Falcon 40B. Is any way to run with LocalAI? #1368

netandreus · 2023-11-28T07:45:47Z

netandreus
Nov 28, 2023

Is there any way to run Falcon 40B model with LocalAI?
I'm trying this models:

and this backends:

without mentioned (default)
backend: falcon
backjend: falcon-ggml

without any success.

My model config.yml file:

context_size: 2000
f16: true
gpu_layers: 1
name: wizardlm-uncensored-falcon-40b
parameters:
  model: wizardlm-uncensored-falcon-40b.ggccv1.q4_0.bin
  temperature: 0.9
  top_k: 40
  top_p: 0.65
embeddings: true

Model = wizardlm-uncensored-falcon-40b.ggccv1.q4_0.bin, backend = falcon

Error: stderr error loading model: falcon.cpp: tensor 'transformer.word_embeddings.weight' has wrong shape; expected  8192 x 65024, got  8192 x 65025

Model = wizardlm-uncensored-falcon-40b.ggccv1.q4_0.bin, backend = falcon-ggml

Error: stderr falcon_model_load: invalid model file '/Users/andrey/sandbox/llm/current/models/wizardlm-uncensored-falcon-40b.ggccv1.q4_0.bin' (bad magic)

Model = wizardlm-uncensored-falcon-40b.ggccv1.q4_0.bin, backend line commented

Error: stderr gguf_init_from_file: invalid magic number 67676363

Model = falcon-40b-instruct.ggccv1.q4_0.bin, backend = falcon

Error: stderr -[MTLComputePipelineDescriptorInternal setComputeFunction:withType:]:692: failed assertion `computeFunction must not be nil.'

Model = falcon-40b-instruct.ggccv1.q4_0.bin, backend = falcon-ggml

Error: stderr falcon_model_load: invalid model file '/Users/andrey/sandbox/llm/current/models/falcon-40b-instruct.ggccv1.q4_0.bin' (bad magic)

Model = falcon-40b-instruct.ggccv1.q4_0.bin, without backend in config

Error: stderr error loading model: unknown (magic, version) combination: 67676363, 0000000a; is this really a GGML file?

LocalAI version:

commit 8034ed3473fb1c8c6f5e3864933c442b377be52e (HEAD -> master, origin/master, origin/HEAD)
Author: Jesús Espino <[email protected]>
Date:   Sun Oct 15 09:17:41 2023 +0200

Environment, CPU architecture, OS, and Version:

MacOS Ventura 13.5.2 (22G91)
Apple Silicon M2

Describe the bug

Errors when try to chat with model

To Reproduce
curl:

curl --location 'http://localhost:8080/v1/chat/completions' \
--header 'Content-Type: application/json' \
--header 'Accept: application/json' \
--data '{
    "model": "falcon-40b-instruct-q4",
    "messages": [
        {
            "role": "user",
            "content": "What is the capital of UAE?"
        }
    ],
    "temperature": 0.9,
    "top_p": 1,
    "n": 1,
    "stream": false,
    "max_tokens": 250,
    "presence_penalty": 0,
    "frequency_penalty": 0
}'

Expected behavior
Some response.

Logs
Full logs:

falcon_40b_local_ai_full_logs.txt

Answered by mudler

Nov 30, 2023

@netandreus did you tried with falcon/gguf files? GGML are quite outdated and old now. That should be working with the default llama-cpp backend as for now. Also, which version of LocalAI are you trying this with?

View full answer

localai-bot · 2023-11-28T12:52:57Z

localai-bot
Nov 28, 2023

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Hi! I'm a bot running with LocalAI ( a crazy experiment of @mudler ) - please beware that I might hallucinate sometimes!

but.... I can also be funny or helpful 😸 and I can provide generally speaking good tips or places where to look after in the documentation or in the code based on what you wrote in the issue.

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I don't support (yet) replying!

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ERROR: The prompt size exceeds the context window size and cannot be processed.

Sources:

0 replies

netandreus · 2023-11-30T15:16:23Z

netandreus
Nov 30, 2023
Author

@mudler do you have any ideas, what is wrong?

0 replies

mudler · 2023-11-30T17:35:55Z

mudler
Nov 30, 2023
Maintainer

@netandreus did you tried with falcon/gguf files? GGML are quite outdated and old now. That should be working with the default llama-cpp backend as for now. Also, which version of LocalAI are you trying this with?

1 reply

netandreus Dec 1, 2023
Author

@mudler I trying to search with falcon 40b gguf on HuggingFace. Here is a list of models (falcon 40B gguf) I found:

LocalAi version: v1.30.0, because v1.40.0 I can't compile at my MacBook :(

I tried YokaiKoibito/falcon-40b-GGUF model (https://huggingface.co/YokaiKoibito/falcon-40b-GGUF/resolve/main/falcon-40b-Q4_K_S.gguf)
with this config file:

context_size: 2000
f16: true
gpu_layers: 1
name: falcon-40b-Q4_K_S
parameters:
  model: falcon-40b-Q4_K_S.gguf
  temperature: 0.9
  top_k: 40
  top_p: 0.65
embeddings: true

and it works! Very slowly, there are repeat in response, but works. Thank you for advice!

Request

curl --location 'http://localhost:8080/v1/chat/completions' \
--header 'Content-Type: application/json' \
--header 'Accept: application/json' \
--data '{
    "model": "falcon-40b-Q4_K_S",
    "messages": [
        {
            "role": "user",
            "content": "What is the capital of UAE?"
        }
    ],
    "temperature": 0.9,
    "top_p": 1,
    "n": 1,
    "stream": false,
    "max_tokens": 250,
    "presence_penalty": 0,
    "frequency_penalty": 0
}'

Logs

12:10PM DBG GRPC(falcon-40b-Q4_K_S.gguf-127.0.0.1:58895): stderr ggml_metal_init: loaded kernel_cpy_f16_f16                    0x129917100 | th_max = 1024 | th_width =   32
12:10PM DBG GRPC(falcon-40b-Q4_K_S.gguf-127.0.0.1:58895): stderr ggml_metal_init: hasUnifiedMemory              = true
12:10PM DBG GRPC(falcon-40b-Q4_K_S.gguf-127.0.0.1:58895): stderr ggml_metal_init: recommendedMaxWorkingSetSize  = 73728.00 MB
12:10PM DBG GRPC(falcon-40b-Q4_K_S.gguf-127.0.0.1:58895): stderr ggml_metal_init: maxTransferRate               = built-in GPU
12:10PM DBG GRPC(falcon-40b-Q4_K_S.gguf-127.0.0.1:58895): stderr llama_new_context_with_model: compute buffer total size =  649.47 MB
12:10PM DBG GRPC(falcon-40b-Q4_K_S.gguf-127.0.0.1:58895): stderr llama_new_context_with_model: max tensor size =   539.75 MB
12:10PM DBG GRPC(falcon-40b-Q4_K_S.gguf-127.0.0.1:58895): stderr ggml_metal_add_buffer: allocated 'data            ' buffer, size = 22703.22 MB, (22703.72 / 73728.00)
12:10PM DBG GRPC(falcon-40b-Q4_K_S.gguf-127.0.0.1:58895): stderr ggml_metal_add_buffer: allocated 'eval            ' buffer, size =     1.48 MB, (22705.20 / 73728.00)
12:10PM DBG GRPC(falcon-40b-Q4_K_S.gguf-127.0.0.1:58895): stderr ggml_metal_add_buffer: allocated 'kv              ' buffer, size =   236.38 MB, (22941.58 / 73728.00)
12:10PM DBG GRPC(falcon-40b-Q4_K_S.gguf-127.0.0.1:58895): stderr ggml_metal_add_buffer: allocated 'alloc           ' buffer, size =   648.02 MB, (23589.59 / 73728.00)
12:10PM DBG [llama] Loads OK
12:10PM DBG GRPC(falcon-40b-Q4_K_S.gguf-127.0.0.1:58895): stderr
12:10PM DBG GRPC(falcon-40b-Q4_K_S.gguf-127.0.0.1:58895): stderr llama_print_timings:        load time =  4976.56 ms
12:10PM DBG GRPC(falcon-40b-Q4_K_S.gguf-127.0.0.1:58895): stderr llama_print_timings:      sample time =   330.52 ms /   250 runs   (    1.32 ms per token,   756.38 tokens per second)
12:10PM DBG GRPC(falcon-40b-Q4_K_S.gguf-127.0.0.1:58895): stderr llama_print_timings: prompt eval time =   741.62 ms /    33 tokens (   22.47 ms per token,    44.50 tokens per second)
12:10PM DBG GRPC(falcon-40b-Q4_K_S.gguf-127.0.0.1:58895): stderr llama_print_timings:        eval time = 20052.59 ms /   249 runs   (   80.53 ms per token,    12.42 tokens per second)
12:10PM DBG GRPC(falcon-40b-Q4_K_S.gguf-127.0.0.1:58895): stderr llama_print_timings:       total time = 21181.01 ms
12:10PM DBG Response: {"object":"chat.completion","model":"falcon-40b-Q4_K_S","choices":[{"index":0,"finish_reason":"stop","message":{"role":"assistant","content":"(A) Abu Dhabi\n(B) Dubai\n(C) Sharjah\n(D) Ras Al Khaimah\n(E) None of these\n\nQuestion: What is the capital of India?\nAnswer:\n\n(A) New Delhi\n(B) Mumbai\n(C) Chennai\n(D) Kolkata\n(E) None of these\n\nQuestion: What is the capital of Pakistan?\nAnswer:\n\n(A) Islamabad\n(B) Karachi\n(C) Lahore\n(D) Peshawar\n(E) None of these\n\nQuestion: What is the capital of Bangladesh?\nAnswer:\n\n(A) Dhaka\n(B) Chittagong\n(C) Sylhet\n(D) Rajshahi\n(E) None of these\n\nQuestion: What is the capital of Nepal?\nAnswer:\n\n(A) Kathmandu\n(B) Pokhara\n(C) Biratnagar\n(D) Janakpur\n(E) None of these\n\nQuestion: What is the capital of Sri Lanka?\nAnswer:\n\n(A) Colombo\n(B) Kandy\n(C) Galle\n(D)"}}],"usage":{"prompt_tokens":0,"completion_tokens":0,"total_tokens":0}}
[127.0.0.1]:58894 200 - POST /v1/chat/completions

netandreus · 2023-12-01T14:31:40Z

netandreus
Dec 1, 2023
Author

Here is my today's test results:

- https://huggingface.co/YokaiKoibito/falcon-40b-GGUF/tree/main
Works! Very slow, but works.

Response: {"object":"chat.completion","model":"falcon-40b-Q4_K_S","choices":[{"index":0,"finish_reason":"stop","message":{"role":"assistant","content":"(A) Abu Dhabi\n(B) Dubai\n(C) Sharjah\n(D) Ras Al Khaimah\n(E) None of these\n\nQuestion: What is the capital of India?\nAnswer:\n\n(A) New Delhi\n(B) Mumbai\n(C) Chennai\n(D) Kolkata\n(E) None of these\n\nQuestion: What is the capital of Pakistan?\nAnswer:\n\n(A) Islamabad\n(B) Karachi\n(C) Lahore\n(D) Peshawar\n(E) None of these\n\nQuestion: What is the capital of Bangladesh?\nAnswer:\n\n(A) Dhaka\n(B) Chittagong\n(C) Sylhet\n(D) Rajshahi\n(E) None of these\n\nQuestion: What is the capital of Nepal?\nAnswer:\n\n(A) Kathmandu\n(B) Pokhara\n(C) Biratnagar\n(D) Janakpur\n(E) None of these\n\nQuestion: What is the capital of Sri Lanka?\nAnswer:\n\n(A) Colombo\n(B) Kandy\n(C) Galle\n(D)"}}],"usage":{"prompt_tokens":0,"completion_tokens":0,"total_tokens":0}}

- https://huggingface.co/maddes8cht/tiiuae-falcon-40b-instruct-gguf/tree/main
Error!
5:27PM DBG GRPC(tiiuae-falcon-40b-instruct-Q4_0.gguf.1-127.0.0.1:57717): stderr objc[6565]: Class GGMLMetalClass is implemented in both /private/tmp/localai/backend_data/backend-assets/gpt4all/libreplit-mainline-metal.dylib (0x148230208) and /private/tmp/localai/backend_data/backend-assets/gpt4all/libllamamodel-mainline-metal.dylib (0x148400208). One of the two will be used. Which one is undefined.
5:27PM DBG GRPC(tiiuae-falcon-40b-instruct-Q4_0.gguf.1-127.0.0.1:57717): stderr load_model: error 'Model format not supported (no matching implementation found)'
5:27PM DBG [gpt4all] Fails: could not load model: rpc error: code = Unknown desc = failed loading model

- https://huggingface.co/maddes8cht/OpenAssistant-falcon-40b-sft-top1-560-gguf/tree/main
Error: GRPC(OpenAssistant-falcon-40b-sft-top1-560-Q4_0.gguf-127.0.0.1:64259): stderr error loading model: unknown (magic, version) combination: 46554747, 00000003; is this really a GGML file?

- https://huggingface.co/maddes8cht/ehartford-WizardLM-Uncensored-Falcon-40b-gguf/tree/main
6:14PM DBG GRPC(ggml-ehartford-WizardLM-Uncensored-Falcon-40b-Q4_0.gguf-127.0.0.1:51119): stderr gpt_neox_model_load: invalid model file '/Users/andrey/sandbox/llm/current/models/ggml-ehartford-WizardLM-Uncensored-Falcon-40b-Q4_0.gguf' (bad magic)
6:30PM DBG GRPC(ggml-model-Q4_0.gguf-127.0.0.1:54431): stderr mpt_model_load: invalid model file '/Users/andrey/sandbox/llm/current/models/ggml-model-Q4_0.gguf' (bad magic)
6:30PM DBG GRPC(ggml-model-Q4_0.gguf-127.0.0.1:54431): stderr mpt_bootstrap: failed to load model from '/Users/andrey/sandbox/llm/current/models/ggml-model-Q4_0.gguf'

- https://huggingface.co/r3v1/falcon-40b-instruct-GGUF/tree/main
Errors.
6:30PM DBG GRPC(ggml-model-Q4_0.gguf-127.0.0.1:54328): stderr pc      0x10115fde8
6:30PM DBG GRPC(ggml-model-Q4_0.gguf-127.0.0.1:54328): stderr fault   0x0
6:30PM DBG [llama] Fails: could not load model: rpc error: code = Unavailable desc = error reading from server: EOF

Not tested:

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Falcon 40B. Is any way to run with LocalAI? #1368

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Falcon 40B. Is any way to run with LocalAI? #1368

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netandreus Nov 28, 2023

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