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authorabc <98614666+xtekky@users.noreply.github.com>2024-03-11 19:26:34 +0100
committerabc <98614666+xtekky@users.noreply.github.com>2024-03-11 19:26:34 +0100
commitb7342b1f130aa867eec17d973b0cab00b16a4507 (patch)
treea0936e607ee1701ab3ae68f2dc47bf503c20bff7 /g4f/local/core
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Diffstat (limited to 'g4f/local/core')
-rw-r--r--g4f/local/core/engine.py42
-rw-r--r--g4f/local/core/models.py86
2 files changed, 128 insertions, 0 deletions
diff --git a/g4f/local/core/engine.py b/g4f/local/core/engine.py
new file mode 100644
index 00000000..920ed9b4
--- /dev/null
+++ b/g4f/local/core/engine.py
@@ -0,0 +1,42 @@
+import os
+
+from gpt4all import GPT4All
+from .models import models
+
+class LocalProvider:
+ @staticmethod
+ def create_completion(model, messages, stream, **kwargs):
+ if model not in models:
+ raise ValueError(f"Model '{model}' not found / not yet implemented")
+
+ model = models[model]
+ model_dir = os.path.join(os.path.dirname(os.path.abspath(__file__)), '../models/')
+ full_model_path = os.path.join(model_dir, model['path'])
+
+ if not os.path.isfile(full_model_path):
+ print(f"Model file '{full_model_path}' not found.")
+ download = input(f'Do you want to download {model["path"]} ? [y/n]')
+
+ if download in ['y', 'Y']:
+ GPT4All.download_model(model['path'], model_dir)
+ else:
+ raise ValueError(f"Model '{model['path']}' not found.")
+
+ model = GPT4All(model_name=model['path'],
+ n_threads=8,
+ verbose=False,
+ allow_download=False,
+ model_path=model_dir)
+
+ system_template = next((message['content'] for message in messages if message['role'] == 'system'),
+ 'A chat between a curious user and an artificial intelligence assistant.')
+
+ prompt_template = 'USER: {0}\nASSISTANT: '
+ conversation = '\n'.join(f"{msg['role'].upper()}: {msg['content']}" for msg in messages) + "\nASSISTANT: "
+
+ with model.chat_session(system_template, prompt_template):
+ if stream:
+ for token in model.generate(conversation, streaming=True):
+ yield token
+ else:
+ yield model.generate(conversation) \ No newline at end of file
diff --git a/g4f/local/core/models.py b/g4f/local/core/models.py
new file mode 100644
index 00000000..ec36fe41
--- /dev/null
+++ b/g4f/local/core/models.py
@@ -0,0 +1,86 @@
+models = {
+ "mistral-7b": {
+ "path": "mistral-7b-openorca.gguf2.Q4_0.gguf",
+ "ram": "8",
+ "prompt": "<|im_start|>user\n%1<|im_end|>\n<|im_start|>assistant\n",
+ "system": "<|im_start|>system\nYou are MistralOrca, a large language model trained by Alignment Lab AI. For multi-step problems, write out your reasoning for each step.\n<|im_end|>"
+ },
+ "mistral-7b-instruct": {
+ "path": "mistral-7b-instruct-v0.1.Q4_0.gguf",
+ "ram": "8",
+ "prompt": "[INST] %1 [/INST]",
+ "system": None
+ },
+ "gpt4all-falcon": {
+ "path": "gpt4all-falcon-newbpe-q4_0.gguf",
+ "ram": "8",
+ "prompt": "### Instruction:\n%1\n### Response:\n",
+ "system": None
+ },
+ "orca-2": {
+ "path": "orca-2-13b.Q4_0.gguf",
+ "ram": "16",
+ "prompt": None,
+ "system": None
+ },
+ "wizardlm-13b": {
+ "path": "wizardlm-13b-v1.2.Q4_0.gguf",
+ "ram": "16",
+ "prompt": None,
+ "system": None
+ },
+ "nous-hermes-llama2": {
+ "path": "nous-hermes-llama2-13b.Q4_0.gguf",
+ "ram": "16",
+ "prompt": "### Instruction:\n%1\n### Response:\n",
+ "system": None
+ },
+ "gpt4all-13b-snoozy": {
+ "path": "gpt4all-13b-snoozy-q4_0.gguf",
+ "ram": "16",
+ "prompt": None,
+ "system": None
+ },
+ "mpt-7b-chat": {
+ "path": "mpt-7b-chat-newbpe-q4_0.gguf",
+ "ram": "8",
+ "prompt": "<|im_start|>user\n%1<|im_end|>\n<|im_start|>assistant\n",
+ "system": "<|im_start|>system\n- You are a helpful assistant chatbot trained by MosaicML.\n- You answer questions.\n- You are excited to be able to help the user, but will refuse to do anything that could be considered harmful to the user.\n- You are more than just an information source, you are also able to write poetry, short stories, and make jokes.<|im_end|>"
+ },
+ "orca-mini-3b": {
+ "path": "orca-mini-3b-gguf2-q4_0.gguf",
+ "ram": "4",
+ "prompt": "### User:\n%1\n### Response:\n",
+ "system": "### System:\nYou are an AI assistant that follows instruction extremely well. Help as much as you can.\n\n"
+ },
+ "replit-code-3b": {
+ "path": "replit-code-v1_5-3b-newbpe-q4_0.gguf",
+ "ram": "4",
+ "prompt": "%1",
+ "system": None
+ },
+ "starcoder": {
+ "path": "starcoder-newbpe-q4_0.gguf",
+ "ram": "4",
+ "prompt": "%1",
+ "system": None
+ },
+ "rift-coder-7b": {
+ "path": "rift-coder-v0-7b-q4_0.gguf",
+ "ram": "8",
+ "prompt": "%1",
+ "system": None
+ },
+ "all-MiniLM-L6-v2": {
+ "path": "all-MiniLM-L6-v2-f16.gguf",
+ "ram": "1",
+ "prompt": None,
+ "system": None
+ },
+ "mistral-7b-german": {
+ "path": "em_german_mistral_v01.Q4_0.gguf",
+ "ram": "8",
+ "prompt": "USER: %1 ASSISTANT: ",
+ "system": "Du bist ein hilfreicher Assistent. "
+ }
+} \ No newline at end of file