pretrained_kwargs.get("load_in_8bit", False)
diff --git a/transformer_lens/loading_from_pretrained.py b/transformer_lens/loading_from_pretrained.py
index cc0295323..0b8489976 100644
--- a/transformer_lens/loading_from_pretrained.py
+++ b/transformer_lens/loading_from_pretrained.py
@@ -144,9 +144,9 @@
     "meta-llama/Llama-2-13b-hf",
     "meta-llama/Llama-2-13b-chat-hf",
     "meta-llama/Llama-2-70b-chat-hf",
-    "CodeLlama-7b-hf",
-    "CodeLlama-7b-Python-hf",
-    "CodeLlama-7b-Instruct-hf",
+    "codellama/CodeLlama-7b-hf",
+    "codellama/CodeLlama-7b-Python-hf",
+    "codellama/CodeLlama-7b-Instruct-hf",
     "meta-llama/Meta-Llama-3-8B",
     "meta-llama/Meta-Llama-3-8B-Instruct",
     "meta-llama/Meta-Llama-3-70B",
@@ -155,6 +155,10 @@
     "meta-llama/Llama-3.2-3B",
     "meta-llama/Llama-3.2-1B-Instruct",
     "meta-llama/Llama-3.2-3B-Instruct",
+    "meta-llama/Llama-3.1-70B",
+    "meta-llama/Llama-3.1-8B",
+    "meta-llama/Llama-3.1-8B-Instruct",
+    "meta-llama/Llama-3.1-70B-Instruct",
     "Baidicoot/Othello-GPT-Transformer-Lens",
     "bert-base-cased",
     "roneneldan/TinyStories-1M",
@@ -177,6 +181,7 @@
     "stabilityai/stablelm-tuned-alpha-7b",
     "mistralai/Mistral-7B-v0.1",
     "mistralai/Mistral-7B-Instruct-v0.1",
+    "mistralai/Mistral-Nemo-Base-2407",
     "mistralai/Mixtral-8x7B-v0.1",
     "mistralai/Mixtral-8x7B-Instruct-v0.1",
     "bigscience/bloom-560m",
@@ -562,12 +567,12 @@
         "meta-llama/Llama-2-13b-chat-hf",
     ],
     "meta-llama/Llama-2-70b-chat-hf": ["Llama-2-70b-chat", "meta-llama-2-70b-chat-hf"],
-    "CodeLlama-7b-hf": ["CodeLlamallama-2-7b", "codellama/CodeLlama-7b-hf"],
-    "CodeLlama-7b-Python-hf": [
+    "codellama/CodeLlama-7b-hf": ["CodeLlamallama-2-7b", "codellama/CodeLlama-7b-hf"],
+    "codellama/CodeLlama-7b-Python-hf": [
         "CodeLlama-7b-python",
         "codellama/CodeLlama-7b-Python-hf",
     ],
-    "CodeLlama-7b-Instruct-hf": [
+    "codellama/CodeLlama-7b-Instruct-hf": [
         "CodeLlama-7b-instruct",
         "codellama/CodeLlama-7b-Instruct-hf",
     ],
@@ -604,6 +609,7 @@
     ],
     "mistralai/Mistral-7B-v0.1": ["mistral-7b"],
     "mistralai/Mistral-7B-Instruct-v0.1": ["mistral-7b-instruct"],
+    "mistralai/Mistral-Nemo-Base-2407": ["mistral-nemo-base-2407"],
     "mistralai/Mixtral-8x7B-v0.1": ["mixtral", "mixtral-8x7b"],
     "mistralai/Mixtral-8x7B-Instruct-v0.1": [
         "mixtral-instruct",
@@ -755,7 +761,7 @@ def convert_hf_model_config(model_name: str, **kwargs):
             "final_rms": True,
             "gated_mlp": True,
         }
-    elif official_model_name.startswith("CodeLlama-7b"):  # same architecture CodeLlama and Llama-2
+    elif official_model_name.startswith("codellama"):  # same architecture CodeLlama and Llama-2
         cfg_dict = {
             "d_model": 4096,
             "d_head": 4096 // 32,
@@ -927,13 +933,13 @@ def convert_hf_model_config(model_name: str, **kwargs):
             "final_rms": True,
             "gated_mlp": True,
         }
-    elif "Llama-3.2-1B-Instruct" in official_model_name:
+    elif "Llama-3.1-8B" in official_model_name:
         cfg_dict = {
-            "d_model": 2048,
-            "d_head": 64,
+            "d_model": 4096,
+            "d_head": 128,
             "n_heads": 32,
-            "d_mlp": 8192,
-            "n_layers": 16,
+            "d_mlp": 14336,
+            "n_layers": 32,
             "n_ctx": 2048,  # capped due to memory issues
             "eps": 1e-5,
             "d_vocab": 128256,
@@ -942,17 +948,17 @@ def convert_hf_model_config(model_name: str, **kwargs):
             "normalization_type": "RMS",
             "positional_embedding_type": "rotary",
             "rotary_adjacent_pairs": False,
-            "rotary_dim": 64,
+            "rotary_dim": 128,
             "final_rms": True,
             "gated_mlp": True,
         }
-    elif "Llama-3.2-3B-Instruct" in official_model_name:
+    elif "Llama-3.1-70B" in official_model_name:
         cfg_dict = {
-            "d_model": 3072,
+            "d_model": 8192,
             "d_head": 128,
-            "n_heads": 24,
-            "d_mlp": 8192,
-            "n_layers": 28,
+            "n_heads": 64,
+            "d_mlp": 28672,
+            "n_layers": 80,
             "n_ctx": 2048,  # capped due to memory issues
             "eps": 1e-5,
             "d_vocab": 128256,
@@ -1070,24 +1076,27 @@ def convert_hf_model_config(model_name: str, **kwargs):
             "attention_dir": "bidirectional",
         }
     elif architecture == "MistralForCausalLM":
+        use_local_attn = True if hf_config.sliding_window else False
         cfg_dict = {
-            "d_model": 4096,
-            "d_head": 4096 // 32,
-            "n_heads": 32,
-            "d_mlp": 14336,
-            "n_layers": 32,
+            "d_model": hf_config.hidden_size,
+            "d_head": hf_config.head_dim
+            if hasattr(hf_config, "head_dim") and hf_config.head_dim > 0
+            else hf_config.hidden_size // hf_config.num_attention_heads,
+            "n_heads": hf_config.num_attention_heads,
+            "d_mlp": hf_config.intermediate_size,
+            "n_layers": hf_config.num_hidden_layers,
             "n_ctx": 2048,  # Capped due to memory issues
-            "d_vocab": 32000,
-            "act_fn": "silu",
+            "d_vocab": hf_config.vocab_size,
+            "act_fn": hf_config.hidden_act,
+            "window_size": hf_config.sliding_window,  # None if no sliding window was used
+            "attn_types": ["local"] * hf_config.num_hidden_layers if use_local_attn else None,
+            "eps": hf_config.rms_norm_eps,
+            "rotary_base": hf_config.rope_theta,
+            "n_key_value_heads": hf_config.num_key_value_heads,
+            "use_local_attn": use_local_attn,
             "normalization_type": "RMS",
             "positional_embedding_type": "rotary",
-            "window_size": 4096,
-            "attn_types": ["local"] * 32,
-            "eps": 1e-05,
-            "n_key_value_heads": 8,
             "gated_mlp": True,
-            "use_local_attn": True,
-            "rotary_dim": 4096 // 32,
         }
     elif architecture == "MixtralForCausalLM":
         cfg_dict = {