Text Generation
Transformers
Safetensors
qwen2
llama-factory
Generated from Trainer
conversational
text-generation-inference
Instructions to use adpretko/train-armv8-O2_epoch3_AMD with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use adpretko/train-armv8-O2_epoch3_AMD with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="adpretko/train-armv8-O2_epoch3_AMD") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForMultimodalLM tokenizer = AutoTokenizer.from_pretrained("adpretko/train-armv8-O2_epoch3_AMD") model = AutoModelForMultimodalLM.from_pretrained("adpretko/train-armv8-O2_epoch3_AMD") messages = [ {"role": "user", "content": "Who are you?"}, ] inputs = tokenizer.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use adpretko/train-armv8-O2_epoch3_AMD with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "adpretko/train-armv8-O2_epoch3_AMD" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "adpretko/train-armv8-O2_epoch3_AMD", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/adpretko/train-armv8-O2_epoch3_AMD
- SGLang
How to use adpretko/train-armv8-O2_epoch3_AMD 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 "adpretko/train-armv8-O2_epoch3_AMD" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "adpretko/train-armv8-O2_epoch3_AMD", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'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 "adpretko/train-armv8-O2_epoch3_AMD" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "adpretko/train-armv8-O2_epoch3_AMD", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use adpretko/train-armv8-O2_epoch3_AMD with Docker Model Runner:
docker model run hf.co/adpretko/train-armv8-O2_epoch3_AMD
| {"current_steps": 2410, "total_steps": 3236, "loss": 0.0047, "lr": 3.7230192001990963e-06, "epoch": 1.489720204050085, "percentage": 74.47, "elapsed_time": "0:11:02", "remaining_time": "0:03:47"} | |
| {"current_steps": 2420, "total_steps": 3236, "loss": 0.0048, "lr": 3.6394027906652927e-06, "epoch": 1.4959035399598082, "percentage": 74.78, "elapsed_time": "0:21:49", "remaining_time": "0:07:21"} | |
| {"current_steps": 2430, "total_steps": 3236, "loss": 0.0052, "lr": 3.5565266861375236e-06, "epoch": 1.5020868758695316, "percentage": 75.09, "elapsed_time": "0:32:46", "remaining_time": "0:10:52"} | |
| {"current_steps": 2440, "total_steps": 3236, "loss": 0.0046, "lr": 3.4744005325017073e-06, "epoch": 1.508270211779255, "percentage": 75.4, "elapsed_time": "0:43:33", "remaining_time": "0:14:12"} | |
| {"current_steps": 2450, "total_steps": 3236, "loss": 0.0048, "lr": 3.3930338883575564e-06, "epoch": 1.5144535476889782, "percentage": 75.71, "elapsed_time": "0:54:22", "remaining_time": "0:17:26"} | |
| {"current_steps": 2460, "total_steps": 3236, "loss": 0.0051, "lr": 3.3124362239060627e-06, "epoch": 1.5206368835987014, "percentage": 76.02, "elapsed_time": "1:05:13", "remaining_time": "0:20:34"} | |
| {"current_steps": 2470, "total_steps": 3236, "loss": 0.005, "lr": 3.2326169198472555e-06, "epoch": 1.5268202195084248, "percentage": 76.33, "elapsed_time": "1:15:59", "remaining_time": "0:23:34"} | |
| {"current_steps": 2480, "total_steps": 3236, "loss": 0.0048, "lr": 3.1535852662884138e-06, "epoch": 1.5330035554181483, "percentage": 76.64, "elapsed_time": "1:26:47", "remaining_time": "0:26:27"} | |
| {"current_steps": 2490, "total_steps": 3236, "loss": 0.0048, "lr": 3.0753504616627694e-06, "epoch": 1.5391868913278715, "percentage": 76.95, "elapsed_time": "1:37:31", "remaining_time": "0:29:13"} | |
| {"current_steps": 2500, "total_steps": 3236, "loss": 0.0048, "lr": 2.9979216116589203e-06, "epoch": 1.5453702272375947, "percentage": 77.26, "elapsed_time": "1:48:16", "remaining_time": "0:31:52"} | |
| {"current_steps": 2510, "total_steps": 3236, "loss": 0.0046, "lr": 2.9213077281610336e-06, "epoch": 1.5515535631473178, "percentage": 77.56, "elapsed_time": "2:00:38", "remaining_time": "0:34:53"} | |
| {"current_steps": 2520, "total_steps": 3236, "loss": 0.0048, "lr": 2.8455177281999515e-06, "epoch": 1.5577368990570413, "percentage": 77.87, "elapsed_time": "2:11:17", "remaining_time": "0:37:18"} | |
| {"current_steps": 2530, "total_steps": 3236, "loss": 0.0048, "lr": 2.7705604329153434e-06, "epoch": 1.5639202349667647, "percentage": 78.18, "elapsed_time": "2:22:01", "remaining_time": "0:39:37"} | |
| {"current_steps": 2540, "total_steps": 3236, "loss": 0.0048, "lr": 2.6964445665290274e-06, "epoch": 1.5701035708764879, "percentage": 78.49, "elapsed_time": "2:32:42", "remaining_time": "0:41:50"} | |
| {"current_steps": 2550, "total_steps": 3236, "loss": 0.005, "lr": 2.6231787553295583e-06, "epoch": 1.576286906786211, "percentage": 78.8, "elapsed_time": "2:43:29", "remaining_time": "0:43:59"} | |
| {"current_steps": 2560, "total_steps": 3236, "loss": 0.0047, "lr": 2.550771526668221e-06, "epoch": 1.5824702426959345, "percentage": 79.11, "elapsed_time": "2:54:22", "remaining_time": "0:46:02"} | |
| {"current_steps": 2570, "total_steps": 3236, "loss": 0.0048, "lr": 2.47923130796655e-06, "epoch": 1.5886535786056577, "percentage": 79.42, "elapsed_time": "3:05:05", "remaining_time": "0:47:58"} | |
| {"current_steps": 2580, "total_steps": 3236, "loss": 0.0047, "lr": 2.408566425735446e-06, "epoch": 1.5948369145153811, "percentage": 79.73, "elapsed_time": "3:15:56", "remaining_time": "0:49:49"} | |
| {"current_steps": 2590, "total_steps": 3236, "loss": 0.0046, "lr": 2.338785104606082e-06, "epoch": 1.6010202504251043, "percentage": 80.04, "elapsed_time": "3:26:38", "remaining_time": "0:51:32"} | |
| {"current_steps": 2600, "total_steps": 3236, "loss": 0.0047, "lr": 2.26989546637263e-06, "epoch": 1.6072035863348275, "percentage": 80.35, "elapsed_time": "3:37:22", "remaining_time": "0:53:10"} | |
| {"current_steps": 2610, "total_steps": 3236, "loss": 0.0048, "lr": 2.2019055290469816e-06, "epoch": 1.613386922244551, "percentage": 80.66, "elapsed_time": "3:49:55", "remaining_time": "0:55:08"} | |
| {"current_steps": 2620, "total_steps": 3236, "loss": 0.0049, "lr": 2.1348232059255293e-06, "epoch": 1.6195702581542744, "percentage": 80.96, "elapsed_time": "4:00:36", "remaining_time": "0:56:34"} | |
| {"current_steps": 2630, "total_steps": 3236, "loss": 0.0047, "lr": 2.0686563046681507e-06, "epoch": 1.6257535940639976, "percentage": 81.27, "elapsed_time": "4:11:20", "remaining_time": "0:57:54"} | |
| {"current_steps": 2640, "total_steps": 3236, "loss": 0.0047, "lr": 2.0034125263894777e-06, "epoch": 1.6319369299737208, "percentage": 81.58, "elapsed_time": "4:22:04", "remaining_time": "0:59:09"} | |
| {"current_steps": 2650, "total_steps": 3236, "loss": 0.0043, "lr": 1.9390994647625693e-06, "epoch": 1.6381202658834442, "percentage": 81.89, "elapsed_time": "4:32:43", "remaining_time": "1:00:18"} | |
| {"current_steps": 2660, "total_steps": 3236, "loss": 0.0047, "lr": 1.8757246051350908e-06, "epoch": 1.6443036017931674, "percentage": 82.2, "elapsed_time": "4:43:36", "remaining_time": "1:01:24"} | |
| {"current_steps": 2670, "total_steps": 3236, "loss": 0.0045, "lr": 1.813295323658103e-06, "epoch": 1.6504869377028908, "percentage": 82.51, "elapsed_time": "4:54:19", "remaining_time": "1:02:23"} | |
| {"current_steps": 2680, "total_steps": 3236, "loss": 0.0045, "lr": 1.7518188864275498e-06, "epoch": 1.656670273612614, "percentage": 82.82, "elapsed_time": "5:05:12", "remaining_time": "1:03:19"} | |
| {"current_steps": 2690, "total_steps": 3236, "loss": 0.0047, "lr": 1.6913024486385733e-06, "epoch": 1.6628536095223372, "percentage": 83.13, "elapsed_time": "5:15:53", "remaining_time": "1:04:07"} | |
| {"current_steps": 2700, "total_steps": 3236, "loss": 0.0047, "lr": 1.6317530537527148e-06, "epoch": 1.6690369454320606, "percentage": 83.44, "elapsed_time": "5:26:42", "remaining_time": "1:04:51"} | |
| {"current_steps": 2710, "total_steps": 3236, "loss": 0.0047, "lr": 1.5731776326781435e-06, "epoch": 1.675220281341784, "percentage": 83.75, "elapsed_time": "5:39:07", "remaining_time": "1:05:49"} | |
| {"current_steps": 2720, "total_steps": 3236, "loss": 0.0045, "lr": 1.5155830029629614e-06, "epoch": 1.6814036172515072, "percentage": 84.05, "elapsed_time": "5:49:51", "remaining_time": "1:06:22"} | |
| {"current_steps": 2730, "total_steps": 3236, "loss": 0.0047, "lr": 1.4589758680017263e-06, "epoch": 1.6875869531612304, "percentage": 84.36, "elapsed_time": "6:00:35", "remaining_time": "1:06:50"} | |
| {"current_steps": 2740, "total_steps": 3236, "loss": 0.0044, "lr": 1.403362816255236e-06, "epoch": 1.6937702890709536, "percentage": 84.67, "elapsed_time": "6:11:23", "remaining_time": "1:07:13"} | |
| {"current_steps": 2750, "total_steps": 3236, "loss": 0.005, "lr": 1.3487503204837182e-06, "epoch": 1.699953624980677, "percentage": 84.98, "elapsed_time": "6:22:06", "remaining_time": "1:07:31"} | |
| {"current_steps": 2760, "total_steps": 3236, "loss": 0.0046, "lr": 1.2951447369934544e-06, "epoch": 1.7061369608904005, "percentage": 85.29, "elapsed_time": "6:32:51", "remaining_time": "1:07:45"} | |
| {"current_steps": 2770, "total_steps": 3236, "loss": 0.0048, "lr": 1.2425523048969835e-06, "epoch": 1.7123202968001237, "percentage": 85.6, "elapsed_time": "6:43:39", "remaining_time": "1:07:54"} | |
| {"current_steps": 2780, "total_steps": 3236, "loss": 0.0046, "lr": 1.190979145386939e-06, "epoch": 1.7185036327098469, "percentage": 85.91, "elapsed_time": "6:54:22", "remaining_time": "1:07:58"} | |
| {"current_steps": 2790, "total_steps": 3236, "loss": 0.0045, "lr": 1.1404312610235968e-06, "epoch": 1.7246869686195703, "percentage": 86.22, "elapsed_time": "7:05:08", "remaining_time": "1:07:57"} | |
| {"current_steps": 2800, "total_steps": 3236, "loss": 0.0046, "lr": 1.0909145350362516e-06, "epoch": 1.7308703045292937, "percentage": 86.53, "elapsed_time": "7:15:50", "remaining_time": "1:07:51"} | |
| {"current_steps": 2810, "total_steps": 3236, "loss": 0.0046, "lr": 1.042434730638473e-06, "epoch": 1.7370536404390169, "percentage": 86.84, "elapsed_time": "7:28:10", "remaining_time": "1:07:56"} | |
| {"current_steps": 2820, "total_steps": 3236, "loss": 0.0044, "lr": 9.949974903573223e-07, "epoch": 1.74323697634874, "percentage": 87.14, "elapsed_time": "7:38:55", "remaining_time": "1:07:41"} | |
| {"current_steps": 2830, "total_steps": 3236, "loss": 0.0045, "lr": 9.486083353766262e-07, "epoch": 1.7494203122584633, "percentage": 87.45, "elapsed_time": "7:49:34", "remaining_time": "1:07:22"} | |
| {"current_steps": 2840, "total_steps": 3236, "loss": 0.0047, "lr": 9.032726648943779e-07, "epoch": 1.7556036481681867, "percentage": 87.76, "elapsed_time": "8:00:23", "remaining_time": "1:06:59"} | |
| {"current_steps": 2850, "total_steps": 3236, "loss": 0.0043, "lr": 8.58995755494314e-07, "epoch": 1.7617869840779101, "percentage": 88.07, "elapsed_time": "8:11:14", "remaining_time": "1:06:32"} | |
| {"current_steps": 2860, "total_steps": 3236, "loss": 0.0045, "lr": 8.157827605317892e-07, "epoch": 1.7679703199876333, "percentage": 88.38, "elapsed_time": "8:21:56", "remaining_time": "1:05:59"} | |
| {"current_steps": 2870, "total_steps": 3236, "loss": 0.0046, "lr": 7.736387095339748e-07, "epoch": 1.7741536558973565, "percentage": 88.69, "elapsed_time": "8:32:43", "remaining_time": "1:05:23"} | |
| {"current_steps": 2880, "total_steps": 3236, "loss": 0.0044, "lr": 7.325685076144795e-07, "epoch": 1.78033699180708, "percentage": 89.0, "elapsed_time": "8:43:26", "remaining_time": "1:04:42"} | |
| {"current_steps": 2890, "total_steps": 3236, "loss": 0.0046, "lr": 6.925769349024459e-07, "epoch": 1.7865203277168034, "percentage": 89.31, "elapsed_time": "8:54:09", "remaining_time": "1:03:57"} | |
| {"current_steps": 2900, "total_steps": 3236, "loss": 0.0044, "lr": 6.536686459861918e-07, "epoch": 1.7927036636265266, "percentage": 89.62, "elapsed_time": "9:05:01", "remaining_time": "1:03:08"} | |
| {"current_steps": 2910, "total_steps": 3236, "loss": 0.0045, "lr": 6.158481693714735e-07, "epoch": 1.7988869995362498, "percentage": 89.93, "elapsed_time": "9:17:27", "remaining_time": "1:02:27"} | |
| {"current_steps": 2920, "total_steps": 3236, "loss": 0.0043, "lr": 5.791199069544074e-07, "epoch": 1.805070335445973, "percentage": 90.23, "elapsed_time": "9:28:08", "remaining_time": "1:01:29"} | |
| {"current_steps": 2930, "total_steps": 3236, "loss": 0.0047, "lr": 5.434881335091458e-07, "epoch": 1.8112536713556964, "percentage": 90.54, "elapsed_time": "9:38:53", "remaining_time": "1:00:27"} | |
| {"current_steps": 2940, "total_steps": 3236, "loss": 0.0048, "lr": 5.089569961903318e-07, "epoch": 1.8174370072654198, "percentage": 90.85, "elapsed_time": "9:49:44", "remaining_time": "0:59:22"} | |
| {"current_steps": 2950, "total_steps": 3236, "loss": 0.0044, "lr": 4.755305140504185e-07, "epoch": 1.823620343175143, "percentage": 91.16, "elapsed_time": "10:00:29", "remaining_time": "0:58:13"} | |
| {"current_steps": 2960, "total_steps": 3236, "loss": 0.0044, "lr": 4.432125775718965e-07, "epoch": 1.8298036790848662, "percentage": 91.47, "elapsed_time": "10:11:18", "remaining_time": "0:57:00"} | |
| {"current_steps": 2970, "total_steps": 3236, "loss": 0.0045, "lr": 4.120069482144773e-07, "epoch": 1.8359870149945896, "percentage": 91.78, "elapsed_time": "10:22:04", "remaining_time": "0:55:42"} | |
| {"current_steps": 2980, "total_steps": 3236, "loss": 0.0045, "lr": 3.8191725797730897e-07, "epoch": 1.842170350904313, "percentage": 92.09, "elapsed_time": "10:32:47", "remaining_time": "0:54:21"} | |
| {"current_steps": 2990, "total_steps": 3236, "loss": 0.0045, "lr": 3.529470089762421e-07, "epoch": 1.8483536868140362, "percentage": 92.4, "elapsed_time": "10:43:22", "remaining_time": "0:52:55"} | |
| {"current_steps": 3000, "total_steps": 3236, "loss": 0.0045, "lr": 3.2509957303622496e-07, "epoch": 1.8545370227237594, "percentage": 92.71, "elapsed_time": "10:54:06", "remaining_time": "0:51:27"} | |
| {"current_steps": 3010, "total_steps": 3236, "loss": 0.0044, "lr": 2.983781912988604e-07, "epoch": 1.8607203586334826, "percentage": 93.02, "elapsed_time": "11:06:33", "remaining_time": "0:50:02"} | |
| {"current_steps": 3020, "total_steps": 3236, "loss": 0.0044, "lr": 2.727859738451721e-07, "epoch": 1.866903694543206, "percentage": 93.33, "elapsed_time": "11:17:15", "remaining_time": "0:48:26"} | |
| {"current_steps": 3030, "total_steps": 3236, "loss": 0.0042, "lr": 2.4832589933361907e-07, "epoch": 1.8730870304529295, "percentage": 93.63, "elapsed_time": "11:28:00", "remaining_time": "0:46:46"} | |
| {"current_steps": 3040, "total_steps": 3236, "loss": 0.0043, "lr": 2.2500081465341993e-07, "epoch": 1.8792703663626527, "percentage": 93.94, "elapsed_time": "11:38:38", "remaining_time": "0:45:02"} | |
| {"current_steps": 3050, "total_steps": 3236, "loss": 0.0044, "lr": 2.0281343459319868e-07, "epoch": 1.8854537022723759, "percentage": 94.25, "elapsed_time": "11:49:17", "remaining_time": "0:43:15"} | |
| {"current_steps": 3060, "total_steps": 3236, "loss": 0.0043, "lr": 1.8176634152501816e-07, "epoch": 1.8916370381820993, "percentage": 94.56, "elapsed_time": "12:00:02", "remaining_time": "0:41:24"} | |
| {"current_steps": 3070, "total_steps": 3236, "loss": 0.0045, "lr": 1.618619851038161e-07, "epoch": 1.8978203740918227, "percentage": 94.87, "elapsed_time": "12:10:52", "remaining_time": "0:39:31"} | |
| {"current_steps": 3080, "total_steps": 3236, "loss": 0.0044, "lr": 1.4310268198229115e-07, "epoch": 1.904003710001546, "percentage": 95.18, "elapsed_time": "12:21:40", "remaining_time": "0:37:33"} | |
| {"current_steps": 3090, "total_steps": 3236, "loss": 0.0043, "lr": 1.2549061554127494e-07, "epoch": 1.910187045911269, "percentage": 95.49, "elapsed_time": "12:32:23", "remaining_time": "0:35:32"} | |
| {"current_steps": 3100, "total_steps": 3236, "loss": 0.0046, "lr": 1.0902783563560226e-07, "epoch": 1.9163703818209923, "percentage": 95.8, "elapsed_time": "12:43:06", "remaining_time": "0:33:28"} | |
| {"current_steps": 3110, "total_steps": 3236, "loss": 0.0045, "lr": 9.371625835553622e-08, "epoch": 1.9225537177307157, "percentage": 96.11, "elapsed_time": "12:55:25", "remaining_time": "0:31:24"} | |
| {"current_steps": 3120, "total_steps": 3236, "loss": 0.0042, "lr": 7.955766580375334e-08, "epoch": 1.9287370536404391, "percentage": 96.42, "elapsed_time": "13:06:08", "remaining_time": "0:29:13"} | |
| {"current_steps": 3130, "total_steps": 3236, "loss": 0.0045, "lr": 6.655370588792732e-08, "epoch": 1.9349203895501623, "percentage": 96.72, "elapsed_time": "13:16:53", "remaining_time": "0:26:59"} | |
| {"current_steps": 3140, "total_steps": 3236, "loss": 0.0044, "lr": 5.470589212892785e-08, "epoch": 1.9411037254598855, "percentage": 97.03, "elapsed_time": "13:27:39", "remaining_time": "0:24:41"} | |
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| {"current_steps": 3160, "total_steps": 3236, "loss": 0.0043, "lr": 3.448408418959326e-08, "epoch": 1.9534703972793324, "percentage": 97.65, "elapsed_time": "13:49:06", "remaining_time": "0:19:56"} | |
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